From 114b427b8785fa69673a3369141524b4fa31a877 Mon Sep 17 00:00:00 2001 From: Steve Pothier Date: Mon, 14 Sep 2020 17:01:48 -0700 Subject: [PATCH] rerun with big HDU search and timing of whole notebook --- exposure-map.ipynb | 2158 ++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 2101 insertions(+), 57 deletions(-) diff --git a/exposure-map.ipynb b/exposure-map.ipynb index 68bd886..dec2fd3 100644 --- a/exposure-map.ipynb +++ b/exposure-map.ipynb @@ -52,6 +52,26 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "About NSF's OIR Lab Astro Data Archive: https://astroarchive.noao.edu/about/\n" + ] + } + ], + "source": [ + "# UTILS are settings for HOST etc. that you won't need to use the API\n", + "# but are used here to make this notebook more portable.\n", + "%run utils.ipynb\n", + "tic() # start tracking time of Notebook load" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -94,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -110,7 +130,7 @@ "'https://astroarchive.noao.edu/api/adv_search'" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -153,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -362,7 +382,7 @@ " 'Desc': 'dithering offset when quantizing floats'}]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -387,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -796,7 +816,7 @@ " 'Desc': '[arcsec] Telescope zeropoint adjustment (RA)'}]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -827,15 +847,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 289 ms, sys: 45.6 ms, total: 335 ms\n", - "Wall time: 24.2 s\n" + "CPU times: user 235 ms, sys: 59.8 ms, total: 295 ms\n", + "Wall time: 19.6 s\n" ] } ], @@ -861,11 +881,94 @@ "response = requests.post(apiurl,json=jj)\n", "\n", "if response.status_code == 200:\n", - " dff = pd.read_json(json.dumps(response.json()))\n", + " dff = pd.read_json(json.dumps(response.json()[1:]))\n", "else:\n", " print(response.json()['errorMessage'])\n", - " print(response.json()['traceback']) # for API developer use\n", - "dff" + " print(response.json()['traceback']) # for API developer use" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " AIRMASS G-TRANSP md5sum\n", + "0 1.24 0.623 000020ffd7daf44f09119e710b2db7c2\n", + "1 1.19 0.596 0000fc9005a915bb920050031362b4c7\n", + "2 1.05 0.612 0001139ab020755d5636ce92c967b7f5\n", + "3 1.17 0.565 00019b09c69a4d52490d696efa419186\n", + "4 1.30 0.566 0001b9e2e01f57334a7e97b696b1a70b" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dff.head()" ] }, { @@ -877,15 +980,15 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.09 s, sys: 11.4 ms, total: 1.1 s\n", - "Wall time: 38.6 s\n" + "CPU times: user 5.4 s, sys: 945 ms, total: 6.34 s\n", + "Wall time: 1min 11s\n" ] } ], @@ -922,8 +1025,8 @@ " ]\n", "}\n", "df2 = None # Pandas DataFrame\n", - "#apiurl=f'{adsurl}/hasearch/?limit=5000000'\n", - "apiurl=f'{adsurl}/hasearch/?limit=50000'\n", + "apiurl=f'{adsurl}/hasearch/?limit=5000000'\n", + "#apiurl=f'{adsurl}/hasearch/?limit=50000'\n", "response = requests.post(apiurl,json=jj)\n", "\n", "if response.status_code == 200:\n", @@ -935,7 +1038,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1120,7 +1223,7 @@ "4 r DECam SDSS c0002 6415.0 1480.0 56 " ] }, - "execution_count": 19, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1139,32 +1242,1857 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "can not merge DataFrame with instance of type ", - "output_type": "error", - "traceback": [ - "---------------------------------------------------------------------------", - "ValueError Traceback (most recent call last)", - " in \n----> 1 dfm = pd.merge(dff,df2,left_on='md5sum',right_on='fitsfile')\n", - "~/sandbox/nat-nb/venv/lib/python3.6/site-packages/pandas/core/reshape/merge.py in merge(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\n 59 right_index=right_index, sort=sort, suffixes=suffixes,\n 60 copy=copy, indicator=indicator,\n---> 61 validate=validate)\n 62 return op.get_result()\n 63 \n", - "~/sandbox/nat-nb/venv/lib/python3.6/site-packages/pandas/core/reshape/merge.py in __init__(self, left, right, how, on, left_on, right_on, axis, left_index, right_index, sort, suffixes, copy, indicator, validate)\n 525 if not isinstance(right, DataFrame):\n 526 raise ValueError('can not merge DataFrame with instance of '\n--> 527 'type {right}'.format(right=type(right)))\n 528 \n 529 if not is_bool(left_index):\n", - "ValueError: can not merge DataFrame with instance of type " - ] - } - ], + "outputs": [], "source": [ "dfm = pd.merge(dff,df2,left_on='md5sum',right_on='fitsfile')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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2687461.51NaNfff2791c4501b2edec1b8cf0371e6ced45.73645-45.0807542.86657-45.0066342.65399-45.1564342.65473-45.0047843.07772-45.1544643.079534.254062fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.035
