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Update Additional Review (marginalization over joint population+EoS uncertainty) authored by Reed Essick's avatar Reed Essick
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Additional-Review-(marginalization-over-joint-population+EoS-uncertainty).md
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...@@ -82,6 +82,7 @@ A technical note deriving the Monte Carlo sums used to estimate the various prob ...@@ -82,6 +82,7 @@ A technical note deriving the Monte Carlo sums used to estimate the various prob
Below, we compare results obtained for previous (published) LVK analyses with the output from the new version of the code. We focus on results published as part of the "exceptional event paper" describing the first detections of NSBH systems [[ApJ 915 L5 (2021)](https://iopscience.iop.org/article/10.3847/2041-8213/ac082e)]. Below, we compare results obtained for previous (published) LVK analyses with the output from the new version of the code. We focus on results published as part of the "exceptional event paper" describing the first detections of NSBH systems [[ApJ 915 L5 (2021)](https://iopscience.iop.org/article/10.3847/2041-8213/ac082e)].
Previous results are stored [here](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/tree/master/data) and results obtained with the updated code are stored [here](https://git.ligo.org/reed.essick/mmax-model-selection/-/tree/gw-distributions/test/o3-nsbh/data). **Update link once merge request has been accepted** Previous results are stored [here](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/tree/master/data) and results obtained with the updated code are stored [here](https://git.ligo.org/reed.essick/mmax-model-selection/-/tree/gw-distributions/test/o3-nsbh/data). **Update link once merge request has been accepted**
The workflow used to generate the new results is also stored [here](https://git.ligo.org/reed.essick/mmax-model-selection/-/tree/gw-distributions/test/o3-nsbh/src).
Below, I compare the main output of the calculation: the probability that an object is consistent with a NS. Links point to where the (old/new) results are stored. I provide a comparison to all previous results computed for both GW200105 and GW200115. Below, I compare the main output of the calculation: the probability that an object is consistent with a NS. Links point to where the (old/new) results are stored. I provide a comparison to all previous results computed for both GW200105 and GW200115.
...@@ -94,14 +95,14 @@ In brief, I find ...@@ -94,14 +95,14 @@ In brief, I find
|EoS distrib|population|previous results|new results|difference (sigmas)| |EoS distrib|population|previous results|new results|difference (sigmas)|
|-----------|----------|----------------|-----------|-------------------| |-----------|----------|----------------|-----------|-------------------|
|FC-mmax|flat|[`9.297250e-01 +/- 5.623906e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L35)|[`0.929347 +/- 0.007061871`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-FC-mmax-1000.out#L40)|+0.04| |FC-mmax|flat (fixed population)|[`9.297250e-01 +/- 5.623906e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L35)|[`0.929347 +/- 0.007061871`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-FC-mmax-1000.out#L40)|+0.04|
|FC-mmax|salpeter|[`9.232530e-01 +/- 6.246501e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L73)|[`0.922920 +/- 0.007772170`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-FC-mmax-1000.out#L40)|+0.03| |FC-mmax|salpeter (fixed population)|[`9.232530e-01 +/- 6.246501e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L73)|[`0.922920 +/- 0.007772170`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-FC-mmax-1000.out#L40)|+0.03|
|FC-mmax|O3a_ALL_BROKEN_POWERLAW|[`8.920556e-01 +/- 1.048218e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L115)|[`0.915149 +/- 0.008726486`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-1.69| |FC-mmax|O3a_ALL_BROKEN_POWERLAW|[`8.920556e-01 +/- 1.048218e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L115)|[`0.915149 +/- 0.008726486`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-1.69|
|FC-mmax|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.298002e-01 +/- 2.587357e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L156)|[`0.868051 +/- 0.017988440`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-1.21| |FC-mmax|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.298002e-01 +/- 2.587357e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L156)|[`0.868051 +/- 0.017988440`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-1.21|
