From 85d89b45ab975e3587ca352d3fbfca7fbecfaff5 Mon Sep 17 00:00:00 2001 From: "R. Biswas" Date: Mon, 14 Nov 2016 22:05:01 -0500 Subject: [PATCH 1/3] All WFD visits completed at the end of Run 3.1b As discussed before, all WFD visits which have a predictedPhoSim Run time < 100 hrs should be done before Twinkles 3.2 - We stuck in all WFD visits not completed as part of `Twinkles_3p1` in `Twinkles_3p1b` modified: ./examples/notebooks/Example_OpSimOrdering.ipynb - Added this to script get_twinkles_visit.py modified: ./examples/notebooks/Example_OpSimOrdering.ipynb - Checked that the number of lines in the output file increases by 1 (due to extra comment) - Checked that the set of obsHistIDs is the same as before for the output of get_twinkles_visit.py - Added changes to demo notebook to demonstrate this modified: ./examples/notebooks/Example_OpSimOrdering.ipynb --- bin/get_twinkles_visits.py | 13 +- .../notebooks/Example_OpSimOrdering.ipynb | 179 ++++++++++++------ python/desc/twinkles/obsHistIDOrdering.py | 50 +++-- 3 files changed, 170 insertions(+), 72 deletions(-) diff --git a/bin/get_twinkles_visits.py b/bin/get_twinkles_visits.py index 274f6e2..647f25b 100755 --- a/bin/get_twinkles_visits.py +++ b/bin/get_twinkles_visits.py @@ -7,23 +7,23 @@ import os import argparse import pandas as pd -from desc.twinkles import get_twinkles_visits +#from desc.twinkles import get_twinkles_visits from desc.twinkles import OpSimOrdering from lsst.utils import getPackageDir parser = argparse.ArgumentParser(description="Write an ascii file of visits derived from an OpSim db file given a fieldID") parser.add_argument('opsimDB', help='OpSim database sqlite file') parser.add_argument('--fieldID', type=int, default=1427, - help='ID number of the desired field') -parser.add_argument('--outfile', type=str, default=None, help='output file') + help='ID number of the desired field, defaults to 1427') +parser.add_argument('--outfile', type=str, default=None, help='output file, defaults to twinkes_visits_fieldID_1427.txt') parser.add_argument('--orderObsHistID', type=bool, default=True, - help='order obsHistIDs as decided for Twinkles 3') + help='order obsHistIDs as decided for Twinkles 3, defaults to True') parser.add_argument('--RF_pickle_file', type=str, default=None, help='absolute path for a pickle of a RandomForest Predictor of PhoSim Run times, defaults to None which effectively sets the variable to Twinkles/data/RF_pickle.p') parser.add_argument('--maxPredTime', type=float, default=100.0, help='max predicted phosim run time for the opsim record' ' in hours beyond which the record index obsHistID will ' - 'not be included') + 'not be included, defaults to 100.') args = parser.parse_args() # output filename is common @@ -44,6 +44,9 @@ with open(args.outfile, 'w') as output: output.write('# Begin Section Twinkles 3.1\n') ops.Twinkles_3p1.obsHistID.to_csv(args.outfile, index=False, mode='a') + with open(args.outfile, 'a') as output: + output.write('# Begin Section Twinkles 3.1b\n') + ops.Twinkles_3p1b.obsHistID.to_csv(args.outfile, index=False, mode='a') with open(args.outfile, 'a') as output: output.write('# Begin Section Twinkles 3.2\n') ops.Twinkles_3p2.obsHistID.to_csv(args.outfile, index=False, mode='a') diff --git a/examples/notebooks/Example_OpSimOrdering.ipynb b/examples/notebooks/Example_OpSimOrdering.ipynb index e249d12..e369f04 100644 --- a/examples/notebooks/Example_OpSimOrdering.ipynb +++ b/examples/notebooks/Example_OpSimOrdering.ipynb @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -122,18 +122,7 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "xx = ops.Twinkles_WFD" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": { "collapsed": true }, @@ -144,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -218,7 +207,7 @@ "4 306 59580.176685 0 y 23.431979" ] }, - "execution_count": 12, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -227,6 +216,86 @@ "first[['obsHistID', 'expMJD', 'night', 'filter', 'predictedPhoSimTimes']].head()" ] }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " obsHistID night propID