2687471.51NaNfff2791c4501b2edec1b8cf0371e6ced45.76158-45.0780343.30667-45.0047043.09418-45.1543743.09587-45.0014543.51665-45.1509243.519434.280242fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.036
2687481.51NaNfff2791c4501b2edec1b8cf0371e6ced45.62503-45.2406043.52921-45.1678643.31624-45.3173643.31838-45.1635943.73934-45.3129343.742637.339067fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.043
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2687511.51NaNfff2791c4501b2edec1b8cf0371e6ced45.76376-45.2461142.64712-45.1715242.43419-45.3212342.43424-45.1706142.85947-45.3202642.860528.557019fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.041
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2687531.51NaNfff2791c4501b2edec1b8cf0371e6ced45.72028-45.4107042.64721-45.3362542.43373-45.4857842.43383-45.3352142.86010-45.4846842.861148.454696fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.047
2687541.51NaNfff2791c4501b2edec1b8cf0371e6ced45.57380-45.5751042.42600-45.5002142.21231-45.6494842.21185-45.5002542.63982-45.6495242.640245.254703fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.052
2687551.51NaNfff2791c4501b2edec1b8cf0371e6ced45.84993-45.2405241.32241-45.1635541.11235-45.3128941.10912-45.1677441.53545-45.3172441.533398.646636fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.038
2687561.51NaNfff2791c4501b2edec1b8cf0371e6ced45.63393-45.4046741.31947-45.3277141.10867-45.4769841.10548-45.3320341.53307-45.4813841.531137.420298fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.044
2687571.51NaNfff2791c4501b2edec1b8cf0371e6ced45.82529-45.5711641.53815-45.4944541.32630-45.6436641.32365-45.4983141.75237-45.6475341.750884.346307fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.050
2687581.51NaNfff2791c4501b2edec1b8cf0371e6ced45.79744-45.5741041.98156-45.4982841.76863-45.6475041.76727-45.5002342.19570-45.6495042.195257.459529fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.051
2687591.51NaNfff2791c4501b2edec1b8cf0371e6ced45.67785-45.7369241.75821-45.6607041.54524-45.8098041.54318-45.6637041.97294-45.8127341.971978.110350fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.055
2687601.51NaNfff2791c4501b2edec1b8cf0371e6ced45.63722-45.7389642.20294-45.6637041.98907-45.8127441.98819-45.6647342.41745-45.8137542.417435.433432fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.056
2687611.51NaNfff2791c4501b2edec1b8cf0371e6ced45.68795-45.9021541.97956-45.8264241.76562-45.9754941.76398-45.8285542.19477-45.9774742.194197.755296fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.059
2687621.51NaNfff2791c4501b2edec1b8cf0371e6ced45.73711-45.4047443.53218-45.3321643.31865-45.4815243.32070-45.3277143.74302-45.4769943.746325.278235fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.049
2687631.51NaNfff2791c4501b2edec1b8cf0371e6ced45.67847-45.5711643.31355-45.4982643.09947-45.6474843.10091-45.4945043.52552-45.6437143.528128.212750fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.054
2687641.51NaNfff2791c4501b2edec1b8cf0371e6ced45.76498-45.5743142.87011-45.5003942.65609-45.6496642.65649-45.4985243.08315-45.6477443.084488.736481fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.053
2687651.51NaNfff2791c4501b2edec1b8cf0371e6ced45.69182-45.7369043.09338-45.6636942.87873-45.8127342.87975-45.6606643.30643-45.8097743.308518.609165fff2791c4501b2edec1b8cf0371e6ced/net/archive/pipe/20181204/ct4m/2012B-0001/c4d...15r DECam SDSS c0002 6415.0 1480.058
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268766 rows × 20 columns

