diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..2388073 --- /dev/null +++ b/.gitignore @@ -0,0 +1,173 @@ +# Created by https://www.toptal.com/developers/gitignore/api/python +# Edit at https://www.toptal.com/developers/gitignore?templates=python + +### Python ### +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +#.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +### Python Patch ### +# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration +poetry.toml + + +# End of https://www.toptal.com/developers/gitignore/api/python +data/ +*csv \ No newline at end of file diff --git a/GMOSS_8aug17 b/GMOSS_8aug17 deleted file mode 100644 index 107defd..0000000 Binary files a/GMOSS_8aug17 and /dev/null differ diff --git a/GMOSS_8aug17.c b/GMOSS_8aug17.c deleted file mode 100644 index eb7df38..0000000 --- a/GMOSS_8aug17.c +++ /dev/null @@ -1,328 +0,0 @@ -/* This file generates GMOSS spectra for every pixel out of 1-3072 in a HEALPix scheme - CHANGE: PATH TO CURRENT DIRECTORY FROM HOME FOR nrutil.h - - Input file: 'frequecies_list.txt' should contain frequenceis in MHz in single column - - CHANGE: NFREQ to the number of frequencies in the list - - The output file generated is in 2 columns with frequency and temperature. - NOTE: Before reading the output file with another code, remove any double/multiple - spaces between the temperatures/frequencies for convenient columnwise reading. - - Original from Mayuri 03 Dec 2015 - Modified by Mayuri on 8 August 2017 -*/ - -#include -#include -#include -#include -#include -#include - -typedef double (*func1arg) (double); - -void amoeba(float **p, float y[], int ndim, float ftol, - float (*funk)(float []), int *nfunk); -float amotry(float **p, float y[], float psum[], int ndim, - float (*funk)(float []), int ihi, float fac); - -void mmbskr_(double *ARG,double *ORDER,int *N, double *BK, int *IER); - -void adpint_(double *rint, double *xl, double *xu, double *reps, double *aeps, - double *dif, double (*func)(double), int *ier, int *npt, int *nmax); -double qromo(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)); -double midpnt(double (*func)(double), double a, double b, int n); -double qromo_alternate(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)); -double midpnt_alternate(double (*func)(double), double a, double b, int n); -void polint(double xa[], double ya[], int n, double x, double *y, double *dy); -void polint_alternate(double xa[], double ya[], int n, double x, double *y, double *dy); - -/* functions for interpolation of recombination data - and conversion between brightness intensity and temperature */ -void spline(float x[], float y[], int n, float yp1, float ypn, float y2[]); -void splint(float xa[], float ya[], float y2a[], int n, float x, float *y); - -#define kk 1.3806488e-23 // m^2 kg s^-1 -#define hh 6.62606957e-34 // m^2 kg s^-2 K^-1 -#define cvel 2.99792458e+08 // m s^-1 -#define m_e 9.1e-31 -#define q_e 1.6e-19 -#define sin_alph 1.0 -#define Bmag 1e-9 // Tesla == 10 micro-Gauss -#define PI 3.14159265358979 -#define FTOL 1.0e-6 -#define T_e 8000.0 // Thermal electron temperature -#define TCMB 2.72548 -#define NHPIX 3072 -#define NFREQ 72 //NOTE CHANGE ACCORDING TO REQUIREMENT!! -#define GSPAN 100.0 - -#define NN 5000 // length of array containing EoR spectrum - -/* Global variables */ -double xnu,xri,xrk,xrip,xrkp; -double nu,alpha1,alpha2,temp1,temp2,output,fnorm,fnorm1,fnorm2; -double AA,BB,C1,C2,D,ft,therm,fbreak; -int flag; -double nu_break; -float x,y; -float f1,f2; -float inttolf = 1.0e-8; -float difft[7]; -double gama_min,gama_max,gama_break,scale_gam_nu; -int nrecurs = 10000000; - -/* Evaulate bessel function of order 5/3, integrand */ -double modbessik2(double u) -{ - double ARG, ORDER, BK[1]; - int N, IER; - xnu = 5.0/3.0; - ORDER = (double) xnu; - N = 1; - ARG = (double)(1.0/u); - mmbskr_(&ARG,&ORDER,&N,BK,&IER); - xrk = BK[0]/exp(ARG); - return (double)(xrk/(u*u)); -} - -double fofx1(double gama) -{ - double p1,nu_c; - double integ; - - double x; - double rint, xl, xu, reps, aeps, dif; - int ier, npt, nmax; - - nu_c = (gama*gama*scale_gam_nu)/1.0e9; //GHz - x = ((double)nu/nu_c); - - xl = (double)0.0; - xu = (double)(1/x); - reps = (double)inttolf; - aeps = (double)inttolf; - nmax = nrecurs; - - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,modbessik2,&ier,&npt,&nmax); - //adapt_gq3(modbessik2,xl,xu,reps,&rint,&aeps,&npt); - // rint = (double)qromo(modbessik2float,(float)xl,(float)xu,midpnt); - - p1 = (double)((2*C1) - 3.0); - integ = rint*pow(gama,-1.0*p1)*(x); - return integ; -} - -double fofx1float(double gamafloat) -{ - double p1,nu_c,gama; - double integ; - - double x; - double rint, xl, xu, reps, aeps, dif; - int ier, npt, nmax; - - gama = (double)gamafloat; - nu_c = (gama*gama*scale_gam_nu)/1.0e9; //GHz - x = ((double)nu/nu_c); - - xl = (double)0.0; - xu = (double)(1/x); - reps = (double)inttolf; - aeps = (double)inttolf; - nmax = nrecurs; - - rint = qromo_alternate(modbessik2,xl,xu,midpnt_alternate); - - p1 = (double)((2*C1) - 3.0); - integ = rint*pow(gama,-1.0*p1)*(x); - return integ; -} - -main() -{ - static const char filename_freq[] = "frequencies_list.txt"; - static const char filename_fit_params[]="GMOSS_params_allpix.txt"; - static const char filename_pixel_spec[]="output_spectra.txt"; - - double rint, rint1, rint2, xl, xu, xb, reps, aeps, dif,Tx,Te,extn, nu_t; - int ier, npt, nmax; - double read_value; - float read_value1,read_value2,read_value3,read_value4,read_value5,read_value6,read_value7,read_value8,read_value9,read_value10,read_value11,read_value12; - int npoints1; - float read1,read2; - float ffmin,ffmax; - float yp1,ypn,yf; - - /* Variable declarations */ - float *norm_param,*alpha1_param,*dalph_param,*nubrk_param,*Tx_param,*Te_param,*nut_param; - double *freq_GHz; - int *flag; - FILE *fptr, *fptr1,*fptr2; - float break_freq; - char inbuf[200]; - float gama_1,gama_2,gama_3,nu_min,nu_max; - float chisq; - int i,ii,jj,j,nu_min_MHz,nu_max_MHz,nfunc; - flag = ivector(1,NHPIX); - norm_param = vector(1,NHPIX); - alpha1_param = vector(1,NHPIX); - dalph_param = vector(1,NHPIX); - nubrk_param = vector(1,NHPIX); - Tx_param = vector(1,NHPIX); - Te_param = vector(1,NHPIX); - nut_param = vector(1,NHPIX); - freq_GHz = dvector(1,NFREQ); - - // read in the parameters and frequencies; - fptr=fopen(filename_freq,"r"); - printf("Opened file to read frequencies \n"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%lf",&read_value); - freq_GHz[i]=(double)read_value/1e3; - ++i; - } - printf("\n"); - fclose(fptr); - - fptr=fopen(filename_fit_params,"r"); - printf("Opened file to read parameters \n"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%f%f%f%f%f%f%f%f%f%f",&read_value1,&read_value2,&read_value3,&read_value4,&read_value5,&read_value6,&read_value7,&read_value8,&read_value9,&read_value10); - flag[i]=(int)read_value2; - norm_param[i] = read_value3; - alpha1_param[i] = read_value4; - dalph_param[i] = read_value5; - nubrk_param[i] = read_value6; - Tx_param[i] = read_value7; - Te_param[i] = read_value8; - nut_param[i] = read_value9; - if(i == 10) printf("Printing parameters of pixel 10 as a consistency check! \n %f %f %f %f %f %f %f %f %f %f\n\n",read_value1,read_value2,read_value3,read_value4,read_value5,read_value6,read_value7,read_value8,read_value9,read_value10); - ++i; - } - fclose(fptr); - int fflush(FILE *fptr); - int fflush(FILE *fptr); - - fptr2 = fopen(filename_pixel_spec,"a+"); - printf("Opened file to write out spectra \n"); - scale_gam_nu = (double)(3.0*q_e*Bmag*sin_alph)/(4.0*PI*m_e*cvel); - - for(ii=1; ii<=NFREQ; ii++) - { - - nu = (double)freq_GHz[ii]; - - fprintf(fptr2,"%20.15lf ",nu); - } - fprintf(fptr2," \n"); - - for (j=1;j<=3072;++j) - { - printf("\n\n****************\n\nPixel number: %d\n",j); - if(flag[j]==0) - { - printf("alpha2 steeper than alpha1!\n"); - for(ii=1; ii<=NFREQ; ii=ii+1) - { - //printf(" Computing output spectrum at freq %d MHz \n",ii); - - nu = (double)freq_GHz[ii]; - nu_min = nu*(double)1e9/(double)GSPAN; - nu_max = nu*(double)1e9*(double)GSPAN; - gama_min = sqrt((nu_min)/scale_gam_nu); - gama_max = sqrt((nu_max)/scale_gam_nu); - xl = (double)gama_min; - xu = (double)gama_max; - - fnorm = pow((double)10.0,(double)norm_param[j]); - alpha1 = pow(10.0,(double)alpha1_param[j]); - alpha2 = pow(10.0,(double)dalph_param[j])+pow(10.0,(double)alpha1_param[j]); - nu_break = pow(10.0,(double)nubrk_param[j]); - gama_break = sqrt((nu_break)/scale_gam_nu); - xb = (double)gama_break; - Tx = pow((double)10.0,(double)Tx_param[j]); - Te = pow((double)10.0,(double)Te_param[j]); - nu_t = pow((double)10.0,(double)nut_param[j]); - - if(xl > xb) - { - C1 = alpha2; - // adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else if(xu < xb) - { - C1 = alpha1; - // adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else - { - xu = xb; - C1 = alpha1; - // adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint1 = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint1 *= pow((double)(gama_break),(double)(2*C1-3)); - xl = xb; - xu = (double)gama_max; - C1 = alpha2; - // adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint2 = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint2 *= pow((double)(gama_break),(double)(2*C1-3)); - rint = rint1 + rint2; - } - extn = exp((double)-1.0*pow((nu_t/nu),2.1)); - output = fnorm*(powf(nu,-2.0)*(float)rint + Tx*pow(nu,-2.1))*extn + Te*(1.0-extn);/* + (double)yf */ - fprintf(fptr2,"%20.15lf ",output); - } - - fprintf(fptr2,"\n"); - /********************************************/ - } - /* If data requires alpha2 flatter than alpha1, then model as sum of power laws, i.e. steep and flat spectrum sources */ - else - { - printf("alpha2 flatter than alpha1!\n"); - - fnorm1 = norm_param[j]; - fnorm2 = nubrk_param[j]; - alpha1 = pow(10.0,(double)alpha1_param[j]); - alpha2 = alpha1 - pow(10.0,(double)dalph_param[j]); - Tx = pow((double)10.0,(double)Tx_param[j]); - Te = pow((double)10.0,(double)Te_param[j]); - nu_t = pow((double)10.0,(double)nut_param[j]); - - for(ii=1; ii<=NFREQ; ii=ii+1) - { - - nu = (double)freq_GHz[ii]; - extn = exp((double)-1.0*pow((nu_t/nu),(double)2.1)); - output = fnorm1*(pow(nu,-1.0*alpha1) + fnorm2*(pow(nu,-1.0*alpha2)) + Tx*pow(nu,-2.1))*extn + Te*((double)1.0 - extn); - fprintf(fptr2,"%20.15lf ",output); - } - fprintf(fptr2," \n"); - - } - } - fclose(fptr); - fclose(fptr2); - free_vector(norm_param,1,NHPIX); - free_vector(alpha1_param,1,NHPIX); - free_vector(dalph_param,1,NHPIX); - free_vector(nubrk_param,1,NHPIX); - free_vector(Tx_param,1,NHPIX); - free_vector(Te_param,1,NHPIX); - free_vector(nut_param,1,NHPIX); - free_dvector(freq_GHz,1,NFREQ); -} - diff --git a/GMOSS_8aug17.mak b/GMOSS_8aug17.mak deleted file mode 100644 index 0465b34..0000000 --- a/GMOSS_8aug17.mak +++ /dev/null @@ -1,39 +0,0 @@ -GMOSS_8aug17: GMOSS_8aug17.o \ - nrutil.o adpint.o amoeba.o amotry.o besselk.o qromo.o midpnt.o polint.o \ - qromo_alternate.o midpnt_alternate.o polint_alternate.o spline.o splint.o - gfortran -o GMOSS_8aug17 \ - GMOSS_8aug17.o nrutil.o besselk.o adpint.o \ - amoeba.o amotry.o qromo.o midpnt.o polint.o qromo_alternate.o midpnt_alternate.o \ - polint_alternate.o spline.o splint.o \ - -L/usr/local/lib \ - -L/usr/lib \ - -lm -GMOSS_8aug17.o : GMOSS_8aug17.c - gfortran -c GMOSS_8aug17.c -nrutil.o : nrutil.c - gfortran -c nrutil.c -amoeba.o : amoeba.c - gfortran -c amoeba.c -amotry.o : amotry.c - gfortran -c amotry.c -besselk.o : besselk.f - gfortran -c besselk.f -adpint.o : adpint.f - gfortran -c adpint.f -qromo.o : qromo.c - gfortran -c qromo.c -midpnt.o : midpnt.c - gfortran -c midpnt.c -qromo_alternate.o : qromo_alternate.c - gfortran -c qromo_alternate.c -midpnt_alternate.o : midpnt_alternate.c - gfortran -c midpnt_alternate.c -polint.o : polint.c - gfortran -c polint.c -polint_alternate.o : polint_alternate.c - gfortran -c polint_alternate.c -spline.o : spline.c - gfortran -c spline.c -splint.o : splint.c - gfortran -c splint.c - diff --git a/GMOSS_params_allpix.txt b/GMOSS_params_allpix.txt deleted file mode 100644 index 15232f0..0000000 --- a/GMOSS_params_allpix.txt +++ /dev/null @@ -1,3072 +0,0 @@ -1 0 -6.474059 0.366202 -0.169949 8.722791 6.986299 2.747548 -12.239783 0.002350 -2 0 -6.427600 0.373955 -0.493670 8.536068 5.215021 4.000000 -2.142797 0.000100 -3 0 -6.506708 0.380490 -0.355376 8.695295 6.560730 3.157503 -2.162118 0.001811 -4 0 -6.645594 0.377094 -0.426240 8.711905 -8.788923 3.346569 -2.156466 0.000214 -5 0 -6.423946 0.352501 -0.335908 8.448008 -8.532219 3.999967 -12.426609 0.000457 -6 0 -6.395775 0.353852 -0.331617 8.354351 -30.288067 3.999986 -6.345106 0.000804 -7 0 -6.676457 0.372934 -0.401478 8.664797 -13.218685 3.644282 -3.976313 0.000490 -8 0 -7.129525 0.398611 -0.530658 8.986494 -18.902916 2.920164 -1.996215 0.000004 -9 0 -6.655006 0.386197 -0.332752 8.778239 5.442561 3.996059 -2.062817 0.000385 -10 0 -6.612704 0.374472 -0.397308 8.654725 -10.817600 3.778578 -5.917683 0.000758 -11 0 -6.213817 0.337617 -0.237880 8.325281 -18.243256 3.661816 -4.234211 0.000023 -12 0 -6.667953 0.367097 -0.342799 8.666891 -19.421051 3.588809 -5.678826 0.000348 -13 0 -6.704820 0.375333 -0.412376 8.670489 -14.072176 3.537973 -7.336345 0.000626 -14 0 -6.769780 0.376882 -0.428869 8.668862 -11.123400 3.413630 -4.289549 0.000726 -15 0 -6.831690 0.376272 -0.406771 8.750591 -19.286474 3.314363 -4.334893 0.000622 -16 0 -6.854905 0.375057 -0.419626 8.710419 -8.662673 3.320208 -5.107335 0.000609 -17 0 -6.524781 0.352952 -0.291177 8.424253 -19.694115 3.999993 -2.399278 0.001259 -18 0 -6.158097 0.301030 -0.159423 8.022646 3.986495 3.513996 -26.629543 0.000940 -19 0 -6.287416 0.307564 -0.158512 8.187840 -66.067123 3.978980 -3.485558 0.000881 -20 0 -6.520075 0.348247 -0.303980 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8.394337 -12.111486 3.999999 -5.098535 0.002062 -1912 0 -6.831439 0.366365 -0.522427 8.521660 -7.544653 3.999998 -6.784417 0.001506 -1913 0 -6.592008 0.354910 -0.534186 8.280546 0.538177 4.000000 -10.242082 0.001281 -1914 0 -7.691901 0.392888 -0.817131 9.283728 -11.404418 2.499691 -1.962712 0.004305 -1915 0 -6.387347 0.301045 -0.250605 7.999104 -15.121596 3.770998 -6.061141 0.003731 -1916 0 -7.284762 0.377310 -0.690596 8.834751 -17.093483 3.378623 -3.835599 0.006650 -1917 0 -6.893781 0.361240 -0.510865 8.501325 -5.897153 3.999988 -4.258478 0.005431 -1918 0 -7.456741 0.378523 -0.602227 9.041506 -10.127161 2.910265 -5.332670 0.004389 -1919 0 -7.984977 0.382230 -0.579458 9.518167 -14.388339 2.015267 -4.470326 0.006919 -1920 1 1.293711 0.400269 -2.471157 0.619195 -9.847255 3.757652 -3.836805 0.020806 -1921 1 1.058193 0.399079 -1.581195 0.946563 -20.174164 0.585998 -1.958740 0.004897 -1922 1 1.292298 0.387014 -5.789298 0.991778 -31.261982 -0.971431 -2.109472 0.002317 -1923 1 1.191571 0.394061 -3.060621 0.741754 -10.623063 1.127916 -4.340115 0.011345 -1924 1 1.050268 0.384595 -7.922644 1.419035 -9.691778 3.840883 -2.990438 0.006269 -1925 1 1.325333 0.393289 -4.138303 0.814817 -1.213811 3.701698 -1.955125 0.000837 -1926 1 1.635913 0.381595 -2.450310 0.951298 -4.517733 3.445616 -3.696864 0.002646 -1927 1 1.403622 0.400381 -0.722844 1.342151 -13.089117 3.707980 -4.446226 0.002891 -1928 1 1.583550 0.397358 -0.808162 1.324802 -11.172297 3.467469 -5.150300 0.002530 -1929 1 1.151474 0.397655 -2.882811 0.934603 -5.748730 -1.076763 -7.021850 0.010058 -1930 1 1.687196 0.396188 -4.935991 0.544042 -3.679796 1.304703 -1.958444 0.002792 -1931 1 1.263120 0.395886 -3.457938 0.993733 -18.220789 3.287426 -9.612318 0.007087 -1932 1 1.397472 0.394930 -4.575645 1.037553 -29.538797 -1.963288 -1.999638 0.002348 -1933 1 1.990877 0.387825 -7.195875 0.636799 -9.637333 -0.074544 -2.169271 0.001830 -1934 1 0.158822 0.477121 -0.210380 22.527673 -31.158686 1.778537 -2.040069 0.003399 -1935 1 1.621017 0.390480 -3.052503 0.924197 -6.438376 2.664950 -4.431771 0.003866 -1936 1 1.776941 0.386338 -3.952902 0.931317 -15.295675 1.407941 -2.166431 0.003703 -1937 0 -7.678744 0.366796 -0.807132 9.389961 -17.464991 2.367497 -6.525605 0.001150 -1938 1 0.181782 0.477121 -0.196888 35.678428 -53.794334 -7.618211 -6.497972 0.015972 -1939 1 2.373948 0.383805 -2.224665 0.744476 -3.699128 1.516263 -2.056442 0.002650 -1940 1 3.078955 0.382385 -2.874934 1.011199 -6.845147 1.874781 -2.171047 0.000453 -1941 1 1.073483 0.477121 -0.137172 6.856049 -0.458313 2.076541 -2.906597 0.038443 -1942 1 3.882888 0.368886 -2.008206 1.176223 -15.002327 3.359189 -3.401140 0.009029 -1943 1 3.533322 0.401984 -0.631810 1.251612 -5.529256 3.969644 -7.838138 0.002347 -1944 0 -6.941586 0.372043 -0.406967 8.747314 7.191558 3.999960 -2.080643 0.001737 -1945 1 2.197054 0.382553 -1.893786 0.859433 -8.045992 0.766608 -2.170791 0.003549 -1946 1 2.815657 0.384034 -2.469412 0.614158 -11.382351 3.121124 -3.454997 0.005788 -1947 1 1.792418 0.386713 -5.486959 0.923963 -7.252012 -1.347076 -2.028157 0.005730 -1948 1 1.757506 0.394249 -6.308693 0.984331 -27.742973 -2.176444 -2.007081 0.003211 -1949 0 -6.220675 0.301035 -0.338540 7.912848 -55.472824 3.722699 -15.828932 0.005512 -1950 0 -6.237565 0.303883 -0.267245 7.964461 5.782539 3.851599 -2.842338 0.001309 -1951 1 1.683903 0.401190 -6.552137 0.994036 -22.890049 -2.227770 -1.960025 0.002074 -1952 1 1.684939 0.400377 -2.509380 0.853369 -10.844264 3.999816 -4.190361 0.006516 -1953 1 1.623209 0.397653 -1.321722 0.801762 -11.879809 2.643436 -1.977825 0.002469 -1954 1 1.950286 0.389205 -4.117343 0.749675 -10.164836 0.341295 -2.272630 0.002106 -1955 1 1.466818 0.393270 -6.208992 1.239717 -2.664842 2.464273 -2.020884 0.003105 -1956 1 1.897632 0.388008 -2.817785 0.932738 -5.361328 3.557203 -4.693395 0.002867 -1957 1 1.838993 0.391144 -2.346128 0.829038 -4.792345 3.999321 -6.994699 0.003355 -1958 1 1.552628 0.387810 -3.095574 1.037804 -14.406792 2.114094 -4.709018 0.005038 -1959 1 1.768083 0.392635 -2.732680 0.914464 -5.449387 3.608439 -3.674225 0.004407 -1960 1 0.755298 0.399540 -14.732488 2.715690 -7.804736 2.988989 -1.950261 0.004104 -1961 1 2.399752 0.394837 -2.619316 0.485325 -44.535252 -9.508148 -2.076177 0.001872 -1962 1 1.920791 0.395018 -1.948290 0.942572 -13.417342 2.326580 -2.159995 0.001525 -1963 0 -6.713193 0.370337 -0.864353 8.307196 -15.773464 3.999028 -4.265847 0.001964 -1964 0 -6.801805 0.372838 -0.728118 8.403695 -6.855500 3.998740 -2.408338 0.001774 -1965 1 1.677218 0.401842 -1.806772 0.955033 -29.386166 1.261334 -2.034756 0.001287 -1966 1 1.061362 0.403054 -7.027397 1.487133 -84.787933 -2.928946 -1.936137 0.002537 -1967 0 -7.732654 0.396022 -0.973516 9.274010 -27.899715 2.565591 -2.018039 0.000683 -1968 1 1.166574 0.407746 -7.794912 0.962628 -6.259542 1.334258 -1.931142 0.001447 -1969 1 1.437541 0.392888 -2.220493 1.047530 -5.033512 3.999957 -5.388902 0.006670 -1970 1 1.473768 0.399111 -3.163334 0.899804 -12.841766 3.781842 -4.522922 0.007132 -1971 1 1.214648 0.393825 -3.275117 1.047764 -21.405846 -3.029026 -9.517584 0.008789 -1972 1 1.080247 0.399813 -9.272196 1.288442 -3.794074 1.763121 -1.993641 0.002598 -1973 1 1.204602 0.402363 -4.821424 1.323257 -31.131374 -1.030719 -2.096486 0.006252 -1974 1 0.515748 0.398580 -8.717226 4.258839 -49.221275 -0.998062 -2.094672 0.007164 -1975 1 1.100889 0.396367 -1.628115 1.239963 -15.037769 3.999113 -3.405378 0.003954 -1976 1 1.457114 0.391430 -2.149504 0.686226 -4.704397 3.999989 -4.484423 0.004478 -1977 1 1.140065 0.401325 -5.341430 1.019505 -28.033508 -1.433376 -1.963006 0.002318 -1978 1 0.853089 0.394704 -3.327059 1.553998 -24.762970 2.954692 -6.264797 0.003511 -1979 1 1.019448 0.398535 -3.009799 0.902563 -6.385828 3.118108 -4.972107 0.008517 -1980 1 0.826535 0.401264 -1.971268 1.329131 -12.207241 1.285804 -2.072050 0.002400 -1981 1 0.977596 0.388491 -3.344959 1.200555 -60.296272 3.141937 -5.261114 0.002659 -1982 1 1.023913 0.387179 -3.149950 0.998199 -18.963871 2.049759 -2.034144 0.003596 -1983 1 1.088966 0.393076 -2.783804 0.690767 -15.087771 -0.312617 -2.076460 0.002509 -1984 1 0.899338 0.393848 -1.641218 0.931121 -3.412455 1.506534 -2.033795 0.006179 -1985 0 -6.757607 0.342370 -0.207361 8.511356 7.044089 3.844921 -2.160977 0.002596 -1986 0 -6.248023 0.301030 -0.291534 7.899785 -38.895256 3.303340 -2.311619 0.005835 -1987 0 -6.348292 0.301030 -0.229594 8.064917 6.110763 3.550791 -2.293341 0.004111 -1988 0 -6.300238 0.301030 -0.279833 7.931364 -28.604794 3.986649 -4.465433 0.003904 -1989 0 -6.378433 0.301030 -0.249935 8.014231 -47.434082 4.000000 -7.760185 0.004851 -1990 0 -8.568732 0.399982 -0.731633 10.092720 -30.306442 0.646069 -1.955178 0.002199 -1991 0 -6.874568 0.370335 -0.685563 8.461663 -11.368423 3.999977 -4.468979 0.004502 -1992 0 -8.619782 0.397802 -0.643106 10.115134 -17.919392 0.920089 -1.997028 0.002490 -1993 0 -6.760696 0.372515 -0.721306 8.427473 -9.655596 3.999774 -4.124168 0.000980 -1994 1 1.560247 0.397857 -3.324235 0.993810 -10.489496 2.587142 -3.843481 0.005148 -1995 1 1.263452 0.400904 -2.064903 1.318459 -10.076203 3.955017 -3.608703 0.010143 -1996 1 0.402882 0.401436 -3.756092 6.513371 -17.731136 -0.183483 -2.223112 0.009230 -1997 1 1.404597 0.398492 -3.093550 0.994396 -8.232232 2.694916 -4.054275 0.004708 -1998 0 -7.879446 0.380441 -0.617808 9.403799 -14.688562 2.296663 -5.249043 0.003597 -1999 1 0.620200 0.402044 -3.431149 3.499909 -2.973186 1.400156 -2.088890 0.005071 -2000 1 0.975636 0.407290 -1.777382 1.345192 -3.992640 -0.027576 -1.969702 0.004408 -2001 1 1.259252 0.401609 -3.203743 0.935536 -14.784565 0.544140 -4.384309 0.011082 -2002 1 1.233899 0.404676 -5.278662 0.852921 -19.906515 -2.592015 -1.891071 0.006317 -2003 1 1.208703 0.400661 -2.564159 0.751700 -4.995910 3.264446 -3.467875 0.014845 -2004 1 1.114405 0.408046 -1.430495 0.877796 -12.540422 1.521009 -1.950427 0.007249 -2005 1 1.107781 0.405859 -3.338088 0.926561 -8.275283 -1.866251 -1.905608 0.007354 -2006 1 1.023265 0.401358 -1.809130 0.964452 -8.815505 3.979354 -3.496892 0.015599 -2007 1 1.003032 0.405979 -1.635550 1.024639 -32.419556 0.231476 -1.947901 0.009268 -2008 1 1.421555 0.402307 -2.218384 0.441296 -4.735317 3.170236 -12.767601 0.012595 -2009 1 1.004411 0.399422 -3.162911 0.895833 -5.981731 3.903016 -5.839099 0.016489 -2010 1 0.895221 0.398326 -3.382656 1.049251 -24.090347 0.712416 -10.039120 0.015104 -2011 1 0.936820 0.408403 -1.370957 1.089073 -22.641142 1.756801 -1.928989 0.006770 -2012 1 1.181981 0.402516 -3.121011 0.582702 -131.299652 -13.749893 -1.945587 0.007906 -2013 1 0.938935 0.396982 -2.557374 0.954301 -5.186532 3.758871 -4.572044 0.017005 -2014 1 0.062559 0.405788 -2.384429 31.286813 -18.732065 -3.324070 -2.036113 0.011360 -2015 1 0.888995 0.402238 -3.643293 1.080235 -6.549293 -0.490823 -1.953733 0.009158 -2016 1 0.831353 0.405963 -1.771218 1.226102 -20.176853 1.090445 -1.957161 0.009874 -2017 1 1.976976 0.397335 -2.685212 0.347679 -9.726501 3.972055 -6.100671 0.011854 -2018 1 0.744245 0.403681 -1.536793 2.672529 -3.741205 2.935231 -4.775281 0.015061 -2019 1 0.619057 0.391994 -3.868739 2.768542 -10.413923 -1.101631 -2.092077 0.003468 -2020 1 1.236673 0.399101 -1.815704 0.834564 -19.171383 2.109507 -2.067756 0.003863 -2021 1 1.737508 0.401273 -2.250464 