predictedPhoSimTimes\n", + "1 183811 243 54 11.869360\n", + "4 185736 245 54 12.568578\n", + "5 185785 245 54 11.018340\n", + "7 187525 247 54 36.685327\n", + "8 187546 247 54 37.839777" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "obs_3p1b = ops.Twinkles_3p1b[['obsHistID', 'night', 'propID', 'predictedPhoSimTimes']]\n", + "obs_3p1b.head()" + ] + }, { "cell_type": "code", "execution_count": 13, @@ -267,30 +336,6 @@ " \n", " \n", " \n", - " 315\n", - " 992293\n", - " 1016\n", - " 54\n", - " 1427\n", - " 0.925184\n", - " -0.4789\n", - " z\n", - " 126248288\n", - " 61041.207047\n", - " 1461\n", - " ...\n", - " 0.782384\n", - " 0.0\n", - " 0.0\n", - " 0.055663\n", - " 4.473051\n", - " 22.064037\n", - " 0.944543\n", - " -0.468981\n", - " 4\n", - " 50.460755\n", - " \n", - " \n", " 10110\n", " 994171\n", " 1016\n", @@ -306,8 +351,8 @@ " 0.817253\n", " 0.0\n", " 0.0\n", - " 0.000000\n", - " 2.000000\n", + " 0.0\n", + " 2.0\n", " 22.448782\n", " 0.899373\n", " -0.465674\n", @@ -330,8 +375,8 @@ " 0.817253\n", " 0.0\n", " 0.0\n", - " 0.000000\n", - " 2.000000\n", + " 0.0\n", + " 2.0\n", " 22.447518\n", " 0.899373\n", " -0.465674\n", @@ -354,8 +399,8 @@ " 0.817253\n", " 0.0\n", " 0.0\n", - " 0.000000\n", - " 2.000000\n", + " 0.0\n", + " 2.0\n", " 22.446253\n", " 0.899373\n", " -0.465674\n", @@ -378,14 +423,38 @@ " 0.817253\n", " 0.0\n", " 0.0\n", - " 0.000000\n", - " 2.000000\n", + " 0.0\n", + " 2.0\n", " 22.444987\n", " 0.899373\n", " -0.465674\n", " 4\n", " 59.582655\n", " \n", + " \n", + " 10114\n", + " 994175\n", + " 1016\n", + " 56\n", + " 1427\n", + " 0.925184\n", + " -0.4789\n", + " z\n", + " 126497498\n", + " 61044.091420\n", + " 1464\n", + " ...\n", + " 0.817253\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 2.0\n", + " 22.443719\n", + " 0.899373\n", + " -0.465674\n", + " 4\n", + " 59.582655\n", + " \n", " \n", "\n", "

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\n", @@ -393,32 +462,32 @@ ], "text/plain": [ " obsHistID sessionID propID fieldID fieldRA fieldDec filter \\\n", - "315 992293 1016 54 1427 0.925184 -0.4789 z \n", "10110 994171 1016 56 1427 0.925184 -0.4789 z \n", "10111 994172 1016 56 1427 0.925184 -0.4789 z \n", "10112 994173 1016 56 1427 0.925184 -0.4789 z \n", "10113 994174 1016 56 1427 0.925184 -0.4789 z \n", + "10114 994175 1016 56 1427 0.925184 -0.4789 z \n", "\n", " expDate expMJD night ... rawSeeing wind \\\n", - "315 126248288 61041.207047 1461 ... 0.782384 0.0 \n", "10110 126497354 61044.089753 1464 ... 0.817253 0.0 \n", "10111 126497390 61044.090170 1464 ... 0.817253 0.0 \n", "10112 126497426 61044.090587 1464 ... 0.817253 0.0 \n", "10113 126497462 61044.091003 1464 ... 0.817253 0.0 \n", + "10114 126497498 61044.091420 1464 ... 0.817253 0.0 \n", "\n", " humidity slewDist slewTime fiveSigmaDepth ditheredRA ditheredDec \\\n", - "315 0.0 0.055663 4.473051 22.064037 0.944543 -0.468981 \n", - "10110 0.0 0.000000 2.000000 22.448782 0.899373 -0.465674 \n", - "10111 0.0 0.000000 2.000000 22.447518 0.899373 -0.465674 \n", - "10112 0.0 0.000000 2.000000 22.446253 0.899373 -0.465674 \n", - "10113 0.0 0.000000 2.000000 22.444987 0.899373 -0.465674 \n", + "10110 0.0 0.0 2.0 22.448782 0.899373 -0.465674 \n", + "10111 0.0 0.0 2.0 22.447518 0.899373 -0.465674 \n", + "10112 0.0 0.0 2.0 22.446253 0.899373 -0.465674 \n", + "10113 0.0 0.0 2.0 22.444987 0.899373 -0.465674 \n", + "10114 0.0 0.0 2.0 22.443719 0.899373 -0.465674 \n", "\n", " year predictedPhoSimTimes \n", - "315 4 50.460755 \n", "10110 4 58.937639 \n", "10111 4 58.937639 \n", "10112 4 59.582655 \n", "10113 4 59.582655 \n", + "10114 4 59.582655 \n", "\n", "[5 rows x 49 columns]" ] diff --git a/python/desc/twinkles/obsHistIDOrdering.py b/python/desc/twinkles/obsHistIDOrdering.py index 8723b81..74202da 100644 --- a/python/desc/twinkles/obsHistIDOrdering.py +++ b/python/desc/twinkles/obsHistIDOrdering.py @@ -131,7 +131,10 @@ def uniqueOpSimRecords(self): @property def filteredOpSim(self): """ - - drop records where the phoSim Runtime estimate exceeds threshold + dataframe dropping records from the unique set `self.uniqueOpSimRecords` + where