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000a19954c5db4ee288d37ff1897ba05 204.68260 \n", + "... ... ... ... ... \n", + "268736 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.77316 \n", + "268737 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.68916 \n", + "268738 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.69279 \n", + "268739 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.83902 \n", + "268740 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.66170 \n", + "268741 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.79173 \n", + "268742 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.60246 \n", + "268743 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.77280 \n", + "268744 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.79313 \n", + "268745 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.62174 \n", + "268746 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.73645 \n", + "268747 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.76158 \n", + "268748 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.62503 \n", + "268749 1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.71616 \n", 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1.51 NaN fff2791c4501b2edec1b8cf0371e6ced 45.69182 \n", + "\n", + " CENDEC1 CENRA1 COR1DEC1 COR1RA1 COR2DEC1 COR2RA1 COR3DEC1 \\\n", + "0 -50.52388 42.64731 -50.45030 42.41194 -50.59922 42.41257 -50.44806 \n", + "1 -50.52396 41.67051 -50.44807 41.43656 -50.59715 41.43447 -50.45043 \n", + "2 -50.35835 42.88885 -50.28535 42.65396 -50.43439 42.65535 -50.28182 \n", + "3 -50.36085 42.40231 -50.28676 42.16772 -50.43580 42.16794 -50.28536 \n", + "4 -50.36085 41.91501 -50.28551 41.68120 -50.43455 41.68005 -50.28661 \n", + "5 -50.35857 41.42862 -50.28212 41.19592 -50.43122 41.19326 -50.28550 \n", + "6 -50.19231 43.12909 -50.11970 42.89488 -50.26892 42.89685 -50.11529 \n", + "7 -50.19597 42.64437 -50.12220 42.41034 -50.27147 42.41095 -50.11998 \n", + "8 -50.19698 42.15892 -50.12208 41.92535 -50.27135 41.92480 -50.12206 \n", + "9 -50.19590 41.67309 -50.11992 41.44049 -50.26915 41.43870 -50.12210 \n", + "10 -50.19257 41.18841 -50.11556 40.95711 -50.26477 40.95369 -50.11993 \n", + "11 -50.02552 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5.885777 \n", + "268746 43.07772 -45.15446 43.07953 4.254062 \n", + "268747 43.51665 -45.15092 43.51943 4.280242 \n", + "268748 43.73934 -45.31293 43.74263 7.339067 \n", + "268749 43.30013 -45.31743 43.30223 3.574352 \n", + "268750 43.30240 -45.48172 43.30437 8.054435 \n", + "268751 42.85947 -45.32026 42.86052 8.557019 \n", + "268752 42.41772 -45.48571 42.41764 8.125950 \n", + "268753 42.86010 -45.48468 42.86114 8.454696 \n", + "268754 42.63982 -45.64952 42.64024 5.254703 \n", + "268755 41.53545 -45.31724 41.53339 8.646636 \n", + "268756 41.53307 -45.48138 41.53113 7.420298 \n", + "268757 41.75237 -45.64753 41.75088 4.346307 \n", + "268758 42.19570 -45.64950 42.19525 7.459529 \n", + "268759 41.97294 -45.81273 41.97197 8.110350 \n", + "268760 42.41745 -45.81375 42.41743 5.433432 \n", + "268761 42.19477 -45.97747 42.19419 7.755296 \n", + "268762 43.74302 -45.47699 43.74632 5.278235 \n", + "268763 43.52552 -45.64371 43.52812 8.212750 \n", + "268764 43.08315 -45.64774 43.08448 8.736481 \n", + "268765 43.30643 -45.80977 43.30851 8.609165 \n", + "\n", + " fitsfile \\\n", + "0 000a19954c5db4ee288d37ff1897ba05 \n", + "1 000a19954c5db4ee288d37ff1897ba05 \n", + "2 000a19954c5db4ee288d37ff1897ba05 \n", + "3 000a19954c5db4ee288d37ff1897ba05 \n", + "4 000a19954c5db4ee288d37ff1897ba05 \n", + "5 000a19954c5db4ee288d37ff1897ba05 \n", + "6 000a19954c5db4ee288d37ff1897ba05 \n", + "7 000a19954c5db4ee288d37ff1897ba05 \n", + "8 000a19954c5db4ee288d37ff1897ba05 \n", + "9 000a19954c5db4ee288d37ff1897ba05 \n", + "10 000a19954c5db4ee288d37ff1897ba05 \n", + "11 000a19954c5db4ee288d37ff1897ba05 \n", + "12 000a19954c5db4ee288d37ff1897ba05 \n", + "13 000a19954c5db4ee288d37ff1897ba05 \n", + "14 000a19954c5db4ee288d37ff1897ba05 \n", + "15 000a19954c5db4ee288d37ff1897ba05 \n", + "16 000a19954c5db4ee288d37ff1897ba05 \n", + "17 000a19954c5db4ee288d37ff1897ba05 \n", + "18 000a19954c5db4ee288d37ff1897ba05 \n", + "19 000a19954c5db4ee288d37ff1897ba05 \n", + "20 000a19954c5db4ee288d37ff1897ba05 \n", + 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/net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "17 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "18 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "19 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "20 