0.469893 -9.122332 3.549618 -5.414115 0.009228 -2022 1 1.264420 0.403971 -3.379039 0.781201 -9.532559 -1.364737 -2.015658 0.005719 -2023 1 1.127214 0.398051 -3.327712 0.931246 -9.506398 3.340024 -7.595578 0.005639 -2024 1 1.121302 0.402814 -2.351009 0.871908 -14.069174 0.158048 -2.079370 0.005286 -2025 1 1.103174 0.385852 -3.005415 0.666474 -5.986367 2.803256 -4.459240 0.011307 -2026 1 1.010003 0.398166 -1.974898 0.846442 -4.263993 0.230944 -1.953372 0.004039 -2027 1 0.853706 0.396448 -2.934531 0.993111 -19.626451 -2.540921 -1.968907 0.006867 -2028 1 0.848542 0.401859 -4.836786 1.081410 -6.775082 0.146513 -1.996610 0.002705 -2029 1 1.023389 0.394294 -2.666745 0.723118 -5.450942 3.218788 -3.828002 0.009513 -2030 1 0.840874 0.396209 -3.420393 1.058329 -9.444151 2.844412 -5.000168 0.008529 -2031 1 0.809637 0.398555 -3.478964 1.066760 -10.769171 1.797052 -4.832677 0.006277 -2032 1 0.720874 0.399028 -2.860930 1.243475 -10.416162 3.623678 -4.159893 0.006461 -2033 1 1.794121 0.402856 -2.013961 0.094504 -34.344269 -2.517002 -1.950467 0.006209 -2034 1 0.856960 0.402348 -18.849436 1.170618 -5.112602 -0.148927 -1.981266 0.006257 -2035 1 0.741125 0.406610 -1.496190 1.593771 -18.747368 2.029043 -2.057282 0.006658 -2036 1 0.894223 0.405390 -1.687680 1.046414 -4.040616 1.264157 -2.029154 0.005640 -2037 1 0.851979 0.397747 -2.295716 0.981645 -4.750175 3.999523 -5.046969 0.013491 -2038 1 0.850756 0.401671 -3.145795 0.948649 -63.339951 -18.835903 -1.896535 0.011507 -2039 1 0.795999 0.400117 -2.242676 1.103724 -4.877898 2.172959 -8.131083 0.008595 -2040 1 0.758119 0.400903 -2.606112 1.110255 -100.546204 -11.840990 -1.916175 0.009110 -2041 1 0.806820 0.397118 -3.255591 1.086701 -6.952783 1.571421 -6.836518 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2.367497 -6.525605 0.001150 -1938 1 0.181782 0.477121 -0.196888 35.678428 -53.794334 -7.618211 -6.497972 0.015972 -1939 1 2.373948 0.383805 -2.224665 0.744476 -3.699128 1.516263 -2.056442 0.002650 -1940 1 3.078955 0.382385 -2.874934 1.011199 -6.845147 1.874781 -2.171047 0.000453 -1941 1 1.073483 0.477121 -0.137172 6.856049 -0.458313 2.076541 -2.906597 0.038443 -1942 1 3.882888 0.368886 -2.008206 1.176223 -15.002327 3.359189 -3.401140 0.009029 -1943 1 3.533322 0.401984 -0.631810 1.251612 -5.529256 3.969644 -7.838138 0.002347 -1944 0 -6.941586 0.372043 -0.406967 8.747314 7.191558 3.999960 -2.080643 0.001737 -1945 1 2.197054 0.382553 -1.893786 0.859433 -8.045992 0.766608 -2.170791 0.003549 -1946 1 2.815657 0.384034 -2.469412 0.614158 -11.382351 3.121124 -3.454997 0.005788 -1947 1 1.792418 0.386713 -5.486959 0.923963 -7.252012 -1.347076 -2.028157 0.005730 -1948 1 1.757506 0.394249 -6.308693 0.984331 -27.742973 -2.176444 -2.007081 0.003211 -1949 0 -6.220675 0.301035 -0.338540 7.912848 -55.472824 3.722699 -15.828932 0.005512 -1950 0 -6.237565 0.303883 -0.267245 7.964461 5.782539 3.851599 -2.842338 0.001309 -1951 1 1.683903 0.401190 -6.552137 0.994036 -22.890049 -2.227770 -1.960025 0.002074 -1952 1 1.684939 0.400377 -2.509380 0.853369 -10.844264 3.999816 -4.190361 0.006516 -1953 1 1.623209 0.397653 -1.321722 0.801762 -11.879809 2.643436 -1.977825 0.002469 -1954 1 1.950286 0.389205 -4.117343 0.749675 -10.164836 0.341295 -2.272630 0.002106 -1955 1 1.466818 0.393270 -6.208992 1.239717 -2.664842 2.464273 -2.020884 0.003105 -1956 1 1.897632 0.388008 -2.817785 0.932738 -5.361328 3.557203 -4.693395 0.002867 -1957 1 1.838993 0.391144 -2.346128 0.829038 -4.792345 3.999321 -6.994699 0.003355 -1958 1 1.552628 0.387810 -3.095574 1.037804 -14.406792 2.114094 -4.709018 0.005038 -1959 1 1.768083 0.392635 -2.732680 0.914464 -5.449387 3.608439 -3.674225 0.004407 -1960 1 0.755298 0.399540 -14.732488 2.715690 -7.804736 2.988989 -1.950261 0.004104 -1961 1 2.399752 0.394837 -2.619316 0.485325 -44.535252 -9.508148 -2.076177 0.001872 -1962 1 1.920791 0.395018 -1.948290 0.942572 -13.417342 2.326580 -2.159995 0.001525 -1963 0 -6.713193 0.370337 -0.864353 8.307196 -15.773464 3.999028 -4.265847 0.001964 -1964 0 -6.801805 0.372838 -0.728118 8.403695 -6.855500 3.998740 -2.408338 0.001774 -1965 1 1.677218 0.401842 -1.806772 0.955033 -29.386166 1.261334 -2.034756 0.001287 -1966 1 1.061362 0.403054 -7.027397 1.487133 -84.787933 -2.928946 -1.936137 0.002537 -1967 0 -7.732654 0.396022 -0.973516 9.274010 -27.899715 2.565591 -2.018039 0.000683 -1968 1 1.166574 0.407746 -7.794912 0.962628 -6.259542 1.334258 -1.931142 0.001447 -1969 1 1.437541 0.392888 -2.220493 1.047530 -5.033512 3.999957 -5.388902 0.006670 -1970 1 1.473768 0.399111 -3.163334 0.899804 -12.841766 3.781842 -4.522922 0.007132 -1971 1 1.214648 0.393825 -3.275117 1.047764 -21.405846 -3.029026 -9.517584 0.008789 -1972 1 1.080247 0.399813 -9.272196 1.288442 -3.794074 1.763121 -1.993641 0.002598 -1973 1 1.204602 0.402363 -4.821424 1.323257 -31.131374 -1.030719 -2.096486 0.006252 -1974 1 0.515748 0.398580 -8.717226 4.258839 -49.221275 -0.998062 -2.094672 0.007164 -1975 1 1.100889 0.396367 -1.628115 1.239963 -15.037769 3.999113 -3.405378 0.003954 -1976 1 1.457114 0.391430 -2.149504 0.686226 -4.704397 3.999989 -4.484423 0.004478 -1977 1 1.140065 0.401325 -5.341430 1.019505 -28.033508 -1.433376 -1.963006 0.002318 -1978 1 0.853089 0.394704 -3.327059 1.553998 -24.762970 2.954692 -6.264797 0.003511 -1979 1 1.019448 0.398535 -3.009799 0.902563 -6.385828 3.118108 -4.972107 0.008517 -1980 1 0.826535 0.401264 -1.971268 1.329131 -12.207241 1.285804 -2.072050 0.002400 -1981 1 0.977596 0.388491 -3.344959 1.200555 -60.296272 3.141937 -5.261114 0.002659 -1982 1 1.023913 0.387179 -3.149950 0.998199 -18.963871 2.049759 -2.034144 0.003596 -1983 1 1.088966 0.393076 -2.783804 0.690767 -15.087771 -0.312617 -2.076460 0.002509 -1984 1 0.899338 0.393848 -1.641218 0.931121 -3.412455 1.506534 -2.033795 0.006179 -1985 0 -6.757607 0.342370 -0.207361 8.511356 7.044089 3.844921 -2.160977 0.002596 -1986 0 -6.248023 0.301030 -0.291534 7.899785 -38.895256 3.303340 -2.311619 0.005835 -1987 0 -6.348292 0.301030 -0.229594 8.064917 6.110763 3.550791 -2.293341 0.004111 -1988 0 -6.300238 0.301030 -0.279833 7.931364 -28.604794 3.986649 -4.465433 0.003904 -1989 0 -6.378433 0.301030 -0.249935 8.014231 -47.434082 4.000000 -7.760185 0.004851 -1990 0 -8.568732 0.399982 -0.731633 10.092720 -30.306442 0.646069 -1.955178 0.002199 -1991 0 -6.874568 0.370335 -0.685563 8.461663 -11.368423 3.999977 -4.468979 0.004502 -1992 0 -8.619782 0.397802 -0.643106 10.115134 -17.919392 0.920089 -1.997028 0.002490 -1993 0 -6.760696 0.372515 -0.721306 8.427473 -9.655596 3.999774 -4.124168 0.000980 -1994 1 1.560247 0.397857 -3.324235 0.993810 -10.489496 2.587142 -3.843481 0.005148 -1995 1 1.263452 0.400904 -2.064903 1.318459 -10.076203 3.955017 -3.608703 0.010143 -1996 1 0.402882 0.401436 -3.756092 6.513371 -17.731136 -0.183483 -2.223112 0.009230 -1997 1 1.404597 0.398492 -3.093550 0.994396 -8.232232 2.694916 -4.054275 0.004708 -1998 0 -7.879446 0.380441 -0.617808 9.403799 -14.688562 2.296663 -5.249043 0.003597 -1999 1 0.620200 0.402044 -3.431149 3.499909 -2.973186 1.400156 -2.088890 0.005071 -2000 1 0.975636 0.407290 -1.777382 1.345192 -3.992640 -0.027576 -1.969702 0.004408 -2001 1 1.259252 0.401609 -3.203743 0.935536 -14.784565 0.544140 -4.384309 0.011082 -2002 1 1.233899 0.404676 -5.278662 0.852921 -19.906515 -2.592015 -1.891071 0.006317 -2003 1 1.208703 0.400661 -2.564159 0.751700 -4.995910 3.264446 -3.467875 0.014845 -2004 1 1.114405 0.408046 -1.430495 0.877796 -12.540422 1.521009 -1.950427 0.007249 -2005 1 1.107781 0.405859 -3.338088 0.926561 -8.275283 -1.866251 -1.905608 0.007354 -2006 1 1.023265 0.401358 -1.809130 0.964452 -8.815505 3.979354 -3.496892 0.015599 -2007 1 1.003032 0.405979 -1.635550 1.024639 -32.419556 0.231476 -1.947901 0.009268 -2008 1 1.421555 0.402307 -2.218384 0.441296 -4.735317 3.170236 -12.767601 0.012595 -2009 1 1.004411 0.399422 -3.162911 0.895833 -5.981731 3.903016 -5.839099 0.016489 -2010 1 0.895221 0.398326 -3.382656 1.049251 -24.090347 0.712416 -10.039120 0.015104 -2011 1 0.936820 0.408403 -1.370957 1.089073 -22.641142 1.756801 -1.928989 0.006770 -2012 1 1.181981 0.402516 -3.121011 0.582702 -131.299652 -13.749893 -1.945587 0.007906 -2013 1 0.938935 0.396982 -2.557374 0.954301 -5.186532 3.758871 -4.572044 0.017005 -2014 1 0.062559 0.405788 -2.384429 31.286813 -18.732065 -3.324070 -2.036113 0.011360 -2015 1 0.888995 0.402238 -3.643293 1.080235 -6.549293 -0.490823 -1.953733 0.009158 -2016 1 0.831353 0.405963 -1.771218 1.226102 -20.176853 1.090445 -1.957161 0.009874 -2017 1 1.976976 0.397335 -2.685212 0.347679 -9.726501 3.972055 -6.100671 0.011854 -2018 1 0.744245 0.403681 -1.536793 2.672529 -3.741205 2.935231 -4.775281 0.015061 -2019 1 0.619057 0.391994 -3.868739 2.768542 -10.413923 -1.101631 -2.092077 0.003468 -2020 1 1.236673 0.399101 -1.815704 0.834564 -19.171383 2.109507 -2.067756 0.003863 -2021 1 1.737508 0.401273 -2.250464 0.469893 -9.122332 3.549618 -5.414115 0.009228 -2022 1 1.264420 0.403971 -3.379039 0.781201 -9.532559 -1.364737 -2.015658 0.005719 -2023 1 1.127214 0.398051 -3.327712 0.931246 -9.506398 3.340024 -7.595578 0.005639 -2024 1 1.121302 0.402814 -2.351009 0.871908 -14.069174 0.158048 -2.079370 0.005286 -2025 1 1.103174 0.385852 -3.005415 0.666474 -5.986367 2.803256 -4.459240 0.011307 -2026 1 1.010003 0.398166 -1.974898 0.846442 -4.263993 0.230944 -1.953372 0.004039 -2027 1 0.853706 0.396448 -2.934531 0.993111 -19.626451 -2.540921 -1.968907 0.006867 -2028 1 0.848542 0.401859 -4.836786 1.081410 -6.775082 0.146513 -1.996610 0.002705 -2029 1 1.023389 0.394294 -2.666745 0.723118 -5.450942 3.218788 -3.828002 0.009513 -2030 1 0.840874 0.396209 -3.420393 1.058329 -9.444151 2.844412 -5.000168 0.008529 -2031 1 0.809637 0.398555 -3.478964 1.066760 -10.769171 1.797052 -4.832677 0.006277 -2032 1 0.720874 0.399028 -2.860930 1.243475 -10.416162 3.623678 -4.159893 0.006461 -2033 1 1.794121 0.402856 -2.013961 0.094504 -34.344269 -2.517002 -1.950467 0.006209 -2034 1 0.856960 0.402348 -18.849436 1.170618 -5.112602 -0.148927 -1.981266 0.006257 -2035 1 0.741125 0.406610 -1.496190 1.593771 -18.747368 2.029043 -2.057282 0.006658 -2036 1 0.894223 0.405390 -1.687680 1.046414 -4.040616 1.264157 -2.029154 0.005640 -2037 1 0.851979 0.397747 -2.295716 0.981645 -4.750175 3.999523 -5.046969 0.013491 -2038 1 0.850756 0.401671 -3.145795 0.948649 -63.339951 -18.835903 -1.896535 0.011507 -2039 1 0.795999 0.400117 -2.242676 1.103724 -4.877898 2.172959 -8.131083 0.008595 -2040 1 0.758119 0.400903 -2.606112 1.110255 -100.546204 -11.840990 -1.916175 0.009110 -2041 1 0.806820 0.397118 -3.255591 1.086701 -6.952783 1.571421 -6.836518 0.010203 -2042 1 0.432035 0.404921 -2.611440 3.085050 -25.647228 -0.725151 -2.058508 0.005281 -2043 1 0.814656 0.400479 -3.308842 0.984876 -29.355251 -2.700017 -1.933667 0.004728 -2044 1 0.669854 0.403950 -3.354909 1.532716 -6.970794 -2.698742 -2.011387 0.003156 -2045 1 0.763819 0.400912 -1.991641 1.159024 -4.632934 3.663219 -3.599794 0.007637 -2046 1 0.837564 0.398684 -2.071012 0.876123 -9.499131 3.999961 -4.093004 0.009711 -2047 1 0.698681 0.404231 -2.037207 1.410600 -4.500431 2.978399 -5.567050 0.005309 -2048 1 0.753586 0.403895 -2.289549 1.226822 -4.733672 3.790675 -4.840533 0.004934 -2049 1 1.211148 0.409042 -2.047054 0.481442 -5.351295 -3.858690 -1.972049 0.007461 -2050 1 0.680799 0.406507 -2.355341 1.651895 -5.513231 3.818612 -4.008999 0.010593 -2051 1 0.842256 0.406141 -2.164646 1.091540 -10.187281 3.999757 -4.153519 0.011025 -2052 1 1.011547 0.406303 -3.013921 0.793945 -21.043617 3.636071 -5.726459 0.009620 -2053 1 1.100088 0.412106 -2.205395 0.749240 -42.841248 -0.411665 -1.935846 0.003661 -2054 1 0.926474 0.407767 -2.442496 1.043795 -13.141130 3.213808 -5.006959 0.009187 -2055 1 1.115361 0.411491 -17.418856 0.720670 -125.795822 -2.597065 -1.907761 0.002794 -2056 1 0.942273 0.407477 -2.638656 1.013237 -13.967370 2.490929 -5.219107 0.009330 -2057 1 0.582626 0.409319 -2.298611 2.040505 -3.283899 2.028730 -1.951840 0.006625 -2058 1 0.809432 0.404066 -3.491048 1.157603 -8.242915 2.074718 -6.183002 0.011695 -2059 1 0.922010 0.412895 -1.243855 0.922911 -31.557953 1.295249 -1.951880 0.006638 -2060 1 0.916388 0.405606 -2.183274 0.909608 -14.272310 3.999498 -4.140443 0.010079 -2061 1 0.855565 0.406230 -2.414696 1.126336 -5.070897 2.723608 -3.991773 0.009855 -2062 1 1.150074 0.411465 -10.963053 0.694190 -10.719358 -2.120388 -1.922510 0.002751 -2063 1 0.790119 0.405602 -2.305135 1.258574 -4.692168 3.703671 -5.619577 0.009541 -2064 1 1.069601 0.406370 -3.136594 0.719517 -12.062308 2.660567 -5.021152 0.008717 -2065 0 -6.890427 0.373514 -0.605150 8.378759 -7.337067 3.999999 -10.381712 0.000995 -2066 0 -6.930784 0.371836 -0.595329 8.407196 -14.048280 3.999991 -4.358967 0.001531 -2067 0 -7.023140 0.381184 -0.690177 8.500341 -135.517838 3.999999 -44.158173 0.001102 -2068 0 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8.708759 1.997254 3.635637 -4.858963 0.002450 -3017 1 1.132613 0.404464 -1.773142 0.879479 -4.361528 3.425719 -3.499276 0.006291 -3018 1 0.539704 0.407584 -6.619708 3.402305 -44.138245 -5.566735 -2.052346 0.003908 -3019 1 1.268043 0.406401 -3.027779 0.706822 -20.324327 3.927731 -30.641483 0.009832 -3020 0 -8.120668 0.399949 -0.974395 9.585024 4.361879 2.186954 -4.789435 0.005148 -3021 1 0.807661 0.413191 -2.262210 2.263767 -14.039856 -0.144651 -1.993337 0.003801 -3022 1 1.172544 0.413424 -2.364554 1.329788 -16.349838 3.279907 -3.700645 0.009856 -3023 0 -8.267664 0.412441 -6.670537 9.711236 4.612489 1.827188 -1.957575 0.003078 -3024 0 -6.892596 0.382875 -0.666421 8.524122 1.437149 3.787702 -4.801565 0.001682 -3025 0 -7.093737 0.379309 -0.591096 8.676819 -23.773132 3.421224 -6.422875 0.000880 -3026 0 -7.281375 0.382782 -0.568218 8.899732 -10.306845 3.055968 -5.354010 0.001050 -3027 0 -8.078629 0.407483 -0.767461 9.617596 -27.964954 1.918083 -2.014767 0.001345 -3028 0 -7.139942 0.382554 -0.545594 8.823702 -11.157314 3.165592 -5.565125 0.001195 -3029 1 1.291523 0.415004 -3.017008 1.153331 -11.467161 3.685120 -4.162529 0.017870 -3030 1 1.364816 0.415345 -2.271380 1.186286 -12.826839 3.029309 -4.899071 0.023884 -3031 0 -7.164977 0.388274 -0.556891 8.898022 -16.184565 3.175391 -4.213633 0.002384 -3032 0 -7.080681 0.388173 -0.537298 8.866707 -11.099692 3.024792 -4.266817 0.002278 -3033 0 -6.986018 0.382467 -0.573460 8.668596 -13.030740 3.276507 -6.869460 0.001475 -3034 0 -7.410034 0.406168 -0.699208 9.067195 -20.894484 3.126500 -2.026998 0.001823 -3035 0 -6.721483 0.369558 -0.493012 8.406051 -26.831871 3.939370 -5.181941 0.000703 -3036 0 -6.622333 0.355200 -0.375512 8.369499 -21.022148 3.812469 -7.839447 0.000300 -3037 0 -6.947586 0.389614 -0.576597 8.725487 4.705945 3.371520 -3.342743 0.003797 -3038 0 -6.731825 0.384937 -0.531168 8.592926 3.472945 4.000000 -4.635908 0.003328 -3039 0 -7.063642 0.387793 -0.306680 8.870346 6.412237 3.404202 -2.147326 0.000964 -3040 0 -6.434709 0.368067 -0.404445 8.385293 4.601309 3.999983 -3.849515 0.001652 -3041 1 0.734741 0.405327 -2.598409 1.829291 -5.477551 2.784134 -9.049759 0.007438 -3042 1 0.959175 0.407582 -2.125459 1.318920 -23.666771 2.434998 -3.914146 0.005999 -3043 1 0.991157 0.401643 -2.470897 0.999212 -41.990715 -1.853648 -1.963995 0.001410 -3044 0 -8.201397 0.402164 -1.392818 9.615459 -5.372630 1.231469 -2.015103 0.000068 -3045 0 -7.169393 0.392081 -0.901894 8.703413 -5.268911 4.000000 -8.269720 0.002202 -3046 0 -7.659016 0.392887 -0.762375 9.219528 -7.255160 2.376304 -2.372841 0.001456 -3047 0 -7.702872 0.402288 -1.224621 9.179047 -7.345878 2.380198 -1.985767 0.000071 -3048 0 -7.593295 0.398189 -0.831774 9.136894 -16.034273 2.595167 -2.010712 0.000054 -3049 1 1.135328 0.401427 -2.519936 0.620495 -13.531734 2.666144 -1.926909 0.005572 -3050 0 -6.956938 0.372582 -0.764196 8.393953 -12.986698 3.999957 -7.849371 0.002419 -3051 0 -7.251565 0.370603 -0.770581 8.634432 -10.160983 3.367608 -3.975183 0.008933 -3052 0 -7.002055 0.368975 -0.738768 8.434487 -11.922076 3.999998 -4.956822 0.005360 -3053 0 -6.588047 0.353999 -0.519640 8.116003 -4.837790 3.977596 -2.779733 0.000301 -3054 1 1.209462 0.408439 -3.009123 1.146418 -13.952475 3.679091 -4.837336 0.008397 -3055 0 -6.783475 0.367242 -0.655491 8.310072 -12.198647 4.000000 -5.235691 0.000916 -3056 1 1.294023 0.406494 -3.137122 1.197219 -12.320255 3.362340 -4.917871 0.006640 -3057 0 -6.897238 0.367607 -0.440220 8.559006 5.728526 3.725428 -32.491974 0.000373 -3058 0 -6.838340 0.376159 -0.422503 8.577705 -6.935596 3.522777 -2.106067 0.000038 -3059 0 -6.819546 0.373122 -0.528982 8.491145 -40.139381 3.484580 -3.989048 0.000637 -3060 0 -6.524190 0.340785 -0.271509 8.334114 -93.232239 3.999998 -2.396860 0.000075 -3061 0 -6.575228 0.363849 -0.304076 8.463541 -0.408246 3.875311 -2.184402 0.000007 -3062 0 -6.350416 0.328563 -0.101583 8.425201 5.967903 3.979111 -2.838716 0.000029 -3063 0 -6.688397 0.384441 -0.407759 8.583502 5.037588 3.540488 -1.968369 0.000604 -3064 0 -6.493310 0.361970 -0.155699 8.572972 6.339414 3.591929 -2.055305 0.000565 -3065 0 -7.312895 0.397465 -0.738418 8.969624 -8.325642 2.984333 -2.053693 0.000599 -3066 0 -6.885034 0.395645 -0.603555 8.691113 3.595268 3.368170 -1.976270 0.000211 -3067 0 -7.391810 0.410010 -1.194178 9.054253 5.033709 2.793537 -1.897807 0.001706 -3068 0 -6.514180 0.345392 -0.186692 8.502041 6.245035 4.000000 -2.364490 0.000060 -3069 0 -6.608269 0.384733 -0.398782 8.576771 6.034690 3.529495 -1.935561 0.001310 -3070 0 -6.281260 0.319226 -0.038932 8.467447 6.568130 4.000000 -2.218888 0.000469 -3071 0 -6.332366 0.343008 -0.098641 8.501089 6.556594 3.819764 -2.045536 0.000816 -3072 0 -6.475216 0.380869 -0.224490 8.655931 7.115787 3.542014 -1.911136 0.002597 diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..f84d36d --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 Dr. Mayuri Rao, Dr. Ravi Subrahmanyan, Dr Saurabh Singh, Mohith P A + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/README.md b/README.md index 37d403a..b56fe0b 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,160 @@ -# GMOSS -This repository contains C codes that generate GMOSS: "Global MOdel for the radio Sky Spectrum". see "https://export.arxiv.org/abs/1607.07453" -Some notes: -There are three sets of codes -1. patch_integrate_besselk_10oct16_1_500 -- This is the actual code that does the fitting of the GMOSS model to input sky maps using physics described in the paper. - Note this code as of the first version on Github is hardcoded to use fixed set of sky maps, and loop over HEALPIX pixels 1 to 500 -- please change to 1 to 3072 if using the original input data sets. +# pygmoss: python implementation of GMOSS (Global MOdel for the radio Sky Spectrum) -2. GMOSS_8aug17.c which uses already optimized GMOSS physical parameters (in the file GMOSS_params_allpix.txt) to generate spectra over a range of frequencies as specified in an input file. +pygmoss is the python implementation of the original GMOSS from the [paper](https://export.arxiv.org/abs/1607.07453) by Dr Mayuri Rao et. al. +It can be applied to any task that requires the generation of all sky maps in the radio frequency range. It processes input all-sky maps mainly the 6 frequencies 22MHz,45MHz, 150MHz, 406MHz, 1440MHz and 23000MHz. Additional all-sky imput maps can be added as when they are obtained. -3. spcgen_eor_GMOSS_saras2_Timbaktu_for_Saurabh_noEoR_nonoise_v2.c which generates expectation of sky spectra with GMOSS as the sky model, when observed by a mock instrument looking up at the sky with a certain antenna beam, having some noise properties, at a certain location (lat,lon). The specifics of the mock observation need to be modified as per the original version pushed on github. Cleaner revisions will be updated in due course which are less hardcoded! +All sky radio maps used in the above paper are given in the pyGMOSS/data directory. -There are also some supporting files, including numerical recipes (author acknowledges the original Numerical Recipes in C and F), sky maps (sources cited in the paper). +## Installation + +pygmoss uses version python version 3.9 and above. +To install pygmoss, use `pip`: + +```bash +pip3 install pygmoss +``` +(optional) + +```bash +pip3 install -r requirements.txt +``` +## Usage +### Step 1: Extract Brightness Temperature Values from the input all sky maps + +To extract brightness temperature values from input all-sky maps, use the `extract_brightness_temperature_at_pixel` in `pygmoss.read_data_at_pixel`. It requires the path to the folder containing the input all-sky maps(requested to go through the function documentation). This function returns a DataFrame containing brightness temperature values. Save this DataFrame into a csv(using pandas.to_csv function) file(brightness tempearature file) for the next step. +``` +from pygmoss.read_data_at_pixel import extract_brightness_temp_at_pixel + +PIXELS = 3072 +CORRECTION_150_OFFSET = 21.4 +CORRECTION_150_SCALING = 1.05 +TCMB = 2.72548 + +df = extract_brightness_temp_at_pixel( + "/mnt/c/Users/mohit/test_gmoss", + PIXELS, + CORRECTION_150_OFFSET, + CORRECTION_150_SCALING, + 150, + TCMB, +) +df.to_csv("brightness_temp_per_pixel.csv", index=False) +``` + +### Step 2: Check which model is applicable to that pixel + +Use the `check_concave_convex` function in `pygmoss.check_concave_convex` to determine if pixels are concave or convex. This function takes the brightness temperature file and convexity file as the inputs and returns a DataFrame containing convexity values(concave or convex). Save this DataFrame into a csv file(convexity file) for the next step. +``` +from pygmoss.check_concave_convex import check_concave_convex + +load_dotenv() +DATA = os.getenv("DATA") +path_to_brightness_temperature_file = DATA + "brightness_temp_per_pixel.csv" + +df = check_concave_convex(path_to_brightness_temperature_file) +df.to_csv(f"{DATA}convexity.csv", index=False) +``` + +### Step 3: For the pixels that use concave model + +Use the `ConcaveModel`(check the documentation) class from `pygmoss.concave_model` to work with concave pixels. Provide the previously saved brightness temperature file and convexity files as inputs to initialize the class and run the `ConcaveModel.fit()` function. This function returns a DataFrame optimized concave model values. Save this DataFrame into csv file for next step. + +``` +from pygmoss.concave_model import ConcaveModel + + +model = ConcaveModel("brightness_temp_per_pixel.csv", "convexity.csv") +df = model.fit() +df.to_csv("concave_pixel_fits.csv", index=False) +``` + +### Step 4: To obtain initial parameters for convex model + +Use the `ConvexModelInitialParameters` class from `pygmoss.convex_model_initial_parameters` file (check the documentation) class to obtain the initial parameters file for convex model function. Provide the previously saved brightness temperature file and convexity files as inputs to initialize the class and run the `ConvexModelInitialParameters.convex_model_initial_parameter_generator()` function. This function returns a DataFrame containing the initial parameters for convex model pixels. Save this DataFrame into a file (convex model initial parameter file) for the