the phoSim Runtime estimates exceeds threshold. If + `self.ignorePredictedTimes` is set to `True`, then this simply returns + `self.uniqueOpSimRecords` """ thresh = self.timeMax if self.ignorePredictedTimes: @@ -163,7 +166,7 @@ def obsHistIDsPredictedToTakeTooLong(self): missing = self.uniqueOpSimRecords.query('obsHistID not in @filteredObsHistID') if len(missing) > 0: - return missing[['obsHistID', 'predictedPhoSimTimes', 'filter']] + return missing[['obsHistID', 'predictedPhoSimTimes', 'filter', 'propID']] else: return None @@ -179,38 +182,61 @@ def Twinkles_WFD(self): idx = gdf.propID.obsHistID.values df = self.filteredOpSim.set_index('obsHistID').ix[idx].sort_values(by='expMJD') return df.reset_index() - + @property def Twinkles_3p1(self): """ - For visits selected in Twinkles_WFD, pick the visit in each unique + for visits selected in Twinkles_WFD, pick the visit in each unique combination with the lowest value of the `predictedPhoSimTimes` """ groupDistinct = self.Twinkles_WFD.groupby(self.distinctGroup) + + # The variable we are minimizing by discVar = self.minimizeBy gdf = groupDistinct[self.opSimCols].agg(dict(discVar=min)) idx = gdf.discVar.obsHistID.values df = self.filteredOpSim.set_index('obsHistID').ix[idx] return df.sort_values(by='expMJD', inplace=False).reset_index() - + + @property + def Twinkles_3p1b(self): + """ + dataframe containing those WFD visits that are part of `Twinkles_WFD` and not + covered in `self.Twinkles_3p1` (for example on nights when there are + multiple WFD visits in the same filter) + """ + doneObsHist = tuple(self.Twinkles_3p1.obsHistID.values.tolist()) + query = 'obsHistID not in @doneObsHist and propID == 54' + df = self.filteredOpSim.query(query).sort_values(by='expMJD', + inplace=False) + return df + @property def Twinkles_3p2(self): """ - dr5 Observations that are in `filteredOpSim` and have not been done in + dr5 Observations that are in `filteredOpSim` and have not been done in Twinkles_3p1 """ - doneObsHist = tuple(self.Twinkles_3p1.obsHistID.values.tolist()) - return self.filteredOpSim.query('year == 4 and obsHistID not in @doneObsHist').sort_values(by='expMJD', - inplace=False) + obs_1 = self.Twinkles_3p1.obsHistID.values.tolist() + obs_1b = self.Twinkles_3p1b.obsHistID.values.tolist() + doneObsHist = tuple(obs_1 + obs_1b) + query = 'year == 4 and obsHistID not in @doneObsHist' + return self.filteredOpSim.query(query).sort_values(by='expMJD', + inplace=False) + @property def Twinkles_3p3(self): obs_1 = self.Twinkles_3p1.obsHistID.values.tolist() + obs_1b = self.Twinkles_3p1b.obsHistID.values.tolist() obs_2 = self.Twinkles_3p2.obsHistID.values.tolist() - obs = tuple(obs_1 + obs_2) - return self.filteredOpSim.query('obsHistID not in @obs').sort_values(by='expMJD', inplace=False) + obs = tuple(obs_1 + obs_1b + obs_1b + obs_2) + query = 'obsHistID not in @obs' + return self.filteredOpSim.query(query).sort_values(by='expMJD', + inplace=False) @staticmethod - def fullOpSimDF(opsimdbpath, query="SELECT * FROM Summary WHERE FieldID == 1427 ORDER BY PROPID"): + def fullOpSimDF(opsimdbpath, + query="SELECT * FROM Summary WHERE FieldID == 1427 ORDER BY PROPID"): engine = create_engine('sqlite:///' + opsimdbpath) pts = pd.read_sql_query(query, engine) return pts From 783680d785f1fdda8283f3d695da2468c330b60c Mon Sep 17 00:00:00 2001 From: "R. Biswas" Date: Tue, 15 Nov 2016 01:25:10 -0500 Subject: [PATCH 2/3] Fixed to matcj requests modified: examples/notebooks/Example_OpSimOrdering.ipynb --- .../notebooks/Example_OpSimOrdering.ipynb | 67 ++++++++++++++----- 1 file changed, 49 insertions(+), 18 deletions(-) diff --git a/examples/notebooks/Example_OpSimOrdering.ipynb b/examples/notebooks/Example_OpSimOrdering.ipynb index e369f04..44bf5f2 100644 --- a/examples/notebooks/Example_OpSimOrdering.ipynb +++ b/examples/notebooks/Example_OpSimOrdering.ipynb @@ -1,5 +1,20 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example on using the functionality on `desc.twinkles.OpSimOrdering`\n", + "\n", + "This notebook demonstrates some of the different properties ofthe `OpSimOrdering` class that are used for the creating the intended sequence of visits in `bin/get_visits_Twinkles` in Twinkles 1 Run 3. This is arranged to get a useful sample quickly, and also on the basis of predictedPhoSim Times.