|FC-mmax|O3a_ALL_POWERLAW+PEAK|[`9.408284e-01 +/- 4.708915e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L199)|[`0.941421 +/- 0.005486739`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|-0.08| |FC-mmax|O3a_ALL_POWERLAW+PEAK|[`9.408284e-01 +/- 4.708915e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L199)|[`0.941421 +/- 0.005486739`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|-0.08|
|FC-mmax|O3a_NO_GW190814_POWERLAW+PEAK|[`9.281716e-01 +/- 6.026169e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L199)|[`0.900993 +/- 0.012208548`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|+2.00| |FC-mmax|O3a_NO_GW190814_POWERLAW+PEAK|[`9.281716e-01 +/- 6.026169e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L199)|[`0.900993 +/- 0.012208548`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|+2.00|
|LEC-mtov-rtov|flat|[`9.448769e-01 +/- 5.709561e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L44)|[`0.944784 +/- 0.007183615`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-LEC-mtov-rtov-1000.out#L49)|+0.01| |LEC-mtov-rtov|flat (fixed population)|[`9.448769e-01 +/- 5.709561e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L44)|[`0.944784 +/- 0.007183615`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-LEC-mtov-rtov-1000.out#L49)|+0.01|
|LEC-mtov-rtov|salpeter|[`9.390958e-01 +/- 6.437684e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L91)|[`0.939035 +/- 0.007919296`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-LEC-mtov-rtov-1000.out#L49)|+0.01| |LEC-mtov-rtov|salpeter (fixed population)|[`9.390958e-01 +/- 6.437684e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L91)|[`0.939035 +/- 0.007919296`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-LEC-mtov-rtov-1000.out#L49)|+0.01|
|LEC-mtov-rtov|O3a_ALL_BROKEN_POWERLAW|[`9.099428e-01 +/- 1.130387e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L142)|[`0.931897 +/- 0.009226466`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-1.50| |LEC-mtov-rtov|O3a_ALL_BROKEN_POWERLAW|[`9.099428e-01 +/- 1.130387e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L142)|[`0.931897 +/- 0.009226466`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-1.50|
|LEC-mtov-rtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.472024e-01 +/- 2.771752e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L192)|[`0.883943 +/- 0.019219224`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-1.09| |LEC-mtov-rtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.472024e-01 +/- 2.771752e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L192)|[`0.883943 +/- 0.019219224`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-1.09|
|LEC-mtov-rtov|O3a_ALL_POWERLAW+PEAK|[`9.532285e-01 +/- 4.829527e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L244)|[`0.953985 +/- 0.006171891`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L56)|-0.10| |LEC-mtov-rtov|O3a_ALL_POWERLAW+PEAK|[`9.532285e-01 +/- 4.829527e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L244)|[`0.953985 +/- 0.006171891`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L56)|-0.10|
...@@ -111,8 +112,8 @@ In brief, I find ...@@ -111,8 +112,8 @@ In brief, I find
|EoS distrib|population|previous results|new results|difference (sigmas)| |EoS distrib|population|previous results|new results|difference (sigmas)|
|-----------|----------|----------------|-----------|-------------------| |-----------|----------|----------------|-----------|-------------------|
|LEC-mtov|flat|[`9.601294e-01 +/- 4.845635e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L37)|[`0.959999 +/- 0.005912020`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-flat-LEC-mtov-1000.out#L42)|+0.02| |LEC-mtov|flat (fixed population)|[`9.601294e-01 +/- 4.845635e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L37)|[`0.959999 +/- 0.005912020`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-flat-LEC-mtov-1000.out#L42)|+0.02|
|LEC-mtov|salpeter|[`9.556041e-01 +/- 5.545138e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L77)|[`0.955495 +/- 0.006648364`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-salpeter-LEC-mtov-1000.out#L42)|+0.01| |LEC-mtov|salpeter (fixed population)|[`9.556041e-01 +/- 5.545138e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L77)|[`0.955495 +/- 0.006648364`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-salpeter-LEC-mtov-1000.out#L42)|+0.01|
|LEC-mtov|O3a_ALL_BROKEN_POWERLAW|[`9.338061e-01 +/- 9.482332e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L121)|[`0.950515 +/- 0.007398098`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-1.39| |LEC-mtov|O3a_ALL_BROKEN_POWERLAW|[`9.338061e-01 +/- 9.482332e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L121)|[`0.950515 +/- 0.007398098`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-1.39|