next step. + +``` +from pygmoss.convex_model_initial_parameters import ConvexModelInitialParameters +convex_model_initial_parameters = ConvexModelInitialParameters( + "brightness_temp_per_pixel.csv", "convexity.csv", verbose=True +) +df = convex_model_initial_parameters.convex_model_initial_parameter_generator() +df.to_csv("convex_model_initial_parameters.csv") +``` + +### Step 5: For pixels that use the convex model + +Use the `ConvexModel`(check the documentation) class from `pygmoss.convex_model` to work with concave model pixels. Provide the previously saved brightness temperature file and convexity file and convex model initial parameter file as inputs to initialize the class and run the `ConvexModel.fit()` function. This function returns a DataFrame for convex pixels with optimized values. Save this DataFrame into a file for further use. + +``` +from pygmoss.convex_model import ConvexModel + +path_to_brightness_temperature_file = "brightness_temp_per_pixel.csv" +path_to_convexity_file = "convexity.csv" +path_to_initial_parameters_file = "convex_model_initial_parameters.csv" +path_to_convex_fits_file = "convex_pixel_fits.log" +convex_model = ConvexModel( + path_to_brightness_temperature_file, + path_to_convexity_file, + path_to_initial_parameters_file, + path_to_convex_fits_file, + verbose=True, + start_pix=0, + stop_pix=0, +) +convex_model.fit() +``` + +### Step 6: Use the obtained files to generate all sky maps + +In `utils` (`pygmoss.tools`) run the `all_sky_map()` function to generate the all sky map. Run the `btemp_vs_frequency()` to plot brightness temperature vs frequency for a specific pixel. In `utils` has help function `combine_df()` to merge dataframes by 'PIXEL' and other functions mainly concave and convex models called `concave_func()` and `convex_func()` (if working with the individual pixels is desired). + +``` +from pygmoss.utils import all_sky_map +from pygmoss.utils import btemp_vs_frequency +from pygmoss.utils import concave_func +from pygmoss.utils import convex_func + + +frequency = 1200 * 1e-3 # GHz +series = all_sky_map( + "concave_pixel_fits.csv", + "convex_pixel_fits.log", + frequency, + number_of_pixels=3072, + plot_all_sky=True, +) +series.to_csv("all_sky_map_{frequency/1e-3}.csv", index=False, header=False) + +pixel = 2060 +btemp_vs_frequency( + "concave_pixel_fits.csv", + "convex_pixel_fits.log", + "brightness_temp_per_pixel.csv", + pixel_val=pixel, +) + +model_concave_value = concave_func( + 1.7, + -1.7673603339907888, + 6.209947892799811, + 2.8215667328790097, + 2.6599927540080444, + 0.16663361137887173, + 9999.790968653713, + 0.00020113422862317362 + ) +model_convex_value = convex_func( + 1.7, + 8.317511113295733e-07, + 2.51968636124662, + 2.707635701950907, + 247386337.5370596, + 7338.466282609452, + 8000.0, + 0.001 + ) +``` + +## Contributers + +Dr. Mayuri Rao, Dr. Ravi Subrahmanyan, Dr Saurabh Singh, Mohith P. A. \ No newline at end of file diff --git a/__init__.py b/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/adpint.f b/adpint.f deleted file mode 100644 index 0e50852..0000000 --- a/adpint.f +++ /dev/null @@ -1,108 +0,0 @@ - - SUBROUTINE adpint(RINT,XL,XU,REPS,AEPS,DIF,F,IER,NPT,NMAX) -c IMPLICIT DOUBLE PRECISION (A-H,O,P,R-Z) - REAL*8 RINT,XL,XU,REPS,AEPS,DIF,F,RM,AEPSL,RL,RU,XU1,FINT,DIF0 - LOGICAL Q - PARAMETER(IPMAX=100,IFMAX=5,MAXPT=100000) - EXTERNAL F - DIMENSION XU1(IPMAX) - - IFAIL=0 - RINT=0.0 - DIF=0.0 - IF(XL.EQ.XU) RETURN - IF(NMAX.LE.0) NMAX=MAXPT - AEPSL=AEPS - IER=0 - NPT=0 - RL=XL - RU=XU - IU=0 - -1000 CALL KRONRD(FINT,RL,RU,DIF0,NP,F) - NPT=NPT+NP - RM=0.5*(RL+RU) - Q=IU.GE.IPMAX.OR.RM.EQ.RL.OR.RM.EQ.RU - IF(DIF0.LT.AMAX1(ABS(FINT)*REPS,AEPSL).OR.Q) THEN - RINT=RINT+FINT - DIF=DIF+DIF0 - IF(Q.AND.DIF0.GT.AMAX1(ABS(RINT)*REPS,AEPSL)) THEN - IER=11 - IFAIL=IFAIL+1 - IF(IFAIL.GT.IFMAX) THEN - IER=22 - AEPSL=DIF*0.5 - ENDIF - ENDIF - IF(ABS(RU-XU).LT.REPS.OR.IU.LE.0) RETURN - RL=RU - RU=XU1(IU) - IU=IU-1 - ELSE - IU=IU+1 - XU1(IU)=RU - RU=RM - ENDIF - - IF(NPT.LT.NMAX) GO TO 1000 - - IER=13 - RU=XU - CALL KRONRD(FINT,RL,RU,DIF0,NP,F) - NPT=NPT+NP - RINT=RINT+FINT - DIF=DIF+DIF0 - END - -C ---------------------------------------------------------- - - SUBROUTINE KRONRD(RI,A,B,DIF,N,F) -C IMPLICIT DOUBLE PRECISION (A-H,O-P,R-Z) - REAL*8 AT,BT,A,B,FBT,R1,RI,F1,F2,DIF,F,RIA,RIB - REAL*8 W7(4),A7(4),WK7(4),WK15(4),AK15(4) - - - DATA W7 /0.12948496616886969327D0, 0.27970539148927666790D0, - * 0.38183005050511894495D0, 0.41795918367346938775D0/ - DATA A7 /0.94910791234275852452D0, 0.74153118559939443986D0, - * 0.40584515137739716690D0, 0.0/ - DATA WK7 /0.06309209262997855329D0, 0.14065325971552591874D0, - * 0.19035057806478540991D0, 0.20948214108472782801D0/ - DATA WK15 /0.02293532201052922496D0, 0.10479001032225018383D0, - * 0.16900472663926790282D0, 0.20443294007529889241D0/ - DATA AK15 /0.99145537112081263920D0, 0.86486442335976907278D0, - * 0.58608723546769113029D0, 0.20778495500789846760D0/ - - AT=(B-A)/2. - BT=(B+A)/2. -c print*,1,BT - FBT=F(0.0D0+BT) -c print*,11,FBT - R1=W7(4)*FBT - RI=WK7(4)*FBT - DO 2000 K=1,3 -c print*,2,AT*A7(K)+BT - F1=F(0.0D0+AT*A7(K)+BT) -c print*,22,F1 -c print*,3,BT-AT*A7(K) - F2=F(0.0D0+BT-AT*A7(K)) -c print*,33,F2 - R1=R1+W7(K)*(F1+F2) - RI=RI+WK7(K)*(F1+F2) -2000 CONTINUE - - DO 2500 K=1,4 -C print*,45,AT*AK15(K)+BT,BT-AT*AK15(K), -C * AT*AK15(K)+BT+BT-AT*AK15(K) - RIA = F(0.0D0+AT*AK15(K)+BT) - RIB = F(0.0D0+BT-AT*AK15(K)) - RI = RI+WK15(K)*(RIA + RIB) -C RI=RI+WK15(K)*(F(0.0D0+AT*AK15(K)+BT)+F(0.0D0+BT-AT*AK15(K))) -C print*,4545,RI -2500 CONTINUE - - RI=RI*AT - R1=R1*AT - DIF=ABS(RI-R1) - N=15 - END diff --git a/amoeba.c b/amoeba.c deleted file mode 100644 index 3cc2779..0000000 --- a/amoeba.c +++ /dev/null @@ -1,66 +0,0 @@ -#include -#include -#define NRANSI -#include "nrutil.h" -#define NMAX 50000 -#define GET_PSUM \ - for (j=1;j<=ndim;j++) {\ - for (sum=0.0,i=1;i<=mpts;i++) sum += p[i][j];\ - psum[j]=sum;} -#define SWAP(a,b) {swap=(a);(a)=(b);(b)=swap;} - -void amoeba(float **p, float y[], int ndim, float ftol, - float (*funk)(float []), int *nfunk) -{ - float amotry(float **p, float y[], float psum[], int ndim, - float (*funk)(float []), int ihi, float fac); - int i,ihi,ilo,inhi,j,mpts=ndim+1; - float rtol,sum,swap,ysave,ytry,*psum; - - psum=vector(1,ndim); - *nfunk=0; - GET_PSUM - for (;;) { - ilo=1; - ihi = y[1]>y[2] ? (inhi=2,1) : (inhi=1,2); - for (i=1;i<=mpts;i++) { - if (y[i] <= y[ilo]) ilo=i; - if (y[i] > y[ihi]) { - inhi=ihi; - ihi=i; - } else if (y[i] > y[inhi] && i != ihi) inhi=i; - } - rtol=2.0*fabs(y[ihi]-y[ilo])/(fabs(y[ihi])+fabs(y[ilo])); - if (rtol < ftol) { - SWAP(y[1],y[ilo]) - for (i=1;i<=ndim;i++) SWAP(p[1][i],p[ilo][i]) - break; - } - if (*nfunk >= NMAX) {/* printf("NMAX exceeded \n"); */ break;} - *nfunk += 2; - ytry=amotry(p,y,psum,ndim,funk,ihi,-1.0); - if (ytry <= y[ilo]) - ytry=amotry(p,y,psum,ndim,funk,ihi,2.0); - else if (ytry >= y[inhi]) { - ysave=y[ihi]; - ytry=amotry(p,y,psum,ndim,funk,ihi,0.5); - if (ytry >= ysave) { - for (i=1;i<=mpts;i++) { - if (i != ilo) { - for (j=1;j<=ndim;j++) - p[i][j]=psum[j]=0.5*(p[i][j]+p[ilo][j]); - y[i]=(*funk)(psum); - } - } - *nfunk += ndim; - GET_PSUM - } - } else --(*nfunk); - } - free_vector(psum,1,ndim); -} -#undef SWAP -#undef GET_PSUM -#undef NMAX -#undef NRANSI -/* (C) Copr. 1986-92 Numerical Recipes Software #p21E6W)1.1&iE10(9p#. */ diff --git a/amotry.c b/amotry.c deleted file mode 100644 index 57c01bb..0000000 --- a/amotry.c +++ /dev/null @@ -1,26 +0,0 @@ -#define NRANSI -#include "nrutil.h" - -float amotry(float **p, float y[], float psum[], int ndim, - float (*funk)(float []), int ihi, float fac) -{ - int j; - float fac1,fac2,ytry,*ptry; - - ptry=vector(1,ndim); - fac1=(1.0-fac)/ndim; - fac2=fac1-fac; - for (j=1;j<=ndim;j++) ptry[j]=psum[j]*fac1-p[ihi][j]*fac2; - ytry=(*funk)(ptry); - if (ytry < y[ihi]) { - y[ihi]=ytry; - for (j=1;j<=ndim;j++) { - psum[j] += ptry[j]-p[ihi][j]; - p[ihi][j]=ptry[j]; - } - } - free_vector(ptry,1,ndim); - return ytry; -} -#undef NRANSI -/* (C) Copr. 1986-92 Numerical Recipes Software #p21E6W)1.1&iE10(9p#. */ diff --git a/beam_definition_cos2.c b/beam_definition_cos2.c deleted file mode 100644 index 86dc011..0000000 --- a/beam_definition_cos2.c +++ /dev/null @@ -1,26 +0,0 @@ -/* beam_definition.c - * - * defines the beam pattern - * - * function gives values of the beam power pattern - * - * inputs: - * frequency in MHz - * azimuth in radians - * elevation in radians - */ - -#include -#include - -#define PI 3.14159265 - -double beam_definition_cos2(float frequency, double azimuth, double elevation) -{ - double beam; - /* if(elevation<=(PI/4.0)) beam=0.0; */ - /* else */ - beam = cos(2.0*(elevation - PI/2))*cos(2.0*(elevation-PI/2)); - - return(beam); -} diff --git a/beam_definition_cos2_pattern.c b/beam_definition_cos2_pattern.c deleted file mode 100644 index 1d900a5..0000000 --- a/beam_definition_cos2_pattern.c +++ /dev/null @@ -1,26 +0,0 @@ -/* beam_definition.c - * - * defines the beam pattern - * - * function gives values of the beam power pattern - * - * inputs: - * frequency in MHz - * azimuth in radians - * elevation in radians - */ - -#include -#include - -#define PI 3.14159265 - -double beam_definition_cos2_pattern(float frequency, double azimuth, double elevation) -{ - double beam; - if(elevation<=0.0) beam=0.0; - else - beam = sin(elevation)*sin(elevation); - - return(beam); -} diff --git a/besselk.f b/besselk.f deleted file mode 100644 index 11ded82..0000000 --- a/besselk.f +++ /dev/null @@ -1,378 +0,0 @@ -C IMSL ROUTINE NAME - MMBSKR -C -C----------------------------------------------------------------------- -C -C COMPUTER - VAX/DOUBLE -C -C LATEST REVISION - JUNE 1, 1982 -C -C PURPOSE - MODIFIED BESSEL FUNCTION OF THE SECOND KIND -C OF NONNEGATIVE REAL FRACTIONAL ORDER -C FOR REAL POSITIVE ARGUMENTS SCALED BY -C EXP(ARG) -C -C USAGE - CALL MMBSKR (ARG,ORDER,N,BK,IER) -C -C ARGUMENTS ARG - INPUT ARGUMENT. ARG MUST BE TYPED APPRO- -C PRIATELY IN THE CALLING PROGRAM. (SEE THE -C PRECISION/HARDWARE SECTION.) ARG MUST BE -C GREATER THAN ZERO. -C ORDER - INPUT VALUE SPECIFYING THE DESIRED ORDER OF -C THE BESSEL FUNCTION. ORDER MUST BE TYPED -C APPROPRIATELY IN THE CALLING PROGRAM. (SEE -C THE PRECISION/HARDWARE SECTION.) ORDER MUST -C BE GREATER THAN OR EQUAL TO ZERO. -C N - INPUT VALUE SPECIFYING THE NUMBER OF -C FUNCTION VALUES TO BE COMPUTED. -C BK - OUTPUT VECTOR OF LENGTH N CONTAINING THE -C COMPUTED FUNCTION VALUES. BK MUST BE TYPED -C APPROPRIATELY IN THE CALLING PROGRAM. (SEE -C THE PRECISION/HARDWARE SECTION.) BK(1) WILL -C CONTAIN THE COMPUTED VALUE FOR THE INPUT -C ORDER, BK(2) WILL CONTAIN THE COMPUTED -C FUNCTION VALUE FOR ORDER + 1, BK(3) FOR -C ORDER + 2, ETC. -C IER - ERROR PARAMETER. (OUTPUT) -C TERMINAL ERROR -C IER = 129 INDICATES THAT ONE OR MORE OF -C THE INPUT ARGUMENTS, ARG, ORDER, OR N IS -C OUT OF RANGE. BK(I), I=1,N, IS SET TO -C MACHINE INFINITY. -C IER = 130 INDICATES THAT BK(1) IS GREATER -C THAN MACHINE INFINITY. BK(I), I=1,N, IS -C SET TO MACHINE INFINITY. -C IER = 131 INDICATES THAT BK(N)/BK(N-1) IS -C GREATER THAN MACHINE INFINITY, BUT THAT -C BK(1) IS COMPUTED CORRECTLY. BK(I), -C I=2,N, IS SET TO MACHINE INFINITY. -C IER = 131+J INDICATES THAT BK(J) WOULD HAVE -C BEEN GREATER THAN MACHINE INFINITY. -C BK(L), L=J,N, IS SET TO MACHINE INFINITY. -C BK(L), L=1,J-1, IS COMPUTED CORRECTLY. -C -C PRECISION/HARDWARE - DOUBLE/H32,H36 -C - SINGLE/H48,H60 -C -C REQD. IMSL ROUTINES - UERTST,UGETIO -C -C NOTATION - INFORMATION ON SPECIAL NOTATION AND -C CONVENTIONS IS AVAILABLE IN THE MANUAL -C INTRODUCTION OR THROUGH IMSL ROUTINE UHELP -C -C COPYRIGHT - 1982 BY IMSL, INC. ALL RIGHTS RESERVED. -C -C WARRANTY - IMSL WARRANTS ONLY THAT IMSL TESTING HAS BEEN -C APPLIED TO THIS CODE. NO OTHER WARRANTY, -C EXPRESSED OR IMPLIED, IS APPLICABLE. -C -C----------------------------------------------------------------------- -C - SUBROUTINE mmbskr(ARG,ORDER,N,BK,IER) -C SPECIFICATIONS FOR ARGUMENTS - INTEGER N,IER - DOUBLE PRECISION ARG,ORDER,BK(1) -C SPECIFICATIONS FOR LOCAL VARIABLES - DOUBLE PRECISION DMINF,DNTEN,EX,TEMP,TEMP2 - DOUBLE PRECISION A,ALPHA,BK1,BK2,C,D,DM,DMAX,DMIN,D1,D2,D3,ENU, - * F0,F1,F2,P(8),P0,Q(7),Q0,R(4),RATIO,S(4),T(7), - * TOL,TWONU,TWOX,T1,T2,X2BY4,XINF - DATA A/.1159315156584124D0/ - DATA D/.7978845608028654D0/ - DATA DNTEN/38.D0/ - DATA DMIN/2.938735878D-39/ - DATA XINF/1.700000000D+38/ - DATA P(1) /.8056298755690433D0/ - DATA P(2) /.2040455002053652D02/ - DATA P(3) /.1577056051066762D03/ - DATA P(4) /.5366711164692075D03/ - DATA P(5) /.9003827592912888D03/ - DATA P(6) /.7309238866506604D03/ - DATA P(7) /.2292993015094251D03/ - DATA P(8) /.8224670334241132D00/ - DATA Q(1) /.2946019862478505D02/ - DATA Q(2) /.2775778685102212D03/ - DATA Q(3) /.1206703255910274D04/ - DATA Q(4) /.2762914441597915D04/ - DATA Q(5) /.3443740505065646D04/ - DATA Q(6) /.2210631901133786D04/ - DATA Q(7) /.5722673383598922D03/ - DATA R(1) /-.1363145832225935D-02/ - DATA R(2) /.3314384097399805D-01/ - DATA R(3) /-.2506099471699884D0/ - DATA R(4) /.8224670334241132D0/ - DATA S(1) /.2755746186513600D-02/ - DATA S(2) /-.6530826876446539D-01/ - DATA S(3) / .5187115283864121D0/ - DATA S(4) /-.1456159004551443D01/ - DATA T(1) /.0779373862881377D-12/ - DATA T(2) /.1605596120426673D-09/ - DATA T(3) /.2505214205064134D-07/ - DATA T(4) /.2755731902076135D-05/ - DATA T(5) /.1984126984193444D-03/ - DATA T(6) /.8333333333332269D-02/ - DATA T(7) /.1666666666666667D0/ - DATA TOL /2.775557562D-17/ -C A = DLOG(2.D0) - EULER S CONSTANT -C D = DSQRT(2.D0/PI) -C P, Q - APPROXIMATION FOR -C DLOG(DGAMMA(1+ENU))/ENU + EULER S -C CONSTANT -C R, S - APPROXIMATION FOR -C (1-ENU*PI/DSIN(ENU*PI))/(2.D0*ENU) -C T - APPROXIMATION FOR DSINH(Y)/Y -C -C FIRST EXECUTABLE STATEMENT - EX = ARG - DMAX = 10.D0**DNTEN - IER = 0 - IF (ORDER.GE.0.D0.AND.N.GE.1 .AND. EX.GT.0.D0) GO TO 10 - IER = 129 - BK(1) = XINF - IF (N.LT.2) GO TO 9000 - DO 5 K=2,N - BK(K) = XINF - 5 CONTINUE - GO TO 9000 - 10 K = ORDER+0.5D0 - ENU = ORDER-FLOAT(K) - IF (DABS(ENU).LT.1.D-30) ENU = 0.D0 - TWONU = ENU+ENU - IEND = N+K-1 - C = ENU*ENU - D3 = -C - IF (EX.GT.1.D0) GO TO 85 -C CALCULATION OF P0, Q0 AND F0 - D1 = 0.D0 - D2 = P(1) - T1 = 1.D0 - T2 = Q(1) - DO 15 I=2,7,2 - D1 = C*D1+P(I) - D2 = C*D2+P(I+1) - T1 = C*T1+Q(I) - T2 = C*T2+Q(I+1) - 15 CONTINUE - D1 = ENU*D1 - T1 = ENU*T1 - F1 = DLOG(ARG) - F0 = A+ENU*(P(8)-ENU*(D1+D2)/(T1+T2))-F1 - P0 = DEXP(ENU*F0) - Q0 = DEXP(-ENU*(A-ENU*(P(8)+ENU*(D1-D2)/(T1-T2))-F1)) - D1 = 0.D0 - T1 = 0.D0 - DO 20 I=1,4 - D1 = C*D1+R(I) - T1 = C*T1+S(I) - 20 CONTINUE - F1 = ENU*F0 - F1 = F1*F1 - IF (F1.GT.1.3D0) GO TO 30 - D2 = 0.D0 - DO 25 I=1,7 - D2 = F1*D2+T(I) - 25 CONTINUE - D2 = F0+F0*F1*D2 - GO TO 35 - 30 D2 = (DEXP(ENU*F0)-DEXP(-ENU*F0))*.5D0 - D2 = D2/ENU - 35 F0 = D2-ENU*D1/((1.D0+C*T1)*P0) - IF (EX.GT.1.D-10) GO TO 75 -C X.LE.1.0E-10 -C CALCULATION OF K(ENU,X) AND -C X*K(ENU+1,X)/K(ENU,X) - BK(1) = F0+ARG*F0 - RATIO = P0/F0 - C = ARG*DMAX - IF (K.EQ.0) GO TO 55 -C CALCULATION OF K(ORDER,X) AND -C X*K(ORDER+1,X)/K(ORDER,X) -C FOR ORDER .GE. 1/2 - DO 40 I=1,K - TEMP = C/RATIO - IF (BK(1).GE.TEMP) GO TO 45 - BK(1) = RATIO*BK(1)/ARG - TWONU = TWONU+2.D0 - RATIO = TWONU - 40 CONTINUE - GO TO 55 - 45 IER = 130 - DO 50 I=1,N - BK(I) = XINF - 50 CONTINUE - GO TO 9000 - 55 IF (N.EQ.1) GO TO 9005 -C CALCULATION OF -C K(ORDER+L,X)/K(ORDER+L-1,X) -C FOR L = 1, 2,. . ., N - DO 60 I=2,N - IF (RATIO.GE.C) GO TO 65 - BK(I) = RATIO/ARG - TWONU = TWONU+2.D0 - RATIO = TWONU - 60 CONTINUE - JER = 1 - GO TO 140 - 65 DO 70 I=2,N - BK(I) = XINF - 70 CONTINUE - IER = 131 - GO TO 9000 -C 1.0E-10 .LT. X .LE. 1.0 - 75 C = 1.D0 - X2BY4 = 0.25D0*ARG*ARG - P0 = 0.5D0*P0 - Q0 = 0.5D0*Q0 - D1 = -1.D0 - D2 = 0.D0 - BK1 = 0.D0 - BK2 = 0.D0 - F1 = F0 - F2 = P0 - 80 D1 = D1+2.D0 - D2 = D2+1.D0 - D3 = D1+D3 - C = X2BY4*C/D2 - F0 = (D2*F0+P0+Q0)/D3 - P0 = P0/(D2-ENU) - Q0 = Q0/(D2+ENU) - T1 = C*F0 - T2 = C*(P0-D2*F0) - BK1 = BK1+T1 - BK2 = BK2+T2 - TEMP = DABS(T1/(F1+BK1)) - TEMP2 = DABS(T2/(F2+BK2)) - IF (TEMP.GT.TOL .OR. TEMP2.GT.TOL) GO TO 80 - D1 = DEXP(-ARG) - BK1 = (F1+BK1)/D1 - BK2 = 2.D0*(F2+BK2)/(ARG*D1) - DMINF = 24.67D0*EX+3.57D0 - GO TO 120 -C X .GT. 1.0 - 85 TWOX = ARG+ARG - ALPHA = 0.D0 - RATIO = 0.D0 - IF (EX.GT.4.D0) GO TO 105 -C 1.0 .LT. X .LE. 4.0 -C CALCULATION OF K(ENU+1,X)/K(ENU,X) - M = 52.0583D0/EX+5.7607D0 - D2 = M - D1 = D2+D2 - D2 = D2-0.5D0 - D2 = D2*D2 - DO 90 I=2,M - D1 = D1-2.D0 - D2 = D2-D1 - RATIO = (D3+D2)/(TWOX+D1-RATIO) - 90 CONTINUE -C CALCULATION OF I(ABS(ENU),X) AND -C I(ABS(ENU)+1,X) BY BACKWARD -C RECURRENCE AND K(ENU,X) FROM THE -C WRONSKIAN - M = 2.7782D0*EX+14.4303D0 - C = DABS(ENU) - D3 = C+C - D1 = D3-1.D0 - D2 = M - F1 = DMIN - F0 = (2.D0*(C+D2)/ARG+0.5D0*ARG/(C+D2+1.D0))*DMIN - DO 95 I=3,M - D2 = D2-1.D0 - F2 = (D3+D2+D2)*F0 - ALPHA = (1.D0+D1/D2)*(F2+ALPHA) - F2 = F2/ARG+F1 - F1 = F0 - F0 = F2 - 95 CONTINUE - F1 = (D3+2.D0)*F0/ARG+F1 - D1 = 0.D0 - T1 = 1.D0 - DO 100 I=1,7 - D1 = C*D1+P(I) - T1 = C*T1+Q(I) - 100 CONTINUE - P0 = DEXP(C*(A+C*(P(8)-C*D1/T1)-DLOG(ARG)))/ARG - F2 = (C+0.5D0-RATIO)*F1/ARG - BK1 = P0+(D3*F0-F2+F0+ALPHA)/(F2+F1+F0)*P0 - DMINF = 4.263D0*EX+23.977D0 - GO TO 115 -C X .GT. 4.0 -C CALCULATION OF K(ENU,X) AND -C K(ENU+1,X)/K(ENU,X) BY BACKWARD -C RECURRENCE - 105 M = 185.3004D0/EX+9.3715D0 - DM = M - D2 = DM-0.5D0 - D2 = D2*D2 - D1 = DM+DM - DO 110 I=2,M - DM = DM-1.D0 - D1 = D1-2.D0 - D2 = D2-D1 - RATIO = (D3+D2)/(TWOX+D1-RATIO) - ALPHA = (RATIO+RATIO*ALPHA)/DM - 110 CONTINUE - BK1 = 1.D0/((D+D*ALPHA)*DSQRT(ARG)) - DMINF = 0.94219D0*(EX-DABS(EX-20.D0))+52.3363D0 -C -C CALCULATION OF K(ENU+1,X) FROM -C K(ENU,X) AND K(ENU+1,X)/K(ENU,X) - 115 BK2 = BK1+BK1*(ENU+0.5D0-RATIO)/ARG -C -C CALCULATION OF IER , K(ORDER+I,X), -C I = 0, 1, . . ., IER-1, .. -C K(ORDER+I,X)/K(ORDER+I-1,X), -C I = IER, IER+1, . . ., N - 120 BK(1) = BK1 - IF (IEND.EQ.0) GO TO 9005 - J = 2-K - IF (J.GT.0) BK(J) = BK2 - IF (IEND.EQ.1) GO TO 9005 - M = DMINF-ENU - IF (M.GT.IEND) M = IEND - DO 125 I=2,M - T1 = BK1 - BK1 = BK2 - TWONU = TWONU+2.D0 - BK2 = TWONU/ARG*BK1+T1 - J = J+1 - IF (J.GT.0) BK(J) = BK2 - 125 CONTINUE - IF (M.EQ.IEND) GO TO 9005 - RATIO = BK2/BK1 - MPLUS1 = M+1 - IER = 130 - KK = 1 - DO 135 I=MPLUS1,IEND - TWONU = TWONU+2.D0 - RATIO = TWONU/ARG+1.D0/RATIO - J = J+1 - IF (J.LE.1) GO TO 130 - BK(J) = RATIO - GO TO 135 - 130 TEMP = DMAX/RATIO - IF (BK2.GE.TEMP) GO TO 155 - BK2 = RATIO*BK2 - 135 CONTINUE - JER = MPLUS1-K - IF (JER.LE.0) JER = 1 - IF (JER.EQ.1) BK(1) = BK2 - IF (N.EQ.1) GO TO 9005 - 140 J = JER+1 - DO 145 I=J,N - IER = 131+I - TEMP = DMAX/BK(I) - IF (BK(I-1).GE.TEMP) GO TO 150 - BK(I) = BK(I-1)*BK(I) - 145 CONTINUE - IER = 0 - GO TO 9005 - 150 KK = IER-131 - 155 DO 160 I=KK,N - BK(I) = XINF - 160 CONTINUE - 9000 CONTINUE -C CALL UERTST(IER,6HMMBSKR) - 9005 RETURN - END - - diff --git a/cal_lst.c b/cal_lst.c deleted file mode 100644 index d0c19be..0000000 --- a/cal_lst.c +++ /dev/null @@ -1,62 +0,0 @@ -/* cal_lst_2011.c -* -* compute LST - the local apparent sidereal time - from UTC (as Julian date) and longitude -* assumes DUT1 = UT1-UTC = 0.3 sec which is correct late 2012 -* -* using equations from aa.usno.navy.mil/faq/docs/GAST.php -* -*/ - -#include -#include -#define PI 3.14159265358979 - -double cal_lst(double utc_julian_date, double longitude_radians) -{ - int julian_day,day_of_year; - long int yyyy,mmmm,dddd,jjdd; - double ut1_julian_date,time_ut1,gmst,lst,gast; - double dd,TT,HH,JD0,D0,DD; - double ee, LL, OO, DP, eqeq; - - ut1_julian_date = utc_julian_date + (double)0.3/(3600.0*24.0); - /* assume DUT1 = UT1-UTC = 0.3 sec which is correct late 2012 */ - - julian_day = (int)floor(ut1_julian_date + 0.5); - time_ut1 = (ut1_julian_date+0.5) - (double)julian_day; - if(time_ut1 >= 1.0) time_ut1 -= 1.0; - if(time_ut1 < 0.0) time_ut1 += 1.0; - JD0 = (double)julian_day - 0.5; - HH = (ut1_julian_date - (double)JD0)*24.0; - D0 = JD0 - 2451545.0; - DD = ut1_julian_date - 2451545.0; - TT = DD/36525.0; - - gmst = 6.697374558 + 0.06570982441908 * D0 + 1.00273790935 * HH + 0.000026 * TT*TT; - while(gmst>=24.0) gmst -= 24.0; - while(gmst<0.0) gmst += 24.0; - -// printf("gmst2 = %g\n",gmst); - - ee = 23.4393 - 0.0000004 * DD; - LL = 280.47 + 0.98565 * DD; - OO = 125.04 - 0.052954 * DD; - - ee *= PI/180.0; - LL *= PI/180.0; - OO *= PI/180.0; - - DP = -0.000319*sin(OO) - 0.000024*sin(2*LL); - eqeq = DP * cos(ee); - - gast = gmst + eqeq; - - lst = gast + (longitude_radians*180.0/PI)*(24.0/360.0); - if(lst>24.0) lst -= 24.0; - if(lst<0.0) lst += 24.0; - - lst *= (360.0*PI)/(24.0*180.0); - - return lst; -} - diff --git a/eor_Tb_values.dat b/eor_Tb_values.dat deleted file mode 100644 index c7a98cd..0000000 --- a/eor_Tb_values.dat +++ /dev/null @@ -1,1910 +0,0 @@ -1.000000000000000021e-02 -3.069551494264633265e-02 -1.009999999999999960e-02 -3.107943014260068984e-02 -1.019999999999999900e-02 -3.145528503356950778e-02 -1.029999999999999839e-02 -3.182313972226431809e-02 -1.039999999999999779e-02 -3.218305431539665584e-02 -1.049999999999999892e-02 -3.253508891967807348e-02 -1.059999999999999831e-02 -3.287930364182010956e-02 -1.069999999999999771e-02 -3.321575858853430263e-02 -1.079999999999999710e-02 -3.354451386653219819e-02 -1.089999999999999650e-02 -3.386562958252531397e-02 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vector with subscript range v[nl..nh] */ -{ - float *v; - - v=(float *)malloc((size_t) ((nh-nl+1+NR_END)*sizeof(float))); - if (!v) nrerror("allocation failure in vector()"); - return v-nl+NR_END; -} - -int *ivector(long nl, long nh) -/* allocate an int vector with subscript range v[nl..nh] */ -{ - int *v; - - v=(int *)malloc((size_t) ((nh-nl+1+NR_END)*sizeof(int))); - if (!v) nrerror("allocation failure in ivector()"); - return v-nl+NR_END; -} - -unsigned char *cvector(long nl, long nh) -/* allocate an unsigned char vector with subscript range v[nl..nh] */ -{ - unsigned char *v; - - v=(unsigned char *)malloc((size_t) ((nh-nl+1+NR_END)*sizeof(unsigned char))); - if (!v) nrerror("allocation failure in cvector()"); - return v-nl+NR_END; -} - -unsigned long *lvector(long nl, long nh) -/* allocate an unsigned long vector with subscript range v[nl..nh] */ -{ - unsigned long *v; - - v=(unsigned long *)malloc((size_t) ((nh-nl+1+NR_END)*sizeof(long))); - if (!v) nrerror("allocation failure in lvector()"); - return v-nl+NR_END; -} - -double *dvector(long nl, long nh) -/* allocate a double vector with subscript range v[nl..nh] */ -{ - double *v; - - v=(double *)malloc((size_t) ((nh-nl+1+NR_END)*sizeof(double))); - if (!v) nrerror("allocation failure in dvector()"); - return v-nl+NR_END; -} - -float **matrix(long nrl, long nrh, long ncl, long nch) -/* allocate a float matrix with subscript range m[nrl..nrh][ncl..nch] */ -{ - long i, nrow=nrh-nrl+1,ncol=nch-ncl+1; - float **m; - - /* allocate pointers to rows */ - m=(float **) malloc((size_t)((nrow+NR_END)*sizeof(float*))); - if (!m) nrerror("allocation failure 1 in matrix()"); - m += NR_END; - m -= nrl; - - /* allocate rows and set pointers to them */ - m[nrl]=(float *) malloc((size_t)((nrow*ncol+NR_END)*sizeof(float))); - if (!m[nrl]) nrerror("allocation failure 2 in matrix()"); - m[nrl] += NR_END; - m[nrl] -= ncl; - - for(i=nrl+1;i<=nrh;i++) m[i]=m[i-1]+ncol; - - /* return pointer to array of pointers to rows */ - return m; -} - -double **dmatrix(long nrl, long nrh, long ncl, long nch) -/* allocate a double matrix with subscript range m[nrl..nrh][ncl..nch] */ -{ - long i, nrow=nrh-nrl+1,ncol=nch-ncl+1; - double **m; - - /* allocate pointers to rows */ - m=(double **) malloc((size_t)((nrow+NR_END)*sizeof(double*))); - if (!m) nrerror("allocation failure 1 in matrix()"); - m += NR_END; - m -= nrl; - - /* allocate rows and set pointers to them */ - m[nrl]=(double *) malloc((size_t)((nrow*ncol+NR_END)*sizeof(double))); - if (!m[nrl]) nrerror("allocation failure 2 in matrix()"); - m[nrl] += NR_END; - m[nrl] -= ncl; - - for(i=nrl+1;i<=nrh;i++) m[i]=m[i-1]+ncol; - - /* return pointer to array of pointers to rows */ - return m; -} - -int **imatrix(long nrl, long nrh, long ncl, long nch) -/* allocate a int matrix with subscript range m[nrl..nrh][ncl..nch] */ -{ - long i, nrow=nrh-nrl+1,ncol=nch-ncl+1; - int **m; - - /* allocate pointers to rows */ - m=(int **) malloc((size_t)((nrow+NR_END)*sizeof(int*))); - if (!m) nrerror("allocation failure 1 in matrix()"); - m += NR_END; - m -= nrl; - - - /* allocate rows and set pointers to them */ - m[nrl]=(int *) malloc((size_t)((nrow*ncol+NR_END)*sizeof(int))); - if (!m[nrl]) nrerror("allocation failure 2 in matrix()"); - m[nrl] += NR_END; - m[nrl] -= ncl; - - for(i=nrl+1;i<=nrh;i++) m[i]=m[i-1]+ncol; - - /* return pointer to array of pointers to rows */ - return m; -} - -float **submatrix(float **a, long oldrl, long oldrh, long oldcl, long oldch, - long newrl, long newcl) -/* point a submatrix [newrl..][newcl..] to a[oldrl..oldrh][oldcl..oldch] */ -{ - long i,j,nrow=oldrh-oldrl+1,ncol=oldcl-newcl; - float **m; - - /* allocate array of pointers to rows */ - m=(float **) malloc((size_t) ((nrow+NR_END)*sizeof(float*))); - if (!m) nrerror("allocation failure in submatrix()"); - m += NR_END; - m -= newrl; - - /* set pointers to rows */ - for(i=oldrl,j=newrl;i<=oldrh;i++,j++) m[j]=a[i]+ncol; - - /* return pointer to array of pointers to rows */ - return m; -} - -float **convert_matrix(float *a, long nrl, long nrh, long ncl, long nch) -/* allocate a float matrix m[nrl..nrh][ncl..nch] that points to the matrix -declared in the standard C manner as a[nrow][ncol], where nrow=nrh-nrl+1 -and ncol=nch-ncl+1. The routine should be called with the address -&a[0][0] as the first argument. */ -{ - long i,j,nrow=nrh-nrl+1,ncol=nch-ncl+1; - float **m; - - /* allocate pointers to rows */ - m=(float **) malloc((size_t) ((nrow+NR_END)*sizeof(float*))); - if (!m) nrerror("allocation failure in convert_matrix()"); - m += NR_END; - m -= nrl; - - /* set pointers to rows */ - m[nrl]=a-ncl; - for(i=1,j=nrl+1;i (dmaxarg2) ?