\n", + "\n", + "The basic requirements are :\n", + "1. Twinkles Run 3.1 : visits from different bands and nights across 10 years. WFD visit if such a viist is available. All visits must take less than 100 hours\n", + "2. Twinkles Run 3.1b : Remaining WFD visits that do not take 100 hours\n", + "3. Twinkels Run 3.2 : All DDF visits from DR4\n", + "4. Twinkles 3p3: Remaining Twinkles visits that are not predicted to take 100 hours" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -111,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -122,18 +137,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ + "#Twinkeles Run 3.1\n", "first = ops.Twinkles_3p1" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -207,7 +223,7 @@ "4 306 59580.176685 0 y 23.431979" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -218,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -286,19 +302,20 @@ "8 187546 247 54 37.839777" ] }, - "execution_count": 17, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Twinkles Run 3.1b\n", "obs_3p1b = ops.Twinkles_3p1b[['obsHistID', 'night', 'propID', 'predictedPhoSimTimes']]\n", "obs_3p1b.head()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -492,12 +509,13 @@ "[5 rows x 49 columns]" ] }, - "execution_count": 13, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Twinkles 3.2\n", "ops.Twinkles_3p2.head()" ] }, @@ -708,7 +726,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -716,20 +734,31 @@ { "data": { "text/plain": [ - "array([,\n", - " ,\n", - " ], dtype=object)" + "array([u'i', u'r', u'g'], dtype=object)" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "obsHistIDs that have visits with extremely long phosim prediction times\n", + "ops.obsHistIDsPredictedToTakeTooLong['filter'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ { "data": { - "image/png": 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8uOJ5LBZRX1+35uaWtLKyWnXb5eVl3X33G/3sHgBAdQTcy5cvy3EcPfvss3Jd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\nARfYxPz8nP7hH/6+qRqx2C698Y3f3qI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gGoahkZERjYyMVG1Pp9NKp9OS1h7trdUGAAAAtBJnvwAAACBUKHABAAAQKhS4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\n5zXbJyf/RC+//O0O9AhB1ZYC17Is5fN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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -737,11 +766,13 @@ } ], "source": [ - "fig, ax = plt.subplots(1, 3)\n", + "fig, ax = plt.subplots(1, 3, sharex=True)\n", "ops.obsHistIDsPredictedToTakeTooLong\\\n", " .sort_values(by='predictedPhoSimTimes')\\\n", " .hist(column='predictedPhoSimTimes', histtype='step', lw=2, alpha=1, color='k',\n", - " by='filter', ax=ax, cumulative=-1)" + " by='filter', ax=ax, cumulative=-1)\n", + "for axx in ax:\n", + " axx.set_xlabel('predictedPhoSomTimes (hrs)')" ] }, { From d98818f90588972250dd60da4e06b2c87ced64de Mon Sep 17 00:00:00 2001 From: "R. Biswas" Date: Tue, 15 Nov 2016 15:41:07 -0500 Subject: [PATCH 3/3] Changed the demo notebook to match requests in review --- .../notebooks/Example_OpSimOrdering.ipynb | 108 ++++++++++-------- 1 file changed, 58 insertions(+), 50 deletions(-) diff --git a/examples/notebooks/Example_OpSimOrdering.ipynb b/examples/notebooks/Example_OpSimOrdering.ipynb index 44bf5f2..4a0dc6b 100644 --- a/examples/notebooks/Example_OpSimOrdering.ipynb +++ b/examples/notebooks/Example_OpSimOrdering.ipynb @@ -9,10 +9,14 @@ "This notebook demonstrates some of the different properties ofthe `OpSimOrdering` class that are used for the creating the intended sequence of visits in `bin/get_visits_Twinkles` in Twinkles 1 Run 3. This is arranged to get a useful sample quickly, and also on the basis of predictedPhoSim Times.