|LEC-mtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.907097e-01 +/- 1.916064e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L164)|[`0.915048 +/- 0.014527831`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-1.01| |LEC-mtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.907097e-01 +/- 1.916064e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L164)|[`0.915048 +/- 0.014527831`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-1.01|
|LEC-mtov|O3a_ALL_POWERLAW+PEAK|[`9.672273e-01 +/- 3.891031e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L209)|[`0.967997 +/- 0.004426185`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L49)|-0.13| |LEC-mtov|O3a_ALL_POWERLAW+PEAK|[`9.672273e-01 +/- 3.891031e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L209)|[`0.967997 +/- 0.004426185`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200105-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L49)|-0.13|
...@@ -123,14 +124,14 @@ In brief, I find ...@@ -123,14 +124,14 @@ In brief, I find
|EoS distrib|population|previous results|new results|difference (sigmas)| |EoS distrib|population|previous results|new results|difference (sigmas)|
|-----------|----------|----------------|-----------|-------------------| |-----------|----------|----------------|-----------|-------------------|
|FC-mmax|flat|[`9.498690e-01 +/- 4.879195e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L35)|[`0.949665 +/- 0.005587390`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-FC-mmax-1000.out#L40)|+0.03| |FC-mmax|flat (fixed population)|[`9.498690e-01 +/- 4.879195e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L35)|[`0.949665 +/- 0.005587390`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-FC-mmax-1000.out#L40)|+0.03|
|FC-mmax|salpeter|[`9.410570e-01 +/- 5.644166e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L73)|[`0.940839 +/- 0.006467196`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-FC-mmax-1000.out#L40)|+0.03| |FC-mmax|salpeter (fixed population)|[`9.410570e-01 +/- 5.644166e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L73)|[`0.940839 +/- 0.006467196`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-FC-mmax-1000.out#L40)|+0.03|
|FC-mmax|O3a_ALL_BROKEN_POWERLAW|[`8.600959e-01 +/- 1.219598e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L115)|[`0.922321 +/- 0.007781379`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-4.30| |FC-mmax|O3a_ALL_BROKEN_POWERLAW|[`8.600959e-01 +/- 1.219598e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L115)|[`0.922321 +/- 0.007781379`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-4.30|
|FC-mmax|O3a_NO_GW190814_BROKEN_POWERLAW|[`7.621482e-01 +/- 1.813232e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L156)|[`0.862660 +/- 0.012230975`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-4.60| |FC-mmax|O3a_NO_GW190814_BROKEN_POWERLAW|[`7.621482e-01 +/- 1.813232e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L156)|[`0.862660 +/- 0.012230975`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-FC-mmax-1000.out#L41)|-4.60|
|FC-mmax|O3a_ALL_POWERLAW+PEAK|[`9.576253e-01 +/- 4.212482e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L199)|[`0.963754 +/- 0.003905388`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|-1.07| |FC-mmax|O3a_ALL_POWERLAW+PEAK|[`9.576253e-01 +/- 4.212482e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L199)|[`0.963754 +/- 0.003905388`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|-1.07|
|FC-mmax|O3a_NO_GW190814_POWERLAW+PEAK|[`9.181822e-01 +/- 7.879968e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L242)|[`0.901788 +/- 0.009122237`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|+1.36| |FC-mmax|O3a_NO_GW190814_POWERLAW+PEAK|[`9.181822e-01 +/- 7.879968e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-FC-mmax-1000.out#L242)|[`0.901788 +/- 0.009122237`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-powerlaw+peak-hyperposterior-1000-gwdist-FC-mmax-1000.out#L47)|+1.36|
|LEC-mtov-rtov|flat|[`9.501843e-01 +/- 5.064153e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L44)|[`0.949918 +/- 0.006837823`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-LEC-mtov-rtov-1000.out#L49)|+0.03| |LEC-mtov-rtov|flat (fixed population)|[`9.501843e-01 +/- 5.064153e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L44)|[`0.949918 +/- 0.006837823`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-flat-LEC-mtov-rtov-1000.out#L49)|+0.03|