\ - (dmaxarg1) : (dmaxarg2)) - -static double dminarg1,dminarg2; -#define DMIN(a,b) (dminarg1=(a),dminarg2=(b),(dminarg1) < (dminarg2) ?\ - (dminarg1) : (dminarg2)) - -static float maxarg1,maxarg2; -#define FMAX(a,b) (maxarg1=(a),maxarg2=(b),(maxarg1) > (maxarg2) ?\ - (maxarg1) : (maxarg2)) - -static float minarg1,minarg2; -#define FMIN(a,b) (minarg1=(a),minarg2=(b),(minarg1) < (minarg2) ?\ - (minarg1) : (minarg2)) - -static long lmaxarg1,lmaxarg2; -#define LMAX(a,b) (lmaxarg1=(a),lmaxarg2=(b),(lmaxarg1) > (lmaxarg2) ?\ - (lmaxarg1) : (lmaxarg2)) - -static long lminarg1,lminarg2; -#define LMIN(a,b) (lminarg1=(a),lminarg2=(b),(lminarg1) < (lminarg2) ?\ - (lminarg1) : (lminarg2)) - -static int imaxarg1,imaxarg2; -#define IMAX(a,b) (imaxarg1=(a),imaxarg2=(b),(imaxarg1) > (imaxarg2) ?\ - (imaxarg1) : (imaxarg2)) - -static int iminarg1,iminarg2; -#define IMIN(a,b) (iminarg1=(a),iminarg2=(b),(iminarg1) < (iminarg2) ?\ - (iminarg1) : (iminarg2)) - -#define SIGN(a,b) ((b) >= 0.0 ? fabs(a) : -fabs(a)) - -void nrerror(char error_text[]); -float *vector(long nl, long nh); -int *ivector(long nl, long nh); -unsigned char *cvector(long nl, long nh); -unsigned long *lvector(long nl, long nh); -double *dvector(long nl, long nh); -float **matrix(long nrl, long nrh, long ncl, long nch); -double **dmatrix(long nrl, long nrh, long ncl, long nch); -int **imatrix(long nrl, long nrh, long ncl, long nch); -float **submatrix(float **a, long oldrl, long oldrh, long oldcl, long oldch, - long newrl, long newcl); -float **convert_matrix(float *a, long nrl, long nrh, long ncl, long nch); -float ***f3tensor(long nrl, long nrh, long ncl, long nch, long ndl, long ndh); -void free_vector(float *v, long nl, long nh); -void free_ivector(int *v, long nl, long nh); -void free_cvector(unsigned char *v, long nl, long nh); -void free_lvector(unsigned long *v, long nl, long nh); -void free_dvector(double *v, long nl, long nh); -void free_matrix(float **m, long nrl, long nrh, long ncl, long nch); -void free_dmatrix(double **m, long nrl, long nrh, long ncl, long nch); -void free_imatrix(int **m, long nrl, long nrh, long ncl, long nch); -void free_submatrix(float **b, long nrl, long nrh, long ncl, long nch); -void free_convert_matrix(float **b, long nrl, long nrh, long ncl, long nch); -void free_f3tensor(float ***t, long nrl, long nrh, long ncl, long nch, - long ndl, long ndh); - -#endif /* _NR_UTILS_H_ */ diff --git a/patch_integrate_besselk_10oct16_1_500.c b/patch_integrate_besselk_10oct16_1_500.c deleted file mode 100644 index 790afa9..0000000 --- a/patch_integrate_besselk_10oct16_1_500.c +++ /dev/null @@ -1,899 +0,0 @@ -/* This is a c code that ought to fit a spectrum to a set of five measurements - at 22, 45, 150, 408, 1420 and 23G - The spectrum is a model containing a broken power law synthrotron - This version attempts to improve accuracy by scaling values - This version changes from adaptive integration to qromo for writing out the spectrum - in the 2000-6000 MHz range only in steps of 10 MHz. - - This version fits using integration in gamma space rather than x=nu/nu_c - - The output file generated is in 2 columns with frequency and temperature. - - Output is read and processed for smoothness using fit_complex_spectrum_b.py - - Original from Mayuri 03 Dec 2015 - Modified by Ravi thereafter -*/ - -#include -#include -#include -#include -//#include -#include -//#include -#include -//#include -//#include -#include -#include - -typedef double (*func1arg) (double); - -void amoeba(float **p, float y[], int ndim, float ftol, - float (*funk)(float []), int *nfunk); -float amotry(float **p, float y[], float psum[], int ndim, - float (*funk)(float []), int ihi, float fac); - -void mmbskr_(double *ARG,double *ORDER,int *N, double *BK, int *IER); - -void adpint_(double *rint, double *xl, double *xu, double *reps, double *aeps, - double *dif, double (*func)(double), int *ier, int *npt, int *nmax); -double qromo(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)); -double midpnt(double (*func)(double), double a, double b, int n); -double qromo_alternate(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)); -double midpnt_alternate(double (*func)(double), double a, double b, int n); -void polint(double xa[], double ya[], int n, double x, double *y, double *dy); -void polint_alternate(double xa[], double ya[], int n, double x, double *y, double *dy); - -/* functions for interpolation of recombination data - and conversion between brightness intensity and temperature */ -void spline(float x[], float y[], int n, float yp1, float ypn, float y2[]); -void splint(float xa[], float ya[], float y2a[], int n, float x, float *y); - -#define kk 1.3806488e-23 // m^2 kg s^-1 -#define hh 6.62606957e-34 // m^2 kg s^-2 K^-1 -#define cvel 2.99792458e+08 // m s^-1 -#define m_e 9.1e-31 -#define q_e 1.6e-19 -#define sin_alph 1.0 -#define Bmag 1e-9 // Tesla == 10 micro-Gauss -#define PI 3.14159265358979 -#define FTOL 1.0e-6 -#define T_e 8000.0 // Thermal electron temperature -#define TCMB 2.72548 -#define NHPIX 3072 -#define GSPAN 100.0 - -#define NN 5000 // length of array containing EoR spectrum - -/* Global variables */ -float *xx, *yy; -double xnu,xri,xrk,xrip,xrkp; -double nu,alpha1,alpha2,temp1,temp2,output,fnorm,fnorm1,fnorm2; -double AA,BB,C1,C2,D,ft,therm,fbreak; -int flag; -double nu_break; -float x,y; -float f1,f2; -float inttolf = 1.0e-8; -float difft[7]; -double gama_min,gama_max,gama_break,scale_gam_nu; -int nrecurs = 10000000; - -/* Evaulate bessel function of order 5/3, integrand */ -double modbessik2(double u) -{ - double ARG, ORDER, BK[1]; - int N, IER; - xnu = 5.0/3.0; - ORDER = (double) xnu; - N = 1; - ARG = (double)(1.0/u); - mmbskr_(&ARG,&ORDER,&N,BK,&IER); - xrk = BK[0]/exp(ARG); - return (double)(xrk/(u*u)); -} - -/* Evaulate bessel function of order 5/3, integrand - float modbessik2float(float u) - { - double ARG, ORDER, BK[1]; - int N, IER; - xnu = 5.0/3.0; - ORDER = (double) xnu; - N = 1; - ARG = (double)(1.0/u); - mmbskr_(&ARG,&ORDER,&N,BK,&IER); - xrk = BK[0]/exp(ARG); - return (float)(xrk/(u*u)); - } -*/ - -double fofx1(double gama) -{ - double p1,nu_c; - double integ; - - double x; - double rint, xl, xu, reps, aeps, dif; - int ier, npt, nmax; - - nu_c = (gama*gama*scale_gam_nu)/1.0e9; //GHz - x = ((double)nu/nu_c); - - xl = (double)0.0; - xu = (double)(1/x); - reps = (double)inttolf; - aeps = (double)inttolf; - nmax = nrecurs; - - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,modbessik2,&ier,&npt,&nmax); - //adapt_gq3(modbessik2,xl,xu,reps,&rint,&aeps,&npt); - // rint = (double)qromo(modbessik2float,(float)xl,(float)xu,midpnt); - - p1 = (double)((2*C1) - 3.0); - integ = rint*pow(gama,-1.0*p1)*(x); - return integ; -} - -double fofx1float(double gamafloat) -{ - double p1,nu_c,gama; - double integ; - - double x; - double rint, xl, xu, reps, aeps, dif; - int ier, npt, nmax; - - gama = (double)gamafloat; - nu_c = (gama*gama*scale_gam_nu)/1.0e9; //GHz - x = ((double)nu/nu_c); - - xl = (double)0.0; - xu = (double)(1/x); - reps = (double)inttolf; - aeps = (double)inttolf; - nmax = nrecurs; - - // adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,modbessik2,&ier,&npt,&nmax); - // rint = (double)qromo_alternate(modbessik2float,(float)xl,(float)xu,midpnt_alternate); - rint = qromo_alternate(modbessik2,xl,xu,midpnt_alternate); - - p1 = (double)((2*C1) - 3.0); - integ = rint*pow(gama,-1.0*p1)*(x); - return integ; -} - - -float func(float pp[]) -{ - int i; - double FFIT,nu_min,nu_max,nu_break,Tx,Te,nu_t,extn,d_alph; - float chisq,DDIF; - - double rint, rint1, rint2, xl, xu, xb, reps, aeps, dif; - int ier, npt, nmax; - - /* Use global variables C1 for temperature spectral index to pass to fofx1 */ - fnorm = pow(10.0,(double)pp[1]); - alpha1 = pow(10.0,(double)pp[2]); - d_alph = pow(10.0,(double)pp[3]); - alpha2 = alpha1+d_alph; - nu_break = pow(10.0,(double)pp[4]); - Tx = pow(10.0,(double)pp[5]); - Te = pow(10.0,(double)pp[6]); - nu_t = pow(10.0,(double)pp[7]); - - reps = (double)inttolf; - aeps = (double)inttolf; - nmax = nrecurs; - - /* Impose conditions on parameters, If violated chisquare explodes */ - if ( alpha1 < 2.0 || alpha1 > 3.0) - { return 100000.0; } - if ( alpha2 < 2.0 || alpha2 > 3.0) - { return 100000.0; } - if(Te < 0.0 || Te > 10000.0) - { return 100000.0; } - - /* Compute Chisquare */ - chisq=0.0; - for (i=1;i<=6;i++) - { - nu = (double)xx[i]; - nu_min = nu*1e9/(double)GSPAN; - nu_max = nu*1e9*(double)GSPAN; - gama_min = sqrt((double)(nu_min)/scale_gam_nu); - gama_max = sqrt((double)(nu_max)/scale_gam_nu); - gama_break = sqrt((double)(nu_break)/scale_gam_nu); - xl = (double)gama_min; - xu = (double)gama_max; - xb = (double)gama_break; - - if(xl > xb) - { - C1 = alpha2; - //adapt_gq3(fofx1,xl,xu,reps,&rint,&aeps,&npt); - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else if(xu < xb) - { - C1 = alpha1; - //adapt_gq3(fofx1,xl,xu,reps,&rint,&aeps,&npt); - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else - { - xu = xb; - C1 = alpha1; - //adapt_gq3(fofx1,xl,xu,reps,&rint1,&aeps,&npt); - adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint1 *= pow((double)(gama_break),(double)(2*C1-3)); - xl = xb; - xu = (double)gama_max; - C1 = alpha2; - //adapt_gq3(fofx1,xl,xu,reps,&rint2,&aeps,&npt); - adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint2 *= pow((double)(gama_break),(double)(2*C1-3)); - rint = rint1 + rint2; - } - extn = exp((double)-1.0*pow((nu_t/nu),(double)2.1)); - FFIT = fnorm*((pow(nu,-2.0)*rint) + Tx*pow(nu,-2.1))*extn + Te*((double)1.0-extn); - DDIF = (yy[i] - (float)FFIT)/yy[i]; - difft[i]=(DDIF); - if (i <= 6) {chisq += (DDIF*DDIF);} - } - chisq /= 6.0; - return chisq; -} - -float func1(float pp[]) -{ - - int i; - double FFIT,d_alph,temp,Tx,Te,extn,nu_t; - float chisq,DDIF; - - /* Use global variables C1 for temperature spectral index to pass to fofx1 */ - - fnorm1 = pow(10.0,(double)pp[1]); - alpha1 = pow(10.0,(double)pp[2]); - d_alph = pow(10.0,(double)pp[3]); - fnorm2 = pow(10.0,(double)pp[4]); - alpha2 = alpha1-d_alph; - Tx = pow(10.0,(double)pp[5]); - Te = pow(10.0,(double)pp[6]); - nu_t = pow(10.0,(double)pp[7]); - - /* Impose conditions on parameters, If violated chisquare explodes */ - if ( alpha1 < 2.0 || alpha1 > 3.0) - { return 100000.0; } - if ( alpha2 < 2.0 || alpha2 > 3.0) - { return 100000.0; } - if(Te < 0.0 || Te > 10000.0) - { return 100000.0; } - - /* Compute Chisquare */ - chisq=0.0; - for (i=1;i<=6;i++) - { - extn = exp((double)-1.0*pow((nu_t/xx[i]),2.1)); - temp = pow((double)xx[i],-1.0*alpha1) + fnorm2*pow((double)xx[i],-1.0*alpha2); - FFIT = fnorm1*(temp + Tx*pow(xx[i],-2.1))*extn + Te*((double)1.0-extn); - DDIF = (yy[i] - (float)FFIT)/yy[i]; - difft[i]=DDIF; - if (i <= 6) {chisq += (DDIF*DDIF);} - } - chisq /= 6.0; - return chisq; -} - -main() -{ - static const char filename_22[] = "../../data/all_sky_maps_5deg/map_22_r4_5deg_nested_galactic_Kelvin.txt"; - static const char filename_45[] = "../../data/all_sky_maps_5deg/map_45_r4_5deg_nested_galactic_Kelvin.txt"; - static const char filename_150[] = "../../data/all_sky_maps_5deg/map_150_r4_5deg_nested_galactic_Kelvin.txt"; - static const char filename_408[] = "../../data/all_sky_maps_5deg/map_408_r4_5deg_nested_galactic_Kelvin.txt"; - static const char filename_1420[] = "../../data/all_sky_maps_5deg/map_1420_r4_5deg_nested_galactic_Kelvin.txt"; - static const char filename_23G[] = "../../data/all_sky_maps_5deg/map_23000_r4_5deg_nested_galactic_Kelvin.txt"; - static const char filename_fit_params[]="../../data/eor_sim/total_model_params_10oct16_1_500.txt"; - static const char filename_pixel_spec[]="../../data/eor_sim/total_model_spec_10oct16_1_500.txt"; - static const char filename_eor[]= "../../data/eor_sim/eor_Tb_values.dat"; - - double rint, rint1, rint2, xl, xu, xb, reps, aeps, dif,Tx,Te,extn, nu_t; - int ier, npt, nmax; - - int npoints1; - float *xarray,*yarray,*y2; - float read1,read2; - float ffmin,ffmax; - float yp1,ypn,yf; - - /* Variable declarations */ - float *yamoeba,*afit,*aafit,*cof,**pfun,*yfit,*sky_22, - *sky_45,*sky_150,*sky_408,*sky_1420,*sky_23000; - FILE *fptr, *fptr1,*fptr2; - float read_value; - float break_freq; - float correction_150offset = 21.4; // Kelvin, Patra et al. 2015 - float correction_150scaling = 1.05; // Patra et al. 2015 - char inbuf[200]; - float T_150,T_408,T_1420,T_23G,gama_1,gama_2,gama_3,nu_min,nu_max; - float chisq; - int i,ii,jj,j,nu_min_MHz,nu_max_MHz,nfunc; - xx = vector(1,6); - yy = vector(1,6); - yamoeba = vector(1,8); - afit = vector(1,7); - aafit = vector(1,7); - cof = vector(1,7); - pfun = matrix(1,8,1,7); - sky_22 = vector(1,NHPIX); - sky_45 = vector(1,NHPIX); - sky_150 = vector(1,NHPIX); - sky_408 = vector(1,NHPIX); - sky_1420 = vector(1,NHPIX); - sky_23000 = vector(1,NHPIX); - - // read in the sky maps and coordinates; subtract CMB where necessary; - - fptr=fopen(filename_22,"r"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g",&read_value); - sky_22[i]=read_value; - ++i; - } - fclose(fptr); - //printf(" Read %d values from 22 MHz image \n",i); - - fptr=fopen(filename_45,"r"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g",&read_value); - sky_45[i]=read_value; - ++i; - } - fclose(fptr); - //printf(" Read %d values from 45 MHz image \n",i); - - fptr=fopen(filename_150,"r"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g",&read_value); - sky_150[i]=(read_value - correction_150offset)*correction_150scaling; - sky_150[i]= sky_150[i]-TCMB; - ++i; - } - fclose(fptr); - //printf(" Read %d values from 150 MHz image \n",i); - - fptr=fopen(filename_408,"r"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g",&read_value); - sky_408[i]=read_value-TCMB; - ++i; - } - fclose(fptr); - //printf(" Read %d values from 408 MHz image \n",i); - - fptr=fopen(filename_1420,"r"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g",&read_value); - sky_1420[i]=read_value-TCMB; - ++i; - } - fclose(fptr); - //printf(" Read %d values from 1420 MHz image \n",i); - - fptr=fopen(filename_23G,"r"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g",&read_value); - sky_23000[i]=read_value; - ++i; - } - fclose(fptr); - //printf(" Read %d values from 23000 MHz image \n",i); - - int fflush(FILE *fptr); - - fptr = fopen(filename_fit_params,"a+"); - fptr2 = fopen(filename_pixel_spec,"a+"); - scale_gam_nu = (double)(3.0*q_e*Bmag*sin_alph)/(4.0*PI*m_e*cvel); - - for(ii=60; ii<76; ii++) - { - nu = powf(1.05,(float)ii)/1e3; - fprintf(fptr2,"%f ",nu); - } - for (ii=40; ii<201; ii++) - { - nu = (float)(ii)/1e3; - fprintf(fptr2,"%f ",nu); - } - for(ii=109; ii<210; ii++) - { - nu = powf(1.05,(float)ii)/1e3; - fprintf(fptr2,"%f ",nu); - } - fprintf(fptr2," \n"); - - - /* Frequency in GHz */ - xx[1]=0.022; - xx[2]=0.045; - xx[3]=0.150; - xx[4]=0.408; - xx[5]=1.420; - xx[6]=22.690; - - reps = (double)inttolf; - aeps = (double)inttolf; - nmax = nrecurs; - // printf("Pixel alpha1 alpha2\n"); - for (j=1;j<=500;++j) - { - printf("\n\n****************\n\nPixel number: %d\n",j); - { - yy[1] = sky_22[j]; - yy[2] = sky_45[j]; - yy[3] = sky_150[j]; - yy[4] = sky_408[j]; - yy[5] = sky_1420[j]; - yy[6] = sky_23000[j]; - - printf("temperatures : %f %f %f %f %f %f \n",yy[1],yy[2],yy[3],yy[4],yy[5],yy[6]); - - /* Spectral index between 45 MHz and 150 MHz */ - alpha1 = (double)(log10f(yy[2]) - log10f(yy[3]))/(log10f(xx[3]) - log10f(xx[2])); - if(alpha1 < 2.0) alpha1 = 2.0001; - if(alpha1 > 3.0) alpha1 = 2.9999; - /* Spectral index between 408 MHz and 1420 MHz */ - alpha2 = (double)(log10f(yy[4]) - log10f(yy[5]))/(log10f(xx[5]) - log10f(xx[4])); - if(alpha2 < 2.0) alpha2 = 2.0001; - if(alpha2 > 3.0) alpha2 = 2.9999; - - // printf("%d %f %f\n",j,alpha1,alpha2); - nu_break = sqrt(0.150*0.408)*1e9; - Te = 8000.0; - nu_t = 0.001; - extn = (double)exp((double)-1.0*pow((nu_t/xx[5]),(double)2.1)); - - /* If data requires alpha2 steeper than alpha1, then model as synchrotron with break */ - if(alpha1 < alpha2) - { - printf("Alpha2 steeper than alpha1! \n"); - /* Initial computation of normalization */ - nu = (double)1.420; - flag = 0; - nu_min = nu*1e9/GSPAN; - nu_max = nu*1e9*GSPAN; - gama_min = sqrt((double)(nu_min)/scale_gam_nu); - gama_max = sqrt((double)(nu_max)/scale_gam_nu); - gama_break = sqrt((double)(nu_break)/scale_gam_nu); - - xb = gama_break; - xl = gama_min; - xu = gama_max; - - if(xl > xb) - { - C1 = alpha2; - // adapt_gq3(fofx1,xl,xu,reps,&rint,&aeps,&npt); - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else if(xu < xb) - { - C1 = alpha1; - //adapt_gq3(fofx1,xl,xu,reps,&rint,&aeps,&npt); - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else - { - xu = xb; - C1 = alpha1; - //adapt_gq3(fofx1,xl,xu,reps,&rint1,&aeps,&npt); - adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint1 *= pow((double)(gama_break),(double)(2*C1-3)); - xl = xb; - xu = (double)gama_max; - C1 = alpha2; - //adapt_gq3(fofx1,xl,xu,reps,&rint2,&aeps,&npt); - adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint2 *= pow((double)(gama_break),(double)(2*C1-3)); - rint = rint1 + rint2; - } - fnorm = (double)(yy[5] - (Te*((double)1.0-(double)extn)))/((powf(nu,-2.0)*(float)rint)*extn); - printf("fnorm is %f\n",fnorm); - printf("rint is %f\n",rint); - printf("extn is %f\n",extn); - - nu = (double)22.690; - nu_min = nu*1e9/GSPAN; - nu_max = nu*1e9*GSPAN; - gama_min = sqrt((double)(nu_min)/scale_gam_nu); - gama_max = sqrt((double)(nu_max)/scale_gam_nu); - gama_break = sqrt((double)(nu_break)/scale_gam_nu); - - xb = gama_break; - xl = gama_min; - xu = gama_max; - - if(xl > xb) - { - C1 = alpha2; - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else if(xu < xb) - { - C1 = alpha1; - adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else - { - xu = xb; - C1 = alpha1; - adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint1 *= pow((double)(gama_break),(double)(2*C1-3)); - xl = xb; - xu = (double)gama_max; - C1 = alpha2; - adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint2 *= pow((double)(gama_break),(double)(2*C1-3)); - rint = rint1 + rint2; - } - extn = exp((double)-1.0*pow((nu_t/nu),2.1)); - temp1 = fnorm*extn; - Tx = (((yy[6] - Te*(1.0-extn))/temp1)-(powf(nu,-2.0)*(float)rint))/pow(xx[5],-2.1); - if (Tx <= 0.0) - { - Tx = (double)1.0e-10; - printf("Tx negative!