\n", "\n", "The basic requirements are :\n", + " - setup Twinkles\n", + "\n", + "## What this shows \n", "1. Twinkles Run 3.1 : visits from different bands and nights across 10 years. WFD visit if such a viist is available. All visits must take less than 100 hours\n", "2. Twinkles Run 3.1b : Remaining WFD visits that do not take 100 hours\n", "3. Twinkels Run 3.2 : All DDF visits from DR4\n", - "4. Twinkles 3p3: Remaining Twinkles visits that are not predicted to take 100 hours" + "4. Twinkles 3p3: Remaining Twinkles visits that are not predicted to take 100 hours\n", + "5. How does the ordering Twinkles Run 3 produce more interesting objects at intermediate times than a chronological run" ] }, { @@ -137,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": { "collapsed": true }, @@ -149,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -223,7 +227,7 @@ "4 306 59580.176685 0 y 23.431979" ] }, - "execution_count": 18, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -315,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -509,7 +513,7 @@ "[5 rows x 49 columns]" ] }, - "execution_count": 19, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -743,13 +747,13 @@ } ], "source": [ - "obsHistIDs that have visits with extremely long phosim prediction times\n", + "#obsHistIDs that have visits with extremely long phosim prediction times\n", "ops.obsHistIDsPredictedToTakeTooLong['filter'].unique()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -758,7 +762,7 @@ "data": { "image/png": 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gGoahkZERjYyMVG1Pp9NKp9OS1h7trdUGAAAAtBJnvwAAACBUKHABAAAQKhS4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\nKeFwOCCEQLVavdJi7Os8/6a1h4aG2jr93njp5cz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -777,7 +781,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -788,7 +792,7 @@ "2109" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -806,7 +810,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "collapsed": true }, @@ -833,7 +837,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -841,18 +845,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Bzp07p7q6Oo2NjWlsbKzQ7vF4CMQAUCEEYgBwsNmjlgEAK8edOzYDgEts27ZN+Xze7jIA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\npnw+X1l95aqvv02bNm0s+/Vv55Zb3lo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GY25U+5w7dy5mz54Tv0pOMKoaEHd2dgb8UOl0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\nERERUUr7P8K/XzjiPVpsAAAAAElFTkSuQmCC\n", + "image/png": 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PcTkYhqH29vaio0mXOmK01D4AWG8sy1JjY6MkFWwrudIdfQAAiys5EB85cmTR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\nff45B6fTjl/8ohEPPPBg0H289VYb9u9/DQsWLAi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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -867,12 +871,14 @@ " hist_kws=dict(histtype='step', lw=2, color='k', alpha=1, \n", " cumulative=-1, normed=1), kde=False, ax=ax[1])\n", "ax[0].set_ylabel('PhoSim Runs')\n", - "ax[1].set_ylabel('PhoSim Runs with RunTime greater than (normalized)')" + "ax[1].set_ylabel('PhoSim Runs with RunTime greater than (normalized)')\n", + "ax[0].set_xlabel('predicted PhoSim Run Times (hrs)')\n", + "ax[1].set_xlabel('predicted PhoSim Run Times (hrs)')" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -901,7 +907,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -922,7 +928,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -930,15 +936,15 @@ { "data": { "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]], dtype=object)" + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]], dtype=object)" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -946,7 +952,7 @@ "data": { "image/png": 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0Ikl9o6Qs+ST9/knJIiWHpCxW53CsiJVAytQTOY16klVL0vFhFuYgZ0g6vlL6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\n0Hvv/a6/JrHZbBbXr1+3fp6fn4emadZC2eVyGbdu3YKu67h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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -960,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -968,11 +974,11 @@ { "data": { "text/plain": [ - "array([,\n", - " ], dtype=object)" + "array([,\n", + " ], dtype=object)" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -980,7 +986,7 @@ "data": { "image/png": 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7du2yftnKO7kBAABQKQUXsalUSgMDA9qxY4ckqa+vT7feeqsOHz4siXdyAwAA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\n5gKK5aZzo5uy5LLaz9NuOje6KcuKnKdLLqlRVvn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -996,12 +1002,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Coverage" + "### Coverage : How does the Twinkles Run 3 design provide more objects during intermediate times compared to a simple chronological run" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "collapsed": true }, @@ -1013,7 +1019,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "collapsed": true }, @@ -1039,7 +1045,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 26, "metadata": { "collapsed": true }, @@ -1058,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1139,7 +1145,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -1147,18 +1153,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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bNet0aUhISITMx82BRET7KeCwHB0djS9/+cvQaDQ4deoUTp06tWn7ayIiChJJ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SA9PR25ubnIyVmO3Nxc5OYuR05OLtLTM7Bs2TIkJSUhPv79tygOC0tERIvBIM90OYpZKCkpmXmB\nBgOeeeaZOTVqsfFgPHssYPQ5V3lraPgDDh6sxrvvvgNR7Jy3M75JSUlITExCYmICEhISkZycDLt9\nJVatWo2VK1dh1apVWLVqNVasWAmz2TIvo91xX9OHeYscc6YP8xY55kyfqbyds/XpfeJcr7NMRAsn\nGAziu9/9Dh5//Luq82RlZcNqtSIlJXVyqOdkZdjn9PR0ZGfnIDs7Bzk5OcjKmvg7PT0d8fHxHOqZ\niIjOG7qLZSKKTkNDQ/ja176I3/3u1wCA7OwcFBdfg1WrLsLq1RO3lStXzfnHuUREROcDFstEMeTk\nyRP4whd24MiR1wEAH/rQh3Hw4C+Qm7t8kVtGRES0NPEq2EQx4rXXXkFR0SeUQvm6667Hs88+x0KZ\niIhoDlgsEy1xPp8PP/3pQXzuc1vR3d0FALj//gfw5JMHkJzMC90TERHNBbthEC1Rvb29+MlPfoyn\nnqrGqVMnAQApKSn4/vf349prP7vIrSMiIooNi14sNzY2ori4OGSaKIpobGyE3W6Hy+VCaWmpMpKf\n3hhRrPif//lvVFXtx7PPPoPx8XFl+qpVq1FVdRCXXfbBRWwdERFRbFm0YrmxsRGDg4MoLy+fNmx2\nWVmZcmk6SZJQVlaGAwcOzClGFM2CwSD6+vrQ1XUa3d1d6OnpxsBAP9zuAQwMDCj3p0+fwtGjHSHP\n3bz5StxxxxdRXHwNjEbjIm0BERFRbFq0YnnqbPKePXtCpre3t4dcw1UQBDidTrhcLng8Hl0xPUNe\nE+kRDAbhdg+gr68PfX196O/vQ19fL9xuN7xeDyRJgiRJGBqSMDIyjN7ePpw+fRq9vT0IBAKzXk9K\nSgq2bduJ22//F6xbt34Bt4iIiOj8tujdMM4eQNDpdMJqtYZMs1gsEEURoijqirFYJi2jo6MYGOhH\nX18fBgb6lb8lyQOfzwefbxw+nx8+nw9+vw/j4z54vRK8XkkpfiXJA0nywO12Ixicn1GYDAYDrFYr\nrNY0pKWlwWpNg9VqxYc//E/Yvv1GWCzW8AshIiKiOVn0YvlsHo9n2jRBECBJku5YpIxGXiRktqZy\nFe05e/vtf+CNN16Hy+WCy9UJURThck18yPJ4Bhd8/QkJCTCbzRAEMwRBgNlsRlqaFSkpJmRlZSM7\nOwe5ubnIzs5WRs2zWtMQFxfdeT2Xlsq+Fm2Yt8gxZ/owb5FjzvQ51/mKumLZbDbD7XaHTJMkSSkw\n9MQibwMvtxWpaM7Zo48+ivvuuy/i5yUlJSExMREJCQkht8TERGWfs1gsMJvNk4WwgIyMDGRmZiIr\nKyvkPjU1lUNEz5No3teiGfMWOeZMH+YtcsxZdFv0YvnsAiIvLw81NTUh0wYHB2G322GxWHTFIuXx\njCAQmJ+v0mOd0RgHszk5anP2ox/9AN/61v9RHhuNRlx4oQ02mw12+wrYbHYsX74c6ekZSE9Pn7yf\n+HvZsmXz0gafD3C7h0OmRXveohFzpg/zFjnmTB/mLXLMmT5TeTtXFr1YPrvPssPhCOk64fF4YLfb\nlX7HemORCASC8Pu500YiGnNWVfWkUiivWLESP/1pLdasuXTWV4w4F9sTjXmLdsyZPsxb5JgzfZi3\nyDFn0W3RiuXW1la0tbXBYDBg//79KCwsREFBAQCgoqIC1dXVsNlscDqdqKioUJ6nN0bnl6eeqsY3\nvznR9eLCC22or/8dVqxYucitIiIioqXGIJ99apcwMDDET3izFB8fh7S01KjK2c9+9jS+/vWvAgCW\nL78Azz77B6xefdEitypUNOYt2jFn+jBvkWPO9GHeIsec6TOVt3OFP7+kmPLLX/4Md9/9NQBATk4u\n6ut/G3WFMhERES0di95nmWiuurq68OKLL+CFF57Hr35VA1mWkZmZhWee+S0uvnjNYjePiIiIljAW\ny7QkBINBDA8Pwev1wuv14tixd/CXv7yAv/zlBXR0tIfMm5GRgWee+S0uvXTtIrWWiIiIYgWLZVpw\nwWAQJ0+egMslYnh4GOPj4xgbG8Xo6CjGxsYwNjYKj8cDt3sAAwMDIfcejwderxdDQ96w68nJycXH\nP/5J3HXXvbjkEp5RJiIiorljsUzzYmRkBJ2dnThx4gQ6O4/j3Xffmby9jffeO4bR0dF5X6fJJGDz\n5o/hyis/gSuv/CTWrLmUA38QERHRvGKxTJpkWcbAQD9Onz6Nrq73b6dPn8LJkydx8qQLJ0+eQE9P\nz5zWk5pqQlpaGqzWNOXeak2D2WyGyWSavAnK3xkZmcjLuwzx8dyFiYiIaOFEbaVRXl6O2tpaGAwG\nOBwOPPLII1i/fj0AQBRFNDY2wm63w+VyobS0VBnWWitG6gKBAI4fP4ajR4/irbeO4s03j+Ktt97E\n22+/hZGRkYiXl56ejtWrL8ZFF03cLr74EqxcuQomk4CkpCTllpg4cT/bgUKIiIiIzqWoLZZXrlyJ\nV199FQBgMplCYmVlZaivrwcwMWpfWVkZDhw4EDZG08myjH//90fxve89juHh4fBPAJCUlIScnOVY\nvnw5bDYbLrnkImRkZGP5chsuuOBC2Gw2pKWlL3DLiYiIiBZe1BbLsixPK5IBoL29PaRfqiAIcDqd\ncLlc8Hg8qjE9w17HukAggPvvvwdPPx36YSIhIQGXXLIGa9euw5o1a7FixUrk5OQiN3c5cnNzYbFY\nlTzzgupEREQUy6K2WHa73WhqaoIgCGhubsb27dtht9vhdDphtVpD5rVYLBBFEaIoqsZYLIcaGxvD\nV77yL/jNb/4LALBhw0bcc8/9WLduPVatWs2+wERERESI4mJ5x44dSoFrsViU7hUej2