diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml new file mode 100644 index 0000000..1ae85b6 --- /dev/null +++ b/.github/workflows/pre-commit.yml @@ -0,0 +1,17 @@ +name: pre-commit + +on: + push: + branches: + - master + pull_request: + +jobs: + pre-commit: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: '3.x' + - uses: pre-commit/action@v3.0.1 diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..1424498 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,5 @@ +repos: + - repo: https://github.com/kynan/nbstripout + rev: 0.9.1 + hooks: + - id: nbstripout diff --git a/DameCube.ipynb b/DameCube.ipynb index 4fcef35..17c71f3 100644 --- a/DameCube.ipynb +++ b/DameCube.ipynb @@ -2,13 +2,15 @@ "cells": [ { "cell_type": "markdown", - "id": "1a9b968c", - "source": "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues).", - "metadata": {} + "id": "0", + "metadata": {}, + "source": [ + "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues)." + ] }, { "cell_type": "markdown", - "id": "b73f64d0-aa4a-4422-b28d-8e80b20e39ae", + "id": "1", "metadata": {}, "source": [ "# Identification of the far 3 kpc arm in the Dame 2001 CO map\n", @@ -29,6 +31,7 @@ { "cell_type": "code", "execution_count": null, + "id": "2", "metadata": {}, "outputs": [], "source": [ @@ -39,7 +42,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7cffa818-9ef1-4e73-affd-6c44e9f8778b", + "id": "3", "metadata": {}, "outputs": [], "source": [ @@ -54,7 +57,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3af7c5c2-8689-4327-8697-ec2251b2d01e", + "id": "4", "metadata": {}, "outputs": [], "source": [ @@ -68,7 +71,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f30b33f9-a996-4af3-9f3d-2c28fad69e5a", + "id": "5", "metadata": {}, "outputs": [], "source": [ @@ -83,7 +86,7 @@ }, { "cell_type": "markdown", - "id": "df112a14-bb6a-4aed-a404-9870b2466660", + "id": "6", "metadata": {}, "source": [ "We load up the data and append the 1/8 degree beam (there's no beam in the original data header):" @@ -92,7 +95,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2116162-7896-4dfb-bf2d-cfcf168b6057", + "id": "7", "metadata": {}, "outputs": [], "source": [ @@ -112,7 +115,7 @@ { "cell_type": "code", "execution_count": null, - "id": "73d171e5-257e-48a4-a377-02a46a65c126", + "id": "8", "metadata": {}, "outputs": [], "source": [ @@ -121,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "1650ae61-468d-4574-8305-e24c703c550a", + "id": "9", "metadata": {}, "source": [ "We then create a mask based on the best-fit linear arm model from their Figure 1:\n", @@ -132,7 +135,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7294bf39-5792-4f49-b095-501058773aa9", + "id": "10", "metadata": {}, "outputs": [], "source": [ @@ -149,7 +152,7 @@ }, { "cell_type": "markdown", - "id": "53d6f369-e345-4e0d-82de-3589dbe8a256", + "id": "11", "metadata": {}, "source": [ "Find the corners to cut out of the image to match Fig 3:" @@ -158,7 +161,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fd63d384-fbad-42dd-821e-babae7568068", + "id": "12", "metadata": {}, "outputs": [], "source": [ @@ -168,7 +171,7 @@ }, { "cell_type": "markdown", - "id": "4b8a279c-b1a5-4797-a2bf-997d7b64589d", + "id": "13", "metadata": {}, "source": [ "Calculate the moment map:" @@ -177,7 +180,7 @@ { "cell_type": "code", "execution_count": null, - "id": "89e82122-8f96-4642-ab8a-87a352cea6f3", + "id": "14", "metadata": { "tags": [] }, @@ -190,7 +193,7 @@ { "cell_type": "code", "execution_count": null, - "id": "41d6ccca-7a88-42fa-a591-4799cbbc224e", + "id": "15", "metadata": {}, "outputs": [], "source": [ @@ -207,7 +210,7 @@ }, { "cell_type": "markdown", - "id": "3abc2b00-1894-4dc7-bf12-7c1ffe31d5da", + "id": "16", "metadata": {}, "source": [ "Compare to theirs:\n", @@ -237,4 +240,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/DiskPVExample.ipynb b/DiskPVExample.ipynb index 9c47735..bba64c9 100644 --- a/DiskPVExample.ipynb +++ b/DiskPVExample.ipynb @@ -2,13 +2,15 @@ "cells": [ { "cell_type": "markdown", - "id": "2ba0549f", - "source": "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues).", - "metadata": {} + "id": "0", + "metadata": {}, + "source": [ + "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues)." + ] }, { "cell_type": "markdown", - "id": "accredited-termination", + "id": "1", "metadata": { "tags": [] }, @@ -31,7 +33,7 @@ }, { "cell_type": "markdown", - "id": "different-requirement", + "id": "2", "metadata": {}, "source": [ "# Requirements\n", @@ -42,6 +44,7 @@ { "cell_type": "code", "execution_count": null, + "id": "3", "metadata": {}, "outputs": [], "source": [ @@ -52,7 +55,7 @@ { "cell_type": "code", "execution_count": null, - "id": "detected-trustee", + "id": "4", "metadata": {}, "outputs": [], "source": [ @@ -66,7 +69,7 @@ { "cell_type": "code", "execution_count": null, - "id": "seeing-issue", + "id": "5", "metadata": {}, "outputs": [], "source": [ @@ -78,7 +81,7 @@ { "cell_type": "code", "execution_count": null, - "id": "successful-chosen", + "id": "6", "metadata": {}, "outputs": [], "source": [ @@ -88,7 +91,7 @@ { "cell_type": "code", "execution_count": null, - "id": "engaging-representation", + "id": "7", "metadata": {}, "outputs": [], "source": [ @@ -97,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "beautiful-cannon", + "id": "8", "metadata": {}, "source": [ "We download a 2GB cube from the MAPS survey:" @@ -106,7 +109,7 @@ { "cell_type": "code", "execution_count": null, - "id": "emerging-cross", + "id": "9", "metadata": {}, "outputs": [], "source": [ @@ -127,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "charged-living", + "id": "10", "metadata": {}, "outputs": [], "source": [ @@ -142,7 +145,7 @@ }, { "cell_type": "markdown", - "id": "satisfactory-smoke", + "id": "11", "metadata": {}, "source": [ "We load the cube using the `dask` backend, which allows for some parallelization:" @@ -151,7 +154,7 @@ { "cell_type": "code", "execution_count": null, - "id": "powerful-emperor", + "id": "12", "metadata": {}, "outputs": [], "source": [ @@ -161,7 +164,7 @@ { "cell_type": "code", "execution_count": null, - "id": "surrounded-monte", + "id": "13", "metadata": {}, "outputs": [], "source": [ @@ -171,7 +174,7 @@ { "cell_type": "code", "execution_count": null, - "id": "diagnostic-synthesis", + "id": "14", "metadata": {}, "outputs": [], "source": [ @@ -180,7 +183,7 @@ }, { "cell_type": "markdown", - "id": "subsequent-rolling", + "id": "15", "metadata": {}, "source": [ "A quick look at the image cube shows that there is a disk rotated about 45 degrees in the center of the frame:" @@ -189,7 +192,7 @@ { "cell_type": "code", "execution_count": null, - "id": "postal-artwork", + "id": "16", "metadata": {}, "outputs": [], "source": [ @@ -198,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "precious-distance", + "id": "17", "metadata": {}, "source": [ "We can draw an ellipse around the disk to downselect only it:" @@ -207,7 +210,7 @@ { "cell_type": "code", "execution_count": null, - "id": "nominated-ordinance", + "id": "18", "metadata": {}, "outputs": [], "source": [ @@ -217,7 +220,7 @@ { "cell_type": "code", "execution_count": null, - "id": "delayed-sheep", + "id": "19", "metadata": {}, "outputs": [], "source": [ @@ -228,7 +231,7 @@ { "cell_type": "code", "execution_count": null, - "id": "transsexual-theory", + "id": "20", "metadata": {}, "outputs": [], "source": [ @@ -239,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "latter-memphis", + "id": "21", "metadata": {}, "source": [ "We make a cutout by creating a subcube using the ellipse region as a mask:" @@ -248,7 +251,7 @@ { "cell_type": "code", "execution_count": null, - "id": "protected-lender", + "id": "22", "metadata": {}, "outputs": [], "source": [ @@ -258,7 +261,7 @@ }, { "cell_type": "markdown", - "id": "enclosed-region", + "id": "23", "metadata": {}, "source": [ "Then we want to extract a position-velocity diagram across the disk.\n", @@ -269,7 +272,7 @@ { "cell_type": "code", "execution_count": null, - "id": "circular-masters", + "id": "24", "metadata": {}, "outputs": [], "source": [ @@ -279,7 +282,7 @@ { "cell_type": "code", "execution_count": null, - "id": "attractive-marina", + "id": "25", "metadata": {}, "outputs": [], "source": [ @@ -288,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "interested-hungarian", + "id": "26", "metadata": {}, "source": [ "We show the path overlaid on our cutout disk:" @@ -297,7 +300,7 @@ { "cell_type": "code", "execution_count": null, - "id": "derived-inclusion", + "id": "27", "metadata": {}, "outputs": [], "source": [ @@ -308,7 +311,7 @@ }, { "cell_type": "markdown", - "id": "extended-column", + "id": "28", "metadata": {}, "source": [ "Then, we extract the PV diagram. We choose spacing=5 to average over 5 pixels. This averaging isn't necessary, but does make the operation a little faster and increases the signal-to-noise ratio per spatial bin." @@ -317,7 +320,7 @@ { "cell_type": "code", "execution_count": null, - "id": "coastal-johnson", + "id": "29", "metadata": {}, "outputs": [], "source": [ @@ -326,7 +329,7 @@ }, { "cell_type": "markdown", - "id": "literary-invasion", + "id": "30", "metadata": {}, "source": [ "And plot the resulting diagram:" @@ -335,7 +338,7 @@ { "cell_type": "code", "execution_count": null, - "id": "virgin-civilian", + "id": "31", "metadata": {}, "outputs": [], "source": [ @@ -348,7 +351,7 @@ }, { "cell_type": "markdown", - "id": "painful-tyler", + "id": "32", "metadata": {}, "source": [ "# Second approach\n", @@ -361,7 +364,7 @@ { "cell_type": "code", "execution_count": null, - "id": "handy-officer", + "id": "33", "metadata": {}, "outputs": [], "source": [ @@ -382,7 +385,7 @@ }, { "cell_type": "markdown", - "id": "mysterious-starter", + "id": "34", "metadata": {}, "source": [ "We then reproject the whole cube, which takes a minute or two:" @@ -391,7 +394,7 @@ { "cell_type": "code", "execution_count": null, - "id": "decimal-field", + "id": "35", "metadata": {}, "outputs": [], "source": [ @@ -401,7 +404,7 @@ { "cell_type": "code", "execution_count": null, - "id": "strong-rehabilitation", + "id": "36", "metadata": {}, "outputs": [], "source": [ @@ -411,7 +414,7 @@ { "cell_type": "code", "execution_count": null, - "id": "written-julian", + "id": "37", "metadata": {}, "outputs": [], "source": [ @@ -421,7 +424,7 @@ { "cell_type": "code", "execution_count": null, - "id": "interstate-cooler", + "id": "38", "metadata": {}, "outputs": [], "source": [ @@ -430,7 +433,7 @@ }, { "cell_type": "markdown", - "id": "acute-courtesy", + "id": "39", "metadata": {}, "source": [ "Then, the position-velocity diagram is easy: we just take the average along the short axis:" @@ -439,7 +442,7 @@ { "cell_type": "code", "execution_count": null, - "id": "associate-jones", + "id": "40", "metadata": {}, "outputs": [], "source": [ @@ -449,7 +452,7 @@ { "cell_type": "code", "execution_count": null, - "id": "opponent-generic", + "id": "41", "metadata": {}, "outputs": [], "source": [ @@ -463,7 +466,7 @@ { "cell_type": "code", "execution_count": null, - "id": "judicial-reynolds", + "id": "42", "metadata": {}, "outputs": [], "source": [] @@ -490,4 +493,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/PVDiagramPlotting.ipynb b/PVDiagramPlotting.ipynb index b0847da..1719374 100644 --- a/PVDiagramPlotting.ipynb +++ b/PVDiagramPlotting.ipynb @@ -2,13 +2,15 @@ "cells": [ { "cell_type": "markdown", - "id": "a6c811bb", - "source": "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues).", - "metadata": {} + "id": "0", + "metadata": {}, + "source": [ + "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues)." + ] }, { "cell_type": "markdown", - "id": "refined-night", + "id": "1", "metadata": {}, "source": [ "# Extracting and Plotting Position-Velocity Diagrams\n", @@ -30,7 +32,7 @@ }, { "cell_type": "markdown", - "id": "hungarian-ticket", + "id": "2", "metadata": {}, "source": [ "### Header material\n", @@ -41,6 +43,7 @@ { "cell_type": "code", "execution_count": null, + "id": "3", "metadata": {}, "outputs": [], "source": [ @@ -51,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "according-administration", + "id": "4", "metadata": {}, "outputs": [], "source": [ @@ -72,7 +75,7 @@ }, { "cell_type": "markdown", - "id": "meaning-musician", + "id": "5", "metadata": {}, "source": [ "Retrieve and open a cube from astropy-data:" @@ -81,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "separated-division", + "id": "6", "metadata": {}, "outputs": [], "source": [ @@ -91,7 +94,7 @@ }, { "cell_type": "markdown", - "id": "international-entry", + "id": "7", "metadata": {}, "source": [ "Show single channel to find where to draw the path.\n", @@ -101,7 +104,7 @@ { "cell_type": "code", "execution_count": null, - "id": "expired-judgment", + "id": "8", "metadata": {}, "outputs": [], "source": [ @@ -110,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "arranged-burke", + "id": "9", "metadata": {}, "source": [ "# PV Extraction from Pixel Coordinates\n", @@ -121,7 +124,7 @@ { "cell_type": "code", "execution_count": null, - "id": "according-conference", + "id": "10", "metadata": {}, "outputs": [], "source": [ @@ -130,7 +133,7 @@ }, { "cell_type": "markdown", - "id": "demonstrated-makeup", + "id": "11", "metadata": {}, "source": [ "Then we can overplot it on our figure, now with WCS shown. The plotting uses [WCSAxes](https://docs.astropy.org/en/stable/visualization/wcsaxes/index.html)" @@ -139,7 +142,7 @@ { "cell_type": "code", "execution_count": null, - "id": "empty-variance", + "id": "12", "metadata": {}, "outputs": [], "source": [ @@ -150,7 +153,7 @@ }, { "cell_type": "markdown", - "id": "peripheral-secretariat", + "id": "13", "metadata": {}, "source": [ "`spacing` gives the separation between these points in pixels; we finely sampled by picking one-pixel spacing." @@ -158,7 +161,7 @@ }, { "cell_type": "markdown", - "id": "latest-hartford", + "id": "14", "metadata": {}, "source": [ "We can then extract the pv diagram, specifying the same spacing." @@ -167,7 +170,7 @@ { "cell_type": "code", "execution_count": null, - "id": "abstract-environment", + "id": "15", "metadata": {}, "outputs": [], "source": [ @@ -177,7 +180,7 @@ }, { "cell_type": "markdown", - "id": "dynamic-oliver", + "id": "16", "metadata": {}, "source": [ "and plot it. `pvdiagram` is a `PrimaryHDU` object, so we need to grab the data separately from the header and convert the header to a WCS object:" @@ -186,7 +189,7 @@ { "cell_type": "code", "execution_count": null, - "id": "chief-belgium", + "id": "17", "metadata": {}, "outputs": [], "source": [ @@ -201,7 +204,7 @@ }, { "cell_type": "markdown", - "id": "willing-signal", + "id": "18", "metadata": {}, "source": [ "Changing units to the more commonly used km/s and more readable arcminutes can be done with [wcsaxes tools](https://docs.astropy.org/en/stable/visualization/wcsaxes/controlling_axes.html):" @@ -210,7 +213,7 @@ { "cell_type": "code", "execution_count": null, - "id": "conservative-prevention", + "id": "19", "metadata": {}, "outputs": [], "source": [ @@ -232,7 +235,7 @@ }, { "cell_type": "markdown", - "id": "acceptable-spokesman", + "id": "20", "metadata": {}, "source": [ "We can put all this together:" @@ -241,7 +244,7 @@ { "cell_type": "code", "execution_count": null, - "id": "immediate-hurricane", + "id": "21", "metadata": {}, "outputs": [], "source": [ @@ -254,7 +257,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bottom-nashville", + "id": "22", "metadata": {}, "outputs": [], "source": [ @@ -279,7 +282,7 @@ }, { "cell_type": "markdown", - "id": "cheap-greek", + "id": "23", "metadata": {}, "source": [ "# PV Extraction from Sky Coordinates" @@ -287,7 +290,7 @@ }, { "cell_type": "markdown", - "id": "awful-tournament", + "id": "24", "metadata": {}, "source": [ "We can also make paths using celestial coordinates by passing coordinates defined in an`~astropy.coordinates.SkyCoord` object to `~pvextractor.Path`." @@ -296,7 +299,7 @@ { "cell_type": "code", "execution_count": null, - "id": "northern-event", + "id": "25", "metadata": {}, "outputs": [], "source": [ @@ -306,7 +309,7 @@ { "cell_type": "code", "execution_count": null, - "id": "descending-charles", + "id": "26", "metadata": {}, "outputs": [], "source": [ @@ -315,7 +318,7 @@ }, { "cell_type": "markdown", - "id": "printable-sierra", + "id": "27", "metadata": {}, "source": [ "We can plot again; the coordinates will be automatically determined" @@ -324,7 +327,7 @@ { "cell_type": "code", "execution_count": null, - "id": "obvious-switzerland", + "id": "28", "metadata": {}, "outputs": [], "source": [ @@ -336,7 +339,7 @@ { "cell_type": "code", "execution_count": null, - "id": "phantom-juice", + "id": "29", "metadata": {}, "outputs": [], "source": [ @@ -347,7 +350,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ignored-utility", + "id": "30", "metadata": {}, "outputs": [], "source": [ @@ -372,7 +375,7 @@ }, { "cell_type": "markdown", - "id": "solved-commander", + "id": "31", "metadata": {}, "source": [ "We can also change the aspect ratio of the PV diagram:" @@ -381,7 +384,7 @@ { "cell_type": "code", "execution_count": null, - "id": "roman-surprise", + "id": "32", "metadata": {}, "outputs": [], "source": [ @@ -407,7 +410,7 @@ }, { "cell_type": "markdown", - "id": "applicable-theta", + "id": "33", "metadata": {}, "source": [ "## PV Extraction with Spatial Averaging" @@ -415,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "unauthorized-emphasis", + "id": "34", "metadata": {}, "source": [ "`~pvextractor.Path` allows you to specify a `width` to average over, which specifies a spatial range around the path to average over:" @@ -424,7 +427,7 @@ { "cell_type": "code", "execution_count": null, - "id": "operational-mexico", + "id": "35", "metadata": {}, "outputs": [], "source": [ @@ -437,7 +440,7 @@ { "cell_type": "code", "execution_count": null, - "id": "pressed-opportunity", + "id": "36", "metadata": {}, "outputs": [], "source": [ @@ -446,7 +449,7 @@ }, { "cell_type": "markdown", - "id": "confidential-event", + "id": "37", "metadata": {}, "source": [ "We can plot this path as a set of patches to show where we averaged. The default spacing is 1 pixel,so we plot 1-pixel chunks." @@ -455,7 +458,7 @@ { "cell_type": "code", "execution_count": null, - "id": "optical-attendance", + "id": "38", "metadata": {}, "outputs": [], "source": [ @@ -487,7 +490,7 @@ }, { "cell_type": "markdown", - "id": "killing-customer", + "id": "39", "metadata": {}, "source": [ "We can also have more widely spaced chunks.\n", @@ -498,7 +501,7 @@ { "cell_type": "code", "execution_count": null, - "id": "selected-virgin", + "id": "40", "metadata": {}, "outputs": [], "source": [ @@ -530,7 +533,7 @@ }, { "cell_type": "markdown", - "id": "disabled-constraint", + "id": "41", "metadata": {}, "source": [ "## Saving\n", @@ -541,7 +544,7 @@ { "cell_type": "code", "execution_count": null, - "id": "nearby-daughter", + "id": "42", "metadata": {}, "outputs": [], "source": [ @@ -570,4 +573,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/README.rst b/README.rst index 2509ee7..de14ede 100644 --- a/README.rst +++ b/README.rst @@ -9,3 +9,14 @@ for CASA users. Visit the `tutorial page `_ to access the rendered notebooks and helpful links for interactive using with `Binder `_. + +Development +----------- + +Notebooks are kept free of cell outputs on ``master`` so diffs stay +reviewable. This is enforced by a ``pre-commit`` hook (`nbstripout +`_) plus a CI check that fails if a +notebook with outputs is pushed. To set up the hook locally:: + + pip install pre-commit nbstripout + pre-commit install diff --git a/SpectralCubeReprojectExample.ipynb b/SpectralCubeReprojectExample.ipynb index fd32b3c..c506452 100644 --- a/SpectralCubeReprojectExample.ipynb +++ b/SpectralCubeReprojectExample.ipynb @@ -2,13 +2,15 @@ "cells": [ { "cell_type": "markdown", - "id": "421531bf", - "source": "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues).", - "metadata": {} + "id": "0", + "metadata": {}, + "source": [ + "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues)." + ] }, { "cell_type": "markdown", - "id": "charged-dollar", + "id": "1", "metadata": {}, "source": [ "# Cube Reprojection Tutorial\n", @@ -30,7 +32,7 @@ }, { "cell_type": "markdown", - "id": "random-fusion", + "id": "2", "metadata": {}, "source": [ "## Index \n", @@ -48,7 +50,7 @@ }, { "cell_type": "markdown", - "id": "difficult-vertex", + "id": "3", "metadata": {}, "source": [ "## Step 1: Download the data\n", @@ -59,7 +61,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2180fbc2", + "id": "4", "metadata": {}, "outputs": [], "source": [ @@ -70,7 +72,7 @@ { "cell_type": "code", "execution_count": null, - "id": "sexual-grave", + "id": "5", "metadata": {}, "outputs": [], "source": [ @@ -80,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "supposed-mileage", + "id": "6", "metadata": {}, "source": [ "We download the data cubes (18 MB and 337 MB, respectively) from a permalink on the ALMA archives.