\n"); - } - printf("Te is %f\n",Te); - printf("Initial values of fnorm, alpha1, alpha2 fbreak (MHz), Tx, Te, nu_t: %e %f %f %f %e %f %f\n",fnorm,alpha1,alpha2,nu_break/1e6,Tx,Te,nu_t); - - afit[1] = (float)log10(fnorm); - afit[2] = (float)log10(alpha1); - afit[3] = (float)log10(alpha2 - alpha1); - afit[4] = (float)log10(nu_break); - afit[5] = (float)log10(Tx); - afit[6] = (float)log10(Te); - afit[7] = (float)log10(nu_t); - chisq = func(afit); - printf("Chisq and sqrt(chisq) before optimization = %e %e \n",chisq,sqrtf(chisq)); - printf(" differences: %f %f %f %f %f %f\n", - difft[1],difft[2],difft[3],difft[4],difft[5],difft[6]); - - for(ii=1;ii<=8;ii++) - { - for(jj=1;jj<=7;jj++) - { - aafit[jj]=pfun[ii][jj]=(ii==(jj+1) ? afit[jj]*1.5 : afit[jj]); - } - yamoeba[ii]=func(aafit); - } - printf("Going to optimize\n"); - amoeba(pfun,yamoeba,7,FTOL,func,&nfunc); - - printf("\n OPTIMIZATION DONE\n\n"); - - cof[1]=pfun[1][1]; - cof[2]=pfun[1][2]; - cof[3]=pfun[1][3]; - cof[4]=pfun[1][4]; - cof[5]=pfun[1][5]; - cof[6]=pfun[1][6]; - cof[7]=pfun[1][7]; - - afit[1] = cof[1]; - afit[2] = cof[2]; - afit[3] = cof[3]; - afit[4] = cof[4]; - afit[5] = cof[5]; - afit[6] = cof[6]; - afit[7] = cof[7]; - - fnorm = powf(10.0,cof[1]); - printf("Fit variables fnorm, alpha1, alpha2, nu_break (MHz), Tx, Te, nu_t: %e %f %f %f %f %f %f\n", - fnorm,powf(10.0,cof[2]),powf(10.0,cof[3])+powf(10.0,cof[2]),powf(10.0,cof[4])/1e6,powf(10.0,cof[5]),powf(10.0,cof[6]),powf(10.0,cof[7])); - - chisq = func(afit); - printf("Chisq and sqrt(chisq) after optimization = %e %e \n",chisq,sqrtf(chisq)); - printf(" differences: %f %f %f %f %f %f \n",difft[1],difft[2],difft[3],difft[4],difft[5],difft[6]); - fprintf(fptr,"%d %d %f %f %f %f %f %f %f %f\n",j,flag,cof[1],cof[2],cof[3],cof[4],cof[5],cof[6],cof[7],chisq); - - /* for(ii=60; ii<76; ii++) */ - /* { */ - /* nu = pow((double)1.05,(double)ii)/(double)1e3; */ - /* nu_min = nu*1e9/GSPAN; */ - /* nu_max = nu*1e9*GSPAN; */ - /* gama_min = sqrt((nu_min)/scale_gam_nu); */ - /* gama_max = sqrt((nu_max)/scale_gam_nu); */ - /* xl = (double)gama_min; */ - /* xu = (double)gama_max; */ - - /* fnorm = pow((double)10.0,(double)afit[1]); */ - /* alpha1 = pow(10.0,(double)afit[2]); */ - /* alpha2 = pow(10.0,(double)afit[3])+pow(10.0,(double)afit[2]); */ - /* nu_break = pow(10.0,(double)afit[4]); */ - /* gama_break = sqrt((nu_break)/scale_gam_nu); */ - /* xb = (double)gama_break; */ - /* Tx = pow((double)10.0,(double)afit[5]); */ - /* Te = pow((double)10.0,(double)afit[6]); */ - /* nu_t = pow((double)10.0,(double)afit[7]); */ - - /* if(xl > xb) */ - /* { */ - /* C1 = alpha2; */ - /* adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* } */ - /* else if(xu < xb) */ - /* { */ - /* C1 = alpha1; */ - /* adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* } */ - /* else */ - /* { */ - /* xu = xb; */ - /* C1 = alpha1; */ - /* adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint1 *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* xl = xb; */ - /* xu = (double)gama_max; */ - /* C1 = alpha2; */ - /* adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint2 *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* rint = rint1 + rint2; */ - /* } */ - /* extn = exp((double)-1.0*pow((nu_t/nu),2.1)); */ - /* output = fnorm*(powf(nu,-2.0)*(float)rint + Tx*pow(nu,-2.1))*extn + Te*(1.0-extn); */ - /* fprintf(fptr2,"%20.15lf ",output); */ - /* } */ - for(ii=2000; ii<6001; ii=ii+10) - { - //printf(" Computing output spectrum at freq %d MHz \n",ii); - nu = (double)(ii)/(double)1e3; - nu_min = nu*(double)1e9/(double)GSPAN; - nu_max = nu*(double)1e9*(double)GSPAN; - gama_min = sqrt((nu_min)/scale_gam_nu); - gama_max = sqrt((nu_max)/scale_gam_nu); - xl = (double)gama_min; - xu = (double)gama_max; - - fnorm = pow((double)10.0,(double)afit[1]); - alpha1 = pow(10.0,(double)afit[2]); - alpha2 = pow(10.0,(double)afit[3])+pow(10.0,(double)afit[2]); - nu_break = pow(10.0,(double)afit[4]); - gama_break = sqrt((nu_break)/scale_gam_nu); - xb = (double)gama_break; - Tx = pow((double)10.0,(double)afit[5]); - Te = pow((double)10.0,(double)afit[6]); - nu_t = pow((double)10.0,(double)afit[7]); - - if(xl > xb) - { - C1 = alpha2; - // adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else if(xu < xb) - { - C1 = alpha1; - // adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint *= pow((double)(gama_break),(double)(2*C1-3)); - } - else - { - xu = xb; - C1 = alpha1; - // adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint1 = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint1 *= pow((double)(gama_break),(double)(2*C1-3)); - xl = xb; - xu = (double)gama_max; - C1 = alpha2; - // adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); - rint2 = (double)qromo(fofx1float,(float)xl,(float)xu,midpnt); - rint2 *= pow((double)(gama_break),(double)(2*C1-3)); - rint = rint1 + rint2; - } - extn = exp((double)-1.0*pow((nu_t/nu),2.1)); - output = fnorm*(powf(nu,-2.0)*(float)rint + Tx*pow(nu,-2.1))*extn + Te*(1.0-extn);/* + (double)yf */ - fprintf(fptr2,"%20.15lf ",output); - } - /* for(ii=109; ii<210; ii++) */ - /* { */ - /* nu = pow((double)1.05,(double)ii)/(double)1e3; */ - /* nu_min = nu*1e9/GSPAN; */ - /* nu_max = nu*1e9*GSPAN; */ - /* gama_min = sqrt((nu_min)/scale_gam_nu); */ - /* gama_max = sqrt((nu_max)/scale_gam_nu); */ - /* xl = (double)gama_min; */ - /* xu = (double)gama_max; */ - - /* fnorm = pow((double)10.0,(double)afit[1]); */ - /* alpha1 = pow(10.0,(double)afit[2]); */ - /* alpha2 = pow(10.0,(double)afit[3])+pow(10.0,(double)afit[2]); */ - /* nu_break = pow(10.0,(double)afit[4]); */ - /* gama_break = sqrt((nu_break)/scale_gam_nu); */ - /* xb = (double)gama_break; */ - /* Tx = pow((double)10.0,(double)afit[5]); */ - /* Te = pow((double)10.0,(double)afit[6]); */ - /* nu_t = pow((double)10.0,(double)afit[7]); */ - - - /* if(xl > xb) */ - /* { */ - /* C1 = alpha2; */ - /* adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* } */ - /* else if(xu < xb) */ - /* { */ - /* C1 = alpha1; */ - /* adpint_(&rint,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* } */ - /* else */ - /* { */ - /* xu = xb; */ - /* C1 = alpha1; */ - /* adpint_(&rint1,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint1 *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* xl = xb; */ - /* xu = (double)gama_max; */ - /* C1 = alpha2; */ - /* adpint_(&rint2,&xl,&xu,&reps,&aeps,&dif,fofx1,&ier,&npt,&nmax); */ - /* rint2 *= pow((double)(gama_break),(double)(2*C1-3)); */ - /* rint = rint1 + rint2; */ - /* } */ - /* extn = exp((double)-1.0*pow((nu_t/nu),2.1)); */ - /* output = fnorm*(powf(nu,-2.0)*(float)rint + Tx*pow(nu,-2.1))*extn + Te*(1.0-extn); */ - /* fprintf(fptr2,"%20.15lf ",output); */ - /* } */ - fprintf(fptr2,"\n"); - /********************************************/ - } - /* If data requires alpha2 flatter than alpha1, then model as sum of power laws, i.e. steep and flat spectrum sources */ - else - { - printf("alpha2 flatter than alpha1!\n"); - flag = 1; - /* Initial computation of normalization of the form: T(nu) = fnorm1*(nu^-alpha1) + fnorm2*(nu^-alpha2) */ - fnorm1 = yy[3]/(pow(xx[3],-1.0*alpha1)); - fnorm2 = (yy[4]/(pow(xx[4],-1.0*alpha2)))/fnorm1; - - extn = exp((double)-1.0*pow((nu_t/xx[6]),2.1)); - Tx = ((double)1.0/pow(xx[6],-2.1))*(((yy[6]-Te*((double)1.0-extn))/(fnorm1*extn))-((pow(xx[6],-1.0*alpha1))+(fnorm2*pow(xx[6],-1.0*alpha2)))); - - if (Tx <=0.0) - { - printf("Tx negative!\n"); - Tx = (double)1.0e-10; - } - - afit[1] = (float)log10(fnorm1); - afit[2] = (float)log10(alpha1); - afit[3] = (float)log10(alpha1 - alpha2); - afit[4] = (float)log10(fnorm2); - afit[5] = (float)log10(Tx); - afit[6] = (float)log10(Te); - afit[7] = (float)log10(nu_t); - - printf("Initial values of fnorm1, alpha1, alpha1-alpha2 fnorm2: %e %f %f %f %f %f %f\n",fnorm1,alpha1,alpha2,fnorm2,Tx,Te,nu_t); - chisq = func1(afit); - printf("Chisq and sqrt(chisq) before optimization = %e %e \n",chisq,sqrtf(chisq)); - printf(" differences: %f %f %f %f %f %f\n", - difft[1],difft[2],difft[3],difft[4],difft[5],difft[6]); - - for(ii=1;ii<=8;ii++) - { - for(jj=1;jj<=7;jj++) - { - aafit[jj]=pfun[ii][jj]=(ii==(jj+1) ? afit[jj]*1.5 : afit[jj]); - } - yamoeba[ii]=func1(aafit); - } - - amoeba(pfun,yamoeba,7,FTOL,func1,&nfunc); - - printf("\n OPTIMIZATION DONE\n\n"); - - cof[1]=pfun[1][1]; - cof[2]=pfun[1][2]; - cof[3]=pfun[1][3]; - cof[4]=pfun[1][4]; - cof[5]=pfun[1][5]; - cof[6]=pfun[1][6]; - cof[7]=pfun[1][7]; - - afit[1] = cof[1]; - afit[2] = cof[2]; - afit[3] = cof[3]; - afit[4] = cof[4]; - afit[5] = cof[5]; - afit[6] = cof[6]; - afit[7] = cof[7]; - - fnorm1 = pow(10.0,(double)cof[1]); - fnorm2 = pow(10.0,(double)cof[4]); - alpha1 = pow(10.0,(double)cof[2]); - alpha2 = alpha1 - pow(10.0,(double)cof[3]); - printf("Fit variables fnorm1, alpha1, alpha2, fnorm2: %e %f %f %f\n", - fnorm1,powf(10.0,cof[2]),powf(10.0,cof[2])-powf(10.0,cof[3]),fnorm2); - Tx = pow((double)10.0,(double)afit[5]); - Te = pow((double)10.0,(double)afit[6]); - nu_t = pow((double)10.0,(double)afit[7]); - - chisq = func1(afit); - printf("Chisq and sqrt(chisq) after optimization = %e %e \n",chisq,sqrtf(chisq)); - printf(" differences: %f %f %f %f %f %f \n",difft[0],difft[1],difft[2],difft[3],difft[4],difft[5]); - fprintf(fptr,"%d %d %f %f %f %f %f %f %f %f\n",j,flag,fnorm1,cof[2],cof[3],fnorm2,cof[5],cof[6],cof[7],chisq); - - /* for(ii=60; ii<76; ii++) */ - /* { */ - /* nu = powf(1.05,(float)ii)/1e3; */ - /* extn = exp((double)-1.0*pow((nu_t/nu),(double)2.1)); */ - /* output = fnorm1*(pow(nu,-1.0*alpha1) + fnorm2*(pow(nu,-1.0*alpha2)) + Tx*pow(nu,-2.1))*extn + Te*((double)1.0 - extn); */ - /* fprintf(fptr2,"%20.15lf ",output); */ - /* } */ - for(ii=2000; ii<6001; ii=ii+10) - { - nu = (float)(ii)/1e3; - extn = exp((double)-1.0*pow((nu_t/nu),(double)2.1)); - output = fnorm1*(pow(nu,-1.0*alpha1) + fnorm2*(pow(nu,-1.0*alpha2)) + Tx*pow(nu,-2.1))*extn + Te*((double)1.0 - extn); - fprintf(fptr2,"%20.15lf ",output); - } - /* for(ii=109; ii<210; ii++) */ - /* { */ - /* nu = powf(1.05,(float)ii)/1e3; */ - /* extn = exp((double)-1.0*pow((nu_t/nu),(double)2.1)); */ - /* output = fnorm1*(pow(nu,-1.0*alpha1) + fnorm2*(pow(nu,-1.0*alpha2)) + Tx*pow(nu,-2.1))*extn + Te*((double)1.0 - extn); */ - /* fprintf(fptr2,"%20.15lf ",output); */ - /* } */ - - fprintf(fptr2," \n"); - - } - } - } - fclose(fptr); - fclose(fptr2); - free_vector(sky_22,1,NHPIX); - free_vector(sky_45,1,NHPIX); - free_vector(sky_150,1,NHPIX); - free_vector(sky_408,1,NHPIX); - free_vector(sky_1420,1,NHPIX); - free_vector(sky_23000,1,NHPIX); - free_vector(xx,1,6); - free_vector(yy,1,6); - free_vector(yamoeba,1,7); - free_vector(afit,1,7); - free_vector(aafit,1,7); - free_matrix(pfun,1,8,1,7); - free_vector(cof,1,7); -} - diff --git a/patch_integrate_besselk_10oct16_1_500.mak b/patch_integrate_besselk_10oct16_1_500.mak deleted file mode 100644 index a362b3e..0000000 --- a/patch_integrate_besselk_10oct16_1_500.mak +++ /dev/null @@ -1,39 +0,0 @@ -patch_integrate_besselk_10oct16_1_500: patch_integrate_besselk_10oct16_1_500.o \ - nrutil.o adpint.o amoeba.o amotry.o besselk.o qromo.o midpnt.o polint.o \ - qromo_alternate.o midpnt_alternate.o polint_alternate.o spline.o splint.o - gfortran -o patch_integrate_besselk_10oct16_1_500 \ - patch_integrate_besselk_10oct16_1_500.o nrutil.o besselk.o adpint.o \ - amoeba.o amotry.o qromo.o midpnt.o polint.o qromo_alternate.o midpnt_alternate.o \ - polint_alternate.o spline.o splint.o \ - -L/usr/local/lib \ - -L/usr/lib \ - -lm -patch_integrate_besselk_10oct16_1_500.o : patch_integrate_besselk_10oct16_1_500.c - gfortran -c patch_integrate_besselk_10oct16_1_500.c -nrutil.o : nrutil.c - gfortran -c nrutil.c -amoeba.o : amoeba.c - gfortran -c amoeba.c -amotry.o : amotry.c - gfortran 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"pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"] + +[metadata] +lock-version = "2.0" +python-versions = ">=3.9,<3.13" +content-hash = "b24b2011cc877e8bf1f917f4e017138bc664da4353d815b654dbd5a62230782f" diff --git a/polint.c b/polint.c deleted file mode 100644 index 248d194..0000000 --- a/polint.c +++ /dev/null @@ -1,40 +0,0 @@ -#include -#define NRANSI -#include "nrutil.h" - - -void polint(double xa[], double ya[], int n, double x, double *y, double *dy) -{ - int i,m,ns=1; - double den,dif,dift,ho,hp,w; - double *c,*d; - - dif=fabs(x-xa[1]); - c=dvector(1,n); - d=dvector(1,n); - for (i=1;i<=n;i++) { - if ( (dift=fabs(x-xa[i])) < dif) { - ns=i; - dif=dift; - } - c[i]=ya[i]; - d[i]=ya[i]; - } - *y=ya[ns--]; - for (m=1;m -#define NRANSI -#include "nrutil.h" - - -void polint_alternate(double xa[], double ya[], int n, double x, double *y, double *dy) -{ - int i,m,ns=1; - double den,dif,dift,ho,hp,w; - double *c,*d; - - dif=fabs(x-xa[1]); - c=dvector(1,n); - d=dvector(1,n); - for (i=1;i<=n;i++) { - if ( (dift=fabs(x-xa[i])) < dif) { - ns=i; - dif=dift; - } - c[i]=ya[i]; - d[i]=ya[i]; - } - *y=ya[ns--]; - for (m=1;m tifr /home/soft/IDL/astron/astro/precess.pro -C NAME: -C PRECESS -C PURPOSE: -C Precess coordinates from EPOCH1 to EPOCH2. -C CALLING SEQUENCE: -C CALL PRECESS,RA,DEC,EPOCH1,EPOCH2 -C INPUTS: -C RA - Input right ascension in DEGREES -C DEC - Input declination in DEGREES -C OUTPUTS: -C RA - Right ascension after precession in DEGREES -C DEC - Declination after precession in DEGREES -C SIDE EFFECTS: -C The input RA and DEC are modified to give the values after precession. -C RESTRICTIONS: -C Accuracy of precession decreases for declination values near 90 -C degrees. PRECESS should not be used more than 2.5 centures from -C 1900. -C PROCEDURE: -C Algorithm from Computational Spherical Astronomy by Taff (1983), -C p. 24. -C -C ALL CALCULATIONS ARE DONE IN DOUBLE PRECISION. -C********************************************************************** - - real*8 CDR,RA_RAD,DEC_RAD,A,CSR,T,ST - real*8 R(3,3),X(3),X2(3),B,C - real*8 SINA,SINB,SINC,COSA,COSB,COSC - real*4 RA,DEC - - - CDR = 0.17453292519943D-1 - -C Convert to double precision if not already. - - RA_RAD = RA*CDR - DEC_RAD = DEC*CDR - A = DCOS(DEC_RAD) - -C input direction cosines - - X(1) = A*DCOS(RA_RAD) - X(2) = A*DSIN(RA_RAD) - X(3) = DSIN(DEC_RAD) - - CSR = CDR/3600.D0 - T = 0.001D0*(EPOCH2-EPOCH1) - ST = 0.001D0*(EPOCH1-1900.D0) - -C Compute 3 rotation angles - - A = CSR*T*(23042.53D0 + ST*(139.75D0 +0.06D0*ST)+ - 1 T*(30.23D0 - 0.27D0*ST+18.0D0*T)) - B = CSR*T*T*(79.27D0 + 0.66D0*ST + 0.32D0*T) + A - C = CSR*T*(20046.85D0 - ST*(85.33D0 + 0.37D0*ST)+ - 1 T*(-42.67D0 - 0.37D0*ST -41.8D0*T)) - - SINA = DSIN(A) - SINB = DSIN(B) - SINC = DSIN(C) - COSA = DCOS(A) - COSB = DCOS(B) - COSC = DCOS(C) - - R(1,1) = COSA*COSB*COSC-SINA*SINB - R(2,1) = SINA*COSB+COSA*SINB*COSC - R(3,1) = COSA*SINC - R(1,2) = -COSA*SINB-SINA*COSB*COSC - R(2,2) = COSA*COSB-SINA*SINB*COSC - R(3,2) = -SINA*SINC - R(1,3) = -COSB*SINC - R(2,3) = -SINB*SINC - R(3,3) = COSC - -C X2 = R#X rotate to get output direction cosines - - do i = 1,3 - X2(i) = 0.D0 - do j = 1,3 - X2(i) = X2(i) + R(i,j)*X(j) - end do - end do - - RA_RAD = DATAN2(X2(2),X2(1)) - - DEC_RAD = DASIN(X2(3)) - - RA = RA_RAD/CDR - if(RA.LT.0.)RA = RA + 360. - DEC = DEC_RAD/CDR - - RETURN - END - diff --git a/pyGMOSS/.env b/pyGMOSS/.env new file mode 100644 index 0000000..9d5844a --- /dev/null +++ b/pyGMOSS/.env @@ -0,0 +1,3 @@ +# DATA=/mnt/c/Users/mohit/GMOSS_Project_RRI/GMOSS_python/GMOSS/pyGMOSS/data/ +IMAGES=/mnt/c/Users/mohit/GMOSS_Project_RRI/GMOSS_python/GMOSS/pyGMOSS/images/ +DATA=/mnt/c/Users/mohit/GMOSS_Project_RRI/GMOSS_python/pyGMOSS_package/pygmoss/data/ \ No newline at end of file diff --git a/pyGMOSS/__init__.py b/pyGMOSS/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pyGMOSS/check_concave_convex.py b/pyGMOSS/check_concave_convex.py new file mode 100644 index 0000000..c1444c7 --- /dev/null +++ b/pyGMOSS/check_concave_convex.py @@ -0,0 +1,101 @@ +import pandas as pd +import numpy as np + + +def check_concave_convex(path_to_brightness_temperature_file: str) -> pd.DataFrame: + """ + Description: + ------------- + This function checks the concavity/convexity of the spectrum at each pixel using data returned from + the program "read_data_at_pixel.py". This function takes the path of the brightness temperature data file + as input, reads the data into a pandas dataframe, and then computes the alpha values and concavity/convexity flags for + each pixel. The output is a pandas DataFrame containing the pixel number, alpha1, alpha2 and concavity/convexity flag. + + Parameters + ------------- + - path_to_brightness_temperature_file : str. File Name of data file containing brightness temperature per pixel. + + Returns + ------------- + -df: pandas.DataFrame + DataFrame containing the pixel number, alpha1, alpha2 and concavity/convexity flag. + + Example Usage: + ------------- + from dotenv import load_dotenv + import os + + load_dotenv() + DATA = os.getenv("DATA") + + path_to_brightness_temperature_file = DATA + "brightness_temp_per_pixel.csv" + df = check_concave_convex(path_to_brightness_temperature_file) + df.to_csv(f"{DATA}convexity.csv", index=False) + + """ + + df = pd.read_csv(path_to_brightness_temperature_file) + n_pixels = len(df) + + convexity_list = [] + for pixel in range(n_pixels): + convexity = {} + convexity["PIXEL"] = pixel + 1 + print(f"Pixel Number: {pixel+1}") + + freq_45_in_GHz = 45 * 1e-3 + b_temp_45_list = df.loc[:, "45MHz"] + b_temp_45 = b_temp_45_list[pixel] + + freq_150_in_GHz = 150 * 1e-3 + b_temp_150_list = df.loc[:, "150MHz"] + b_temp_150 = b_temp_150_list[pixel] + + alpha_1 = (np.log10(b_temp_45) - np.log10(b_temp_150)) / ( + np.log10(freq_150_in_GHz) - np.log10(freq_45_in_GHz) + ) + if alpha_1 < 2.0: + alpha_1 = 2.0 + if alpha_1 > 3.0: + alpha_1 = 3.0 + convexity["ALPHA_1"] = alpha_1 + + freq_408_in_GHz = 408 * 1e-3 + b_temp_408_list = df.loc[:, "408MHz"] + b_temp_408 = b_temp_408_list[pixel] + + freq_1420_in_GHz = 1420 * 1e-3 + b_temp_1420_list = df.loc[:, "1420MHz"] + b_temp_1420 = b_temp_1420_list[pixel] + + alpha_2 = (np.log10(b_temp_408) - np.log10(b_temp_1420)) / ( + np.log10(freq_1420_in_GHz) - np.log10(freq_408_in_GHz) + ) + if alpha_2 < 2.0: + alpha_2 = 2.0 + if alpha_2 > 3.0: + alpha_2 = 3.0 + convexity["ALPHA_2"] = alpha_2 + + if alpha_1 < alpha_2: + convexity["Concave/Convex"] = "Convex" + else: + convexity["Concave/Convex"] = "Concave" + + convexity_list.append(convexity) + + df = pd.DataFrame(convexity_list) + + return df + + +if __name__ == "__main__": + from dotenv import load_dotenv + import os + + load_dotenv() + DATA = os.getenv("DATA") + path_to_brightness_temperature_file = DATA + "brightness_temp_per_pixel.csv" + + df = check_concave_convex(path_to_brightness_temperature_file) + df.to_csv(f"{DATA}convexity.csv", index=False) diff --git a/pyGMOSS/concave_model.py b/pyGMOSS/concave_model.py new file mode 100644 index 0000000..efa5119 --- /dev/null +++ b/pyGMOSS/concave_model.py @@ -0,0 +1,232 @@ +import numpy as np +import pandas as pd +from scipy.optimize import minimize, Bounds +import matplotlib.pyplot as plt +import glob + + +class ConcaveModel: + """ + Class Name: + ------------- + ConcaveModel + + Description: + ------------- + This class represents the concave spectal model + + Parameters: + ------------- + - path_to_brightness_temperature_file (str): + The path to the file containing brightness temperature data. + - path_to_convexity_file (str): + The path to the file containing convexity data. + - T_e (float): + The electron temperature initial param to use in the model (default 8000). + - nu_t (float): + The frequency of thermal absorbtion turnover initial param (default 0.001). + """ + + def __init__( + self, + path_to_brightness_temperature_file: str, + path_to_convexity_file: str, + T_e: float = 8000, + nu_t: float = 0.001, + ): + self.T_e = T_e + self.nu_t = nu_t + self.brightness_temperature_df = pd.read_csv( + path_to_brightness_temperature_file + ) + self.convexity_df = pd.read_csv(path_to_convexity_file) + + self.brightness_temperature_cols = self.brightness_temperature_df.columns.values + self.brightness_temperature_cols = np.delete( + self.brightness_temperature_cols, 0 + ) + + self.frequencies = np.array([]) + self.frequencies_string = np.array([]) + for i in range(len(self.brightness_temperature_cols)): + self.values = self.brightness_temperature_cols[i][:-3] + self.frequencies_string = np.append(self.frequencies_string, self.values) + self.frequencies = np.append(self.frequencies, int(self.values)) + + self.frequencies = self.frequencies * 1e-3 # GHz + self.df = pd.merge( + self.brightness_temperature_df, self.convexity_df, on="PIXEL" + ) + self.df_concave = self.df.loc[self.df.loc[:, "Concave/Convex"] == "Concave", :] + self.df_concave.reset_index(inplace=True, drop=True) + self.pixels = self.df_concave.loc[:, "PIXEL"] + + def concave_func( + self, nu, fnorm_1, fnorm_2, alpha_1, alpha_2, T_x, T_e, nu_t + ) -> float: + """ + Function Name: + ------------- + "concave_func()" + + Description: + ------------- + Calculates the value of the concave spectral model at the given frequency. + + Parameters: + ------------- + - nu (float): The frequency/frequencies at which to calculate the model(in GHz). + - fnorm_1 (float): The first scaling/normalization parameter. + - fnorm_2 (float): The second scaling/normalization parameter. + - alpha_1 (float): The low frequency spectral index. + - alpha_2 (float): The high frequency spectral index. + - T_x (float): parameter representing optically thin free free emission index. + - T_e (float): The electron temparature. + - nu_t (float): The frequecny of thermal absorption turnover. + + Returns: + ------------- + The value of the concave spectral model at the given frequency. + """ + expo = np.exp(-1.0 * (nu_t / nu) ** 2.1) + temp = nu**-alpha_1 + (fnorm_2 / fnorm_1) * nu**-alpha_2 + FFIT = fnorm_1 * (temp + T_x * nu**-2.1) * expo + T_e * (1.0 - expo) + return FFIT + + def chisquared(self, params, xobs, yobs) -> float: + chisq = 0 + yobs_length = len(yobs) + for i in range(yobs_length): + chisq = ( + chisq + ((yobs[i] - self.concave_func(xobs[i], *params)) / yobs[i]) ** 2 + ) + return chisq / 6 + + def fit(self) -> pd.DataFrame: + """ + Function Name: + ------------- + `fit()` + + Description: + ------------- + This method fits a concave model to the brightness temperature data for each pixel in the dataset and returns the resulting fitted parameters. + + Parameters: + ------------- + This method takes no parameters. + + Returns: + ------------- + - This method returns a Pandas DataFrame object containing the fitted parameters/optimized for each pixel in the dataset. + The DataFrame has the following columns: + - "PIXEL": The pixel number for which the parameters were fitted. + - "FNORM1": The first scaling constant. + - "FNORM2": The second scaling constant. + - "ALPHA_1": The low frequency spectral index. + - "ALPHA_2": The high frequency spectral index. + - "T_X": parameter representing optically thin free free emission index. + - "T_E": The electron temperature. + - "NU_T": The frequecny of thermal absorption turnover. + + + Example: + ------------- + ```python + model = ConcaveModel("brightness_temperature.csv", "convexity.csv") + result_df = model.fit() + ``` + In this example, the "ConcaveModel" is instantiated with the "brightness_temperature.csv" and "convexity.csv" files. Then, the `fit()` method is called to fit the concave model to the data and return a DataFrame containing the fitted parameters. + The resulting DataFrame is assigned to the `result_df` variable. + """ + to_save_list = [] + + index_150 = np.where(self.frequencies_string == "150")[0][0] + index_408 = np.where(self.frequencies_string == "408")[0][0] + index_23000 = np.where(self.frequencies_string == "23000")[0][0] + + for pixel in self.pixels: + to_save = {} + print(f"Pixel Number: {pixel}") + + self.b_temp = np.array([]) + for f in self.frequencies_string: + self.b_temp = np.append( + self.b_temp, + self.df_concave.loc[ + self.df_concave.loc[:, "PIXEL"] == pixel, f"{f}MHz" + ], + ) + + alpha_1 = self.df_concave.loc[ + self.df_concave.loc[:, "PIXEL"] == pixel, "ALPHA_1" + ].values[0] + alpha_2 = self.df_concave.loc[ + self.df_concave.loc[:, "PIXEL"] == pixel, "ALPHA_2" + ].values[0] + + fnorm_1 = self.b_temp[index_150] / np.power( + self.frequencies[index_150], -1 * alpha_1 + ) + fnorm_2 = ( + self.b_temp[index_408] + / np.power(self.frequencies[index_408], -1 * alpha_2) + ) / fnorm_1 + expo = np.exp(-1 * np.power(self.nu_t / self.frequencies[index_23000], 2.1)) + T_x = (1.0 / np.power(self.frequencies[index_23000], -2.1)) * ( + (self.b_temp[index_23000] - self.T_e * (1.0 - expo)) / (fnorm_1 * expo) + ) - ( + (np.power(self.frequencies[index_23000], -1.0 * alpha_1)) + + (fnorm_2 * np.power(self.frequencies[index_23000], -1.0 * alpha_2)) + ) + + if T_x <= 0: + T_x = 1e-10 + + x0 = [fnorm_1, fnorm_2, alpha_1, alpha_2, T_x, self.T_e, self.nu_t] + bounds = ( + [-np.inf, np.inf], + [-np.inf, np.inf], + [2, 3], + [2, 3], + [-np.inf, np.inf], + [0, 