|LEC-mtov-rtov|salpeter|[`9.454324e-01 +/- 5.551108e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L91)|[`0.945126 +/- 0.007463403`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-LEC-mtov-rtov-1000.out#L49)|+0.03| |LEC-mtov-rtov|salpeter (fixed population)|[`9.454324e-01 +/- 5.551108e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L91)|[`0.945126 +/- 0.007463403`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-salpeter-LEC-mtov-rtov-1000.out#L49)|+0.03|
|LEC-mtov-rtov|O3a_ALL_BROKEN_POWERLAW|[`8.904112e-01 +/- 1.220873e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L142)|[`0.932637 +/- 0.009120650`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-2.77| |LEC-mtov-rtov|O3a_ALL_BROKEN_POWERLAW|[`8.904112e-01 +/- 1.220873e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L142)|[`0.932637 +/- 0.009120650`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-2.77|
|LEC-mtov-rtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.178027e-01 +/- 2.058231e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L192)|[`0.888720 +/- 0.014803828`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-2.80| |LEC-mtov-rtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.178027e-01 +/- 2.058231e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L192)|[`0.888720 +/- 0.014803828`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L50)|-2.80|
|LEC-mtov-rtov|O3a_ALL_POWERLAW+PEAK|[`9.541704e-01 +/- 4.727959e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L244)|[`0.957520 +/- 0.006127126`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L56)|-0.43| |LEC-mtov-rtov|O3a_ALL_POWERLAW+PEAK|[`9.541704e-01 +/- 4.727959e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-LEC-mtov-rtov-1000.out#L244)|[`0.957520 +/- 0.006127126`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_highspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-rtov-1000.out#L56)|-0.43|
...@@ -140,8 +141,8 @@ In brief, I find ...@@ -140,8 +141,8 @@ In brief, I find
|EoS distrib|population|previous results|new results|difference (sigmas)| |EoS distrib|population|previous results|new results|difference (sigmas)|
|-----------|----------|----------------|-----------|-------------------| |-----------|----------|----------------|-----------|-------------------|
|LEC-mtov|flat|[`9.772086e-01 +/- 3.501933e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L37)|[`0.977128 +/- 0.004166197`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-flat-LEC-mtov-1000.out#L42)|+0.01| |LEC-mtov|flat (fixed population)|[`9.772086e-01 +/- 3.501933e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L37)|[`0.977128 +/- 0.004166197`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-flat-LEC-mtov-1000.out#L42)|+0.01|
|LEC-mtov|salpeter|[`9.728000e-01 +/- 4.178622e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L77)|[`0.972694 +/- 0.004957837`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-salpeter-LEC-mtov-1000.out#L42)|+0.02| |LEC-mtov|salpeter (fixed population)|[`9.728000e-01 +/- 4.178622e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L77)|[`0.972694 +/- 0.004957837`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-salpeter-LEC-mtov-1000.out#L42)|+0.02|
|LEC-mtov|O3a_ALL_BROKEN_POWERLAW|[`9.322612e-01 +/- 1.022423e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L121)|[`0.964067 +/- 0.006124622`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-2.67| |LEC-mtov|O3a_ALL_BROKEN_POWERLAW|[`9.322612e-01 +/- 1.022423e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L121)|[`0.964067 +/- 0.006124622`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-2.67|
|LEC-mtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.750372e-01 +/- 1.812306e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L164)|[`0.928347 +/- 0.011613989`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-2.48| |LEC-mtov|O3a_NO_GW190814_BROKEN_POWERLAW|[`8.750372e-01 +/- 1.812306e-02`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L164)|[`0.928347 +/- 0.011613989`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-no_GW190814-broken-powerlaw-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L43)|-2.48|
|LEC-mtov|O3a_ALL_POWERLAW+PEAK|[`9.812590e-01 +/- 2.911114e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L209)|[`0.983838 +/- 0.002786212`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L49)|-0.64| |LEC-mtov|O3a_ALL_POWERLAW+PEAK|[`9.812590e-01 +/- 2.911114e-03`](https://git.ligo.org/reed.essick/o3-nsbh-mmax-model-selection/-/blob/master/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-LEC-mtov-1000.out#L209)|[`0.983838 +/- 0.002786212`](https://git.ligo.org/reed.essick/mmax-model-selection/-/blob/gw-distributions/test/o3-nsbh/data/GW200115-C01_PHMcombined_lowspin_pesummary-1000-gwdist-o3a-all_events-powerlaw+peak-hyperposterior-1000-gwdist-LEC-mtov-1000.out#L49)|-0.64|
......