\n", @@ -91,7 +93,7 @@ { "cell_type": "code", "execution_count": null, - "id": "rapid-prime", + "id": "7", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +104,7 @@ { "cell_type": "code", "execution_count": null, - "id": "stuck-thirty", + "id": "8", "metadata": {}, "outputs": [], "source": [ @@ -112,7 +114,7 @@ }, { "cell_type": "markdown", - "id": "hearing-meter", + "id": "9", "metadata": {}, "source": [ "## Step 2: Load the cubes" @@ -121,7 +123,7 @@ { "cell_type": "code", "execution_count": null, - "id": "brazilian-reward", + "id": "10", "metadata": {}, "outputs": [], "source": [ @@ -131,7 +133,7 @@ { "cell_type": "code", "execution_count": null, - "id": "similar-ideal", + "id": "11", "metadata": {}, "outputs": [], "source": [ @@ -142,7 +144,7 @@ { "cell_type": "code", "execution_count": null, - "id": "integral-costume", + "id": "12", "metadata": {}, "outputs": [], "source": [ @@ -152,7 +154,7 @@ }, { "cell_type": "markdown", - "id": "wound-remark", + "id": "13", "metadata": {}, "source": [ "The cubes are at different frequencies - 139 and 89 GHz.\n", @@ -164,7 +166,7 @@ }, { "cell_type": "markdown", - "id": "forty-terminal", + "id": "14", "metadata": {}, "source": [ "We use the `find_lines` tool to query [splatalogue](https://splatalogue.online/) with [astroquery](https://astroquery.readthedocs.io/en/latest/splatalogue/splatalogue.html) over the spectral range covered by the cube. It returns a table of matching lines. Note that some line names will be repeated because Splatalogue includes several different databases and most chemical species are present in all of these." @@ -173,7 +175,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b00a5e87-0437-4b3b-83c7-3da7046ba8df", + "id": "15", "metadata": {}, "outputs": [], "source": [ @@ -185,7 +187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "proud-flood", + "id": "16", "metadata": {}, "outputs": [], "source": [ @@ -195,7 +197,7 @@ { "cell_type": "code", "execution_count": null, - "id": "victorian-society", + "id": "17", "metadata": {}, "outputs": [], "source": [ @@ -204,7 +206,7 @@ }, { "cell_type": "markdown", - "id": "proud-engagement", + "id": "18", "metadata": {}, "source": [ "## Step 3: Convert cubes from frequency to velocity" @@ -213,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "finite-saying", + "id": "19", "metadata": {}, "outputs": [], "source": [ @@ -223,7 +225,7 @@ { "cell_type": "code", "execution_count": null, - "id": "voluntary-modeling", + "id": "20", "metadata": {}, "outputs": [], "source": [ @@ -234,7 +236,7 @@ { "cell_type": "code", "execution_count": null, - "id": "arranged-fault", + "id": "21", "metadata": {}, "outputs": [], "source": [ @@ -244,7 +246,7 @@ }, { "cell_type": "markdown", - "id": "false-rainbow", + "id": "22", "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. However, the SiO cube is the smaller footprint on the sky." @@ -252,7 +254,7 @@ }, { "cell_type": "markdown", - "id": "empty-national", + "id": "23", "metadata": {}, "source": [ "### Create spatial maps of the peak intensity to quickly explore the cubes:\n", @@ -263,7 +265,7 @@ { "cell_type": "code", "execution_count": null, - "id": "rural-action", + "id": "24", "metadata": {}, "outputs": [], "source": [ @@ -273,7 +275,7 @@ }, { "cell_type": "markdown", - "id": "living-baltimore", + "id": "25", "metadata": {}, "source": [ "We can do the same thing all on one line (for the other cube this time):" @@ -282,7 +284,7 @@ { "cell_type": "code", "execution_count": null, - "id": "forty-permit", + "id": "26", "metadata": {}, "outputs": [], "source": [ @@ -291,7 +293,7 @@ }, { "cell_type": "markdown", - "id": "ancient-analyst", + "id": "27", "metadata": {}, "source": [ "# Step 4. Spectral Interpolation\n", @@ -304,7 +306,7 @@ { "cell_type": "code", "execution_count": null, - "id": "incorrect-producer", + "id": "28", "metadata": {}, "outputs": [], "source": [ @@ -315,7 +317,7 @@ }, { "cell_type": "markdown", - "id": "understood-jason", + "id": "29", "metadata": {}, "source": [ "Next, we will reduce `cube2vel` to have the same spectral range as `cube1vel`:" @@ -324,7 +326,7 @@ { "cell_type": "code", "execution_count": null, - "id": "gentle-costume", + "id": "30", "metadata": {}, "outputs": [], "source": [ @@ -335,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "other-medicare", + "id": "31", "metadata": {}, "source": [ "Note that it is important for the to-be-interpolated cube, in this case `cube2`, to have pixels bounding `cube1`'s spectral axis, but in this case it does not. If the pixel range doesn't overlap perfectly, it may blank out one of the edge pixels. So, to fix this, we add a little buffer:" @@ -344,7 +346,7 @@ { "cell_type": "code", "execution_count": null, - "id": "driven-smooth", + "id": "32", "metadata": {}, "outputs": [], "source": [ @@ -355,7 +357,7 @@ }, { "cell_type": "markdown", - "id": "treated-encyclopedia", + "id": "33", "metadata": {}, "source": [ "Our H2CS cube (`cube1vel`) has broader channels. We need to first smooth `cube2vel` to the broader channel width before doing the spatial reprojection.\n", @@ -370,7 +372,7 @@ { "cell_type": "code", "execution_count": null, - "id": "affecting-lebanon", + "id": "34", "metadata": {}, "outputs": [], "source": [ @@ -381,7 +383,7 @@ { "cell_type": "code", "execution_count": null, - "id": "temporal-assembly", + "id": "35", "metadata": {}, "outputs": [], "source": [ @@ -393,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "competitive-church", + "id": "36", "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 a little time" @@ -402,7 +404,7 @@ { "cell_type": "code", "execution_count": null, - "id": "lined-input", + "id": "37", "metadata": {}, "outputs": [], "source": [ @@ -411,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "steady-spectacular", + "id": "38", "metadata": {}, "source": [ "Now that we've done spectral smoothing, we can resample the spectral axis of `cube2vel_smooth` to match `cube1vel` by interpolating `cube2vel_smooth` onto `cube1vel`'s grid:" @@ -420,7 +422,7 @@ { "cell_type": "code", "execution_count": null, - "id": "pretty-treat", + "id": "39", "metadata": {}, "outputs": [], "source": [ @@ -431,7 +433,7 @@ }, { "cell_type": "markdown", - "id": "upset-attendance", + "id": "40", "metadata": {}, "source": [ "Note that we included the `suppress_smooth_warning=True` argument. That is to hide this warning:\n", @@ -443,7 +445,7 @@ }, { "cell_type": "markdown", - "id": "judicial-making", + "id": "41", "metadata": {}, "source": [ "# Step 5. Spatial Smoothing" @@ -451,7 +453,7 @@ }, { "cell_type": "markdown", - "id": "active-affiliation", + "id": "42", "metadata": {}, "source": [ "Now that we've done spectral smoothing, we also need to follow a similar procedure of smoothing then resampling for the spatial axes. \n", @@ -462,7 +464,7 @@ { "cell_type": "code", "execution_count": null, - "id": "military-bangladesh", + "id": "43", "metadata": {}, "outputs": [], "source": [ @@ -471,7 +473,7 @@ }, { "cell_type": "markdown", - "id": "qualified-macintosh", + "id": "44", "metadata": {}, "source": [ "`cube1` again hase the larger beam, so we'll smooth `cube2` to its resolution" @@ -479,7 +481,7 @@ }, { "cell_type": "markdown", - "id": "breeding-ambassador", + "id": "45", "metadata": {}, "source": [ "#### Aside: mixed beams \n", @@ -492,7 +494,7 @@ { "cell_type": "code", "execution_count": null, - "id": "pregnant-account", + "id": "46", "metadata": {}, "outputs": [], "source": [ @@ -507,7 +509,7 @@ }, { "cell_type": "markdown", - "id": "different-surface", + "id": "47", "metadata": {}, "source": [ "We then convolve:" @@ -516,7 +518,7 @@ { "cell_type": "code", "execution_count": null, - "id": "returning-moses", + "id": "48", "metadata": {}, "outputs": [], "source": [ @@ -530,7 +532,7 @@ }, { "cell_type": "markdown", - "id": "indie-wallpaper", + "id": "49", "metadata": {}, "source": [ "# Step 6. Reprojection\n", @@ -541,7 +543,7 @@ { "cell_type": "code", "execution_count": null, - "id": "coordinated-nomination", + "id": "50", "metadata": {}, "outputs": [], "source": [ @@ -555,7 +557,7 @@ }, { "cell_type": "markdown", - "id": "minimal-conversion", + "id": "51", "metadata": {}, "source": [ "These two cubes are now on an identical grid, and can be directly compared:" @@ -564,7 +566,7 @@ { "cell_type": "code", "execution_count": null, - "id": "worse-company", + "id": "52", "metadata": {}, "outputs": [], "source": [ @@ -573,7 +575,7 @@ }, { "cell_type": "markdown", - "id": "liberal-absorption", + "id": "53", "metadata": {}, "source": [ "These spectra can now be overplotted as they are in the same unit with the same beam." @@ -582,7 +584,7 @@ { "cell_type": "code", "execution_count": null, - "id": "precious-creator", + "id": "54", "metadata": {}, "outputs": [], "source": [ @@ -592,7 +594,7 @@ }, { "cell_type": "markdown", - "id": "regional-cooperation", + "id": "55", "metadata": {}, "source": [ "# Dask\n", @@ -604,7 +606,7 @@ }, { "cell_type": "markdown", - "id": "ambient-audience", + "id": "56", "metadata": {}, "source": [ "We repeat all the operations above using dask. We use a `ProgressBar` so you can see how long it takes. We also suppress warnings to make the output look cleaner (we already saw all the important warnings above)." @@ -613,7 +615,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dated-project", + "id": "57", "metadata": {}, "outputs": [], "source": [ @@ -624,7 +626,7 @@ { "cell_type": "code", "execution_count": null, - "id": "vertical-breed", + "id": "58", "metadata": {}, "outputs": [], "source": [ @@ -647,7 +649,7 @@ { "cell_type": "code", "execution_count": null, - "id": "several-saver", + "id": "59", "metadata": {}, "outputs": [], "source": [] @@ -674,4 +676,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/SpectralCubeReprojectMaskExample_v4p1.ipynb b/SpectralCubeReprojectMaskExample_v4p1.ipynb index df448eb..c316375 100644 --- a/SpectralCubeReprojectMaskExample_v4p1.ipynb +++ b/SpectralCubeReprojectMaskExample_v4p1.ipynb @@ -2,13 +2,15 @@ "cells": [ { "cell_type": "markdown", - "id": "4ac64884", - "source": "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues).", - "metadata": {} + "id": "0", + "metadata": {}, + "source": [ + "> **Questions or issues?