10000], + [-np.inf, np.inf], + ) + + self.result = minimize( + self.chisquared, + args=(self.frequencies, self.b_temp), + x0=x0, + method="Nelder-Mead", + bounds=bounds, + ) + + to_save["PIXEL"] = pixel + to_save["FNORM1"] = self.result.x[0] + to_save["FNORM2"] = self.result.x[1] + to_save["ALPHA_1"] = self.result.x[2] + to_save["ALPHA_2"] = self.result.x[3] + to_save["T_X"] = self.result.x[4] + to_save["T_E"] = self.result.x[5] + to_save["NU_T"] = self.result.x[6] + + to_save["CHISQUARED"] = self.chisquared( + self.result.x, self.frequencies, self.b_temp + ) + + to_save_list.append(to_save) + + return pd.DataFrame(to_save_list) + + +if __name__ == "__main__": + from dotenv import load_dotenv + import os + + load_dotenv() + DATA = os.environ.get("DATA") + + model = ConcaveModel(f"{DATA}brightness_temp_per_pixel.csv", f"{DATA}convexity.csv") + df = model.fit() + df.to_csv(f"{DATA}concave_pixel_fits.csv", index=False) diff --git a/pyGMOSS/convex_model.py b/pyGMOSS/convex_model.py new file mode 100644 index 0000000..1ba83e7 --- /dev/null +++ b/pyGMOSS/convex_model.py @@ -0,0 +1,355 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +from scipy.optimize import minimize +from scipy.special import gamma +import scipy.integrate as integrate +import scipy as sp +from scipy.special import kve +from scipy.integrate import quad +import time +import logging +import os + + +class ConvexModel: + """ + Class Name: + ------------- + ConvexModel + + Desciption: + ------------- + This class represents the convex spectral model. + + Parameters: + ------------- + - path_to_brightness_temperature_file : str + The path to the brightness temperature file. + - path_to_convexity_file : str + The path to the convexity file. + - path_to_initial_parameters_file : str + The path to the initial parameters file. + - path_to_convex_fits_file : str + The path to the convex_fits file to log data. The input file should be in .log format + - GSPAN : int, optional + The GSPAN value (default is 100). + - NHPIX : int, optional + The number of pixels (default is 3072). + - speed_of_light : float, optional + The speed of light in meters per second (default is 2.99792458e08). + - mass_of_electron : float, optional + The mass of the electron in kilograms (default is 9.10938356e-31). + - charge_of_electron : float, optional + The charge of the electron in coulombs (default is 1.6e-19). + - sine_alpha : float, optional + The sine of alpha (default is 1.0). + - magnetic_field : float, optional + The magnetic field in tesla (default is 1e-9). + - verbose : bool, optional + Whether to output verbose information (default is False). + - start_pix: int, optional + defaulted to 0. Pixel number for which convex model model optimization starts + - stop_pix: int, optional + defaulted to 0. Pixel number for which optimizing stops + """ + + def __init__( + self, + path_to_brightness_temperature_file: str, + path_to_convexity_file: str, + path_to_initial_parameters_file: str, + path_to_convex_fits_file: str, + GSPAN: float = 100, + speed_of_light: float = 2.99792458e08, + mass_of_electron: float = 9.10938356e-31, + charge_of_electron: float = 1.6e-19, + sine_alpha: float = 1.0, + magnetic_field: float = 1e-9, + verbose=False, + start_pix: int = 0, + stop_pix: int = 0, + ): + self.brightness_temperature_df = pd.read_csv( + path_to_brightness_temperature_file + ) + self.convexity_df = pd.read_csv(path_to_convexity_file) + self.initial_parameters_df = pd.read_csv(path_to_initial_parameters_file) + self.convex_fits_file = path_to_convex_fits_file + self.GSPAN = GSPAN + self.speed_of_light = speed_of_light + self.mass_of_electron = mass_of_electron + self.charge_of_electron = charge_of_electron + self.sine_alpha = sine_alpha + self.magnetic_field = magnetic_field + self.verbose = verbose + self.start_pix = start_pix + self.stop_pix = stop_pix + + self.brightness_temperature_cols = self.brightness_temperature_df.columns.values + self.brightness_temperature_cols = np.delete( + self.brightness_temperature_cols, 0 + ) + + self.frequencies = np.array([]) + self.frequencies_string = np.array([]) # MHz + for i in range(len(self.brightness_temperature_cols)): + self.values = self.brightness_temperature_cols[i][:-3] + self.frequencies_string = np.append(self.frequencies_string, self.values) + self.frequencies = np.append(self.frequencies, int(self.values)) + + self.frequencies = self.frequencies * 1e-3 # GHz + + self.df = pd.merge( + self.brightness_temperature_df, self.convexity_df, on="PIXEL" + ) + self.df_convex = self.df.loc[self.df.loc[:, "Concave/Convex"] == "Convex", :] + self.df_convex.reset_index(inplace=True, drop=True) + self.pixels = self.df_convex.loc[:, "PIXEL"].values + self.df_convex.set_index("PIXEL", inplace=True) + + self.scale_gam_nu = ( + 3.0 * self.charge_of_electron * self.magnetic_field * self.sine_alpha + ) / (4.0 * np.pi * self.mass_of_electron * self.speed_of_light) + print(self.frequencies) + print(self.frequencies_string) + + def modbessik2(self, u): + xnu = 5.0 / 3.0 + ORDER = xnu + N = 1 + ARG = np.divide(1, u) + BK = kve(ORDER, ARG) + xrk = BK / np.exp(ARG) + return np.divide(xrk, (u * u)) + + def fofx1(self, gamafloat, nu, C1): + gama = float(gamafloat) + nu_c = (gama * gama * self.scale_gam_nu) / 1.0e9 + x = nu / nu_c + xl = 0.0 + xu = 1 / x + rint, _ = quad(self.modbessik2, xl, xu) + p1 = (2 * C1) - 3.0 + integ = rint * (gama ** (-1.0 * p1)) * x + return integ + + def convex_func(self, nu, fnorm, alpha1, alpha2, nu_break, Tx, Te, nu_t): + """ + Function Name: + ------------- + "convex_func()" + + Description: + ------------- + Calculates the value of the convex spectral model at the given frequency. + + Parameters: + ------------- + - nu (float): The frequency at which to calculate the model(in GHz). + - fnorm (float): The scaling/normalization parameter. + - alpha1 (float): The low frequency spectral index. + - alpha2 (float): The high frequency spectral index. + - nu_break (float): The break frequency. + - Tx (float): parameter representing optically thin free free emission index. + - Te (float): The electron temparature. + - nu_t (float): The frequecny of thermal absorption turnover. + + Returns: + ------------- + The value of the convex spectral model at the given frequency. + """ + nu_min = nu * 1e9 / self.GSPAN + nu_max = nu * 1e9 * self.GSPAN + gama_min = np.sqrt(nu_min / self.scale_gam_nu) + gama_max = np.sqrt(nu_max / self.scale_gam_nu) + gama_break = np.sqrt(nu_break / self.scale_gam_nu) + xl = gama_min + xu = gama_max + xb = gama_break + + if xl > xb: + C1 = alpha2 + rint, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + elif xu < xb: + C1 = alpha1 + rint, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + else: + xu = xb + C1 = alpha1 + rint1, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint1 *= gama_break ** (2 * C1 - 3) + xl = xb + xu = gama_max + C1 = alpha2 + rint2, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint2 *= gama_break ** (2 * C1 - 3) + rint = rint1 + rint2 + + extn = np.exp(-1.0 * (nu_t / nu) ** 2.1) + FFIT = fnorm * ((nu**-2.0 * rint) + Tx * nu**-2.1) * extn + Te * ( + 1.0 - extn + ) + + return FFIT + + def chisquared(self, params, xobs, yobs): + chisq = 0 + yobs_length = len(yobs) + for i in range(yobs_length): + chisq = ( + chisq + ((yobs[i] - self.convex_func(xobs[i], *params)) / yobs[i]) ** 2 + ) + return chisq / 6 + + def fit(self): + """ + Function Name: + ------------- + "fit()" + + Description: + ------------- + This method fits the convex model to the brightness temperature data for each pixel in the dataset and write the fitted/optimized parameters into a log file. + + Parameters: + ------------- + This method takes no parameters. + + Returns: + ------------- + - This method writes the fitted/optimized parameters parameters into the user specified .log file(If the log file does not exist the program creates the .log file). + The .log file has the following columns: + - "PIXEL": The pixel number for which the parameters were fitted. + - "FNORM": The scaling/normalization parameter. + - "ALPHA1": The low frequency spectral index. + - "ALPHA2": The high frequency spectral index. + - "NU_BREAK": The break frequency. + - "TX": parameter representing optically thin free free emission index. + - "TE": The electron temparature. + - "NU_T": The frequecny of thermal absorption turnover. + + Example Usage: + ------------- + ```python + model = ConvexModel("brightness_temperature.csv", "convexity.csv", "convex_model_initial_parameters.csv", "convex_pixel_fits.log") + model.fit() + ``` + In this example, the "ConvexModel" class is instantiated with the "brightness_temperature.csv", "convexity.csv", "convex_model_initial_parameters.csv" and "convex_pixel_fits.log" files. Then, the `fit()` method is called to fit the convex model to the data + and write the fitted parameters into "convex_pixel_fits.log" file. + """ + logging.basicConfig( + filename=self.convex_fits_file, + level=logging.INFO, + format="", + ) + + if os.stat(self.convex_fits_file).st_size == 0: + logging.info("PIXEL,FNORM,ALPHA1,ALPHA2,NU_BREAK,TX,TE,NU_T,CHISQUARE") + start_pixel_index = 0 + + else: + frame = pd.read_csv(self.convex_fits_file) + if frame.loc[:, "PIXEL"].values.size == 0: + last_end_pixel = 0 + start_pixel_index = 0 + else: + last_end_pixel = frame.loc[:, "PIXEL"].values[-1] + (start_pixel_index,) = np.where(self.pixels == last_end_pixel)[0] + 1 + + stop_pixel = self.pixels[-1] + (stop_pixel_index,) = np.where(self.pixels == stop_pixel)[0] + + if self.start_pix != 0 and self.stop_pix != 0: + start_pixel_index = np.where(self.pixels == self.start_pix)[0] + start_pixel_index = start_pixel_index[0] + stop_pixel_index = np.where(self.pixels == self.stop_pix)[0] + stop_pixel_index = stop_pixel_index[0] + + for pixel in self.pixels[start_pixel_index : stop_pixel_index + 1]: + start_time = time.time() + if self.verbose: + print(f"Pixel: {pixel}") + + fnorm = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "FNORM" + ].values[0] + alpha1 = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "ALPHA1" + ].values[0] + alpha2 = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "ALPHA2" + ].values[0] + nu_break = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "NU_BREAK" + ].values[0] + T_X = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "TX" + ].values[0] + T_E = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "TE" + ].values[0] + nu_t = self.initial_parameters_df.loc[ + self.initial_parameters_df.loc[:, "PIXEL"] == pixel, "NU_T" + ].values[0] + + x0 = [fnorm, alpha1, alpha2, nu_break, T_X, T_E, nu_t] + print(f"initial params: {x0}") + + self.b_temp = np.array([]) + for f in self.frequencies_string: + self.b_temp = np.append( + self.b_temp, self.df_convex.loc[pixel, f"{f}MHz"] + ) + print(self.b_temp) + bounds = ( + [-np.inf, np.inf], + [2, 3], + [2, 3], + [-np.inf, np.inf], + [1e-40, np.inf], + [0, 10000], + [-np.inf, np.inf], + ) + result = minimize( + self.chisquared, + args=(self.frequencies, self.b_temp), + x0=x0, + method="Nelder-Mead", + bounds=bounds, + options={"maxiter": 10000}, + ) + + print( + f"optimized params:- Pixel: {pixel}, Fnorm: {result.x[0]}, Alpha1: {result.x[1]}, Alpha2: {result.x[2]}, Nu_break: {result.x[3]}, Tx: {result.x[4]}, Te: {result.x[5]}, Nu_T: {result.x[6]}, Chisquared: {result.fun}\n" + ) + logging.info( + f"{pixel},{result.x[0]},{result.x[1]},{result.x[2]},{result.x[3]},{result.x[4]},{result.x[5]},{result.x[6]},{result.fun}" + ) + stop_time = time.time() + print(f"Iteration time for the pixel: {(start_time - stop_time)/60} min") + + +if __name__ == "__main__": + from dotenv import load_dotenv + import os + + load_dotenv() + DATA = os.environ.get("DATA") + + path_to_brightness_temperature_file = f"{DATA}brightness_temp_per_pixel.csv" + path_to_convexity_file = f"{DATA}convexity.csv" + path_to_initial_parameters_file = f"{DATA}convex_model_initial_parameters.csv" + path_to_convex_fits_file = f"{DATA}convex_pixel_fits.log" + convex_model = ConvexModel( + path_to_brightness_temperature_file, + path_to_convexity_file, + path_to_initial_parameters_file, + path_to_convex_fits_file, + verbose=True, + start_pix=0, + stop_pix=0, + ) + convex_model.fit() diff --git a/pyGMOSS/convex_model_initial_parameters.py b/pyGMOSS/convex_model_initial_parameters.py new file mode 100644 index 0000000..198d40a --- /dev/null +++ b/pyGMOSS/convex_model_initial_parameters.py @@ -0,0 +1,279 @@ +import numpy as np +import pandas as pd +from scipy.special import gamma +import scipy.integrate as integrate +import scipy as sp +from scipy.special import kve +from scipy.integrate import quad + + +class ConvexModelInitialParameters: + """ + Class Name: + ------------- + ConvexModelInitialParameters + + Description: + ------------- + Takes the brightness temparature and convex pixels files and outputs initial parameters for the convex model. + + Parameters: + --------------- + - path_to_brightness_temparature_file : str + Path to folder where the brightness temparature (CSV) file is located with column names [PIXEL,1420MHz,150MHz,22MHz,23000MHz,408MHz,45MHz] + - path_to_convexity_file : str + Path to the folder where the convexity file (CSV) is located with column names [PIXEL,ALPHA_1,ALPHA_2,Concave/Convex] + - speed_of_light: float, optional + - mass_of_electron: float, optional + - charge_of_electron: float, optional + - sine_alpha: float, optional + - magnetic_field: float, optional + - GSPAN: float, optional + - verbose: bool, optional + + Returns: + --------------- + df: pandas.DataFrame with initial parameters [PIXEL,FNORM,ALPHA1,ALPHA2,NU_BREAK,TX,TE,NU_T] for the convex model. + """ + + def __init__( + self, + path_to_brightness_temparature_file: str, + path_to_convexity_file: str, + speed_of_light: float = 2.99792458e08, + mass_of_electron: float = 9.1e-31, + charge_of_electron: float = 1.6e-19, + sine_alpha: float = 1.0, + magnetic_field: float = 1e-9, + GSPAN: float = 100.0, + verbose: bool = False, + ) -> pd.DataFrame: + self.path_to_brightness_temparature_file = path_to_brightness_temparature_file + self.path_to_convexity_file = path_to_convexity_file + self.speed_of_light = speed_of_light + self.mass_of_electron = mass_of_electron + self.charge_of_electron = charge_of_electron + self.sine_alpha = sine_alpha + self.magnetic_field = magnetic_field + self.GSPAN = GSPAN + self.verbose = verbose + + self.scale_gam_nu = ( + 3.0 * self.charge_of_electron * self.magnetic_field * self.sine_alpha + ) / (4.0 * np.pi * self.mass_of_electron * self.speed_of_light) + + def modbessik2(self, u): # can take in an array or an integer + xnu = 5.0 / 3.0 + ORDER = xnu + N = 1 + ARG = np.divide(1, u) + BK = kve(ORDER, ARG) + xrk = BK / np.exp(ARG) + return np.divide(xrk, (u * u)) + + def integrand_for_param(self, gama, alpha, nu): + nu_c = (self.scale_gam_nu * (gama**2)) / 1e9 + x = nu / nu_c + integrand_ = self.F(x) * x * np.power(gama, -1 * (2 * alpha - 3)) + return integrand_ + + def fofx1(self, gamafloat, nu, C1): + gama = float(gamafloat) + nu_c = (gama * gama * self.scale_gam_nu) / 1.0e9 + x = nu / nu_c + xl = 0.0 + xu = 1 / x + rint, _ = quad(self.modbessik2, xl, xu) + p1 = (2 * C1) - 3.0 + integ = rint * (gama ** (-1.0 * p1)) * x + return integ + + def convex_model_initial_parameter_generator(self) -> pd.DataFrame: + """ + Function Name: + ------------- + "convex_model_initial_parameter_generator()" + + Description: + ------------- + This method generates the initial parameters for the convex model. + + Parameters: + ------------- + This method takes no parameters. + + Returns: + ------------- + - This method returns a DataFrame with the initial(to be optimized) parameters. + The DataFrame has the following columns: + - "PIXEL": The pixel number for which the parameters will be fitted. + - "FNORM": initial scaling/normalization parameter. + - "ALPHA1": initial low frequency spectral index parameter. + - "ALPHA2": initial high frequency spectral index parameter. + - "NU_BREAK": initial break frequency parameter. + - "TX": initial parameter representing optically thin free free emission index. + - "TE": electron temparature initial parameter. + - "NU_T": frequecny of thermal absorption turnover initial paramter. + + Example: + ------------- + ```python + convex_model_initial_parameters = ConvexModelInitialParameters("brightness_temp.csv", "convexity.csv", verbose=True) + result_df = convex_model_initial_parameters.convex_model_initial_parameter_generator() + df.to_csv("convex_model_initial_parameters.csv") + ``` + In this example, the "ConvexModelInitialParameters" class is instantiated with the "brightness_temperature.csv" and "convexity.csv". Then, the 'convex_model_initial_parameter_generator' + method is called to generate the initial parameters. The resulting DataFrame is assigned to the 'result_df' variable which is later converted to a csv file using + 'to_csv' function. + """ + df = pd.read_csv(self.path_to_brightness_temparature_file) + convexity_df = pd.read_csv(self.path_to_convexity_file) + + convexity_df = convexity_df.loc[ + convexity_df.loc[:, "Concave/Convex"] == "Convex", : + ] + + brightness_temperature_cols = df.columns.values + brightness_temperature_cols = np.delete(brightness_temperature_cols, 0) + + frequency = np.array([]) # x_values frequency in MHz + frequency_string = np.array([]) + for i in range(len(brightness_temperature_cols)): + values = brightness_temperature_cols[i][:-3] + frequency_string = np.append(frequency_string, values) + frequency = np.append(frequency, float(values)) + + frequency = frequency * 1e-3 # GHz + + df = pd.merge(df, convexity_df, on="PIXEL", how="right") + pixels = df.loc[:, "PIXEL"].values + alpha_1_list = df.loc[:, "ALPHA_1"].values + alpha_2_list = df.loc[:, "ALPHA_2"].values + + # check the units for frequency for calculation of initial_parameters + + b_temp = np.zeros(len(frequency_string)) + to_save_list = [] + for idx, pixel in enumerate(pixels): + if self.verbose: + print(f"pixel number: {pixel}") + + to_save = {} + + to_save["PIXEL"] = pixel + for i, f in enumerate(frequency_string): + b_temp[i] = float( + df.loc[df.loc[:, "PIXEL"] == pixel, f"{f}MHz"].iloc[0] + ) + + index_23000 = np.where(frequency_string == "23000")[0][0] + index_1420 = np.where(frequency_string == "1420")[0][0] + + Te = 8000.0 + nu_t = 0.001 + nu_break = np.sqrt(0.150 * 0.408) * 1e9 + extn = np.exp(-1.0 * np.power((nu_t / frequency[index_1420]), 2.1)) + alpha1, alpha2 = alpha_1_list[idx], alpha_2_list[idx] + + nu = 1.420 + nu_min = nu * 1e9 / self.GSPAN + nu_max = nu * 1e9 * self.GSPAN + gama_min = np.sqrt((nu_min) / self.scale_gam_nu) + gama_max = np.sqrt((nu_max) / self.scale_gam_nu) + gama_break = np.sqrt((nu_break) / self.scale_gam_nu) + + xb = gama_break + xl = gama_min + xu = gama_max + + if xl > xb: + C1 = alpha2 + rint, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + + elif xu < xb: + C1 = alpha1 + rint, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + + else: + xu = xb + C1 = alpha1 + rint1, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint1 *= gama_break ** (2 * C1 - 3) + xl = xb + xu = gama_max + C1 = alpha2 + rint2, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint2 *= gama_break ** (2 * C1 - 3) + rint = rint1 + rint2 + + fnorm = (b_temp[index_1420] - (Te * (1.0 - extn))) / ( + (np.power(nu, -2.0) * float(rint)) * extn + ) + + nu = 22.690 + nu_min = nu * 1e9 / self.GSPAN + nu_max = nu * 1e9 * self.GSPAN + gama_min = np.sqrt((nu_min) / self.scale_gam_nu) + gama_max = np.sqrt((nu_max) / self.scale_gam_nu) + gama_break = np.sqrt((nu_break) / self.scale_gam_nu) + + xb = gama_break + xl = gama_min + xu = gama_max + + if xl > xb: + C1 = alpha2 + rint, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + + elif xu < xb: + C1 = alpha1 + rint, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + + else: + xu = xb + C1 = alpha1 + rint1, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint1 *= gama_break ** (2 * C1 - 3) + xl = xb + xu = gama_max + C1 = alpha2 + rint2, _ = sp.integrate.quad(self.fofx1, xl, xu, args=(nu, C1)) + rint2 *= gama_break ** (2 * C1 - 3) + rint = rint1 + rint2 + + extn = np.exp(-1.0 * np.power((nu_t / nu), 2.1)) + temp1 = fnorm * extn + + Tx = ( + ((b_temp[index_23000] - Te * (1.0 - extn)) / temp1) + - (np.power(nu, -2.0) * float(rint)) + ) / np.power(frequency[index_1420], -2.1) + if Tx <= 0: + Tx = 1.0e-10 + + to_save["FNORM"] = fnorm + to_save["ALPHA1"] = alpha1 + to_save["ALPHA2"] = alpha2 + to_save["NU_BREAK"] = nu_break + to_save["TX"] = Tx + to_save["TE"] = Te + to_save["NU_T"] = nu_t + to_save_list.append(to_save) + return pd.DataFrame(to_save_list) + + +if __name__ == "__main__": + from dotenv import load_dotenv + import os + + load_dotenv() + DATA = os.environ.get("DATA") + convex_model_initial_parameters = ConvexModelInitialParameters( + f"{DATA}brightness_temp_per_pixel.csv", f"{DATA}convexity.csv", verbose=True + ) + df = convex_model_initial_parameters.convex_model_initial_parameter_generator() + df.to_csv(f"{DATA}convex_model_initial_parameters.csv") diff --git a/pyGMOSS/pygmoss_consts.py b/pyGMOSS/pygmoss_consts.py new file mode 100644 index 0000000..01e709d --- /dev/null +++ b/pyGMOSS/pygmoss_consts.py @@ -0,0 +1,11 @@ +import numpy as np + +GSPAN = 100 +SPEED_OF_LIGHT = 2.99792458e08 +MASS_Of_ELECTRON = 9.10938356e-31 +CHARGE_OF_ELECTRON = 1.6e-19 +SINE_ALPHA = 1.0 +MAGNETIC_FIELD = 1e-9 +SCALE_GAM_NU = (3.0 * CHARGE_OF_ELECTRON * MAGNETIC_FIELD * SINE_ALPHA) / ( + 4.0 * np.pi * MASS_Of_ELECTRON * SPEED_OF_LIGHT +) diff --git a/pyGMOSS/read_data_at_pixel.py b/pyGMOSS/read_data_at_pixel.py new file mode 100644 index 0000000..7eeb82f --- /dev/null +++ b/pyGMOSS/read_data_at_pixel.py @@ -0,0 +1,192 @@ +import numpy as np +import pandas as pd +import glob +import os + + +def extract_brightness_temp_at_pixel( + path_to_data: str, + n_pixels: int, + correction_offset: float, + correction_scale: float, + correction_at_freq: int, + tcmb: float, + added_freq_in_mhz=[], + tcmb_correction_for_added_freq=[], + correction_offset_scaling=[], +) -> pd.DataFrame: + """ + Descrption: + --------------- + The function extract_brightness_temp_at_pixel takes the path to folder containing the data files(all sky maps), number of pixels, offset and scaling corrections, + frequency correction, and a value for tcmb. The function reads data from text files, applies corrections, and extracts brightness temperature data for 6 + different frequencies at each pixel. The extracted data is returned in the form of a pandas DataFrame. + + Parameters: + --------------- + - path_to_data : A string representing the path to the data directory containing all sky maps text files. + - n_pixels : An integer representing the number of pixels. + - correction_offset : A float representing the offset to be applied to brightness temperature for frequency correction_at_freq. + - correction_scale : Scaling to be applied to brightness temperature for frequency correction_at_freq. + - correction_at_freq : An integer representing the frequency at which corrections to be applied to brightness temperature. + - tcmb : A float representing the value of tcmb (cosmic microwave background temparature). Recommended value to plugin 2.72548. + - added_freq_in_mhz : (optional) By default the paramter is set to an empty list. If one needs to add other all sky maps, the frequency of the + the other input all sky map frequencies are provided as a list(of added frequencies) into this parameter. + - tcmb_correction_for_added_freq: (optional) this parameter takes in a list of ones and zeros. If tcmb correction is required + then 1 else 0. The ones and zeros should correspond to added_freq_in_mhz paramter. + Parameter is required only if there are additional input frequencies. + - correction_offset_scaling : (optional) this parameter takes in a list of ones and zeros. If correction offset and correction scaling is required + then 1 else 0. The ones and zeros should correspond to added_freq_in_mhz paramter. + Parameter is required only if there are additional input frequencies. + + Returns: + --------------- + - df : pandas.DataFrame with brightness temperature values. + i.e The function returns a pandas DataFrame object containing brightness temperature data for different frequencies at each pixel. + + Example Usage: + --------------- + PIXELS = 3072 + CORRECTION_150_OFFSET = 21.4 + CORRECTION_150_SCALING = 1.05 + TCMB = 2.72548 + + load_dotenv() + DATA = os.environ.get("DATA") + + df = extract_brightness_temp_at_pixel( + DATA, PIXELS, CORRECTION_150_OFFSET, CORRECTION_150_SCALING, 150, TCMB + ) + df.to_csv(f"{DATA}brightness_temp_per_pixel.csv", index=False) + + """ + + text_files = glob.glob(path_to_data + "*.txt") + map_files = [] + for file in text_files: + file_without_prepend = file.split("/")[-1] + if file_without_prepend.startswith("map"): + map_files.append(file) + + no_of_map_files = len(map_files) + + frequencies = np.array([]) + for file in map_files: + file = file.split("/")[-1] + frequencies = np.append(frequencies, float(file.split("_")[1])) + + brightness_temperature_list = [] + for pixel in range(n_pixels): + print(f"Pixel Number: {pixel+1}") + brightness_temperature = {} + brightness_temperature["PIXEL"] = pixel + 1 + + for i in range(no_of_map_files): + data = np.genfromtxt(map_files[i]) + if frequencies[i] == 22: + if correction_at_freq == 22: + data[pixel] = (data[pixel] - correction_offset) * correction_scale + data[pixel] = data[pixel] - tcmb + + brightness_temperature["22MHz"] = data[pixel] + + if frequencies[i] == 45: + if correction_at_freq == 45: + data[pixel] = (data[pixel] - correction_offset) * correction_scale + data[pixel] = data[pixel] - tcmb + + brightness_temperature["45MHz"] = data[pixel] + + if frequencies[i] == 150: + if correction_at_freq == 150: + data[pixel] = (data[pixel] - correction_offset) * correction_scale + data[pixel] = data[pixel] - tcmb + + brightness_temperature["150MHz"] = data[pixel] + + if frequencies[i] == 408: + if correction_at_freq == 408: + data[pixel] = (data[pixel] - correction_offset) * correction_scale + + data[pixel] = data[pixel] - tcmb + + brightness_temperature["408MHz"] = data[pixel] + + if frequencies[i] == 1420: + if correction_at_freq == 1420: + data[pixel] = (data[pixel] - correction_offset) * correction_scale + + data[pixel] = data[pixel] - tcmb + + brightness_temperature["1420MHz"] = data[pixel] + + if frequencies[i] == 23000: + if correction_at_freq == 23000: + data[pixel] = (data[pixel] - correction_offset) * correction_scale + data[pixel] = data[pixel] - tcmb + + brightness_temperature["23000MHz"] = data[pixel] + + elif len(added_freq_in_mhz) != 0: + if frequencies[i] in added_freq_in_mhz: + index_in_list = added_freq_in_mhz.index(frequencies[i]) + + if ( + tcmb_correction_for_added_freq[index_in_list] == 1 + and correction_offset_scaling[index_in_list] == 1 + ): + data[pixel] = ( + data[pixel] - correction_offset + ) * correction_scale + data[pixel] = data[pixel] - tcmb + brightness_temperature[f"{frequencies[i]}"] = data[pixel] + + if ( + tcmb_correction_for_added_freq[index_in_list] == 0 + and correction_offset_scaling[index_in_list] == 1 + ): + data[pixel] = ( + data[pixel] - correction_offset + ) * correction_scale + brightness_temperature[f"{frequencies[i]}"] = data[pixel] + + if ( + tcmb_correction_for_added_freq[index_in_list] == 1 + and correction_offset_scaling[index_in_list] == 0 + ): + data[pixel] = data[pixel] - tcmb + brightness_temperature[f"{frequencies[i]}"] = data[pixel] + + if ( + tcmb_correction_for_added_freq[index_in_list] == 0 + and correction_offset_scaling[index_in_list] == 0 + ): + brightness_temperature[f"{frequencies[i]}"] = data[pixel] + + brightness_temperature_list.append(brightness_temperature) + + df = pd.DataFrame(brightness_temperature_list) + columns_for_df = ["PIXEL"] + frequencies = np.sort(frequencies) + for i in frequencies: + columns_for_df.append(f"{int(i)}MHz") + df = df.reindex(columns=columns_for_df) + + return df + + +if __name__ == "__main__": + from dotenv import load_dotenv + + PIXELS = 3072 + CORRECTION_150_OFFSET = 21.4 + CORRECTION_150_SCALING = 1.05 + TCMB = 2.72548 + + load_dotenv() + DATA = os.environ.get("DATA") + + df = extract_brightness_temp_at_pixel( + DATA, PIXELS, CORRECTION_150_OFFSET, CORRECTION_150_SCALING, 150, TCMB + ) + df.to_csv(f"{DATA}brightness_temp_per_pixel.csv", index=False) diff --git a/pyGMOSS/utils.py b/pyGMOSS/utils.py new file mode 100644 index 0000000..345e042 --- /dev/null +++ b/pyGMOSS/utils.py @@ -0,0 +1,541 @@ +import healpy as hp +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import scipy as sp +from scipy.special import kve +from scipy.integrate import quad +import pygmoss.pygmoss_consts as pygc + +GSPAN = pygc.GSPAN +speed_of_light = pygc.SPEED_OF_LIGHT +mass_of_electron = pygc.MASS_Of_ELECTRON +charge_of_electron = pygc.CHARGE_OF_ELECTRON +sine_alpha = pygc.SINE_ALPHA +magnetic_field = pygc.MAGNETIC_FIELD +scale_gam_nu = pygc.SCALE_GAM_NU + + +def combine_df(df1, df2): + """ + Function Name: + ------------- + "combine_df" + + Description: + ------------- + Combines two data frames by it's pixel value. Make sure the Pixel values are in the 0th column. + + Parameters: + ------------- + df1(pd.DataFrame): df1 to be combined. + df2(pd.DataFrame): df2 to be combined. + + Returns: + ------------- + The combined data frame in the form of a pandas.DataFrame. + """ + df1.columns = range(df1.shape[1]) + df2.columns = range(df2.shape[1]) + combined_df = pd.concat([df1, df2], ignore_index=True) + combined_df_sorted = combined_df.sort_values( + by="PIXEL", ascending=True, ignore_index=True + ) + return combined_df_sorted + + +def concave_func(nu, fnorm_1, fnorm_2, alpha_1, alpha_2, T_x, T_e, nu_t) -> float: + """ + Function Name: + ------------- + "concave_func()" + + Description: + ------------- + Calculates the value of the concave spectral model at the given frequency. + + Parameters: + ------------- + - nu (float): The frequency/frequencies at which to calculate the model(in GHz). + - fnorm_1 (float): The first scaling/normalization parameter. + - fnorm_2 (float): The second scaling/normalization parameter. + - alpha_1 (float): The low frequency spectral index. + - alpha_2 (float): The high frequency spectral index. + - T_x (float): parameter representing optically thin free free emission index. + - T_e (float): The electron temparature. + - nu_t (float): The frequecny of thermal absorption turnover. + + Returns: + ------------- + The value of the concave spectral model at the given frequency. + """ + expo = np.exp(-1.0 * (nu_t / nu) ** 2.1) + temp = nu**-alpha_1 + (fnorm_2 / fnorm_1) * nu**-alpha_2 + FFIT = fnorm_1 * (temp + T_x * nu**-2.1) * expo + T_e * (1.0 - expo) + return FFIT + + +def modbessik2(u): + xnu = 5.0 / 3.0 + ORDER = xnu + N = 1 + ARG = np.divide(1, u) + BK = kve(ORDER, ARG) + xrk = BK / np.exp(ARG) + return np.divide(xrk, (u * u)) + + +def fofx1(gamafloat, nu, C1): + gama = float(gamafloat) + nu_c = (gama * gama * scale_gam_nu) / 1.0e9 + x = nu / nu_c + xl = 0.0 + xu = 1 / x + rint, _ = quad(modbessik2, xl, xu) + p1 = (2 * C1) - 3.0 + integ = rint * (gama ** (-1.0 * p1)) * x + return integ + + +def convex_func(nu, fnorm, alpha1, alpha2, nu_break, Tx, Te, nu_t) -> float: + """ + Function Name: + ------------- + "convex_func()" + + Description: + ------------- + Calculates the value of the convex spectral model at the given frequency. + + Parameters: + ------------- + - nu (float): The frequency at which to calculate the model(in GHz). + - fnorm (float): The scaling/normalization parameter. + - alpha1 (float): The low frequency spectral index. + - alpha2 (float): The high frequency spectral index. + - nu_break (float): The break frequency. + - Tx (float): parameter representing optically thin free free emission index. + - Te (float): The electron temparature. + - nu_t (float): The frequecny of thermal absorption turnover. + + Returns: + ------------- + The value of the convex spectral model at the given frequency. + """ + nu_min = nu * 1e9 / GSPAN + nu_max = nu * 1e9 * GSPAN + gama_min = np.sqrt(nu_min / scale_gam_nu) + gama_max = np.sqrt(nu_max / scale_gam_nu) + gama_break = np.sqrt(nu_break / scale_gam_nu) + xl = gama_min + xu = gama_max + xb = gama_break + + if xl > xb: + C1 = alpha2 + rint, _ = sp.integrate.quad(fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + elif xu < xb: + C1 = alpha1 + rint, _ = sp.integrate.quad(fofx1, xl, xu, args=(nu, C1)) + rint *= gama_break ** (2 * C1 - 3) + else: + xu = xb + C1 = alpha1 + rint1, _ = sp.integrate.quad(fofx1, xl, xu, args=(nu, C1)) + rint1 *= gama_break ** (2 * C1 - 3) + xl = xb + xu = gama_max + C1 = alpha2 + rint2, _ = sp.integrate.quad(fofx1, xl, xu, args=(nu, C1)) + rint2 *= gama_break ** (2 * C1 - 3) + rint = rint1 + rint2 + + extn = np.exp(-1.0 * (nu_t / nu) ** 2.1) + FFIT = fnorm * ((nu**-2.0 * rint) + Tx * nu**-2.1) * extn + Te * (1.0 - extn) + + return FFIT + + +def all_sky_map( + path_to_concave_fits, + path_to_convex_fits, + frequency, + number_of_pixels=3072, + plot_all_sky=False, +) -> pd.Series: + """ + Function name + ------------- + "all_sky_map()" + + Description + ------------- + Generates the all sky map for a given frequency and writes it to a pandas.Series using + the concave pixel fits and convex pixel fits data provided. The function can also + plot the all sky map(in .png format) of the input frequency using Healpy. + + Parameters: + ------------- + path_to_concave_fits (str): Path to the directory where the concave pixel fits file + path_to_convex_fits (str): Path to the directory where the concave pixel fits file + frequency (int): The frequency (in GHz) to plot the all sky map. + number_of_pixels(int): number of pixels and it is defaulted to 3072. + plot_all_sky(bool): defaulted to False, set the parameter to True if all sky plot using Healpy is desired. + + Returns: + ------------- + A pandas.Series containing the all sky map at the desired frequency. + + Example Usage: + ------------- + ``` + load_dotenv() + DATA = os.environ.get("DATA") + frequency = 1200 * 1e-3 # GHz + series = all_sky_map( + f"{DATA}concave_pixel_fits.csv", + f"{DATA}convex_pixel_fits.log", + frequency, + number_of_pixels=3072, + plot_all_sky=True, + ) + series.to_csv(f"{DATA}all_sky_map_{frequency/1e-3}.csv", index=False, header=False) + ``` + """ + concave_pixel_fits_df = pd.read_csv(path_to_concave_fits) + convex_pixel_fits_df = pd.read_csv(path_to_convex_fits) + PIXELS = np.arange(1, number_of_pixels + 1) + + concave_pixel_fits_df.set_index("PIXEL", inplace=True, drop=True) + + convex_pixel_fits_df.set_index("PIXEL", inplace=True, drop=True) + + b_temp = np.array([]) + print(concave_pixel_fits_df.index.values) + print(convex_pixel_fits_df.index.values) + for i in range(1, number_of_pixels + 1): + print(f"Pixel number: {i}") + if i in concave_pixel_fits_df.index.values: + b_temp = np.append( + b_temp, + concave_func( + frequency, + concave_pixel_fits_df.loc[i, "FNORM1"], + concave_pixel_fits_df.loc[i, "FNORM2"], + concave_pixel_fits_df.loc[i, "ALPHA_1"], + concave_pixel_fits_df.loc[i, "ALPHA_2"], + concave_pixel_fits_df.loc[i, "T_X"], + concave_pixel_fits_df.loc[i, "T_E"], + concave_pixel_fits_df.loc[i, "NU_T"], + ), + ) + elif i in convex_pixel_fits_df.index.values: + b_temp = np.append( + b_temp, + convex_func( + frequency, + convex_pixel_fits_df.loc[i, "FNORM"], + convex_pixel_fits_df.loc[i, "ALPHA1"], + convex_pixel_fits_df.loc[i, "ALPHA2"], + convex_pixel_fits_df.loc[i, "NU_BREAK"], + convex_pixel_fits_df.loc[i, "TX"], + convex_pixel_fits_df.loc[i, "TE"], + convex_pixel_fits_df.loc[i, "NU_T"], + ), + ) + + else: + print(f"model value for pixel {i} was not added, hence will be taken as 0") + b_temp = np.append(b_temp, 0) + + series_plot = pd.Series(b_temp) + + if plot_all_sky == True: + NSIDE = 16 + # print( + # "Approximate resolution at NSIDE {} is {:.2} deg".format( + # NSIDE, hp.nside2resol(NSIDE, arcmin=True) / 60 + # ) + # ) + NPIX = hp.nside2npix(NSIDE) + m = np.arange(NPIX) + from matplotlib import cm + + hp.mollview( + b_temp, + title=f"{frequency} GHz - Concave Fits", + nest=True, + norm="hist", + cmap=cm.jet, + ) + hp.graticule() + plt.savefig(f"mollview_{frequency}_GHz.png") + + return series_plot + + +def btemp_vs_frequency( + path_to_concave_fits, + path_to_convex_fits, + path_to_the_brightness_temperature_file, + pixel_val, +): + """ + Function name + ------------- + "btemp_vs_frequency" + + Description + ------------- + Plots brightness temperature vs frequency for a specified pixel val using the concave or convex model depending on the pixel and saves it as a .png file. + + Parameters: + ------------- + path_to_concave_fits (str): Path to the the concave pixel fits file(csv file) + path_to_convex_fits (str): Path to the concave pixel fits file(csv file) + path_to_the_brightness_temperature_file: Path to the brightness temperature file. + number_of_pixels(int): number of pixels(it is defaulted to 3072). Recommended not change the default value. + pixel_val(int): desired pixel value to be plotted. + + Returns: + ------------- + none + + Example Usage: + ------------- + ``` + load_dotenv() + DATA = os.environ.get("DATA") + pixel = 2060 + btemp_vs_freqency( + f"{DATA}concave_pixel_fits.csv", + f"{DATA}convex_pixel_fits.log", + f"{DATA}brightness_temp_per_pixel.csv", + pixel_val=pixel, + ) + ``` + """ + concave_pixel_fits_df = pd.read_csv(path_to_concave_fits) + convex_pixel_fits_df = pd.read_csv(path_to_convex_fits) + brightness_temperature_df = pd.read_csv(path_to_the_brightness_temperature_file) + concave_pixel_fits_df.set_index("PIXEL", inplace=True, drop=True) + convex_pixel_fits_df.set_index("PIXEL", inplace=True, drop=True) + brightness_temperature_df.set_index("PIXEL", inplace=True, drop=True) + + brightness_temperature_cols = brightness_temperature_df.columns.values + print(brightness_temperature_cols) + + frequencies = np.array([]) + frequencies_string = np.array([]) + for i in range(len(brightness_temperature_cols)): + values = brightness_temperature_cols[i][:-3] + frequencies_string = np.append(frequencies_string, values) + frequencies = np.append(frequencies, int(values)) + + frequencies = frequencies * 1e-3 # GHz + print(frequencies) + + b_temps = brightness_temperature_df.loc[pixel_val].values + print(b_temps) + + x_ax = np.linspace(2.2e-2, 23, 100) + y_ax = np.array([]) + convexity = "null" + + if pixel_val in concave_pixel_fits_df.index.values: + for fre in x_ax: + y_ax = np.append( + y_ax, + concave_func( + fre, + concave_pixel_fits_df.loc[pixel_val, "FNORM1"], + concave_pixel_fits_df.loc[pixel_val, "FNORM2"], + concave_pixel_fits_df.loc[pixel_val, "ALPHA_1"], + concave_pixel_fits_df.loc[pixel_val, "ALPHA_2"], + concave_pixel_fits_df.loc[pixel_val, "T_X"], + concave_pixel_fits_df.loc[pixel_val, "T_E"], + concave_pixel_fits_df.loc[pixel_val, "NU_T"], + ), + ) + convexity = "concave" + + if pixel_val in convex_pixel_fits_df.index.values: + for fre in x_ax: + y_ax = np.append( + y_ax, + convex_func( + fre, + convex_pixel_fits_df.loc[pixel_val, "FNORM"], + convex_pixel_fits_df.loc[pixel_val, "ALPHA1"], + convex_pixel_fits_df.loc[pixel_val, "ALPHA2"], + convex_pixel_fits_df.loc[pixel_val, "NU_BREAK"], + convex_pixel_fits_df.loc[pixel_val, "TX"], + convex_pixel_fits_df.loc[pixel_val, "TE"], + convex_pixel_fits_df.loc[pixel_val, "NU_T"], + ), + ) + convexity = "convex" + + plt.plot(x_ax, y_ax, label="optimized model") + + plt.plot(frequencies, b_temps, "r*") + plt.grid() + plt.legend() + plt.xlabel("log b_temp") + plt.ylabel("log frequency") + plt.title(f"{convexity} plots for pixel {pixel_val}") + plt.xscale("log") + plt.yscale("log") + plt.savefig(f"{convexity}_pixel_{pixel_val}.png") + + +def concave_convex_fits_generator( + path_to_input_param_file_from_GMOSS, + convert_to_csv=True, +) -> pd.DataFrame: + """ + Function name + ------------- + "concave_convex_fits_generator" + + Description + ------------- + Generates Concave and Convex fits from GMOSS(Dr. Mayuri et. al.). + + Parameters: + ------------- + - path_to_input_param_file_from_GMOSS (str): Path to the the concave and convex fits file generated from GMOSS(.txt format) + - convert_to_csv (bool): The default value of the parameter is set to True, when True it generates two files convex_pixel_fits + and concave_pixel_fits. If the parmeter is set to False no files are generated, the function returns the convex_fits and concave_fits + as two data frames + + Returns: + ------------- + if convert_to_csv = True then the function generates concave and convex fits from the input_parameter_file + else if convert_to_csf = False then the function returns two data frames containing the convex fits and concave fits. + + + Example Usage: + ------------- + ``` + from pygmoss.utils import concave_convex_fits_generator + + all_sky_map_generator_from_optimized_input_parm_file("GMOSS_params_allpix.txt") + + ``` + """ + df_1_for_convex = pd.read_csv( + path_to_input_param_file_from_GMOSS, delimiter=" ", header=None + ) + df_2_for_concave = df_1_for_convex + + convex_column_names = [ + "PIXEL", + "flag", + "norm_param", + "alpha1_param", + "dalpha_param", + "nubrk_param", + "Tx_param", + "Te_param", + "nut_param", + "chisquared", + ] + df_1_for_convex.columns = convex_column_names + convex_df = df_1_for_convex[df_1_for_convex.flag == 0] + + concave_column_names = [ + "PIXEL", + "flag", + "fnorm1_param", + "alpha1_param", + "dalpha_param", + "fnorm2_param", + "Tx_param", + "Te_param", + "nut_param", + "chisquared", + ] + + df_2_for_concave.columns = concave_column_names + concave_df = df_2_for_concave[df_2_for_concave.flag == 1] + + # Creating df for convex + + PIXEL = pd.Series(convex_df["PIXEL"].values, name="PIXEL") + + FNORM = pd.Series(10 ** convex_df["norm_param"].values, name="FNORM") + ALPHA1 = pd.Series(10 ** convex_df["alpha1_param"].values, name="ALPHA1") + d_alph = pd.Series(10 ** convex_df["dalpha_param"].values) + ALPHA2 = ALPHA1 + d_alph + ALPHA2.name = "ALPHA2" + NU_BREAK = pd.Series(10 ** convex_df["nubrk_param"].values, name="NU_BREAK") + TX = pd.Series(10 ** convex_df["Tx_param"].values, name="TX") + TE = pd.Series(10 ** convex_df["Te_param"].values, name="TE") + NU_T = pd.Series(10 ** convex_df["nut_param"].values, name="NU_T") + CHISQUARED = pd.Series(convex_df["chisquared"].values, name="CHISQUARED") + + convex_refined_df = pd.concat( + [PIXEL, FNORM, ALPHA1, ALPHA2, NU_BREAK, TX, TE, NU_T, CHISQUARED], axis=1 + ) + + # Creating df for concave + + PIXEL = pd.Series(concave_df["PIXEL"].values, name="PIXEL") + FNORM1 = pd.Series(concave_df["fnorm1_param"].values, name="FNORM1") + FNORM2 = pd.Series(concave_df["fnorm2_param"].values, name="FNORM2") + ALPHA_1 = pd.Series(10 ** concave_df["alpha1_param"].values, name="ALPHA_1") + d_alph = pd.Series(10 ** concave_df["dalpha_param"].values) + ALPHA_2 = ALPHA_1 - d_alph + ALPHA_2.name = "ALPHA_2" + T_X = pd.Series(10 ** concave_df["Tx_param"].values, name="T_X") + T_E = pd.Series(10 ** concave_df["Te_param"].values, name="T_E") + NU_T = pd.Series(10 ** concave_df["nut_param"].values, name="NU_T") + CHISQUARED = pd.Series(concave_df["chisquared"].values, name="CHISQUARED") + + concave_refined_df = pd.concat( + [PIXEL, FNORM1, FNORM2, ALPHA_1, ALPHA_2, T_X, T_E, NU_T, CHISQUARED], axis=1 + ) + if convert_to_csv == True: + concave_refined_df.to_csv("concave_pixel_fits.csv", index=False) + convex_refined_df.to_csv("convex_pixel_fits.csv", index=False) + else: + return (convex_refined_df, concave_refined_df) + + +if __name__ == "__main__": + from dotenv import load_dotenv + import os + + load_dotenv() + DATA = os.environ.get("DATA") + frequency = 1200 * 1e-3 # GHz + series = all_sky_map( + f"{DATA}concave_pixel_fits.csv", + f"{DATA}convex_pixel_fits.log", + frequency, + number_of_pixels=3072, + plot_all_sky=True, + ) + series.to_csv(f"{DATA}all_sky_map_{frequency/1e-3}.csv", index=False, header=False) + + pixel = 2060 + btemp_vs_frequency( + f"{DATA}concave_pixel_fits.csv", + f"{DATA}convex_pixel_fits.log", + f"{DATA}brightness_temp_per_pixel.csv", + pixel_val=pixel, + ) + + # to just plot all sky maps + concave_convex_fits_generator("GMOSS_params_allpix.txt") + frequency = 1200 * 1e-3 # GHz + sky_map_1200 = all_sky_map( + "concave_pixel_fits.csv", + "convex_pixel_fits.csv", + 0.05, + number_of_pixels=3072, + plot_all_sky=False, + ) + sky_map_1200.to_csv(f"all_sky_map_{frequency/1e-3}.csv", index=False, header=False) diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..d954c52 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,23 @@ +[tool.poetry] +name = "pygmoss" +version = "0.1.0" +description = "Global Model for the Radio Sky Spectrum" +authors = ["Dr Mayuri Rao, Mohith P. A. "] +readme = "README.md" +packages = [{include = "pygmoss"}] + +[tool.poetry.dependencies] +python = ">=3.9,<3.13" +scipy = "^1.11.3" +numpy = "^1.26.0" +matplotlib = "^3.8.0" +healpy = "^1.16.6" +pandas = "^2.1.1" +pytest = "^7.4.2" +poetry = "^1.6.1" +python-dotenv = "^1.0.0" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/qromo.c b/qromo.c deleted file mode 100644 index fb0ed6a..0000000 --- a/qromo.c +++ /dev/null @@ -1,37 +0,0 @@ -#include -#include -#define EPS 1.0e-9 -// #define JMAX 14 -#define JMAX 6 -#define JMAXP (JMAX+1) -#define K 5 - -double qromo(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)) -{ - void polint(double xa[], double ya[], int n, double x, double *y, double *dy); - void nrerror(char error_text[]); - int j; - double ss,dss,h[JMAXP+1],s[JMAXP+1]; - -// printf("Enter qromo...."); - - h[1]=1.0; - for (j=1;j<=JMAX;j++) { - s[j]=(*choose)(func,a,b,j); - if (j >= K) { - polint(&h[j-K],&s[j-K],K,0.0,&ss,&dss); -// if (fabs(dss) < EPS*fabs(ss)) {return ss;} - if (j == JMAX) return ss; - } - s[j+1]=s[j]; - h[j+1]=h[j]/9.0; - } - nrerror("Too many steps in routing qromo"); - return 0.0; -} -#undef EPS -#undef JMAX -#undef JMAXP -#undef K -/* (C) Copr. 1986-92 Numerical Recipes Software #p21E6W)1.1&iE10(9p#. */ diff --git a/qromo_alternate.c b/qromo_alternate.c deleted file mode 100644 index dde1360..0000000 --- a/qromo_alternate.c +++ /dev/null @@ -1,37 +0,0 @@ -#include -#include -#define EPS 1.0e-9 -// #define JMAX 14 -#define JMAX 8 -#define JMAXP (JMAX+1) -#define K 5 - -double qromo_alternate(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)) -{ - void polint_alternate(double xa[], double ya[], int n, double x, double *y, double *dy); - void nrerror(char error_text[]); - int j; - double ss,dss,h[JMAXP+1],s[JMAXP+1]; - -// printf("Enter qromo_alternate....