favIIgQJIk\nzVgkjMbYHtjQ6/XipptuxAsvPA8AKCgoxM9/XguLxRrmmdNN5SrWczbfmLfIMWf6MG+RY870Yd4i\nx5zpc67zFbXF8plngu12Ozo6OuD1emE2m+F2u0PmlSQJgiBoxiJhNifrb3iU6+vrww03/DNefvll\nAMC1116LmpoaJCfPbZtjOWcLiXmLHHOmD/MWOeZMH+YtcsxZdIvKYrm9vR233HKLUtCdWezm5eWh\npqYmZP7BwUHY7XZYLBbVWCQ8nhEEArHX//a9945hx44b8NZbbwIAduy4ERUVP8ToaBCjo0O6lmk0\nxsFsTo7ZnC0U5i1yzJk+zFvkmDN9mLfIMWf6TOXtXInKYtlut2PXrl3K44aGBhQWFsJkMsHhcIR0\nq/B4PLDb7cqZaK3YbAUCwSX9Y7XR0VG8887baG93or29De3tTrS1OdHd3aXMs2vXl7F373dgMMTN\ny7Yu9ZwtFuYtcsyZPsxb5JgzfZi3yDFn0S0qi2VBEOBwOFBdXQ1BECCKIioqKpR4RUUFqqurYbPZ\n4HQ6Zx1bimRZxuCgO2QY6KnHAwP96O3tQU9PD3p6utHd3YWenh54PIOay/zGNx7EXXfdy9HuiIiI\nznfBIODzTdyMRkCrW6bPB2Pne5qLC1xg01yGwT2AuL7e9yfIk23w+4FAADAaEXBs0G6zJAFpqdrz\nzCODLMvyOVvbEnEuLoPm9/vhdrsnC+B+uN0D6Onpgcsl4uTJE3C5XDh50oUTJ1y6BgWZYrVa4XDk\nweHYAIcjD/n5H8Wll66dt+3gpeP0Yd4ix5zpc77lzeg8gjiv+o+6Azm5CK6+SH0B4+NY9vprEIRk\nSNIIAoHph0i/YwNks0V1EXGnTsJ4/D3VuBwfD/8/5au3ARrbIcuA34/gBRcgcPEa9QWMjCDxUIPm\nOnxXXAk5I0O9De++DaPziPoCkpZhvPga5eFM+1rCi3+GYaBfdRHB1RfBv/EDqnFDXx9SKh6DYWgI\nCPhnnGdk99cRuOgS1WUkvPA8kp595v0JsgyDUpz5IZut8O57QvX5AJBa/k0Y//Gmanz86s9g9Obb\n1LejqwuWW3YC/sBEYTg13QDEG+PgDwTheeJHCORtVF1G0q9qkPwfP1CNyxkZGKx9VnM7LNdfi/j/\nfg2GgB/w+2Hwh+Z0+Etfw9Deb6s+P+7kCWR8cL3mOgZ+dwj+/E2q8eQnfwBT+TdV4wGbHf3/3aa5\njqS2N2D+xBWa88ynqDyzHO1GRkbQ3d2F7u4u9Pb2wuuV4PV64fV6MTQ0dRtS7oeHhzE05J28H8Lg\n4CAkafqVOyKVkpKKzMwsZGVlISsre/KWhezsHNjtdmzYsBHLl1/AM8hRxOCVENfdBePwEAAfErr6\nEHdGPzU5IRG+T35acxnxr7yEOI2DT8C2QvtT+fAwkn5dP+1N8kzjRVcjmJOrGjce7UDCKy+pxuWk\nJIyV7lRvA4DExucQd0bXoLP5L10H/6aPqsYNA/1I/bdvA2NjMPh8Ewe+YAAGf0A5CA59ay8C6x2a\nbVh2sFp9O8wWSE+qxwEgde+DML7ZoRof33I1Rm+9Q3073AMQvnyn5jqGHnxYezt++yySK5+c+J8G\n/EAg9GCMrEwgzEHU9PWvIv7IG9MDwSAMgQBGS27ASNk96tvR04O0T2/WXIfnwE80i8RlP/8JUv71\nkfcnyDIMfh/g88Pg9yGYmYX+VzWKNwDCN+5FwkutqvHhO3Zh6DuPqsbjBvohfKZ4Ylkq87h/0wDf\nRwtVl5H0u1/D9MD9qvFAdg76nf9QjQOz2I5dX8bQ//1X1XicZxCWO27WXMfAbxrhzyhQjSf+8VD4\n7SjW3o7Uf/s2El7+m2p8+I5d2sXy6AhSnlQvEAFgdOcXAI1iOf7NDiT//Ceq8UDucgDaxXLCa69o\nvucFLlZfPwAYggEkvPaqehsBGMIMDBbX14uEI6+rtyF3uebzAcAwMoK4Ia/6DH5f2GUsOF8UtOEs\nLJZn4emnf4z6+rrJArk7bDeHuUhJSYXNZsOFF07cbGnpsPf1IjM5GWkpqUhLSUFaSgqsySlIjI/H\n+Ke3ILj8AtXlGd96U/ONSk5IwNj2G7Xb9Oj/Q3x7GzA6AsPoKAyjIzCMjE4UJgCwcwfwNY2D6KAb\n1muLNdch/fsP4P/I5arxpGefQcrj31XfDsEM9+8Paa5D+PKdiH/tFRgCk8WU3z/x6Xryy5XR7Z/X\n/ERtGOhHesGH1Vcgyxg8+Ev4P6p+8Fn29FMwPfSA8vjsYXeCmZnoa39XcztSv70XiS1/VY2P3HoH\nvP/2uGrcIEkwl31Zcx3uZ/+gWSwnNL8I4Rv3qsaDmZlhi+XkH30Pia3NqvGRW++AV6tYHh9H8oFK\nzXWMfPUuBDTica5OJB1uUo0HM7M0lw8A8a+9gsS/tagvY8VK7QWM+zTbAAAjX/u69nZ0ndZsA7Kz\ntdsAwPjO20h443/U46fUi0MAQDAI4+lTmrMYwh0Eh4c0l2EY1vdD5Fik9WE3lsgmEwIX2iCnpAAJ\niTPPlKL9Q69gegb8jrzQ5RqNQLwRMMYjmJkZth2+D38Ecqr61/6aZ/kByCkpGC25AYgzAnHvX/bM\nEGdAUmI8xsb9kDPVz/IDgH/NWoxqvK8GLerfdkwZuelWjG8phmyMn+hyEW+EHB8/0a7ERPjXaZ81\nDqZnwP3LZzTnCVx6qWZ8bOu18J/9DXeccbI98ZCTksJuR2CN9jrmG4vlMHw+Hx544D6MjY2FnTch\nIQEmkwkmk4DU1FSkpqYiJcWE1NQUpKRMPU6B2WxBWloarNa0kPv09IyQ0fEMnkFYt16F+LfUv/px\n1/1as1hOaG2G8L/vUo0HLdawxXJCy1+R2Pyi+gyntA+QCAQQf1T9zBsQ/hO1YWBAcxnBtDTtNgCI\nO30K8cfUC9FwbYAsI65f/YwuABh849qLiPAyhgsiRgackZOTEVi1GnJyMuT4BOXAJ8fHT2xjnBHB\nMNcOD15gw/gnPqUen8W1x/0f/DCwbJl6fE2Ybk+JCZptmE07gqsvwtj/+izkyRwgLm7ylPLkwTgz\n/PDzvk9+eubC3mCAbDTCF6bbAFJTMPxV9fcaAAhovFcBgH/jB6ctQ06IB+ITgIQEBGcY1fVs0hM/\n0HwtBzO0C6NgegY8LzRrXqHAv/pizWWMfu4GzTPPsjH8a1BrO2RjvGb3CWDigxOeHRUAAA4wSURB\nVF7fkbe050nT3i9GbrwJY/98nWpcNoS/1u3gwV9MfDugtowwly2VLVb0/7097Hq0jG3bgbFtO+a0\nDK2z+LMhW6yQnjwwbXp8fByS0lIxPDCEQJhuUr5PXQXfp66aUzvGdnx+Ts/HsmXwfWrLnBYRXLEy\n/EmEcFJS5vb8CLHP8gzO7tv34x9X4U9/+qPS3SEnJxfZ2TnIyclBZmYWBMEMk8mEpFl8GoqE8c2j\nsGz7rOaZFnfdr+H7+CdV48sOHghbLPf9o1OzHanfuh/xb7wOLFsGeVky5OSJe8THI84AJBVdhYGt\nn1PvD+n1wrRHvX8SAIx88auanxQTml9EUn2dalxOSQn7ZpZc+R8wvvvORDFlnCioZGMcMPmG7//Q\nR0L6300zPIyU76mfsQWA0e03avaHjHOJiD/aDoPVAvOFORj0G+A/s09kXFzYN5G406eA0VHVuCyY\ntQ+kwSAMQ17IcUaloJomKWniU76aqR+DaAn3ZjY6GtJ3b5r4eCAx8YyH51ff2/nCvEWOOdOHeYsc\nc6bPVN7OFRbLM4imnTbu1Ekk1dVg5I5dM89wLooaDXyh68O8RY4504d5ixxzpg/zFjnmTJ9zXSzH\nxvexMSy4/AKM7P66/gUkTHx9SURERESRi7liWRRFNDY2wm63w+VyobS0NOLhromIiIiIgBgslsvK\nylBfXw9gYjS/srIyHDgwvVM9EREREVE44X/KuoS0t7eHXFNYEAQ4nU64XK5FbBURERERLVUxdWbZ\n6XTCag29xJLFYoEoirDZbHNatrD7SzD0dKvGR2/8Asav/Zxq3Pju20h94H4YZHliBB/fOAzjY8C4\nb+JyY2NjcP+mEXJOzpzaSURERETzJ6aKZY9n+qh4giBAktSHPp2J0Tj9hHtCy19h7Dyu+pzAx65E\nMF79RL1xyIukP2oPmpHgG9VcRjSaytVMOSN1zFvkmDN9mLfIMWf6MG+RY870Odf5iqli2Ww2w+12\nh0yTJCniH/iZzTNcJP34e5rPSZm8qfrUx5SR4tSEH3snes2YMwqLeYscc6YP8xY55kwf5i1yzFl0\ni6mPMnl5edOmDQ4Owm63L0JriIiIiGipi6li2eFwhHS58Hg8sNvtc+6vTERERETnp5gbwa+jowMt\nLS2w2WxwOp3Yvn07i2UiIiIi0iXmimUiIiIiovkSU90wiIiIiIjmE4tlIiIiIiIVLJaJiIiIiFSw\nWCYiIiIiUsFimYiIiIhIhfGhhx56aLEbQbRUNTY24pJLLgmZJooi6urq0NPTgz//+c9Ys2YNkpKS\nFiy21MyUs/LycnzpS1/CD3/4Q/zpT3/CZZddhqysLADMGRFRrCsvL8fll1+OxMREAFF4HJVJ7uzs\nlCsrK+WGhga5qqpK9ng8i92kRfXggw/Ka9euldetWyeXlJTI7e3tSkwrV3pjS1FDQ4NcU1Mjr127\nVpYkKSR23XXXKX97PB751ltvXdDYUqGVs6qqKlmSpGnTZfn8ztmUlpYWubKyUq6srJR3794td3Z2\nKrGFeE3GwutVK2d8j1PX0tKivFZ3794tt7W1KTHuazPTyhn3tfBaWlrk/Px8WRRFZVq0HUdZLMux\ndVCdDyxcZm/dunUheWpra5NLSkpC5rn88stlURQXJLYUnZ0zWZblysrKGedlziZeL2fmp6GhQb7q\nqquUx9F2UIkG4XLG9zh1a9eulTs6OmRZluWamhrua7OglTPua9o8Ho/c0tIib9myRXl/jsbjaPz8\nn0xfWtrb22EwGJTHgiDA6XTC5XKdtyP/ybIMk8k0bbpWrjwej67YUs+xfNaYPk6nE1arNWSaxWKB\nKIoQRXHeY0sxf2fnDADcbjeampogCAKam5uxfft22O32BcnnUsuZ0+nEY489hjvuuAMAUFhYCFEU\n5/S6i/XXq1bObDYb3+M0HD58OKTNZrMZwMLkJlbyppYzgMfTcBoaGrBt27aQ40I0HkfP+2JZ65+y\nFHe8+cDCRT+PxzNtmiAIkCRpQWKxYseOHcq+YLFYUFZWhvr6euYMQEFBAerr65XHR44cgcFggM1m\nQ21tbdQdVKKBVs4AvsdpObO9nZ2dqKioABCdBUy0UMsZwH1NS2trK6655ppp06PxOHreF8uxdFCd\nLyxc9DObzXC73SHTJEmCIAgLEosVZ77J2+12dHR0wOv1MmeT1q9fr/xdVVWFhx9+GEB0HlSihVrO\nAL7HhSOKImpqatDR0aFsG/c1bTPlDOC+pmaqvTOddY/G4+h5f+m4WDuozgcWLrN35tdhAJCXlzdt\nnsHBQdjt9gWJLUVn56y9vR35+fnK4zP3C+YsVG1tLa655hps27YNQHQeVKLN2TkD+B4Xjt1ux733\n3ouCggLccsstC5abWMrbTDkDuK+paWlpgcvlQl1dHWprayGKIhobG9HR0RGVx9HzvliO1YOqXixc\nInN2/1uHwxHyCd/j8cBut8Nmsy1IbCk6O2d2ux27du1SHjc0NKCwsBAmk4k5O0NrayusVmtI0ReN\nB5VoMlPO+B6nThRF7Nu3T3lcXFwMj8eDI0eOIC8vb9prl/uads64r6krLi7Gtm3bsG3bNpSWlirT\n1q9fH5XH0fO+G0YsHlTnQm/hAkB3bClqbW1FW1sbDAYD9u/fj8LCQhQUFAAAKioqUF1dDZvNBqfT\nGdJ/bSFiS4VazgRBgMPhQHV1NQRBgCiKzNlZ2traAABFRUUAJs6Wbt26dcFek7HwelXLGd/j1Llc\nLrS2tiqPRVGExWLBxo0bYTKZlLOlAPe1KVo5k2WZ+1oYkiShpqYGBoMBlZWVuPPOO2Gz2aLuOGqQ\nZ/pp+nmmo6MDLS0tSgK3b9++ZHe8+dDa2or29nalcNm1a5fSr0grV3pjRKROFEVs2bJF6b4iyzIs\nFgteeuklAAvzmlzqr9dwOeN7nLq6ujoAEzlraWnBF7/4Raxbtw4A9zU1WjnjvhYbWCwTEREREak4\n7/ssExERERGpYbFMRERERKSCxTIRERERkQoWy0REREREKlgsExERERGpYLFMRERERKSCxTIRERER\nkQoWy0REREREKlgsExGdpa2tDWVlZcjPz8f69etRVFSE6upqJb5v3z6sW7cORUVF2LJlCzZt2oTb\nb78d7e3tIcspLy9HSUnJtOWLoqiM8KVG7bkAsG7dOjQ1NenYsvk3l22M1L59+7Bnz555XSYRUTgs\nlomIzlBTU4Prr78emzdvxvPPP4+Ojg7s3bsXZrM5ZL4NGzagqakJhw4dwksvvYTS0lKUlJTA5XKF\nzDc15PLZ1KZHOk80mMs2EhFFu/jFbgARUbQQRRF79uzB97//fWzZskWZXlBQEPa5xcXFKC0txb59\n+/DEE08sZDOJiOgc4pllIqJJlZWV2LBhQ0ihHIkVK1ZAFMV5bhURES0mFstERJNaW1tRWFio+/lH\njhxBXl7ePLZodiRJUvpYFxUVoba2NiReUlKCuro65XF5eXlI39+SkhI0NjaivLwcmzZtAgDs3r0b\nW7ZsQX5+Pq6//np4vd45tbGsrGzG5UmShNtuu02ZLkmS8hxRFFFSUoJNmzbhrrvu4gcRIloU7IZB\nRDRJFEWsWLFC13MrKyvR1NSEw4cPz1t72trasH79+pBpsixP6wtcUlKCnTt3oqKiAl6vFzfddBMA\noLS0dNbrevDBB7Fjx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UqpA1ajVtdD4nyz/4wQ9QXl6O4uJiHDjw+cjU559/fkUaRkREtBFsKvsxFH/2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\nufPYF5iIiIgIfpwsr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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1168,23 +1174,25 @@ "source": [ "fig, ax = plt.subplots(3, 1, sharex=True)\n", "for ii in range(3):\n", - " ax[ii].plot(timeSamples, chronologicaltimes[:, ii+1], 'r--')\n", - " ax[ii].plot(timeSamples, Twinkles3p1times[:, ii+1], 'k-')\n", + " ax[ii].plot(timeSamples, chronologicaltimes[:, ii+1], 'r--', label='chronological')\n", + " ax[ii].plot(timeSamples, Twinkles3p1times[:, ii+1], 'k-', label='Twinkles 3')\n", "ax[0].set_ylabel('visits')\n", "ax[1].set_ylabel('unique comb')\n", "ax[2].set_ylabel('nights')\n", - "ax[2].set_xlabel('CPU Hours Used')" + "ax[2].set_xlabel('CPU Hours Used')\n", + "plt.legend()\n", + "fig.suptitle('Numbers of objects done vs CPU Time used')" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ - "fig.savefigefig('TwinklesPredictedTimes.png')" + "fig.savefig('TwinklesPredictedTimes.png')" ] }, {