** Please report them on the [tutorials GitHub issues page](https://github.com/radio-astro-tools/tutorials/issues)." + ] }, { "cell_type": "markdown", - "id": "3898bc3f", + "id": "1", "metadata": {}, "source": [ "# Cube Reprojection and Signal Masking Tutorial, version 4\n", @@ -22,7 +24,7 @@ }, { "cell_type": "markdown", - "id": "d75448ba", + "id": "2", "metadata": {}, "source": [ "## Index \n", @@ -42,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "e180368c", + "id": "3", "metadata": {}, "source": [ "## Step 0: Some imports and version checks" @@ -51,7 +53,7 @@ { "cell_type": "code", "execution_count": null, - "id": "303c0625", + "id": "4", "metadata": {}, "outputs": [], "source": [ @@ -62,7 +64,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b65a9e44", + "id": "5", "metadata": {}, "outputs": [], "source": [ @@ -89,7 +91,7 @@ }, { "cell_type": "markdown", - "id": "1e71967c", + "id": "6", "metadata": {}, "source": [ "## Step 1: Download the data\n", @@ -102,7 +104,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bcb5dd48", + "id": "7", "metadata": {}, "outputs": [], "source": [ @@ -112,7 +114,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6876df20", + "id": "8", "metadata": {}, "outputs": [], "source": [ @@ -124,7 +126,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bdaccd0a", + "id": "9", "metadata": {}, "outputs": [], "source": [ @@ -135,7 +137,7 @@ }, { "cell_type": "markdown", - "id": "e9cc1664", + "id": "10", "metadata": {}, "source": [ "## Step 2: Load the cubes\n", @@ -146,7 +148,7 @@ { "cell_type": "code", "execution_count": null, - "id": "596b65cc", + "id": "11", "metadata": {}, "outputs": [], "source": [ @@ -158,7 +160,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7d19a001", + "id": "12", "metadata": {}, "outputs": [], "source": [ @@ -170,7 +172,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ffa01793-a147-4c15-8d2c-421c141cf624", + "id": "13", "metadata": {}, "outputs": [], "source": [ @@ -182,7 +184,7 @@ { "cell_type": "code", "execution_count": null, - "id": "765e0051", + "id": "14", "metadata": {}, "outputs": [], "source": [ @@ -192,7 +194,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1fcc119b", + "id": "15", "metadata": {}, "outputs": [], "source": [ @@ -201,7 +203,7 @@ }, { "cell_type": "markdown", - "id": "3a025ea9", + "id": "16", "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." @@ -209,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "b6f595d7", + "id": "17", "metadata": {}, "source": [ "### Convert from Jy/beam to kelvin\n", @@ -220,7 +222,7 @@ { "cell_type": "code", "execution_count": null, - "id": "deb201b6", + "id": "18", "metadata": {}, "outputs": [], "source": [ @@ -231,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "9f11afbc", + "id": "19", "metadata": {}, "source": [ "## Step 3: Convert cubes from frequency to velocity\n", @@ -242,7 +244,7 @@ { "cell_type": "code", "execution_count": null, - "id": "053eddbe", + "id": "20", "metadata": {}, "outputs": [], "source": [ @@ -253,7 +255,7 @@ { "cell_type": "code", "execution_count": null, - "id": "84f9d272", + "id": "21", "metadata": {}, "outputs": [], "source": [ @@ -263,7 +265,7 @@ }, { "cell_type": "markdown", - "id": "399cf7a8", + "id": "22", "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." @@ -271,7 +273,7 @@ }, { "cell_type": "markdown", - "id": "3e01349a", + "id": "23", "metadata": {}, "source": [ "### Do some quicklooks of the peak intensity to see what we expect to see\n", @@ -282,7 +284,7 @@ { "cell_type": "code", "execution_count": null, - "id": "31e042bf", + "id": "24", "metadata": {}, "outputs": [], "source": [ @@ -293,7 +295,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1f850037", + "id": "25", "metadata": {}, "outputs": [], "source": [ @@ -303,7 +305,7 @@ }, { "cell_type": "markdown", - "id": "7809d54e", + "id": "26", "metadata": {}, "source": [ "## Step 4: Spectral Interpolation\n", @@ -316,7 +318,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e4e399f9", + "id": "27", "metadata": {}, "outputs": [], "source": [ @@ -327,7 +329,7 @@ }, { "cell_type": "markdown", - "id": "46c42867", + "id": "28", "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:" @@ -336,7 +338,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e91fdbf5", + "id": "29", "metadata": {}, "outputs": [], "source": [ @@ -346,7 +348,7 @@ }, { "cell_type": "markdown", - "id": "4c4364c9", + "id": "30", "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.*" @@ -355,7 +357,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8dbfa36c", + "id": "31", "metadata": {}, "outputs": [], "source": [ @@ -367,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "49e56298", + "id": "32", "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." @@ -376,7 +378,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ef227da", + "id": "33", "metadata": {}, "outputs": [], "source": [ @@ -396,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "8b9dc868", + "id": "34", "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.**" @@ -405,7 +407,7 @@ { "cell_type": "code", "execution_count": null, - "id": "84d9cd8f", + "id": "35", "metadata": {}, "outputs": [], "source": [ @@ -414,7 +416,7 @@ }, { "cell_type": "markdown", - "id": "68c3d687", + "id": "36", "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." @@ -423,7 +425,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40868f73", + "id": "37", "metadata": {}, "outputs": [], "source": [ @@ -433,7 +435,7 @@ }, { "cell_type": "markdown", - "id": "f9262c35", + "id": "38", "metadata": {}, "source": [ "## Step 5: Spatial Smoothing and Reprojection\n", @@ -444,7 +446,7 @@ { "cell_type": "code", "execution_count": null, - "id": "426c22b0", + "id": "39", "metadata": {}, "outputs": [], "source": [ @@ -453,7 +455,7 @@ }, { "cell_type": "markdown", - "id": "4b323381", + "id": "40", "metadata": {}, "source": [ "`cube1` again has the larger beam, so we'll smooth `cube2` to its resolution." @@ -461,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "87c13bd2", + "id": "41", "metadata": {}, "source": [ "### Aside: mixed beams \n", @@ -472,7 +474,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eb9bdafc", + "id": "42", "metadata": {}, "outputs": [], "source": [ @@ -484,7 +486,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bb3132c8", + "id": "43", "metadata": {}, "outputs": [], "source": [ @@ -497,7 +499,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ce348003", + "id": "44", "metadata": {}, "outputs": [], "source": [ @@ -507,7 +509,7 @@ }, { "cell_type": "markdown", - "id": "6f2f2964", + "id": "45", "metadata": {}, "source": [ "Now, we can reproject `cube2` onto the same spatial grid as `cube1`." @@ -516,7 +518,7 @@ { "cell_type": "code", "execution_count": null, - "id": "89ee0def", + "id": "46", "metadata": {}, "outputs": [], "source": [ @@ -530,7 +532,7 @@ }, { "cell_type": "markdown", - "id": "20464757", + "id": "47", "metadata": {}, "source": [ "These two cubes are now on an identical grid, and can be directly compared:" @@ -539,7 +541,7 @@ { "cell_type": "code", "execution_count": null, - "id": "38863b71", + "id": "48", "metadata": {}, "outputs": [], "source": [ @@ -548,7 +550,7 @@ }, { "cell_type": "markdown", - "id": "16576500", + "id": "49", "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)." @@ -557,7 +559,7 @@ { "cell_type": "code", "execution_count": null, - "id": "116b9ea8", + "id": "50", "metadata": {}, "outputs": [], "source": [ @@ -571,7 +573,7 @@ }, { "cell_type": "markdown", - "id": "d4031ef2", + "id": "51", "metadata": {}, "source": [ "### Do a quick continuum subtraction\n", @@ -582,7 +584,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f773644a", + "id": "52", "metadata": {}, "outputs": [], "source": [ @@ -594,7 +596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37b08c88", + "id": "53", "metadata": {}, "outputs": [], "source": [ @@ -606,7 +608,7 @@ { "cell_type": "code", "execution_count": null, - "id": "77e7ba93", + "id": "54", "metadata": {}, "outputs": [], "source": [ @@ -618,7 +620,7 @@ { "cell_type": "code", "execution_count": null, - "id": "89389c86", + "id": "55", "metadata": {}, "outputs": [], "source": [ @@ -634,7 +636,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d003359f", + "id": "56", "metadata": {}, "outputs": [], "source": [ @@ -652,7 +654,7 @@ }, { "cell_type": "markdown", - "id": "a5be621f", + "id": "57", "metadata": {}, "source": [ "For our spectra, since they are already continuum-subtracted, there is almost no visible change." @@ -660,7 +662,7 @@ }, { "cell_type": "markdown", - "id": "4f5c4698", + "id": "58", "metadata": {}, "source": [ "## Step 6: Signal Masking\n", @@ -673,7 +675,7 @@ { "cell_type": "code", "execution_count": null, - "id": "09a9664c", + "id": "59", "metadata": {}, "outputs": [], "source": [ @@ -689,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "8f0d4b3e", + "id": "60", "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." @@ -698,7 +700,7 @@ { "cell_type": "code", "execution_count": null, - "id": "52d5ce54", + "id": "61", "metadata": {}, "outputs": [], "source": [ @@ -714,7 +716,7 @@ }, { "cell_type": "markdown", - "id": "ad6d11d6", + "id": "62", "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)." @@ -723,7 +725,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b3a089ce", + "id": "63", "metadata": {}, "outputs": [], "source": [ @@ -735,7 +737,7 @@ { "cell_type": "code", "execution_count": null, - "id": "45382c82", + "id": "64", "metadata": {}, "outputs": [], "source": [ @@ -744,7 +746,7 @@ }, { "cell_type": "markdown", - "id": "642b20a5", + "id": "65", "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." @@ -753,7 +755,7 @@ { "cell_type": "code", "execution_count": null, - "id": "da5bd982", + "id": "66", "metadata": {}, "outputs": [], "source": [ @@ -796,7 +798,7 @@ }, { "cell_type": "markdown", - "id": "7908389d", + "id": "67", "metadata": {}, "source": [ "### Binary dilation\n", @@ -807,7 +809,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40b7614b", + "id": "68", "metadata": {}, "outputs": [], "source": [ @@ -816,7 +818,7 @@ }, { "cell_type": "markdown", - "id": "f9189b0b", + "id": "69", "metadata": {}, "source": [ "### Mask application" @@ -824,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "b2e820a4", + "id": "70", "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." @@ -833,7 +835,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3de87353", + "id": "71", "metadata": {}, "outputs": [], "source": [ @@ -847,7 +849,7 @@ }, { "cell_type": "markdown", - "id": "7ab21ad2", + "id": "72", "metadata": {}, "source": [ "Visualizing the masks:" @@ -856,7 +858,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7db5505e", + "id": "73", "metadata": {}, "outputs": [], "source": [ @@ -868,7 +870,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9027ad47", + "id": "74", "metadata": {}, "outputs": [], "source": [ @@ -878,7 +880,7 @@ }, { "cell_type": "markdown", - "id": "054d93a3", + "id": "75", "metadata": {}, "source": [ "## Step 7: Moment Maps\n", @@ -889,7 +891,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f4b020f9", + "id": "76", "metadata": {}, "outputs": [], "source": [ @@ -907,7 +909,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5ae3fd7d", + "id": "77", "metadata": {}, "outputs": [], "source": [ @@ -924,7 +926,7 @@ }, { "cell_type": "markdown", - "id": "f97344a9", + "id": "78", "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." @@ -932,7 +934,7 @@ }, { "cell_type": "markdown", - "id": "f58f1f2b", + "id": "79", "metadata": {}, "source": [ "## Step 8: Masking Outliers\n", @@ -943,7 +945,7 @@ { "cell_type": "code", "execution_count": null, - "id": "84228efd", + "id": "80", "metadata": {}, "outputs": [], "source": [ @@ -959,7 +961,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a643beb", + "id": "81", "metadata": {}, "outputs": [], "source": [ @@ -976,7 +978,7 @@ { "cell_type": "code", "execution_count": null, - "id": "63fab9c6", + "id": "82", "metadata": {}, "outputs": [], "source": [ @@ -990,7 +992,7 @@ { "cell_type": "code", "execution_count": null, - "id": "058bede7", + "id": "83", "metadata": {}, "outputs": [], "source": [ @@ -1008,7 +1010,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e087f5c5", + "id": "84", "metadata": {}, "outputs": [], "source": [ @@ -1025,7 +1027,7 @@ }, { "cell_type": "markdown", - "id": "d3830e95", + "id": "85", "metadata": {}, "source": [ "The velocity structure is more visible here with the outliers removed." @@ -1034,7 +1036,7 @@ { "cell_type": "code", "execution_count": null, - "id": "db47bd10", + "id": "86", "metadata": {}, "outputs": [], "source": [ @@ -1043,7 +1045,7 @@ }, { "cell_type": "markdown", - "id": "13856eee", + "id": "87", "metadata": {}, "source": [ "### Addendum: collapse masked cube along spatial axes to make PV projections" @@ -1052,7 +1054,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3a1d4da2", + "id": "88", "metadata": {}, "outputs": [], "source": [ @@ -1064,7 +1066,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8292acde", + "id": "89", "metadata": {}, "outputs": [], "source": [ @@ -1078,7 +1080,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fe870421", + "id": "90", "metadata": {}, "outputs": [], "source": [ @@ -1091,7 +1093,7 @@ }, { "cell_type": "markdown", - "id": "7acf8ad1", + "id": "91", "metadata": {}, "source": [ "This is another visualization, but it includes outliers." @@ -1100,7 +1102,7 @@ { "cell_type": "code", "execution_count": null, - "id": "77d6dc62", + "id": "92", "metadata": {}, "outputs": [], "source": [ @@ -1170,7 +1172,7 @@ { "cell_type": "code", "execution_count": null, - "id": "90b914b5", + "id": "93", "metadata": {}, "outputs": [], "source": [] @@ -1197,4 +1199,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/SpectralCube_Examples.ipynb b/SpectralCube_Examples.ipynb index d74f778..9a0cad2 100644 --- a/SpectralCube_Examples.ipynb +++ b/SpectralCube_Examples.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "629f8e93", + "id": "0", "metadata": {}, "source": [ "Example Session: Working with Spectral Cubes\n", @@ -12,21 +12,21 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%pip install -r https://github.com/radio-astro-tools/tutorials/raw/master/requirements.txt\n", - "%pip install --pre -U astroquery" - ] + "cell_type": "code", + "execution_count": null, + "id": "1", + "metadata": {}, + "outputs": [], + "source": [ + "%pip install -r https://github.com/radio-astro-tools/tutorials/raw/master/requirements.txt\n", + "%pip install --pre -U astroquery" + ] }, { "cell_type": "code", - "execution_count": 1, - "id": "0620d7c1", + "execution_count": null, + "id": "2", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } @@ -43,10 +43,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "69a167f4", + "execution_count": null, + "id": "3", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } @@ -70,7 +69,7 @@ }, { "cell_type": "markdown", - "id": "c60f0ec1", + "id": "4", "metadata": {}, "source": [ "SpectralCube knows about and respects cube-related FITS standards\n", @@ -81,24 +80,14 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "95bdd441", + "execution_count": null, + "id": "5", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Incorrect FITS: VELOCITY\n", - "Correcting to VRAD\n" - ] - } - ], + "outputs": [], "source": [ "hdu = fits.open(fn)[0]\n", "print \"Incorrect FITS: \",hdu.header['CTYPE3']\n", @@ -108,7 +97,7 @@ }, { "cell_type": "markdown", - "id": "c03ab1b6", + "id": "6", "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," @@ -116,10 +105,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "ec3c96ec", + "execution_count": null, + "id": "7", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } @@ -132,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "b270b220", + "id": "8", "metadata": {}, "source": [ "We now extract a subset of the data, selecting a sub-cube over the range 55 to 70 km/s" @@ -140,10 +128,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "bb43a6c1", + "execution_count": null, + "id": "9", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } @@ -155,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "69bd2513", + "id": "10", "metadata": {}, "source": [ "Compute the first moment of this slab" @@ -163,31 +150,21 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "600e0ff0", + "execution_count": null, + "id": "11", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "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" - ] - } - ], + "outputs": [], "source": [ "mom0 = slab.moment0()" ] }, { "cell_type": "markdown", - "id": "cf073c50", + "id": "12", "metadata": {}, "source": [ "We want to display it, so we import matplotlib and aplpy" @@ -195,24 +172,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "d53e083c", + "execution_count": null, + "id": "13", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "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" - ] - } - ], + "outputs": [], "source": [ "%matplotlib inline\n", "import aplpy\n", @@ -221,86 +188,28 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "d60578f3", + "execution_count": null, + "id": "14", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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PMO3wqzVcj5dTrDy9yanCtapfzlNRhfu9SsBcls9VQathgsuo3mYV3K3rwbV/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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pl.imshow(mom0.value, vmax=1e5)" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "25b4c5c9", + "execution_count": null, + "id": "15", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "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" - ] - }, - { - "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" - ] - }, - { - "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" - ] - }, - { - "data": { - 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qcdc8FKLAu1goHDfxLoQo6LNm8zKDo9aj+lPtF9TsFrESxykyQ/wclc8xVDIu\nusd8DcrC17+IHaIoBJRziOWzzs6LELqof+pX7Udcw5oLijBRe3yM1G6hFJyT+ifXGde05PT0NLnT\nmIlYzwl5cRRBbr3lcpkuhFO9tGfK9apxLbkF+Dz7XMniyBdT+gGGX3P9yy2kujKiRP2vd4mXorNE\n+327fZnxlWOgUNjtdpuNtxB1XzPurou4jKpTeYy40ZxR2zT3tF+pbCIeWuf8PCJHm6vknrtdSiSw\nL3zhC/GlL30pIiJ+4Rd+IX7kR34kPvrRj8ZwOIw3velN8cQTT1xZZtX3/+Iv/iJ++qd/OjqdTrzq\nVa+K7/u+74vHHnssXvnKV8bZ2Vk88sgjERHx8z//8/H5z38+3vrWt8YXvvCF+M3f/M2IiPjJn/zJ\neM973hMRlxNRA+AQLkWQ1Hg8zrJJkh9A/7omtsI7Ce3SByziI/1o9OsTtnMSlRSOiMi4AuRSaBLz\nYPDU1foeQ0B1OBH+FLlSsBxhTZI+ybvwPAPkAERE5tZhxlEpdmqPXEM6yKSEkDRHf6S4Jgw3ZJgy\nNxP6ZdfrdRYqSZ+z6k1+hb7HvBXiNpBzoO/oxkj60xlvz7Ej74LKWUR+0HPxk4yrMpzjU5VbxV1Y\nvOm10WgkeJaprJn3weuyXq+znCisP9eKNmNyJjg25F1wPnkGWPYX+5EHivrIFaVSf/n7qIBwLZJU\nqL5k6ngSTt11wD6nf13v46FR6h93qTg3w+cGuQ9ctwytlvKnfU0Hub9T9eWeRJeS8zzc/eGX70Xs\nck4wezL7Q9+hMqb3Mdzc3Xgk5rPdzJlCQ0F15Lxj/ank0RUltx3dcxw3vlvfjdhlAOb40ZVdqpO+\n765AjjE5Pp1OJ7tGgPOIa0ztVd9xjrkL2RX+ktxz5MN9zhERTz/9dDz44IMREfHggw+mez0kzxcj\nXPX973znO/HQQw+l5x566KF48skn9/7+8pe/PJ588smIiHjyySfje77neyLicpBu3LiRbuF87Wtf\nG4888kj87M/+7P9ts2uppZZaaqmllgq5Z8jHG97whpjP53F+fh63b9+O1772tRER8bGPfSx7ripE\n7oXKdb9/lXzwgx+MD37wg1c+8853vjP9TE3w7/7u7+Kf//mfIyKykFZZ5KXohKsuxKKlLQ2ed71I\nZEGV7rxgBspms5nIshG7cCm9S1BbxI4Ipvo2Go1U/mw2S/fUCK4TEkKNfbPZJDRDbiOS5hhqSUIr\niZenp6fm9qyRAAAgAElEQVQZ+qAIFPUryWWnp6fpOZJIZWWojswYqLtvaG0RfSB6QCTKUSRG3dAK\nkGuGqBTDMD28kWPFBEtEl+QqKpETeeeP+kZtLVmXDM0j4sZLvEgWJAqk/4WCEG2SVcdoIBItaQV6\ntEMVkiPUSM8yykp9pHZ4OK3mjCB0RmRxDTuRmgRBjiMveWREgNyhejdJsYx6UNs8UkXCPU79yJBm\nrQ8nFlK4vq+6JJHIjerCMWg0dkkLiSB6VIavb1rMJOtyLpMsqb7U99brdbqPSs+S+ErCNYmwTp7l\n/Tps12az2Ys4oogUqs9IYGbfEMFw4rZHJvHv3FuImAh5YAI3IneMiKOw3f5u1ll7B0nqapuSJ9Ld\nx/L190ceeSRe97rX7b0/IjJ+pcs9Uz6+8pWvRETEl770pfijP/qj+OxnP5s+e/DBB+Opp56Kl7zk\nJfGf//mfKVfGC5Wq77/85S+P//iP/0jPffvb346HHnooXv7yl8e3v/3tvb/rO9/61rfiZS97WeI5\n8NK355Pf/d3fjYg8PFFC1j43Kk5e+Y4jYs9/6GGdZBoTPmbo1MHBQYzH4xQ+KH9oxP5iuHnz5p5S\noXd3u90sYkOHtWBATa6jo6O9cD5GiFCh4abSaDSyDZQHFd0R5KPoQCstBm1M5CHQhUW4ttFoZBf2\ncWEzcoQuq16vt7cJUxngYeXMfyp/3Ly54WgTpkKjPpEPW0Ko133g8/m8GIJIZVfv5gbNm2v9eR7K\nfsh4lI/6n7C1t43f8RT56j+9m5st14rclzzM9b3z8/NsbtC9QSVOY82oH2YDdhcTx4p9yQ2aocLi\n0XAu8CCkS4B9rv5mhAP3Fhosi8Uii0bwbMZ6ju4RKdLsB/WxR2bR7SVhLgm6MFSe33TLqw58/vBd\n+kxtpQug1Wql25f1O11DbiRc5fri/kEFSc+XxPN3sHzWkfuAKzBcA6W/q16DwSCNlxQrrvdSjiIp\nntx7uR/xvX65HteE6AYRO4OXirLKodL45S9/Of72b/82U2BeSLTLPed8lNwub3vb2+Jzn/tcfOhD\nH4rPfe5z8RM/8RPP+50X8v23ve1t8TM/8zPxq7/6q/Hkk0/GE088EY888kg0Go04PDyMxx57LB55\n5JH44z/+43jve9+blfWGN7wh/vzP/zze/OY3/z+1b71eJx7HaDTKDisecFpQvK6ZfnJaOMPhMLu5\nkZtFq9WKO3fuRETuJ9VdFb5ZRUQisKoenU4nU3h4SHrbaJny9t1erxfPPPNM+n673U79QETDCVcR\nkfWJLyLWnSnmmfyMm5qUEvJWaIFykydRjIe1CF1ESbgo+TtRBaEnVHyoWElUd7WVHAmFLHO8pUAq\nJwStZI4HCats58XFRRr70WiUEXan02l6t1AR5wXofyIHDNfW4V+yRqmISKHkwavPjo+Ps7nqNyZH\nRIYq8CDhPRrO92E4tieCYhupKDrHx33oEqFNrEfJ302kUm1jamwnT5P/ITKpv198CoY+k+9DjhUP\n+ul0miXb8jBW5tJxzg8PZiI+It+qHgzVZp/QKifB1UXzkP1A5YDzl2XQkNG+yVQGTjz2vCIqg3Pb\n8zb5vCkRVolwqy6upHBOONmbyizXFJUWXuPBuatzhXsslXh9V3UhqkrljetUBgmRWwnR75KC54Z4\nSe4L4dTdIh/+8Ifj7W9/e3zmM5+JV73qVfFnf/Zn6bNXvepVKdnT5z//+fjrv/7rePWrXx2PPvpo\nvPOd74zXv/71ld9/zWteE29/+9vjNa95TbTb7fj0pz+d3v3pT386fvEXfzGm02n8+I//eLz1rW+N\niIhf/uVfjp/7uZ+Lhx9+OG7evBl/8id/cq+7pJZaaqmlllr+V0tj+3wwQy2V0mg0ElmVmfNWq1WW\n5lr+RAn9ws785ncUNhuR3+Io9wKTwNAn32q1EvpArZkariwrlTEej5Nme35+nkJUI/bTPYsTEnGp\nHauMw8PDzBLu9/vx1FNP7dVR7gBq1LRw6C9m1sn5fB6z2SzxKRhCqJA0atylRGjj8ThrC1017k93\ny5cscSI0gjGZHKkE0apMIgKS8/PzzOo4PDzMkAImTvKshp4Om21TW/r9foxGo4SmqA3qx263m/Fn\n5GbbbC6T1rGuQlmE/qhPFHYdsR91Q04GrTyhe+S+eJp+uvPovqTVT7Y9XUoMF9S7nenvkSH6mS4+\nIgKz2SzjrJBzxXbKaqQFzQyqk8kklUn3otYsXUXkQ9DC9YvM2E62lbwdvY/JsRjt4Na7I25Mm859\ngPOSSRbpnvHoG46N0CtmJualfI4+sU+c98b3aZ6rHqUIKV8/o9EoQ07VT3of5wU5e1WuFe4VKot9\n4QiTRxcyKoeuNbVN7ia6fNgHjtwQ6XIUw11b3K9KZaq+JZfVN7/5zUpPRp3h9JrCOGpt2ILNSKTy\nxVfyO9JPN5/PYzKZZJkB6VqhW0Fx4hE7lwxvvSTRkweHno/IYUDlH+Dtj6yHnpEQvnfouhQi5pur\nw5rkqRB+dliWIcB6n8R9x9zIuYBJhNVmRDIZXVAegsh2koNDFwCvSlcf804bHrqCX1VPtkUKrerl\nLjJCrIRXCZGLKKk6kmjJQ4YkydI4MrU0DwW6Z/r9fnY7KXOxMF2/hP1KOL3Vau3loFGdGGLJd3v4\nI11dVI7VBslms8nC4wnDO0+B/RexWw9aOyybyg7fyzJZJ46F11GEX7oDeQjQXcZxpOKh/YhzgevB\nhcoZ6+ap10mq5/qQYq2+oEuLCt7Z2VlG7CS5mQqFficnhoYSFRPuAz4eg8EgzbXT09NsPOhWUdvo\nvuC8oyLIeU0DRWPGMvTZjRs30ntUDuchv+ch0nTjcBzdbee8Hj0n5UJ9QkKuFNHSGDMIQbltNAZU\niq6S+lbbWmqppZZaaqnlvkqNfFxTaG3RCmXExsXFRbKuI/aTapXQAVly1GT1HZHTpHETQpXWzFsR\n9e52u52ScjEjqd7H6BxafbPZLFmtRDa8/rKKeDsjyZX6nlAhWmmEnIkI0LIu3a3illoVSUz9OplM\n9sLSiEYRgiTKInSAEQ8ksDmUWXKRKCKA7ge2iZA9y1d7vN/1d7/5l5Ye0RKPBqI12mzm2XeJMJAN\nz7kqa0dzlG4EisqXpSQCLYXWI0Na6cJy69eJvY58UYgoac57OKKHtLI8PidEgf1MlxvRUEbJECnQ\neOozJzDSBUsUQW1gVBERRPYx7ypR+yL2b/qliKjKRH7uPiFBlyiVRGgVUVUne9J1oO/q8rMS0V3z\nk2gm74qiq4B7C/vKI4xYhp7lnupuVbWV6IC7G4gqEMlst9sZud/7hMgBkxQ6GZyBBwxkkNul5CbU\nnk03Ll0+RPG2222GgBIRJ5K2Wq2yOeLn2/+IaJf/v4sOc147rAlY8kfrymi/tCfichD199VqFQcH\nB5m7QJNAi5QT20M7NRl4yyZDDnXjLCMKfOHpfefn55kStF6vs8lGCJix/4PBYO8iLbWZLg0qCeJc\nqG28SE4KkvrIoUVGu3BDov9ZSpB+V8p0tYNKhD7XZ+IBsP/U54S8OVb0KzPVttrDDYH1ovKkA43Q\nKzkTLswr4W4DtY0hlFKqOBc9NTtdgxIdUnoHeT1+ey/5AexjQuwSQtqM0iD0rXnODbx0kKtc8gp4\nWEvZ1ffcVcQQTiqSrG+V68+VG8LwyiHDKC8eHO4/94OE65jC/Cw8gOguWa/X2b7gBz7dv86fIY/E\n+8PnRulWaR1ohOw9wsTLkTC80w0RDyul29Lza0gJoPunxFdQu2UM0QXEtlFR55zh2ne+CRVdTx3Q\n7XYzRYX94K5f7l0eXs59tdvtZqnQr7rkkcL93JVZidYhXTlVmYKz7z3vE7VcKZxATCFMHgZ9alro\n2jToe+XGNRgM9kienpRLG9fFxUUWHkWLl5ZYxM5n2O/3sw2VvBQegCyTdXSLOmJHkiyFK/qNi0Qg\nWD9tmFSY6I90K4DKmdqhdvJgpzVNBMPHkEqFL6Iqno3qQUuMypNEOVJUL93NoLLX6/Wezzhit+Fw\nPGh5cS5Q8WQuEpVX4pToWc1JzldtWuRMuKKtepJ0OJ1Ok2IuZYk+d84noiIqR/3qhw8Pa/KqiBIy\nvbr+V/kcD41bFfmbCix5I1p/5PjQGpVIuWFIq6N4bjXrXVQweMjzgFKZnAtOPuVBxfI4R51bwXaw\n/4XY6nu+R3FN6R4YvY9zl0KOlQ5TzhMqy1V7C/vDESsq+zog9buT8dkP+lyfMXzbiZd83uckDRka\nDVQWxHPilRU0FpR4MeKS1E0F3HPPlNLPawyY24P7K+cM+9SJthxfGnQkw+qzFxLHUnM+aqmlllpq\nqaWW+yo18nFNkdZORrJCAqnJShRiJ4azcwwEOeumXIZeuj+PVrO0UlmR9NMRoqUVNR6Pk/ZKK+bi\n4iKz5NvtdgrRlJYuK9P5KvQLMiSRFtRsNku3ZKo9DuuXGPXel+460O21+j4RElp5gvO9z90HTstI\nECphTkeiSrwIws8aC1o17rIqhdu5u4YRNILICaHTPUNrjRlb2ZduPRGiFTqmPiLcLUtb5ehWU/WX\n3GNyv+k5XbvAciTbbZ6m3i049hddUePxOO7evZvaQ58220Y0QNFZvOSOaGWVJSx0rGT9djqdPVcI\n5yTdf/wuEURHFNrt3S3BajPdoOw7rksiUUxgKNSzxIlSu4jqOLRfilJrNptZCLxzndj/vLaAmXU9\ncyxFeypREfYr91ryNcj/mE6nWaI3hvIOBoNoNBpZ+LFECbxKERzOrWDd+btHMLHP1Y90yakvtQ8z\nhJ37mif8c7ee+ljPR0S2f8t17bcqR+QuWtWTFyMyQornEZHYq6RWPq4p5HJoMp2dnWXhZYeHh3sH\nEjcFlTEcDlPabx1mnExV/uR2u535zp2ASlIp4VRd1R6RpxLXgiplljw4OIjVapXlI5FMp9OMaLtY\nLNLEJ5Tf6/Wi0+lkOSe42LmxkEypPmFcvfqRoa0RObxLqNX7hFka9W7C5PQJcxOlz3YwGGQp0Bke\nenp6mt3Ky+vT2U6NG/ucY0/lQ9eO63viVugzh8ojLufgZDJJLpNer5cROZ0EzY2W7/ZDi+4BbmDM\nFDsYDKLT6RQJp3ov5zYPQvWTni2Ft6rdVFhpCLAffJNlyKaUEf1dh3TE5ZpQKL2IwoSZS30g9xj/\nJuVN65NXKDCnBb/Dw0L8Gyca6n08mChUunSlOpUkup44LylyG1Ahp2huaSzI1aHbjvOTfBMp9Jz3\nGmOtL7o0PORbf+c+p3L1broEqOz7GqOoT3y+6d3sQyc6ex85YTpix09TH3mOKCqfLIMKi9fPScoR\nkbm3GBzBrNFUREp5anhGkFvG9zcajRfE+ajdLrXUUksttdRSy32VGvm4pvzXf/1XRFxesHZ8fBwR\nl5ofb1Ul4VGJkaj1kkQl6FjEQVogvCl1MBikZ09OTrIIgclkkiWzkXS73fSckA8SUKnVklRIy4uu\ngojcivXwXRKlIiKhOrxjRs/xVkqStgh9C/kgm1wiAitJUNTmHaJlQji2hSHTVRagypfrQBEAJB0S\n2qW4dUW0QeVGXFo/TNrDC9jImpdbhyQ0hjOqHyeTyd59FS50K5Bs5knyNE/kjiGxkG2ji8bdCCyP\n1q7fJeFuGBJVCZuLzKvvEZ5XueoThoC60L1BVwj73K1KulzdDcLfndRLK7nVamWWqdqocrhfqC/0\nP+cdoW8iAmyrwteJItB9omf0u4d5etsj9l2IdIE6Usp7ZeiuJMGabeRnJNwSsSKhla4vzi31EVE2\n1oPtETqrPicSxT2oFFruZeo5rkcSa4Vi+5yN2M1Xzm3uKZwHEfltzrxrh8LIMNWDSDGRIfazu7oc\nCeIYlRAkl1r5uKboEIvYbQz0mUsI+1Ixicg3PJW33W7j9PQ0cUO4GAQRagJ1u90UWXB+fh7r9TrL\nhkpfqhSW8Xgco9Eo1YsQ83Q6zUJvW63WXsY9Xont6c5V5ng8TgdQr9dLZTSbzTg7O0vPHR0dpb7Q\n4VM6TPVd+lHZj1UhZL7hROzD8fo+/0ZXESOU1OdV4hwW5+rQn87oCh831f/w8LDoCvF66+/czPXu\nyWRS6V5ar9dZ9BEPJtXLo4VUPvuPuVzcHUMXIrNY6l08lDlfPQRY7ZlOp3t5E0q5TlQm301FR0qG\nl88+iMgPO5XHjZ9cF0ai0NdPZUmHEfuBUV3sB0Lycmnw8GM9GcKqTKMS7h9+W61HRVVlge12u1ld\n/Cp79jkVWOYlcb6a3HMqT89yLo/H472L87jfct7xOoBGI7+cjmszYuf+8jY7d4ridaTi5tE6rNdm\ns8nmOfvAQ1Xp0vWrNXj9Aw0Sjwwjh4h14bvVFhoUEpVJI47GEvl8NBpeqNTKxzWFE8hD4koDqs2C\nVgI3D4ZJkg9y+/btpGBEXKII3DxImqNQA+ZC1OZDjZ/kPZIVKZr85LrwkHeuiNpOgqmHhbXb7YQi\nKDVv1eHKzZy+SpGcSBjkRswU88wdMRgM9qx8WvLU+t3PTx89hXNBRDbVw60hV2JI7tKzyrPCsaUl\nRC4Kwy15oDFfhb5PvomjERxfktyIAOggItnP/cX6O33EDJPU30kQ5OZNbgrDoH3dEJ1ROWov1xtR\nIt8sXUmlsjeZTPYQCSfsSnxtl0JCpZQydJg3s1K58YOF3Jf1el1U+EhAlziXxsnbLJ+KCrk6VOQ4\nNjQ6PGRWc1Q/T6fT1IeHh4cZ4uEh7LzLh/OQbfT+oHCPiygbIuoTHdIR+9wpvo/KH/lKvo4oHgat\nclQG28B6aL1R6eL3Hd1wpE3lE2njuaKwdCKv3EMZHkzUk+9U3UlAfSGKSM35qKWWWmqppZZa7qvU\nyMc1RbfHElKNyJnBDAOUVUGWtTRG3uiosDCH7SJ2Vgo5IITDGo1Gep/78tyfyvBHoSfHx8dZ8h9y\nVkajUWy32yyKRWXoZl9aqtSUxSMhAhNxyZthRA75DZ6y23kFDB9kv/JSvtFolL6jy6TIdfGwPEGx\nDNd1CJJ1kubP0DZase7OIPpAHz3Hm+XLKqNvn9Y0ox/Y37TyaOlI6Cqgb5y8FFnnevfFxUUWGsnb\nUtfrdWo34XlFfNDqZ4I8WmVECuiOidhPMc/U3JwztCLpV1c/s19pBRPZEiLDfiZSx3rRWiQSofnE\nZ339kcNCXlW3203rxa1Ih+z5s493CRXx7JeMdNKzRELIkWH/E81yfgvduB55w71R7WH53E8cNSZi\nVrVH6POIyNKis07ebu2hRK08qZzE3TxEmYj+MerK+5U8On1W2lscuVPIccT++qYrjaia1iXXGK9/\noIuRbSuF37IPtH/MZrNsLQm9fj6plY9rCrkQvAWWhyQhPPfF8jMeYEolrjIU4hqxI2np3QxJW6/X\n2XXsnKx+3wLF49C58fJwkPJBBYMbO/2TDEc9OztLmwX7KeJS6dJiELRKd4HqPBwO98ivkmazmW3y\ndHcQZozIs3Kqj9SP3IB6vV6mHJBkxYUpNxEVOR7k7HO6I7hZE9JV3ziUyjGlwuSuhBJJUpAp/bc+\nP6ncuhuHbdC8k1+cJEBvh+pBhYbEYEL4/F1/4wHHetFtxP5Tn3goOA97+sw9VwznFEmsdPOobQxv\nJ6TNdvv/Ts5liCjHmc+624UuDSr7DLGXaL66sjGZTLL+87mmenF9q04lN5gry+QmuPLEw26z2aQ6\nj0ajGAwG6XtUktzFp/dHROaW0NUTmk8M5ZUS4YqZymBdeUBr/lMxYb/RkPJbeb1/qUzxO9xP/Jkq\nVxHF74KiMqj/uXZofLJs5xC5O5MKB11p3OvJJ7tKardLLbXUUksttdRyX6VGPr5L4verDIfDLFxV\niaBkWUu75A20d+7cSRrj0dHRHgwoF4+yRVJLp/Xpt5DyvhD9/e7du9Fu57cPkuzK//X+iB16orBZ\nF96BwHrN5/MsMZaH26mOim5gFACjgeSWUVuYrIrtc5iUcDozJS4Wi+zGXgpZ8+orhrQ5nEy0hggA\nUQSPoJG45cwwZWU4lIV1enqakfsuLi6yOx1KrjpZOLRUiZaxDmTby8VTQrPUJw79qv5MZKSbmFW+\nh88StSL6VwprldDq32w2aR2xnVpfJQKmMldKPIEWE1IxK66izUhq5VxwFw/nEAmhRNJoacuKpcXq\nbim1h3A92+NkSa5lt2bpOvVnnTDLMSbCR1RN40nktOQG0rO0tH1M2O6r0CD9LMSWfa75qTpxntNd\nJrSZv0fs3K/cA0t9q7DxErHa0ROPpmL/Ee0Voqr1cnBwkOp4fn6eoZVEr92lyD2P5GnvfycOEz11\nVI/h/myb76NVUisf1xS6NOgj9Fs86df0KBNtQEyrrIXN2GkpMAq/YiijsoUOBoMsYoOb2Gg0SnVi\nBlbVg9AguRDM3kkfakR+46kyOt6+fTs9q3e87GUvyzYqKmaM5BA/gHk4fJFyU2fkBTdQHorum1b4\nqOrP9PY8cF7oxtjr9WI6nWbuIY6vc1Ykzt1gRlhu8t1uN1OEGHatQ6sUddXr9bJbb6mwNhq7C+K2\n28vcM1URM4x84lyeTqdZdlW6EbbbbXq3op5KbjwdIgyFpVuDbhCPQKCy4IetR5hwA6UyW4LG9TPn\nyXq9uyRMeTKoPJcOWr2Dbh13SzFc1FPXu6IVset/7wf/jkddlDIFs4701/vhwb7zEG2JrkyI2ClP\ncs/xfX4Icz/R/KR7jso4x8qVCM/Qqug5Zn2Vi5Jzhrdu0wXhbgT2OSPdyNXRd/g+N1Akrqxxr6SB\n4hdmUjHRdyN2IbNsW0nR07vV59rT2Jd0L5JPQ4Wv2WxmPL3NZpd+gcr/VVIrH9eUd7/73RFx2eH/\n9E//FF/72tdSbg0eHn47qhbmyclJdrBzMnETINfh7OwsttttvPjFL46I2FN0SGLl/S20VGT5MqGW\n+2Y5WVVfEeoYfsUwLQoXpvtQudBXq1V22yivY2eCH4bhRexft827ZPr9fjpcaWVoc6ACw4XHzXA8\nHmekOb8tlZavt5ubWNUmwNwCzWYzU/hIFJ5OpxlhzMMdeT065ww3YSJj+p4+0yFOy4Vto/XoaMr5\n+XkW70/OgCMqvK+CCh8ROM4tbagl0qQjMuwz1pGWnN7n5NsSGVV/50HrPCEeHuQXMa9HRDnplMou\nKU867ErhtFIOSkoG54/Gk2GTVJBYn2azmRkQnAucy0JByGlg8jb2qx/KVYiM73GOkvDdNCjYHkcb\n+v1+mtvcUzV/iCixLb6/cC0qzFjfo7LGteUKI/vADQ2JUAkmCHMFr0T+5x6k/aEUjq/1q7KkPGus\nOE9oCPh54MRXyWazyTiOb3zjG+OHf/iHIyLive99b1RJrXxcU37/938/IvJkW7XUUksttdTyv1Ee\ne+yxePzxx5/3uVr5uKbQcpG2rWgKJrKSiCtAf7i02ouLiwwNoC98tVpl1jAhZyIO4gNIC6XF7HD6\ncrlMfmxCvoLPaU0wfIwWiUcurFa7VMqeEIduimazmVjujpgQ2ldmQ/YdL5EjOqNIHH1GbZ5Ci4TW\ndAkmZX8pSsC/t1qtMpcZUR13WdA69f7xEGzC1oxOKSWSI1eBWXfdJ0+riSgY203UTVY2oyboGlou\nl5krSZ8Nh8Ms8R1dgwx9lkXpCZFUZ4eICQkzkovjcefOnYy/5GGg7CtyX+g2UpmlRFaCnxla7ZyD\niN0c5Pc4doToS8mcGD7N9SnrnvXU+/ScEIoSRK/2lCxctll9rvoz+sv7MiKPpqBrlf0Tkbst/P0s\nkxFkQgNKaQnoslD0jEfCqVxa70QKNG5EViRKcMboDmZuZjSNc9m4BznHrnTruYvcXKUoHCJWPFP0\nHNtABHA+n2fuHOf/uHD/IvLh9S5F+F0ltfJxTdEBocyZEbvNVcrIcrnMfO+EKOUmiYi4ceNGOrin\n02l2oPX7/WzTj8hD/XTgnJ6eZoeHh03RxaDbRlV/CpUbHhba4BiyKdHBVIr999wCrBvdIvq55Gdc\nr9cxGo3SYuDGfn5+vheOTDiargL3y1MZaDabGUHXXTIShktrE+PhQX+xxl4HIV0kVCh8g9P80aGl\netEdoI2RrjvWk2RQh+XZ5xwbHkwKm6SCqHqJS0Gui4R8Ft9AuSkrmyM3aeYg4CZKhUyHK5V/lc87\nkZQ7pTSfCJ+rrRxvcj5arVamuFHJYH4WchZEWnSXiT5jhl5eyaC2qU88dwuVJB4InPOeRdhvyuWa\nprKsO4DcVaEy6abcbDZ7RonKU3/yd9XXCY7kUuhvelbioaTsOypZGjMnuLIc9ScVB1eAuEdr3JhT\niOuIygfnDHkRUuK4L1BoMC4Wi+xdDFumcuB3VlFRZ44RGYU0/jgmVCS4t282m4xLxz2cyq/+xr3r\nhUgdaltLLbXUUksttdxXqZGPawoJQc5WpgbvERuE/WnZE1FgFMhqtUpZSyMu3REld4FcNSX2MmFG\nZ8NH5Pd/uIUjkZuFFhWZ2YSxSUZl+yW0EN1yIcGVUD7dDyRmqc2uhatMQpx05aiv9S5GNehv6gP2\nZaOxuzuGZDRvG+eFklbRQnRiqdADwvqKbiLSxfEm0Y3kPpLrxFwn5EyYnAiN6qb6M2Jju90WCW/+\nO8dU5EzOZe8rWlsencA1wXuKaHnT2qXV59Y4w1u1Dp2srfI5b+g2LLVb7/Y15YRXoiBEgIhmyJ1E\nhIZ9pfp5X/b7/Sxk3d1IrBOTkbH+/j66VfUZ+0vz14mpqoPK4HhMp9M9ErA+c/KjLp08OzvL+t0v\nvmSEDBFRtkUIBl1YfjeKyqcLlG4WfYeIrkSIJF3qdF1zH2232xlSQJIv+0Dzmuu7KoyfZGD2la8B\njo3ezb2YCAzRciK1Hk3D8fQowSqplY9rSomJLz84D3ptAnKfKBx1s9mFe9F3Kdha7hS/jvn09DSL\nCKHbhC4BTno+02q1kosm4jKvCPMMsF5UpJSN1KHUiN2mTxiVk1BtkYLEDds3AfEDInY5UpTBkRA6\ns3V/e+kAACAASURBVKX6YeHhtRE7pYFKETMl0iXDtghC5+YnccWDUPtqtUobvRQFjgPrQX8uN7tS\nxkMeWu7rpUKsw0g8F/IbGK672eQ3FTMNNNvH/mGYYkR1bgltnoToq/zwqo/qTyWJLh6NBRVw5oaR\nMBJC72MECOexh+dyU/VLI/m/K/UMNyb3y+tBhYwKpUKMCXezznQPVfU/b56VaLyVR4dGAvuc4ajM\n26PPyUuiEkS3kfNl3FXKdeR8FipdHsbquWlUPqNBOMbMGaSDle3xHBaMUGQuI7o6nSNDXhUPctVb\n9WB/OefKeUkSuRo9UoltVfk+D0sKqurpPDuuIwov4aSwHlI2+J6reCzpe8/7RC211FJLLbXUUst3\nUWrk45pCWI1IAS1EQmrSLAmve2x4RKSslbKaSUiL2LknVKZQBUHcZG2T5cy8FcPhMD13enqauQrO\nzs72IL2IHeRYYjYLudFnhPHd2qfl7XlQxuNxFlVCq8xhbdZZREi1mz8z8ybHgcQ1uYxogZYiGvSs\nfu/3+9FoNDK3iKNMETurjigMiWuEj+k64B0j+h7rwjs9aAXS+uH89D4iuhNxOR5ENRx5cTIf/6d7\niygLmfm0buXi8wiUiEtiK91gJLHqMiu6aBhl4IhVSQTBu5uh1EfD4bDSknRyLa1HEj1FmNbPfhGl\nW+8Skjn1jhKa0mjkFzYq+sLrIUI61zCTnREJcTSL1jX3BU8sRVcz17f+LkTO26Vn9D2iWRxHzgui\niypT7SFRPyJ31/Bnuf5UDiNC2C+sH9sqIVFV5bJtJDDTPcVINPax9iPOB40x3a0kuapPGDXGOvBv\nIm3rM/Y5EWb+H5G7f4gw63svBPmolY9rCi85kwKgC7coVADOz8+ztODcBDTACkcl/C3RwBP+pK+d\ni4rQO28aFetbB8R0Os2yCfLwkEITsbtBkr8/8MADERHZQR2xn0mRWQGrLn7TpVA8KFln+v3p2lJb\ntHB0wZREm4p4FnRheWSHfvfwWfWFxoplUGnh8+wrhZySw0AFwKN3+K7hcJi5cjhW9Ms7pMybZGez\nWTam7gN2377eTZiW/AyFNOodHpnE8aNCxiRHqoePsdpJ5ZPtlqLmyqj6vMSXUB0ZBcBD0n3ojApg\nQjhXMLhWNIf0HJUKTzTldaHbosTzUN9RWWi1dinBqQxonpVuZvVkXs49cQ4O5+FmsyneXEx3n5Rj\nzleuB48aIx+Ee567yKi4053C73AvjMg5N1KQWIa7Mfg+CbPu6jnn8EXssiWX9ha1T0IFUmPlypX6\ny7kWane/38+UZSrBVD5UDseDBpcbkEx86P/zigHersszQuU+n9TKxzWFGwOvYufic64A/d8K24vI\nLfter7fnZ6ayob9F5LH4Cn/kgi4dKppkmrwMvSP3JCJfbKvVKkuoRqvMfeHUqLkRStlQmXfv3s0s\nhJOTk71DWeXxHhPfPIgc8IDgYScr23kqHAsuYC0wEh31OzdvCg8ELmy3YLmZyhJ1X6reyQ2b80cb\nk/qEKci5Gakf2Se0CP3gdaIex591drJlSbHSJkxlkP0vDpDepfHQZww75MHH8jxcuEpcIeY8JCFX\nJNyqvDHkxag/1S4n3RL54AHQ6XQyK1+iPEFEg3gweaZPV7D094hIvIXNZpMpSM538ZDN0mdu+XOu\ncZx0oDFHkUT7Ig0PImdUFrgPOWrIfnYDgkoEpdVqZXOGSJHfz8M5r3lQ4tGp7V4Piafy5/u57xDF\ncD6dK4dUMD2PSIm4LaWU/UpODOd2CXVxw1fPeV9KyOe7SmrORy211FJLLbXUcl+lRj6uKQoFm06n\niXMgiJy/04qh/zgiv2+DDPeInRY8nU6ThaPkYB5OqJ+prdI6oT9Yfn3V0aNI+G7CueKDSOs9PDzM\n7ofxRF90NxHKp7VGd4B4KIzQIZeGsGqrtbtpVH1OK4rcDZbPrJy0fB1Ol4tM/UW/LyF0wb5EAMgF\nEsJwdnaWseZZR1mOVb58WouDwSBDH/g+D43zTJL07RMFoQ+drgN3TdC6E0TPcE6iW/wOLUdGhIgH\nQdTMoylKSdnUH7SgPXpAdSSKSItQz7mlyf4qRS5InA8REVlyMNW95LKSBUvEw1177u7Qz4ygIRLF\nJGaKIiHXSfXwiyndXcZ2sY+FiDgvRv1Wii7T94gEkgNCNIMop95NhIdW/2q1SvuZc6wUWRIRmStW\nbgr1MxMiaqxKmaeZSVnv4xgR2eTc8/ByT0yndALsO/1ODpHeI+E69csgS7wO3XnFPYMRfkTA3Y3D\nPud68CRpDGEuRdOUpFY+rikajMFgkIV06W/6naGjJAy22+3kwuChKN8hb3fVZ6PRKCOjnp6eZpsT\nDwNfKNxcPcSRkCZJW9wQBNcTjuZhQdInJ2ipHgwT44HM/vFQUv7OQ3I4HGaHLRWw+Xye4OfRaJTx\nYCIiS2PuECR9oU445RX3bLdvHsxMSi6KZ0rUd/U+/s0VGpbPTZvjpj7SuylU/uSKqHL50H3GA67T\n6US3281uKOYh5iTSKuKneEoRl3PBsyd6uKWEyifb58qEH6AU/4yKgrsNWSYPfSdhStRuclj83VSy\nPTTVDzyVT94QSbesv3N4mPtHShAPRg9hpfuMbfK8FhJXxDwMlzeeskzWU4cbP6NiRYWJ+yEVXSdD\ncx7q5mkq+FWuFrWB7SZhWsJ53Wq1Mi6K81lYJsPxS2RUuh59H2K/MpTX68afnQbA+cNbn09PTzPl\nmS58lsl5rf2I+05JQXWp3S611FJLLbXUUst9lRr5uKYw8sJRBIbTSsMm/CghiqC/UxuNyLVyWXuy\n2A8PD5O12O1249atW3uJpyRCAFqtVhwcHGTfUx1ldRPmd6hadbi4uIjj4+NUJq1gWpXNZjMLh6PV\n78Q7kq+IAMi1QWKvvnd2dpYloSJcSFhTbg9ndEfs7nqgtUJrgb+TcCXrh5akyvU7ImiNEjUichGR\nh4hqzjB7IQmCq9Uquz+G40jkzO8L8cgUWmDqV0X8MORborbp3Q5/q/xutxv9fn8vZFf19X7xeU9k\ngu4gtkHuFX2m5+SmK2Xd9egKogEiaHLeODmYRGsSvtl+TyzGCAG6J7wMInycT3JFkDCoelxcXGQo\nCNEyuvvOz8/3kDC6eUlOZUSZ3H2MmCISwfEmaZX1deTJ4fn1epcplW2Ta5D9VxInV6rPInaEZX7m\nLmsSRCXaG+le4Tx0Vznfq+/0+/0skosItYiv/k7Vw1EropC8vHGz2WSuDyKnRHg8RJfrnf0lgi7d\npxw/uqB9/ZbWukutfFxTNPiNRiNtwppYDm3rs8FgkLk0eNAqbFXRKPqeH1RMUdzv9zPWNgfeow6k\nsChklXAuIUveDOnRLpPJJC2cwWCQ3q1FxMgFRoswF0lEHkJL181ischuK1X5nU4nc28QNnWuC/uf\nvm+5JdQeum4UAl3Kt6DFTD8qQ+xKz2q8JX5o8XPf9PyWYUYPTCaT7HP9zd/X7XYzhY/8FvfLMk0+\nMyrK3UTXFOfCfD5P47rdbjMYmHOcShiVzdlstseOJ2Of+SPcbUiI3v3d9Nfz8KMrRXOeBy/nMseR\niqdfoMV50WrtbjGW4sQ1VooiUZ9oHupm6lJEnIyQkpuH3BxF5KhefumfR0MwioFtJU9FvAVyvOgm\npCtQIfMqgzks3KVEVw/dGyXugK8Xfa/kztDzvOmXvDrOSc0F/e7vZZ/w/eRKsT4R+Z4thZLKGiN5\nOM+5jpxnpLqobVRKW61dLhQqcY1GI7uE0aPcOG9cuM9wPDg/S9FFJT6US618XFMYAiXxieskKqID\nETsEQxtGxKVSc3FxkX6/efNm5n+eTqcp7Xin00mcEm0qTJXOTYYHAkPPttttdmvuYDBI9bp9+/ae\n8sENWO3RYlA9p9NphvSoPC0Evq+Kk8AcIFqIh4eHqc6674b8AkmJSLperzNfLq1dhZu6NaSyOK7O\nS3DrVD8zPFR9Xto8tPmVNhspXFTC2DaSBH2D098Hg0F2MHLzU714Xw/RH3JyGo1GartykTg5Vf1F\npI4o2507d7LnPO00+9x5BdxQfdPTszwIh8PhnhXIuaVy+bvK93tMqFD6+GuMbty4kaESi8UiO3h5\nzTwPHCoUnPPe56p/CZkgEXU8Hsfdu3ezcEg/JH0dqHzlq1BbPUSzRPJ1HoGjDxQSzsmd0l5Fw0Bl\nSlHwXCLqf6JGrihwrUyn0z2ugvqOY+w8B37mfB8iBW60Obmc5Gk3Xqis8Vbi8Xic8eWolBKF8jum\nqCQeHR2lM+L8/DxTRpmygOi7+p+oJ9ctrz3gnrfZbPYSGpak5nzUUksttdRSSy33VRrbKudZLc8r\njUYjHnrooYjIby8djUZZaBvhYVmHsmQY4srQsul0GoPBINN4CQkvFovsQjppp7rplZwGhpzS4hiP\nx0ULSr5Wfe/k5CRF5OhvJaidHAv9r3owKZMQHkLJQkUajUbmFmFmz36/nyUkGwwGyeIUtF4Ka2Qd\n3aok90RtZpge/by8ddahZI8yovuBfeDQbVWIHf3b+h7dQZ5oTsI+IBKhC8No6bEMbgOso8rj3KPr\ngFaa2uDlqB4lPouE85VoItcEyyS6E3G55kpzXtlfmYnYwzJLERx6L9FGtme9XifkkRf2tdvtNCeF\n7pEbwkgnrjG6EcTN8XUVseNysJ89iobtIGfJb9Lm7b50rRCt41zw0GFyBXhzrfqHaBnXnM8X7nGM\nHpnP59n6I8LnqBj7R8hwxOX+euPGjexdHEd3oXk5Efu3VjtyQMRtuVxmeyXDmSlEKNUfzGZNPgWT\n3fn3mPzQo9WIzkTsKAJETjV3tb5PTk4ypItzja55iv7OVArqn69//euV/Jza7XJN0SI9OjpKnX9x\ncZFtgBG7yXd6eprl/YjIQz15IIzH4zRwJycnexAnCWmEZQl58j4XQdAR+YEckW8eOmy4aVIxcUjS\n49r1Dl2Dre9xg6MyNZ/Ps1TJlMlkkhSd6XSakfS4+bEeEeU7KVR+6TCTcOGzPoR2I3JFQhtaKayV\n98PIvcHnuMl4mKFEvAHCqE6ElXBcGdvvis9yucyUAb83SKJNv0TYVL9yTtGvTDcF301yndpGaJzv\npqvFD92ISBs9lRQPYeYhwPkjHg1dinQF8tDkcxcXF1leFypkVEB1aHCe0F3T7XazfCcMtXUOi0Tz\npxQCzMNB7ge6WWkUzGazbK8ptYXlsk3OfSk9w//5OZUHL08uGBolLNPHleGoKkPzn8oyuWVUdpwj\nQ2Wdc1ZKl9rDvDT8+3g83utXup2dPE8Xj3NR6BKl68z72V1I/B5zvJB0rf5THclN4b6sPmCZanfJ\n4KDCW8q661K7XWqppZZaaqmllvsqNfJxTRH5cbXKE+nQZULoVWFobn2pDGnz8/k8I+Z5BAi1e/0t\nIjKiWMS+dkyIz600kjaJDhAxkZVEiI0WDt9BS8IvXiNsStRCYb0MWxWMrTA/J1vquW63myXbYQgz\nLQZmNiwlDyuhQ41GI90G6m2je0llkkxGV5ejAI6W0C1Cy4gWMy0QWTUsU2hARGThwERaaCU76uBt\n89A5zgX/nUm/WC7bQ+KdR/8QwbgqdFH1Zx/pM0aJCemg280TajFCym89ZqSEylTIKec5+4YRGURa\nXDabTYZ2uBDVIDrjyFwJ2lcfe8ZKCdcR54IQAPa9R/I4Udd/bjabaZ+T8BZbJilkpJP2Eq4BkqA5\nV5wAzHZH7FAZIrpeTxKwfc+jeNSNo410mzO6kHNG68gRoIgdKsy/ad0KcSMKQ9SiKjLISbeepVUi\n0jP3X64VriWeAyxbqHDVmq6SmvNxDWk0GvHJT34yIi4H42tf+1p89atfTQcMw1EZAkVFhQeacwCq\nckcIUuXic/8hD5bShNfklG9uNptligk3Rvcl8pDRO1gmFz7dFh6ip3KZf0JQKKFS5pE4Pz9P9RwO\nh+ndzz33XLqITP1c8plH5MoHNx31FfuVmz7F+5XuHLqDSnyfKvENsMrXyo1mNpvtucL4Dh6mPIio\ndPX7/b1NjbA+205lVu2jq4Xv4yZGYWppbzMVE72b60M/+9Xl6qeIq68/5+Gmd9BFWTU+PEjEn2A/\n0C1FpYZj5YqI83/YPzw8Dg8PM+PCFX4efvpZHK4qpYZzypUZ7l08VKRAlsq86jCicB/T+3wfcKVW\n3/PIJqYW55yh0eCuKBoi4kFF7Mam5GYthZFyTla5X93FxzH1PuA6ojEjdxzXJoXXGfj4c+/yiD/O\nUfIVmUJAP/Ms4fqTO1zPqm2ve93r4k1velNERLzvfe+r5HzUysc1pNFoxCte8YqIyP2fmkzciH1D\nJfmHE5F+TPo42+12lsuBvkCWX4qLpz9Uz8k695wHejfj9OlzVJmMq6efnBwTJ4WR8Nbr9bIJ70RW\nHry8LttzL1DbpkXiJDHnpUh4SKoM/k6L0BUOKkj6m97hBD797AcfhQcjN792u51Z9rSu1MellOok\nDkbkfJbtdpsRa3mgeR/RYlM5fE9pC+HGqw2Zc4/PUalgWOliscgUU9ZRGyiVVibfcwu4RHjUnOcm\nrefckuTaEapWsiRdufDDlp/5YecIA42XEmFR5VQRfr38EqqmMkoHpn73cOOq+2h4EKod+kxCMinL\nlFCRphKhPY7zubSWtGeV8ijp8OS8J2Lpxh/r7CRpEkBpXJAjsdnkNwn7nlSlIHtCPo4B9yd+9you\nFvciL0/vo/HqChhzEKndROLZhxF57pNvfOMblcpHzfmopZZaaqmlllruq9Scj2uKtD/eECthGBp9\ni0zaJIZ3xGVEi7RMZYiUFkoGtKx1RgHQkiC850mBWDe3OiQlTZXuGTKiPRW6t5tQNfkYrqVT+3f+\nCS/bu3HjRmb1SQaDQZZcyi0Y/S7EhdYV0Qb6iNnnQqyIdtDiGQ6HmZ9W84JRBrIk9D72nSzTkv9e\naADD6tQ/shSZfIkRGrTW6YoiXOxImoeOluqj51arVeYyKIUuClKm9cb6ttu7hEW0opy3wHkuq171\nGo1GWfggy1D7+T79zL7kupEFy3ni7ad7znk9KmO5XO5lo1UfEFHyyCeGDnuiQL2H9fQ6aq4ygoLI\nB58vhWl6pAffTV4ZkSL2D6OUWLZC3b09rDfdHeQJOWeClr3+rvnhkXX6mXsN36V5wIgpuj48OlBS\n4r2Qv+XuEvY5+4zjOJlM9sry/dH/pjXs612fcX5RSvOQc4wcPuco8WoR7gHON6mSWvn4LgmJORK6\nFUo+Uf+Z4aiauKX8Clq8hL04EQnLM6SSC0rl8GdCaoRyOQF1uHEBkyTLVOZaEBH5RiJXDWFHJ5Ey\na6b4AepLkjSpKHABO5Tp5XPz83wszEjKjZB96TA4D3blWtHf5S6bz+cZoWs+n+8RTkv5OxSix4VP\nMi3b12q1ssPBlYASV0Dt1Lix73SYavx5qyZdEXxWz/Gwq+I+yDVB16CvI7WHpFtthExlrg3Q03eX\nFGTvY68/N28JD0ISNv0QkUjx9LbqXU5cpNDN5nVkf1V9X31Fl4kbFaWcOJzHpfL9cHLXnb5TpcBo\n7DVWCltmnTh2vk7J6yG/zZUSHvLMu+EGGJVZKu6qK39mW1m+11XCPVsGo/NYSv/TuFOdS6477kce\nyEAFwN09Efs3lXP8qSxz3nj4rL9bz/Hnq6R2u9RSSy211FJLLfdVauTjmiLNmeGVhGsjdqG3EkKg\nhJKHw2FmjTAcltZJxH7mwSqtk1ZmFeGJz0bs3wFBNOAqi59IR0SO+JCsud1us8yljuqwDLoH3LKg\ndSrLohRKSsuX7PZSPzrxz61fWvMkwzmxkyHADNskuc/r4WGRHEeOP8mDsow0v4hK6XPVl+/jz4ry\noKuLUhWVIbiWrhkSPUsh195WR3VIVhNczFB01o1hs34xHkOpuQY8/NEJ2STbEbUo3dLJucY1QGTI\nybq898OFERpOIqU7jkRJWqokgvtY+vwhhE4ES2gGycF0TbTb7cwl53OU7/R+0jNO7GX/+Jom8sHx\np8uHP0voKnIXK0n97HtfA+6KorBeHkxAV4u7RthO7tlOjOW+w+85gijRd+nqImrLdcr+cdcYCfg6\nL4gmO7ql7151e3eV1MrHNYWDJhFMVsrAp41K3/PwR4b98TlCnPLnliBXTTLCx9xk/HDmZujcEE1u\nuoPkgqGLQaIyuFHzING7xZeo4oB4aBsnPG8E5qap/qY7iL59iYcZUvR9lsGNne4g51Owz53Pwnb4\nRsvn/FIniUcgcC7IlcJ02CXeSCmklQqMt9vHgAcQFSZ+j/V3lx7/p8KqDZ9KN/NIcIP1DZrhhNz8\nmHZfh0/JRSLFgJs05y4NCh5w+o4fJqqXr0uNjWcNdikdJt4n6rsSd6dqPyjVn3XgfGK56gPWg4cy\njRm65uSW4p7BOUO+FPuwFMbra8nnXqndXGdyl7JtzvHSZ+4eoqKj9kpKz2mvpTLLd7IfXGHiXPco\nK65p7nlsm+Yk3UG8dI796Eq815kGmq+XErdpu91maRWq8qW41MrHNYWLwa18Lm4uEPIdqHBQ85YG\nWuW348LZbHYhXX6okudBjVqTv0Sk03O0htxadE6ChIdAu93O6ujWXsmykJJCnopEvBH6evnzaDTK\n7qqpsuTpc6bftNfr7aXbdrKdvjedTrMDjSnDeXOm+2Gdc1HFIYnIDzS3+viz5wHgxsiyOJ+2213c\nf8kf7DwY1pkWOsfKyc0lQqDKkHAMI2Lvzgy/qp33X7gPWqG2pTBZjp+jUlcdaJ6zw8uL2M8r4on+\nSskA9WzJwnXOBA9lP2QYNuuHHXk8JKjzXXqWyBjnmo8VeRclhUZ1coWASgoVE71T7+J4uOHEPvHx\nZUgr9xlHMKi4uUJOhbJkoDhHytumepUUb6+XiytJVPZ9n6ZyXjIKVFcqWb7Xcs6zn3mjsT5/IeRR\n1quKo+JScz5qqaWWWmqppZb7KjXycU0h4lCC/yS0YiLy5DCErwibuYXlMK+iKGjVdLvdPehSz3k0\nDetD61Rws8ohTC5LohTKJqFlTC36hbgglG3PE3fpGULoEbv+VyrmkpZOt4Ws4tJlTep/WpJVUCJT\nDatOFxcXqW2lMEM9S2uIkLmQFwmtEUcSqixXoiluATJslZaYW2WEVCWlKADnlxDd4rsEw3uyOgkh\nW49cGA6Haf4SARCixPdrrrF/dKst68XEdM6BcdTLE4uxrRJP0S9xa5TPKLS5FEKp9xGZoqXq/A22\nja4/d+v5mKo+rIdHNzmi6y4/jhXL557k9Sciw/1DqGcpIkTlOb9C9fLnS1yLq8bb2+pC9Jdl8nlf\nY9PpdM8lVsX5oZuE9XROjHOKnF9U4oVxv47Io3XU/6QIMDLQ3U/+mcSj3l6I66VWPq4pdDFoc/Uc\nCX5A83CiW2EymWSKCDdRws+CzUoHnDYBunVK/mXfGAndq+4sQ4RGHTBctHStuALlWfYk3By58BQm\nqfc5H8Q3ON5jonLVr/r55OQkfd7pdPb4Mk46JUTvyiDhbleMtGEzYyC/U0p9T/EwaHJvSlwCtdc3\nJCoYbBeVSIeffTypiJIbRBKxcwCcy0R+UcR+LoiIy4OPuVUYJttoNDLeBb8vzg3nhtwbPAi19lhH\nDzElb4T1bzZzAicPaBINudFyjNyt48YDy/B3u5uV7h/2H10frrCQfO71p2LtioIbTZzLdLsQzi8p\np1VrP2K3Fq4iTfK7dGdJSryLdrudtZuutBIJl3OUe4YL+5kGCtutcGN91uv19jgzVa5gD3flvs/1\nzX4g2dhTDfh543so10BEzodxQ6BKkeAdSe5G8/aVpHa71FJLLbXUUkst91Vq5OOaIo2PdzGIBMZw\nOImsYsKDJeuNcGNE7GnzrolTkyUUq3fweyqfVh9/dgivRO4jOuDkU7cQVYaQIWnXJFRS0yeK5Bp8\np9NJxEJHMIgO3b17NwtxdZcFIWdaFXzncDjMLLROp5NcALRaI/ZRixIsy37x75WQJ7esaeHSVbRY\nLDIEiOWQXMkxcJKqW7ucC05AdGifSI6jPOwDIiZOQJQQTndiM0UWoPpvPB4XiXjuDuA4uQujFGpJ\nK56uHEYCsA/8NmJ3nRLBcHiaKIW7GBwlIymTfUmXCN/H77g1y3FzKREHSwR5/l37j7s0WF7pfSW3\nUIl06+IEaUeNGB3nrjvOtVIyLgnnMwmn3Gt1e7m7OyP20R+PTOGe5CikR6pI2F8+FhE5MlEV+i6k\nl2vA1zDXEt/HvYVl6J3PJ7XycU3hBsHFHRGVGzYjJQhREX4WFM4JVTX4PuiLxSJzhXDB8yDwSAx3\nE5U2D01cLj72hYdn0QXFtjUajSx9dBXb3sNnIyJTVPwm3hJHhpttr9eL5XKZ+odcBIaN6ndfgA6d\n691sAw+4Xq+X8U0YbeHp2/mZc2JcWeO4cINyTgx/JqOebVI5Eipx6iOVX4KlCRezDB5SvCyLbkjN\ng9Kmr0OdSjB901RcyMlgenhXAjmv5TYqtamkDLrbjEqXnq3itUTshy66u0/SbDb3Iio4HnRnuivO\nIx5KSojco6X6a96VODgqX/XyC8WqDsaSS6aqXXTl+PxXvSVU/qo4dV4+3aVV0T8uendpb6FLUvO4\nFOWl75P7UeX6ZZ3dbU7FQTly9C5/H5Vx9hfdbOKUlAxZvaukbHIsSkph6UoBl9rtUksttdRSSy21\n3FepkY/vktAKkBXmCcQidneVlGA7j792bbukzftn0lYdfYkokySrtG9Cycx4KNSjBNPp3SVL0i0v\nWnbb7S6xjT5jFIsTxJgd03OYEGkhhE7UoNFo7F1ZHXEJz5J05v1MK8dJeuxzz0BJK2k+n2fWj/qg\ndEGccl6s1+uYzWZZpk+1U4RlWn60fkiQrYrK8HnF8WCbJc7cL0U8uJvQoxqq5pqQnIj9uyRIsNPc\n5QV+Eo8CoHgGYLd+HcUhIkeCo0dbcOyJQrGdpYRgRHXYvxwDzyrrkUr8rIrMzO+UxtP3HfaXDXN6\nYQAAIABJREFUoyLuLuCz+jsR3dKcYxlE/7xeVa4Wlsu+o8tTQgIox/4qtIMi1JHoZ6kv3Y3nLje+\n09cA2+NIEdGU1WqX58hdivyujw33QPWF/k4Uxt3QHknEvV4iFJIu6trtch/FfdX0/RHa1WFd8pVG\n7LsWSpNVGzk3IGeyM/xOh5j7u92nTSiOPnTWVYoHNzkmxyktKi9fSpYiWty15Buc8xb07n6/ny1+\nLpbJZJL1uTgR9P9GXGbDdB99aWPRRuK3E7P+dMOwz3k54Gw2S++Wj1jfEZ9EZbIP/ADiJuCRDOxL\nfoef+yY8m82KUTJqM90uDsO6Ky8iz+a5XC6z8kswLzd23q5bCpnUZ2wjlU0qrPoe4WJu8pyvVx2S\n/n62gf5uRnGVpMqVRsUh4nJu0IXjkUl0S7I9PKRYZy+f76bSznBlfUbDpoqbwH51vgz70Llmm82m\n8nI3Koo6gNlfEo/QoDQajcwtQuXWeVtV4u4eN66q3A/Oq6ErxK/Y8HnBNci5zb2Aa9Fdl76P8Vnn\nBHpUHOeQxtz7gQo3n/HyrpJa+bimKIyTd7dE5D49LuCS/7AqcyI1f/fL+qbs3I2qa879zgj3Geo5\nEma5CWhjISriPkJZo5zkPKSEUmij22w2WSivLz5uLL7hEcFgeuz5fF70dzu5jijLfD6P5XKZFAda\nsZvNZc4J8lQkUi5KVtpgMMi4At1uN40Hx5ucCNWZBwxztHDzFo+D7Zai5coT6zqfz/fIlSURD6U0\nDxUGWHUYUTnjZlXiOhChcSVA62M+n2fpnb2/q9pTZX060bjEWSiFIKpOJWKhr2s/MP2QLFnJsiJ5\nOHnuC85hfs8PFSoEfDef5bryPuXe4t9zbgjf621zlFBCnpOPg6NIFO5B5LipXiWUzZVN1lH1ZJ97\nP0iqkEBJyZjU+LJPiKpxzrL+jUZj734djqnPeVeQWR7PIImCCZjywQ3SErLpqAuVTZZxldScj1pq\nqaWWWmqp5b5KjXxcU0qsXmm49EleBUWVcvp7tItHKRC+Z7irNGVqqKVsheIblDglgo75rDO6PYpA\n3yfaQUuCcKH6owRXygorQeAKceTdGX53jDT4fr+f3BjMVKn3EZUaj8cRcRmeS2jU+RqLxSKNtyNd\nhB63221699HRUdZXnC/tdjtLjCW3UkRkt/7qwjbCnOQ+KLur2lqqk9rst/qqbfxMWWYjdlka/QJB\nCTM6uiuQ7STMTxeMxkbfm81m6buEl1UO58zZ2VnWD45wSaqsMLemnYfE/73/mQmSVqBHdZX4TyqD\nqEKJ71BCFQShl/aWkguJn7lFXhWiyzBfR1PcBeHuArWbaNlV/cp2l+7kKaEILozqcUTKn+P+0W7v\nwtnlginxLjQWJcSEe0Spf1gv5zbp3UI2NJeVSkDvqXKnuLuk1N6I3Vjr3eSksd76n+vNozh9bap8\nIjmO7FdJrXxcUwTRE/oTEdJDpCgliJ6TX4QzhohyYTK8kjCsOBglchQPkWazGZPJJFts7sIoKRiq\nW4kUOBqNYjqdFv2o5ABoEqsu8/k827CpAETE3uZKVwUh0NVqlVwO8/k8pTsXIUrP6D0qW66zZrOZ\nHeSUyWQSFxcXcXR0tNevcomQy0E3EuFOJ/7J331xcZEpjZPJJNuo3adOQivn2Wg0SmPC8jqdTuqP\niHx8VTcehMyzQpdAu727LFDZZwmbEzLncyo3opyaXv11+/btVE9dFKj29Hq9TCEZDAYZ9E4+ix++\nEucTOa/AofzSQSY3CA9UHjh+0FZxoByqVv3VJzzMeUi6W5JtYx380jkaIb1eL3sfx973E187JZeG\nX4x2FWGWLkUaQMvlMutv5xe5IlJyP6h+pRBsPVdFSneXd4lvpzLpImHbqsT7zuvM/hMnTnXkfk5O\nhtafvsO9xfcdjoe7JHnulNzSztXz+st1wzlapQBSardLLbXUUksttdRyX6VGPq4pjz76aERcaoKP\nP/54fPWrX43lchn9fj/TGEvJyCL2Iz0kYuw7WiBxy8dZ4CVyURXrn8/zWb7btWZq6byfwutEMqqj\nJa756zu0XPi82kf0hijCyclJnJ6eps+8rhG7pF+0TonUOGqj/pOV7VEm+vnw8DDVc71ex+Hh4V7d\nVb4QpqeffjqzoIieOXJGy55lKuMr3XOlO1TcEuE8dEIoL8RS4jtav3QxeFItuiJIFuT73N1BcnO7\n3U59JzdbaS4wCioin+e0wmTJcV04UZRWsrsziD64Zcz28Dm3gEt3wPhn+i7/L60PJ2X6/JVoXJz8\nqTLoWonI+8+jhQi1ez8QHXD3GC1hIh2erMqRQRKBiRSwzv1+P0P/6BKTu8Dbpf2I68j3PR9jleFu\nvBIxVfXjvPdgAiJMRJaJWkTsxrt0B05JriLI6n2cX1zDHtHCubJcLtNnWo8RudtO80n99frXvz7e\n+MY3RkTE+973vso6N7YvhJZaS1EajUZ87/d+b0TkmejEwajiefBw1cVaEZeDq4NJvnBNPsK8jEJR\neVVCvgPdG+12ey+zKP2TrvgIFvfNhxuJNguf2CqDC4L8BkbnqP28MMkhS4l4GCpju92mTZfRRh4p\nxHwR3IDUVzyMVP5kMonhcLjHyWFd2Of6jKG8erd8unRzSRlUnZ23U1IOVQ/Cps5I5xx0n7PD6VQc\nSu+SUImk77oqwoRKm4RKFz93F4C3jcoBIXUemNz0temWFJVSO92/XhWNUooqcPF+i9j1dYkHRoXP\n28rx5y20HuboxgrXu7vV6KYq5RnRs85T8Og2/awy6O4p9YW7VN0NVqWkuVu6Khuwf89TznPea63L\n/VMqRwoqFd9SyLr2kiqlhaHj3Nsj9lMW8N0vJHRVe4t/t0o4r+nKoVKh31nHElenRCHQ9/7t3/6t\nsh418vFdkl6vt5fPgdacBkjKBq05EvG4gXpYmg/8C5mU7puTiFRIxYSascdx+ybmeRb0HDcZclZK\n9XUuQMRuY+dnTsrT/9yMWq1WFl7rvlj242KxyHKauHVS4jAo+ViJBKg60z/NTU3CfAb6333+viGp\nHynOb2Bfskz59llGSTFxgq9vJlUbYBVZ0v/mm49bxb7h+/jy+25Bl95BxVPllxQrtZt9V8UNqrL2\nq9pX+r2EJhAVqSIu0pCRJUoFn3OACE+VAeR950qj8x14ULnF64RK/Ux0gLyOqrGu6jd/d0k5cMPm\nqvnE93A9e8I8tT1if59y9Jpj4SiUo9kSz5/C9Uijyuvse6VzPkp7hupbGg+OoX9GVFt1KM3l0vUI\nLwTTqDkftdRSSy211FLLfZUa+fguCX1ejgo4HLZarTJ3QUnoa1NZrv16anEJNWDC97TOWTd+T//z\n3bSuqDFHXGrzdB9E7LReoimsoyw3vylSn1HD9tA791VT8yc8TYvak2QRidput1m4K9vmP0dElkBN\n/a+Ip1KEwHa7C+2bzWaVrii3tGklCaL3TLJqN+vprHb+XBWGKMuIFg/73xEGrwfRlCorn+8mH8TH\nm+6IUsSKW2IeWaIy2Ra3Fq96VuKuA1r2JXSA4i4eRpW8ELSytDa9Lp5MTH/3Z0rolMas5BbiMxLV\nv9FoZGuWVjKF61x18Vuf+T1HP0pWvlAd9jn7h+V5YrdSFJTa5euPc5kuHkdEuM8QweD+RCS25Bq6\nCq0h6uIuOu7Fjihx7nAP8nXA91S50bkmVTbDaYXkKhJT5ZM+cJXUysc1hQPHHAp+Q61E0BwVFE5e\n5j/wjVIH33K5jOl0moWMOb+hRAiln1T/824Mbq5M/8sshJ6NkJuK8mxwIat8z8PAz7iRuEuK5UuR\nUr14V4kOPm58qiMXQrfbjX6/X+Q+aKHr98lkkiktvI243+/vEfZ4uNLtIuVmNpvtjbfzLZQfpIr0\nF1EmxRKmJWeFUvX7ZrPJXBXuZnESnre79D1XWnjYcdPVYVNSIjzkNGJfSSu5JrwcFyfeMVeI93kJ\nXndugvMWOGfYNob1qh+daK16Oc/DjYaS4uCKlCvBVI7dXUoFg++J2IfwS3OD603z0d2Z+qzX62VE\nZc4nHmJ+ONMIYtu4V4nnQs6PG4H6jOPh76Pi7vV0JYxuHI6Zh6k62ZnjTXHeln9GVzO5GuKm6H1V\nc4VzQd8rjbuvYa+Lnz/6XPvc80ntdqmlllpqqaWWWu6r1MjHNYXWHLXQiJy9rs8mk0l2mymjXUjk\nlMZOEqtEWiatTFoZzrh2aJH1Lmmo/X4/i96hRSgSIFEdWq3L5TJLBEXonBZHo9HINGe220PqaLk4\nesJoHYdyWWdC34TUiT7IqlN7iG6sVpdZRfk9T1akcfTyeRst+55Jghwlc/cSxREe9rNbXvyORzU4\nsbMEy7q1xnaUiKq0TN0VVGLRCw7mXHOEpNQ2PVciPHJsmDBLwvIdsXIEhiGPVQRbR4r0XWVyLUVv\naL9g/2n+aDyZxI4IhkeglMiSssIZjkpXLNvGOgu5YURdFSLmkRAeAcE9iaiBLnhTP3j/EBnkeqiy\nyp1A699jGxkBxHY70qhy9Yy3VUL0QWOq7znCw/cRYXX00/fpq9AZ1oOIBhFWfS7xCwt93FgfIiiM\n/vO55vO4ik5AqZWPa4ofKBKmifaB4OR36I8TkKFZ2+0ujFTwGjkavLys3W5nG5KeGw6Hqb5K2S3x\niAA/dFgP+g9L0FzpcGJ99X3fUPlzifmtTUDvo6uAh72/mz5yXxgObzNj6nw+zw4+D0eUSOFzOF9j\n44cnN0ZX4ph+3TfDUsSG5g+hfrr/2Md0yXhk0Hq9zi688+gmupF482mVcssN27kbrFen06kMKb9K\nSpEL5EB5DgiuB4ejSy4tVwo55zUHqSxwrTP9fxXPQ31e4mtctV/oXXrG+Q0cU3cbUJwDoGcHg0E0\nGvkN3b5PcF0RrndlmX3n0U2ca35g8ne9m0aI14uGjfqmxC9yFx4/0/xXe+hqVj3ZVq5lut9cOaua\ny67ocp9gnygVOtdjyUXpimGJh6TnS/yT0vzTbdacayVDwMsslV+SWvn4LolrpDz8iBRIk+UAV5H0\nqI3P5/PKMC5yDPyAZj3ERYnYT6JEpECLi9fPc7IxRwAPdh3QpZwKvJVVm2Tp0GK4noT5QLhx8bvu\n46bF4H54tyaomHDDo/UuhEQ8Fd7tIQVM/czcJFWWFuui57i4uXFxI9KzyhUiJYJ9WXWQV21OOhyY\na8U3L7VHygK/W9p0lstlhui535+HhYeI8jDlnKWUSKkla0vvquJu+LynEu/lOPeF6cP1WYngzTLZ\nBzxwOO9UL1cO9S6OtyvuPHQdlWK9ePA674nt50HofeLKuO9xPDCdJF7FWakKgy9Jqa1+OHINl/rF\n7yjxfmDdiESVhEqbiyOzfIfvH3qfyqQy5bwSV0A4blWcD/4uhJV7pRs3rujrZ3IQ/w977xZiW3bV\n/49dte971+2c032i3ZIY0yEEguloYh4UhBCJghcQIiLeiEGihnghxAcVfTK+BYWISKPBlyiCGh8M\nvmhAJd0h6QihUVvR3Dqd9LnUZd9r196/h+K79md+91zV/ac6x/B3DjicqlprzTXXvI7xHd8xpn/b\nVZyrqh4vekeRIkWKFClSpMjLKAX5uKbkTvTMWUlM9EXrjgeZXVxcJJA2IUjXXqkpe5ZOR12oDZOR\n3m63k1TnZP2760Y/i6PCMj1cl5A6IyoodBXRvaS2Y3poWvy0+ugHVuQLrUWGfvE+hyDr3Ckedsbf\ne71epfmrzxRyy3TntORkmeascLnV+D4iB+ojtQPdUu7vZnvRNUfLWP0fsQmJJgRdF0Wiv7G91GY8\n/NAtTB+/HoFA653Wa45vxDLdSlMZdZZXs5lm0yUfwcOB3dXCMtgOrEeODyJRqDWfYcg9+4pt5pwe\njm1/X137uOVNK5/rEZ/1+l/FfXAXQ527ge4Xf1ej0dhypRLh4jrnbgqud269c03w8XJV+DSRG3Kw\ncrwklcf1kAdaMjLP28LryfZRP+UO8vQQZqI85HXou9j2jrKxnX39dnejnmPEZg5pezEpysc1JZd7\nwTuCQg5DxOWCXbdQcrJftQnQjeBx4Z450WPjOSA52TjQWL67VlgvQf65U2FZJ8XDU9ynqd9F0NVz\nVKz8W3Z2drIEXd+Q+awrH4ThuXisVqsE4j4/P986nl71Yhp7+qPn83nybb5Que+aslwuk82V+UZc\n+XMCmepLfo77qvkd9H372Mxtbhx7ai8/dZlj0Al1bHMPE2d7kRPj46duzGvscnEld4rf5EohN2VC\n01r0XQnRz2wjbxNX3Kjg85vc8MjNKRduHDl3hStLuQ3UXSbuCuS9VNzc4PFy60JOeY9cdVS62ZZ0\nd/iY5/rkrjSuoU6M9Q0zp8Cy310854orfB7mT+OCik+dcq4xkjNCnTdHZVbXWf+ce9Q5djlyNN3q\nXD9I6qZ7ke+6SorbpUiRIkWKFCnyQKUgH9cUstVpOXW73QT6IgxF10GzuX0yqO5x2J8au5NTqZ3n\nWNcSWpG0hBkqqvrJjcD3yZJTMiwiAK7BM0srf5am7CQ0/c9vJeriZC6GAzNxWMQlxC1LycmndBvR\nUpWlzfewHiQTMnRU9dU7FotF4jZiXzHEzr/bI4wkQnTcfcM6cnwxHI7f7cmc+LwjHI4iOAKkn1Uf\nfUOOuCaLycNrVb5b4W7lk8Tqc4DzyOeAfub3ujvURXVUdEWOAC2Sb124uUQuI44hHzN0Ifq3OVrA\n9pLUkREVvZFzj3rUB9tCaGjOAhYpmQesUTxUlGOmbu7n0J5cv3iCMEdFWBcnvDta46RaPe/omRO0\nc64cX9f0vXqXyiCKnCuvbn7kviknGksqk9+iNtU1Rg6pb/z0bdWJRFuvB3/m3KxzuW2V/5LuKlIr\n6jQy8tXxPAlWmxG5FBGxtYlwcjEU0/2rnj2PHU8mPieHlxGRpgt3qC93vLsPZPIUroIg+X7dJwWG\n1+TnzSlauSOwdV8uHTajEXzD97Bi/VwHw2pRZnphiTbkunwR3PgI53oUR11+ghyPh5siFwhuimyT\nXBTSVVwObuTOnPfnfBFnu/AeQsdU/nxDoHuu0+kki7nan1ktI9IILP49d6Ce15t1Jv/KNzTOTX8u\nt+B6tBHHlyu5rvyR68L+VtQVv5V9Rf4K25zKk6KZ6pRRvtuVVOd25L7Bv8UVAM455y2wzIuLi6wb\nVWXkJMct43f5fKdyRtemrxEefZfjKKk8uuO8HamosJ24/rLePobYllS+/XvornQFOsc5q1MUeT/n\nAPtNSmPuu6+SonxcU7R5uy+faIZPdPdDcpFhp9EnHJHyIuo2YQ/b8k2XiwUnG8tQHaQccNFX3ekH\n5ubAd1DDPj8/j8FgUL0rl4shYhN6rLrQT+oLNttVvmmVQ+uZioG+JafpdzqdKq5edfRNUuWSVKpv\n5jewjVk+v4H+YLcIOS70M61ajbv1eh2TyWTre/W/+/PZ/gyfZZtTyZMyQ99+HRrHdxONWa1WMZlM\ntqxtPsM5UMeZ4ELvVtbFxSZhmyvjVMCpqPlizPHkc4EbMseI7q1bbKmA08LUgs0yHdnysSchesa+\nccSISh1RTud8UFmWME23b2LkzzBM3Z+tQ/EiImsYuPLoiC77mFwUR3VUN93nm3euPlp7aUxyE3Yl\nLCcaP5x/3v45hVXv5jh3BE3CvnJjkvOR+w9RU91LNI7/c7319vJ5Wteufpp5nRTOR5EiRYoUKVLk\ngUpBPq4pnmgq4lILnE6nlZboCbbcsqOmT43UE+C4f5Rl5mDSiBRGo19c7hlpyJ4WmNov3Tiy8OnW\noSZOS8YhWb6Libj0Dl1zHyM17NlslljhOcsuIk2XzEOuZDUKdSC6kbNwaEE4aiQ5Pz/f4u3QjeRJ\njliGYGVFDqierHMO7mYWTUZMOaTN9xJ1IXwr5IYH/bl/OOeyc+TA4Xg946dc0sKU0FpmvZ1P4e6o\nnIVbZ8WrLpyzFELhGlsc25xjHp6aczcJZdFc6XQ6W+4+8mXo4nNk09/l40jt4ygC76vj9bDtdnZ2\nkmgtj4wgikgXsrv+WBeW4cgVkQKN0dzBkt63jmC4FZ5DEHld9ScSwzWE6JZzwRyd84ifOvcJ1zYi\nmS45NJEIWY4Dp7HqrlVd4/3OT/SyiDS3Wq1qbWM/5jhvLENryVVSlI9rijrDO11+egnhQw5Qh9O1\nGeU2QkKEDmlykfQNPOc7Vl18wYi4dLfs7u4mfBC6CrjQNBqNagHyTZLuFC4ovvCyXlK62K4s391E\nbBOGe3FyMHeAYHy5gNxnS7ib7iuHI/UOyVUkOonahr5RX5xIVKVy0GikqddPTk6S9iIJkOPJFQK6\nhnjfer1Ovsd95/omT0/vxEtu3rl28jr6ezzbIhdJ99/TJZPjcugZbiR+CjNdmORYaV7Wbd6+oeaU\nD/Uvsw9znjonytuizn12VX4Nhn87N0FjS+5c1Yu5aLQO5FzB3AD9fa4QsZ6cUxFpH3OeylDy08FV\nlrsDcgaXTtVm/etInpwD+mbVJZeaPhda7f1HxdF5HZyPdcoq20j3cWN3Y7VOfH1l/X1OeRoEzqnZ\nbLbFL+OzEZGMI33HVXWTFLdLkSJFihQpUuSBSkE+XiYh4YqohoSaZUQaelXHUHZmsxONclafQ9Pt\ndjuBD3MRGRFp2Ko03JzLQZoxkyORpMVvIOJAa2o+n0en00miaWjFuKuI2f08nIzCb2B7ETFR+UQA\neI3htHSDyCqW+yAXjsiIJloztISJFNCqFCrhJFCWwfIVBu1MdnfxMELDLVCiQbSuaWnpcCmOQ4lb\nu0Ry3E1RZ13pXo5771e2g1ufTsTkNV13FDAXQebPefmOxtGt5OW7O8otT0ndvPVvJFLk7kq2pbue\nFotFNgOzS4587esVy6cLM4fy+by4KvKBaIAsZroJiAQ72uQoru47Pz9Pxr1Hs3Fuso/oxnNCru73\n9vHv4/sitpNQ5lwyjhKwXTmecu/O1cHv0XfmiKSasyT/0xXMcuvW1Ijt/YRu1jopysc15b3vfW/1\n87/8y7/Ek08+Wf2eW8zVgYQaNdC4CSusk3Aby2P5vjnQd0nozxf9iHwaXCk9fI5p2KnQUNyv68oO\nByu/1dMm+4bNyBqejuvhle6m4gJKpY8urVw4ZE7UpmxXX5ipoNFVxGfcVy/Istfr1R477xsho1vU\nPt7/XoaUgdyC5y5C/r5erxP/LZUzl1w4OIUuGW4WbEd3Vfq76jZQfxeVRtbFOQW6R9dyuWf8e3Ib\ns4Rz3UMQuUB7xBV5Chqjde4nh8bZ9+SN0KXoHAxuRt1uN8kNw2/lRthoNCq3htrNQ+TZPhJXpCls\nbxorfk2cJLp0c8qm2phrEdcPdxlyrXI3rkf3sL9Yjs9Pj4Ti/ZzTzI/kYc9c/+q4fl5Htq27ZzhW\nnUvIMaRn2Z4Md6Yy5VQDtc93fdd3xXd/93dHRLo/uhTl45ry+7//+9XPLyW8qEiRIkWKFPn/qzz5\n5JPxr//6ry96X1E+rikOrepnavtukdN64BkRjijQeichUBEl1KKvikDIWcUe301XwWw2S6xdHrHe\n7XZjvV4nB+C56G+z2SzJayBRdEYOjpaFxjo76TNnnSqWnQiT7mMiNG9Xh2HpaqHUta/ErROPOvBy\nIlKLcDqdRqvVqqwMQsCy2Nx9o2t17hRPYuZJxzzygM+7tZ5LAubPOhJQB9lyLOs8jxxBcL1ebyWP\nczTgxRR+J16yrXIIDssn4kC3hY8Pt8Idds+Ra91S1d8iNu5DumEcqePcybltdV8dUsRcDLu7u9V8\nbrfbCSG01WpVa4G7m/wodXf3XuVi4Lf52FVbEpFhtmLVazqdRkQ6tlarVXS73SzB2KM/HOXkt7FM\nrkf+OxEfrVWOMOk+d4ux/LqIHP2cc18TSdM9nvdIchWq12g0kvZ1t7bvGXwuYtOHfhDmi0lRPq4p\nXOg5+bhpuq+P/jCG4c7n86TjyWHg4HH/Gq81Go2kLpxEXCTlJuAg1ETX4pOLYqjjW/A5TkzfAFUP\nbnC5UDxuAh62pWvj8Tgp0+9hsjCVO5/PK5eWhDA5Ix5yCyPLV70Wi8VWYi4qDnzGYWwupg6VckHi\nokb4MyISOJoJtXIQdm7RFMRPl4AkB69KxCmgq5DfRuWYGzJ5NuQkuHj0ETkyOb5Bru1yLhJ+A8c2\nNwSVkdssuPnr3SyPbedcGg9hJVTv2XNz5fIZFyrfV20A7pLJKSiMnnKXiUd5eRlqJ641vMYy6yLD\nVE8fbxJGflEULcM659wz/ru7sulSkouKdcmFpmp+uytH9ygyLVeG/51jnvV8sfBubwtdo4LDqBWN\nQylyOQXD+0/CMUkjLmeQ5qQoH9eUHK/DF6fcQpDz6dEXLtKUfqcF6P9zgGhRyQ0SvUPifAreT0WI\nC6+OBc9N3PV6nXACXHuX5LgMPvk54DUxFP6bS8tOn6P+zjq6T5N+a7YdrR9f6J2g5oswFSgnuUl2\nd3erhXM2myV+dyofvvDS2nLexWKxSCyX3GbifBJ9r95Vd5Kt2ie3mPtJwSTTqk103ZVxf1eOe6S2\n8w1d13KEw4g0TN3J2dz4nH/l9dAZLrrX53QO9fG5zjFD3pZ/jytxdRulGzL+LjcK6hSfiG20lm3C\nnC/8Nmb+zPEi9LMTNonuUnl2rpHqEJHywqSoc73KbXI5XlwOMdS7tWY4QkakS23ibaTyOZaJUuXW\nXZWRC4PnN+h+5lzRc3UpHHRdfyd6xXvZDprb5GC5sk8CcG4/Urkkqr4UBaSE2hYpUqRIkSJFHqgU\n5OOawhAladGDwSDa7XZiieeg1Ig0yZiz/qltU1Nm1IWeo2XqIVLSfKnZy3pmIjH6QokIUNt2y+3i\nYnPOiGvKjupI9HciINKamU1P9SJvhL+775XP0X3CDKARacZNtqVcFs5V0Lc5olDnZmNCJI/sYLu2\nWq3EUnX3k4dAsg09goYIAq2sHByun+ssbUcp3B3kWSclde0j1wPLYJvzWQ9TdlTC5wi4G11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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": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "F = aplpy.FITSFigure(mom0.hdu)\n", "F.show_grayscale()" @@ -308,7 +217,7 @@ }, { "cell_type": "markdown", - "id": "221054b6", + "id": "16", "metadata": {}, "source": [ "We can then have a look at the 0'th moment along the other axes too" @@ -316,10 +225,9 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "d487514c", + "execution_count": null, + "id": "17", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } @@ -331,26 +239,14 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "4e030e15", + "execution_count": null, + "id": "18", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "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": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pl.figure(figsize=(8,8))\n", "pl.subplot(2,2,1)\n", @@ -368,10 +264,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "6a42f50d", + "execution_count": null, + "id": "19", "metadata": { - "collapsed": false, "jupyter": { "outputs_hidden": false }