Key: - To do p Partially done ^ Done ? Not sure if it's done - write cross section section in paper ? explain integral in paper - not sure what integral I was talking about here. I just checked the git history and this was before I had written the fitter, so it must be talking about the integral to compute the expected event rate. p develop signal generator - made signal generator for two particle decays p develop high energy and multi-ring fitter ^ write talk for Monday ^ write a section on atmospheric backgrounds in paper ^ check index of refraction calculation against tables in the paper ^ write more tests for the solid angle calculation - use table from paper ^ make sure normal direction is normalized ^ speed up likelihood calculation - rotate and translate path points in path_init - create fast interp1d for equally spaced points - optimize with -O2 - only calculate average time if mu_direct[i] is not too small and PMT is hit - add likelihood function which calculates total expected charge and only loops over hit PMTs - add fast likelihood which doesn't use a 2D lookup table - add function to compute the Hessian via finite differences - add function to calculate covariance matrix - add function to compute the approximate volume in the likelihood space where the likelihood is greater than some value ^ add output to likelihood ^ add a set of seed points to start the likelihood ^ minimize the likelihood in a do while loop until it converges to a single point ^ once the first position is found, compute the Hough transform to look for other rings p add rayleigh scattering to likelihood function - Done, but it's pretty hacky p add muon shower PDF? delta rays? - Done for delta rays, but need to add shower photons - calculate path length through acrylic? - did some tests on this and it seems to fix the radial energy bias for electrons, so it's definitely an issue. However, currently the small 5% energy bias is not really a big deal, although I would like to fix this eventually. p update estar table with energies above 1 GeV - added values up to 10 GeV ^ speed up normalize() and interp1d() ^ add shower PDF to get_total_charge_approx() x compute mean of starting points ^ speed up time PDF calculation for fast likelihood p calculate psi parameter as a goodness of fit test - Still need to tweak this. It seems to have a strong nhit dependence ^ add a maximum length for the range - now only fit to the end of the PSUP ^ add a time limit for the fit ^ multi-particle fit p optimize CHARGE_FRACTION ? find out why likelihood is sometimes returning nan ^ add pdf for cerenkov light from delta rays ^ tweak find peaks algorithm ^ update zebra to allow use of links p minimum energy for each particle type - I do already have a minimum energy which is the Cerenkov threshold, however I think what I meant here was to have something significantly higher than that since a particle just at the Cerenkov threshold won't produce many PMT hits. I think I was mostly concerned about this issue because many fits were always fitting better by including a low energy electron, however I have solved that problem by simply dropping multi particle fits which have an electron with an energy less than 20 MeV. ^ check all zebra links ^ fix zero logical record size bug in zebra.c p speed up fit - have optimized most of the likelihood function. I think further optimization will require a different technique for evaluating the integrals ^ nhit cut p add flasher cut p default max particles - submit-grid-jobs fits up to 3 particles by default ^ add environment variable to control where to look for pmt.txt and titles files p update charge code to handle highest values for qhs and qlx - don't have this coded into the charge probability code, but I now use QHL if QHS is railed and flag any PMT with a railed QHL ^ use qhs and qlx based on variable in PMT bank - Note: I don't use the best charge variable in the PMT bank, but I do select QHL when QHS is railed ^ fix bug in path_init() ^ load DQXX file based on run number ^ update rayleigh scattering lengths ^ fix delta ray calculation p figure out why electron energy bias is +10% - updated code to use a more accurate approximation for the number of shower photons which seems to bring the bias down to 5% p update find peaks algorithm to do single particle quick fits - I did update the find peaks algorithm to work *much* better, but it still doesn't do single particle quick fits. I think the next improvement would be to add the ability to actually determine the number of rings. ^ figure out how to combine SNO fitter data with my fitter for final analysis. For example, how to apply neutron follower cut? - double check that zdab-reprocess is correct for the D2O and salt phases since it appears to be from the NCD phase ? add code to compute expected deviation from nll_best to normalize psi - tried several different versions of this and nothing seemed to perform as well as psi/nhit. ^ add term to likelihood for probability that a channel is misccalibrated or didn't make it into the event - when calculating the first order statistic for a gaussian is alpha = pi/8 a better choice than 0.375? - speed up charge initialization - determine *real* mean and standard deviation of single PE charge distribution. TELLIE SNO+ data? ^ extend electron range table - extended the electron range table up to 1 TeV ? fix time PDF. Currently take the first order statistic of dark noise + indirect light + direct light all together, but this isn't correct. - thought more about this and it's not actually obvious if what I'm doing is wrong. Need to think more about this. >111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162