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "21 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "22 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "23 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "24 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "25 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "26 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "27 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "28 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "29 /net/archive/pipe/20181210/ct4m/2012B-0001/c4d... 90 \n", + "... ... ... \n", + "268736 /net/archive/pipe/20181204/ct4m/2012B-0001/c4d... 15 \n", + "268737 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/net/archive/pipe/20181204/ct4m/2012B-0001/c4d... 15 \n", + "\n", + " fitsfile__ifilter hdu_idx \n", + "0 r DECam SDSS c0002 6415.0 1480.0 60 \n", + "1 r DECam SDSS c0002 6415.0 1480.0 59 \n", + "2 r DECam SDSS c0002 6415.0 1480.0 58 \n", + "3 r DECam SDSS c0002 6415.0 1480.0 57 \n", + "4 r DECam SDSS c0002 6415.0 1480.0 56 \n", + "5 r DECam SDSS c0002 6415.0 1480.0 55 \n", + "6 r DECam SDSS c0002 6415.0 1480.0 54 \n", + "7 r DECam SDSS c0002 6415.0 1480.0 53 \n", + "8 r DECam SDSS c0002 6415.0 1480.0 52 \n", + "9 r DECam SDSS c0002 6415.0 1480.0 51 \n", + "10 r DECam SDSS c0002 6415.0 1480.0 50 \n", + "11 r DECam SDSS c0002 6415.0 1480.0 49 \n", + "12 r DECam SDSS c0002 6415.0 1480.0 48 \n", + "13 r DECam SDSS c0002 6415.0 1480.0 47 \n", + "14 r DECam SDSS c0002 6415.0 1480.0 46 \n", + "15 r DECam SDSS c0002 6415.0 1480.0 45 \n", + "16 r DECam SDSS c0002 6415.0 1480.0 44 \n", + "17 r DECam SDSS c0002 6415.0 1480.0 43 \n", + "18 r DECam SDSS c0002 6415.0 1480.0 42 \n", + "19 r DECam 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\n", + "268765 r DECam SDSS c0002 6415.0 1480.0 58 \n", + "\n", + "[268766 rows x 20 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dfm" ] @@ -1179,7 +3107,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -1188,16 +3116,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(210390, 268766)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(dfmc),len(dfm)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -1208,9 +3147,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'tau')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "a = plt.hist(tau,bins=200,range=(0,1))\n", "plt.xlabel('tau')" @@ -1218,7 +3180,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1238,7 +3200,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1305,9 +3267,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 487 ms, sys: 57.8 ms, total: 545 ms\n", + "Wall time: 460 ms\n" + ] + } + ], "source": [ "%%time\n", "ratab = [np.array([row[0],row[1],row[2],row[3]]) for row in dfmc[['COR1RA1','COR2RA1','COR3RA1','COR4RA1']].values]\n", @@ -1323,9 +3294,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 6.13 s, sys: 10.4 ms, total: 6.15 s\n", + "Wall time: 6.14 s\n" + ] + } + ], "source": [ "%%time\n", "radectab_s = [sort_radec(ra1,dec1) for ra1,dec1 in zip(ratab,dectab)]\n", @@ -1341,9 +3321,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Resolution is 0.86 arcmin\n" + ] + } + ], "source": [ "nside = 4096\n", "print('Resolution is {:5.2f} arcmin'.format(hp.nside2resol(nside,arcmin=True)))\n", @@ -1360,9 +3348,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 4min 15s, sys: 26.4 ms, total: 4min 15s\n", + "Wall time: 4min 15s\n" + ] + } + ], "source": [ "%%time\n", "for vec,exptime,tau1 in zip(vectab,dfmc['fitsfile__exposure'],tau_trim):\n", @@ -1383,9 +3380,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(15,15))\n", "hp.orthview(tmap,rot=(20,-30),fig=1,cmap='inferno',half_sky=True,min=0,max=1000)" @@ -1400,13 +3410,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "hp.gnomview(tmap,reso=0.75,cmap='inferno',rot=(8,-44),min=0,max=1000)" ] }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Elapsed seconds=355.16393113700906 on https://astroarchive.noao.edu\n", + "Completed on: 2020-09-14 17:00:59.100217\n" + ] + } + ], + "source": [ + "import datetime\n", + "elapsed = toc() # Seconds since start of Notebook load (assuming fresh run)\n", + "print(f'Elapsed seconds={elapsed} on {natroot}')\n", + "print(f'Completed on: {str(datetime.datetime.now())}')" + ] + }, { "cell_type": "markdown", "metadata": {},