\n"); - - h[1]=1.0; - for (j=1;j<=JMAX;j++) { - s[j]=(*choose)(func,a,b,j); - if (j >= K) { - polint_alternate(&h[j-K],&s[j-K],K,0.0,&ss,&dss); -// if (fabs(dss) < EPS*fabs(ss)) {return ss;} - if (j == JMAX) return ss; - } - s[j+1]=s[j]; - h[j+1]=h[j]/9.0; - } - nrerror("Too many steps in routing qromo_alternate"); - return 0.0; -} -#undef EPS -#undef JMAX -#undef JMAXP -#undef K -/* (C) Copr. 1986-92 Numerical Recipes Software #p21E6W)1.1&iE10(9p#. */ diff --git a/refraction.c b/refraction.c deleted file mode 100644 index 61eee53..0000000 --- a/refraction.c +++ /dev/null @@ -1,48 +0,0 @@ -/* Program to calculate the apparent altitude given the observed altitude and vice versa - Author - Mayuri SRao - Date - 15 Feb 2013 -*/ - -/* #include */ -/* #include */ -/* # define alpha 0.0065 //temp lapse rate [deg C per meter] */ -/* # define PI 3.14159265 */ -/* double refraction (double rad_elevation, double m_altitude); */ -/* int main() */ -/* { */ -/* double elevation, new_elevation, altitude; */ -/* printf("Enter the true elevation in radians to be corrected for refraction\n"); */ -/* scanf("%lf",&elevation); */ -/* printf("Enter the altitude of the observing location in meters.. 0 being sea level\n"); */ -/* scanf("%lf",&altitude); */ -/* new_elevation = refraction(elevation, altitude); */ -/* printf("true_elevation = %g, \tobserved_elevation = %g\n",elevation,new_elevation); */ -/* return 0; */ -/* } */ - - -#include -#include -# define alpha 0.0065 //temp lapse rate [deg C per meter] -# define PI 3.14159265 -double refraction (double rad_elevation, double m_altitude) -{ - double d2r = PI/180.0; - double deg_elevation; - double tpcor,R,new_ele,pres,temp; - pres = 1010.*pow((1-6.5/288000*m_altitude),5.255); - if (m_altitude > 11000) - {temp = 211.5;} - else - {temp = 283.0 - alpha*m_altitude;} - deg_elevation = rad_elevation/d2r; - // printf("elevation in deg = %lf \n",deg_elevation); - R = 1.02/tan((deg_elevation + (10.3/(deg_elevation + 5.11)))*d2r);//refraction correction in arcminutes - if (deg_elevation == 90.0) - { R += 0.0019279;} - tpcor = pres/1010. * 283/temp; - R = tpcor*(R/60); - new_ele = deg_elevation + R; - return new_ele*d2r; -} - diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..6057b32 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,1125 @@ +astropy==5.3.4 ; python_version >= "3.9" and python_version < "3.13" \ + --hash=sha256:1fa4437fe8d1e103f14cb1cb4e8449c93ae4190b5e9fd97e9c61a5155de9af0d \ + --hash=sha256:2576579befb0674cdfd18f5cc138c919a109c6886a25aa3d8ed8ab4e4607c581 \ + --hash=sha256:4c4971abae8e3ddfb8f40447d78aaf24e6ce44b976b3874770ff533609050366 \ + --hash=sha256:4ce096dde6b86a87aa84aec4198732ec379fbb7649af66a96f85b96d17214c2a \ + --hash=sha256:69f5a3789a8a4cb00815630b63f950be629a983896dc1aba92566ccc7937a77d \ + --hash=sha256:6e0f7ecbb2a8acb3eace99bcaca30dd1ce001e6f4750a009fd9cc3b8d1b49c58 \ + --hash=sha256:6f3f9fe1d76d151428a8d2bc7d50f4a47ae6e7141c11880a3ad259ac7b906b03 \ + 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--hash=sha256:ffcb57ca1be338d69edad93cf59aac7c6bb4dbb92fd7bf8d456c69ea42f7e6d2 +zipp==3.17.0 ; python_version >= "3.9" and python_version < "3.12" \ + --hash=sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31 \ + --hash=sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0 diff --git a/spcgen_eor_GMOSS_saras2_Timbaktu_for_Saurabh_noEoR_nonoise_v2.c b/spcgen_eor_GMOSS_saras2_Timbaktu_for_Saurabh_noEoR_nonoise_v2.c deleted file mode 100644 index 9065b83..0000000 --- a/spcgen_eor_GMOSS_saras2_Timbaktu_for_Saurabh_noEoR_nonoise_v2.c +++ /dev/null @@ -1,653 +0,0 @@ -/* spcgen.c - - * - * model the sky, model the instrument, generate the measurement set - * - * spectra are written at each time assuming sky is stationary in each integration. - * spectra are written at intervals of INTEGRATION_TIME - * - * Ravi: original - 07 Dec 2012 - * Modification: 19may16 mayuri - changed number of channels to 167 to extend up to ~260 MHz with 5 extra log spaced - * freq points beyond 200 MHz - */ - -// Comment/uncomment path to nrutil.h - -#include -#include -#include -#include -#include -//#include -#include -//#include -//#include -#include -#include -//#include - -#define CHANNEL_WIDTH 1.0 /* MHz */ -#define NUMBER_OF_CHANNELS 103 /* 103 depending on contents of frequency file */ -#define START_FREQUENCY 0.04 /* 0.01 GHz = 10 MHz */ -#define INTEGRATION_TIME 5.0 /*3600.0*//* sec This is the UT time interval in which - spectra are written out */ - -/* #define NOISE_INT_TIME 5000.0 *//* seconds 4 hour noise integration - This is the time used for computation - of noise added to the spectrum ... using time for just over 3 sigma*/ -#define SITE_LATITUDE +32.7908 // GBD: +13.01333 /* deg *// Chile: -23.0228// Hanle: +32.7908 // Timbaktu +14.2331114 -#define SITE_LONGITUDE 79.0002 //* deg */// GBD: 77.580833 Chile: -67.7550// Hanle: 79.0002 // Timbaktu 77.6108055 -#define site_altitude 4500 /* 200.0 */ /* meters *///4800// -#define NHPIX 3072 -#define PI 3.14159265358979 -#define NN 5000 // length of array containing recombination line spectra - -#define Trx 50.0 // K Not really used anywhere further in the code.. -#define T_n1 50.0 // K Receiver noise temperature in path 1 in cross-corr receiver -#define T_n2 50.0 // K Receiver noise temperature in path 2 in cross-corr receiver -#define T_ref 300.0 //K reference nosie source -#define T_atm 0.0113044 //K ( atmospheric correction - increase on including absorption -// and translating T_sys (Trx + atmosphere) to above atmosphere) -#define TCMB 2.72548 -#define T_cold 2730.0 -#define T_hot 3730.0 -#define d2r PI/180.0 -#define kk 1.3806488e-23 // m^2 kg s^-1 -#define hh 6.62606957e-34 // m^2 kg s^-2 K^-1 -#define cvel 2.99792458e+08 // m s^-1 -#define FTOL 1.0e-4 -#define T_e 8000.0 // Thermal electron temperature -#define GSPAN 100.0 -#define m_e 9.1e-31 -#define q_e 1.6e-19 -#define sin_alph 1.0 -#define Bmag 1e-9 // Tesla == 10 micro-Gauss -#define NFREQ 103 - -//static const char filename_chisq[]= "eor_chisq_values_map_interp_23apr15.txt"; - -double cal_lst(double utc_julian_date, double longitude_radians); -void precess_(float *ra, float *dec, float *epoch1, float *epoch2); -double beam_definition_cos2_pattern(float frequency, double azimuth, double elevation); - -//double beam_definition_saras2(float frequency, double azimuth, double elevation); - -float gasdev(long *idum); -float gammq(float a, float x); - -void amoeba(float **p, float y[], int ndim, float ftol, - float (*funk)(float []), int *nfunk); -float amotry(float **p, float y[], float psum[], int ndim, - float (*funk)(float []), int ihi, float fac); - -void mmbskr_(double *ARG,double *ORDER,int *N, double *BK, int *IER); - -void adpint_(double *rint, double *xl, double *xu, double *reps, double *aeps, - double *dif, double (*func)(double), int *ier, int *npt, int *nmax); -double qromo(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)); -double midpnt(double (*func)(double), double a, double b, int n); -double qromo_alternate(double (*func)(double), double a, double b, - double (*choose)(double(*)(double), double, double, int)); -double midpnt_alternate(double (*func)(double), double a, double b, int n); -void polint(double xa[], double ya[], int n, double x, double *y, double *dy); -void polint_alternate(double xa[], double ya[], int n, double x, double *y, double *dy); - -/* functions for interpolation of recombination data - and conversion between brightness intensity and temperature */ -void spline(float x[], float y[], int n, float yp1, float ypn, float y2[]); -void splint(float xa[], float ya[], float y2a[], int n, float x, float *y); - -/* Function to account for effects of atmospheric refraction */ -double refraction (double rad_elevation, double m_altitude); - -/* Functions used in generating SARAS beam*/ -void fpoly(float x, float p[], int np); -void lfit(float x[], float y[], float sig[], int ndat, float a[], int ia[], - int ma, float **covar, float *chisq, void (*funcs)(float, float [], int)); -void covsrt(float **covar, int ma, int ia[], int mfit); -void gaussj(float **a, int n, float **b, int m); - -/* Global Variables */ -float *xx, *yy; -double xnu,xri,xrk,xrip,xrkp; -double nu,alpha1,alpha2,output,fnorm,fnorm1,fnorm2; -double AA,BB,C1,C2,D,ft,therm,fbreak; -double nu_break; -float x,y; -float f1,f2; -double temp1,temp2; -float inttolf = 1.0e-8; -float difft[5]; -double gama_min,gama_max,gama_break,scale_gam_nu; -int nrecurs = 10000000; - -/* Evaulate bessel function of order 5/3, integrand */ - -main() -{ - const char version[30]="spcgen: 21apr15"; - static const char filename_freq[] = "saras2/freq_revised_16.txt"; - static const char filename_coord[] = "../../data/all_sky_maps_5deg/PIXEL_LISTING_NESTED_R4_GALACTIC.txt"; - static const char filename_eor[]= "../../data/eor_sim/eor_Tb_values.dat"; - static const char filename_beam[]= "monopole_beam.txt"; - static const char filename_fit_params[]="../../data/eor_sim/total_model_params_11apr16_allpix.txt"; - static const char filename_pix_spec[]="../../data/eor_sim/total_model_spec_13jan17_1_3072_used.txt"; - static const char filename6[]="../../data/eor_sim/dummy_spectrum_14jan17.txt"; // corresponds to LST~0.25 hrs - - double rint, rint1, rint2, xl, xu, xb, reps, aeps, dif; - double *freq_GHz; - int ier, npt, nmax, ctt; - float *yamoeba,*afit,*aafit,*cof,**pfun,*yfit,*beam_elevation,*beam_gain,*beam_sigma,*a_lfit,*p_fpoly; - float T_150,T_408,T_1420,T_23G,gama_1,gama_2,gama_3,nu_min,nu_max; - time_t utime; - long seed; - float *xarray,*yarray,*y2; - float read1,read2; - float ffmin,ffmax; - float yp1,ypn; - double new_yf[NUMBER_OF_CHANNELS]; - double cmb_intensity[NUMBER_OF_CHANNELS],P_cold[NUMBER_OF_CHANNELS],P_hot[NUMBER_OF_CHANNELS],fg_int; - double P_diff[NUMBER_OF_CHANNELS]; - double P_diff_temp[NUMBER_OF_CHANNELS]; - float yf; - int npoints1,nfunc; - char outfile[20]; - char inbuf[200]; - int i,j,k,ii,jj,jjj,itst; - int nhpix,nbadpixels,beam_points,ma_lfit,ma_fpoly; - int npolyfit; - float read_value1,read_value2,read_value3,read_value4,read_value5,read_value6,read_value7,read_value8,read_value9,read_value10,read_value11,read_value12; - double read_value; - double cwt; - double cfreq,cfreq1,cfreq0; - double ctemp; - float ra_precess,dec_precess,epoch1,epoch2; - float *ll_coordinate, *bb_coordinate; - int *flag,*ia_lfit; - float **cc,**covar_lfit,chisq_lfit; - double **ctemp_val; - double intensity, cfreq1_hz; - double final_temp; - double final_temp_1, final_temp_2; - double cof0,cof1,cof2,cof3; - FILE *fptr,*fptr1,*fptr2,*fptr3,*fptr4,*fptr5,*fptr6,*fptr7; - double ft; - - /* variables for output vis file */ - - char source_name[5]; - char velocity_type[9] = {'V','E','L','O','-','O','B','S','\0'}; - int tno; - int var_ivalue[1]; - int npoints,nn; - int antenna1,antenna2; - int flags[NUMBER_OF_CHANNELS]; - float baseline_value[1]; - double preamble[4]; - double p1,p2,p3; - double ant_az[2],ant_el[2]; - double freq_channel1[1]; - double freq_inc[1]; - double time_var[1]; - double coord_var[2]; - double site_latitude[1],site_longitude[1]; - float data[2*NUMBER_OF_CHANNELS]; - double sumwt[NUMBER_OF_CHANNELS],sumwt0[NUMBER_OF_CHANNELS],sumwt1[NUMBER_OF_CHANNELS]; - float var_veldop[1]; - float var_vsource[1]; - double var_restfreq[1]; - double sra[1],sdec[1]; - double lo1[1],lo2[1],freq[1],freqif[1]; - int mount[1]; - float evector[1]; - int nnpol; - float jyperk[1],inttime[1],epoch[1]; - double antpos[6]; - float tpower[1]; - - long int jjdd,yyyy,mmmm,dddd,hrhr,minmin; - long int nspect; - long int int_time; - double julian_date, longitude_radians, lst; - double cross_imag[NUMBER_OF_CHANNELS],cross_real[NUMBER_OF_CHANNELS],cross_real0[NUMBER_OF_CHANNELS],cross_real1[NUMBER_OF_CHANNELS],cross_real2[NUMBER_OF_CHANNELS]; - double sigma, variance; - float secsec; - double c_ll, c_bb; - double ra_b1950, dec_b1950; - double ra_date, dec_date; - double azaz, elel, new_elel,x_fpoly; - double haha; - - double time_utc,time_utc_res; - int time_utc_hh,time_utc_mm,julian_day; - float time_utc_sec; - - float AA,BB,D,FFIT,DDIF,chisq; - float correction_150offset = 21.4; // Kelvin, Patra et al. 2015 - float correction_150scaling = 1.05; // Patra et al. 2015 - // Variable for pgplot - int npointsp; - float xmin,xmax,ymin,ymax,xxc[1],yyc[1]; - - - ll_coordinate = vector(1,NHPIX); - bb_coordinate = vector(1,NHPIX); - freq_GHz = dvector(1,NFREQ); - flag = ivector(1,NHPIX); - - ctemp_val = dmatrix(1,NHPIX+1,1,NUMBER_OF_CHANNELS); - nhpix = NHPIX; - - fptr=fopen(filename_freq,"r"); - printf("Opened file to read frequencies \n"); - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%lf",&read_value); - freq_GHz[i]=(double)read_value/1e3; - if(i == 10) printf("\n at %d %20.15lf\n",i,(double)read_value/1e3); - if(i == NFREQ) printf("at %d %20.15lf\n",i,(double)read_value/1e3); - ++i; - } - printf("\n"); - fclose(fptr); - - fptr=fopen(filename_coord,"r"); - // fgets (inbuf, sizeof inbuf, fptr); // dummy read - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%g%g",&read_value1,&read_value2); - ll_coordinate[i]=read_value1*d2r; - bb_coordinate[i]=read_value2*d2r; - ++i; - } - fclose(fptr); - printf(" Read %d coordinate values \n",i); - - fptr=fopen(filename_fit_params,"r"); - //fgets (inbuf, sizeof inbuf, fptr); // dummy read - i=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - sscanf(inbuf,"%f%f%f%f%f%f%f%f%f%f",&read_value1,&read_value2,&read_value3,&read_value4,&read_value5,&read_value6,&read_value7,&read_value8,&read_value9,&read_value10); - flag[i]=(int)read_value2; - if(i == 1000) printf("%f %f %f %f %f %f %f %f %f %f\n\n",read_value1,read_value2,read_value3,read_value4,read_value5,read_value6,read_value7,read_value8,read_value9,read_value10); - ++i; - } - fclose(fptr); - printf(" Read %d flag values \n",i); - - int fflush(FILE *fptr); - fptr=fopen(filename_pix_spec,"r"); - //fgets (inbuf, sizeof inbuf, fptr); // dummy read - j=1; - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - // printf("%d\n",j); - i=1; - while(i <= NUMBER_OF_CHANNELS) - { - fscanf(fptr,"%lf",&ctemp_val[j][i]); - if(j == 1) printf("%20.15f ",ctemp_val[j][i]); - if(j == 3072) printf("%20.15f ",ctemp_val[j][i]); - // ctemp_val[j][i] = temp1; - ++i; - } - if(j == 1) printf("\n "); - if(j == 3072) printf("\n "); - ++j; - } - printf("\n"); - fclose(fptr); - printf(" Read %d spectra values \n",j); - - - // Open and read input file containing beam of SARAS2 antenna (as on 7 May 2016) - fptr=fopen(filename_beam,"r"); - beam_points=0; - beam_elevation=vector(1,20); - beam_gain=vector(1,20); - beam_sigma=vector(1,20); - while (fgets (inbuf, sizeof inbuf, fptr) != NULL) - { - ++beam_points; - sscanf(inbuf,"%g%g",&read_value1,&read_value2); - beam_elevation[beam_points]=read_value1; - beam_gain[beam_points]=read_value2; - beam_sigma[beam_points]=0.1; - } - fclose(fptr); - printf(" Read %d values from beam measurements file \n",beam_points); - - - // Generate a functional form for the beam pattern to be used to get beam weights - ia_lfit=ivector(1,7); - a_lfit=vector(1,7); - covar_lfit = matrix(1,7,1,7); - p_fpoly = vector(1,7); - - ma_lfit=7; - ma_fpoly=7; - for (i=1;i<8;++i) ia_lfit[i]=1; - lfit(beam_elevation, beam_gain, beam_sigma, beam_points, a_lfit, ia_lfit, - ma_lfit, covar_lfit, &chisq_lfit, fpoly); - - free_vector(beam_elevation,1,20); - free_vector(beam_gain,1,20); - free_vector(beam_sigma,1,20); - free_ivector(ia_lfit,1,7); - free_matrix(covar_lfit,1,7,1,7); - -// SET SITE LATITUDE AND LONGITUDE - site_latitude[0] = (double)(SITE_LATITUDE * PI/180.0); - site_longitude[0] = (double)(SITE_LONGITUDE * PI/180.0); - - // Open and initiatize the measurement set output file - - /* set all flags to good */ - for(i=0;i= ffmin && read1 <= ffmax) - { - ++npoints1; - xarray[npoints1]=read1; - yarray[npoints1]=read2; - } - } - fclose(fptr1); - printf ("Got the EoR /del T_b values in range %f to %f GHz\n",ffmin,ffmax); - - /* /\* calculation of second order differential for spline interpolation *\/ */ - - yp1=(yarray[2]-yarray[1])/(xarray[2]-xarray[1]); - ypn=(yarray[npoints1]-yarray[npoints1-1])/(xarray[npoints1]-xarray[npoints1-1]); - spline(xarray, yarray, npoints1, yp1, ypn, y2); - - //compute the coefficient arrays here for spectral interpolations fptr2 - // to store spectral indices that are outliers, if any - scale_gam_nu = (double)(3.0*q_e*Bmag*sin_alph)/(4.0*PI*m_e*cvel); - - // Open ascii file, - // ftpr1 to store all the simulated spectra for python processing - - int fflush(FILE *fptr1); - - fptr1 = fopen(filename6,"a+"); - for(i=0;i= 1.0) time_utc -= 1.0; - if(time_utc < 0.0) time_utc += 1.0; - time_utc *= 24.0; - time_utc_hh = (int)floor(time_utc); - time_utc_res = time_utc - (double)time_utc_hh; - time_utc_mm = (int)floor(60.0*time_utc_res); - time_utc_sec = (double)(60.0*(60.0*time_utc_res-time_utc_mm)); - // printf("%d ",ii+1); - printf(" UTC: %2d %2d %5.2f\n",time_utc_hh,time_utc_mm,time_utc_sec); - // fprintf(fptr2," UTC: %2d %2d %5.2f\n",time_utc_hh,time_utc_mm,time_utc_sec); - antenna1=1; - antenna2=2; - preamble[3]=(double)(256*antenna1+antenna2); - - // compute LST and record this variable - - longitude_radians = (double)site_longitude[0]; - lst=cal_lst(julian_date, longitude_radians); - time_var[0]=lst; - // uvputvrd_c(tno,"lst",time_var,1); - - // prepare and write the spectral data - - for(i=0;i 90.0 || x_fpoly < 5.0) cwt=0.0; - - if(cwt > 0.0) - { - - if (ctt==0) - { - /* printf("Pixel number: %d\n",j); */ - // fprintf(fptr2,"%d %d\n",flag[j],j); - } - ctt+=1; - /* continue; */ - cfreq1=cfreq; - cfreq1_hz = cfreq1*1e9; - nu = cfreq1; - ctemp = (double)ctemp_val[j][i+1]; - /* if (j == 257) */ - /* {printf("%f\n",ctemp);} */ - /* Convert sky temperature to intensity, - add the recombination spectrum intensity to the computed sky brightness - and record the final antenna temperature*/ - - //uncomment below to convert ctemp in Planckian - /* fg_int = (2.0*(double)hh*cfreq1_hz*cfreq1_hz*cfreq1_hz)/ */ - /* (((double)cvel*(double)cvel)* */ - /* (exp(((double)hh*(double)cfreq1_hz)/((double)kk*(ctemp)))-1.0)); */ - /* intensity = (cmb_intensity[i]+fg_int)*(cvel*cvel)/(cfreq1_hz*cfreq1_hz); */ - - // uncomment below to convert ctemp in RJ - intensity = (cmb_intensity[i] - + (2.0*(cfreq1_hz)*(cfreq1_hz)*kk*ctemp/(cvel*cvel)) - )*(cvel*cvel)/(cfreq1_hz*cfreq1_hz); - - // uncomment below for no CMB in spectra - /* intensity = ((2.0*(cfreq1_hz)*(cfreq1_hz)*kk*ctemp/(cvel*cvel)) */ - /* )*(cvel*cvel)/(cfreq1_hz*cfreq1_hz); */ - - //ucnomment below for no foreground - //intensity = (cmb_intensity[i])*(cvel*cvel)/(cfreq1_hz*cfreq1_hz); - - - cross_real[i] += cwt*intensity; - sumwt[i] += cwt; - } - - } // end loop for freq - // printf("%d %f \n",j,cwt); - } // end loop for pixel - - for(i=0;i0.0) - { - cross_real[i] /= sumwt[i]; - cross_real2[i]= (cross_real[i]/P_diff[i])*(T_hot-T_cold); - } - /* fprintf(fptr3,"%20.15lf ",cross_real[i]); */ - /* fprintf(fptr4,"%20.15lf ",sumwt[i]); */ - } - - for(i=0;i 0.99e30) - y2[1]=u[1]=0.0; - else { - y2[1] = -0.5; - u[1]=(3.0/(x[2]-x[1]))*((y[2]-y[1])/(x[2]-x[1])-yp1); - } - for (i=2;i<=n-1;i++) { - sig=(x[i]-x[i-1])/(x[i+1]-x[i-1]); - p=sig*y2[i-1]+2.0; - y2[i]=(sig-1.0)/p; - u[i]=(y[i+1]-y[i])/(x[i+1]-x[i]) - (y[i]-y[i-1])/(x[i]-x[i-1]); - u[i]=(6.0*u[i]/(x[i+1]-x[i-1])-sig*u[i-1])/p; - } - if (ypn > 0.99e30) - qn=un=0.0; - else { - qn=0.5; - un=(3.0/(x[n]-x[n-1]))*(ypn-(y[n]-y[n-1])/(x[n]-x[n-1])); - } - y2[n]=(un-qn*u[n-1])/(qn*y2[n-1]+1.0); - for (k=n-1;k>=1;k--) - y2[k]=y2[k]*y2[k+1]+u[k]; - free_vector(u,1,n-1); -} -#undef NRANSI -/* (C) Copr. 1986-92 Numerical Recipes Software #p21E6W)1.1&iE10(9p#. */ diff --git a/splint.c b/splint.c deleted file mode 100644 index 3b49fdb..0000000 --- a/splint.c +++ /dev/null @@ -1,20 +0,0 @@ -void splint(float xa[], float ya[], float y2a[], int n, float x, float *y) -{ - void nrerror(char error_text[]); - int klo,khi,k; - float h,b,a; - - klo=1; - khi=n; - while (khi-klo > 1) { - k=(khi+klo) >> 1; - if (xa[k] > x) khi=k; - else klo=k; - } - h=xa[khi]-xa[klo]; - if (h == 0.0) nrerror("Bad xa input to routine splint"); - a=(xa[khi]-x)/h; - b=(x-xa[klo])/h; - *y=a*ya[klo]+b*ya[khi]+((a*a*a-a)*y2a[klo]+(b*b*b-b)*y2a[khi])*(h*h)/6.0; -} -/* (C) Copr. 1986-92 Numerical Recipes Software #p21E6W)1.1&iE10(9p#. */ diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/utils_test.py b/tests/utils_test.py new file mode 100644 index 0000000..38ba6b1 --- /dev/null +++ b/tests/utils_test.py @@ -0,0 +1,36 @@ +from pygmoss import utils +import warnings + +warnings.filterwarnings("ignore") + + +def test_concave_func(): + assert ( + utils.concave_func( + 1.7, + -1.7673603339907888, + 6.209947892799811, + 2.8215667328790097, + 2.6599927540080444, + 0.16663361137887173, + 9999.790968653713, + 0.00020113422862317362, + ) + == 1.0218574884906784 + ) + + +def test_convex_func(): + assert ( + utils.convex_func( + 1.7, + 8.317511113295733e-07, + 2.51968636124662, + 2.707635701950907, + 247386337.5370596, + 7338.466282609452, + 8000.0, + 0.001, + ) + == 2.7367684788205375 + ) diff --git a/total_model_params_11apr16_allpix.txt b/total_model_params_11apr16_allpix.txt deleted file mode 100644 index 15232f0..0000000 --- a/total_model_params_11apr16_allpix.txt +++ /dev/null @@ -1,3072 +0,0 @@ -1 0 -6.474059 0.366202 -0.169949 8.722791 6.986299 2.747548 -12.239783 0.002350 -2 0 -6.427600 0.373955 -0.493670 8.536068 5.215021 4.000000 -2.142797 0.000100 -3 0 -6.506708 0.380490 -0.355376 8.695295 6.560730 3.157503 -2.162118 0.001811 -4 0 -6.645594 0.377094 -0.426240 8.711905 -8.788923 3.346569 -2.156466 0.000214 -5 0 -6.423946 0.352501 -0.335908 8.448008 -8.532219 3.999967 -12.426609 0.000457 -6 0 -6.395775 0.353852 -0.331617 8.354351 -30.288067 3.999986 -6.345106 0.000804 -7 0 -6.676457 0.372934 -0.401478 8.664797 -13.218685 3.644282 -3.976313 0.000490 -8 0 -7.129525 0.398611 -0.530658 8.986494 -18.902916 2.920164 -1.996215 0.000004 -9 0 -6.655006 0.386197 -0.332752 8.778239 5.442561 3.996059 -2.062817 0.000385 -10 0 -6.612704 0.374472 -0.397308 8.654725 -10.817600 3.778578 -5.917683 0.000758 -11 0 -6.213817 0.337617 -0.237880 8.325281 -18.243256 3.661816 -4.234211 0.000023 -12 0 -6.667953 0.367097 -0.342799 8.666891 -19.421051 3.588809 -5.678826 0.000348 -13 0 -6.704820 0.375333 -0.412376 8.670489 -14.072176 3.537973 -7.336345 0.000626 -14 0 -6.769780 0.376882 -0.428869 8.668862 -11.123400 3.413630 -4.289549 0.000726 -15 0 -6.831690 0.376272 -0.406771 8.750591 -19.286474 3.314363 -4.334893 0.000622 -16 0 -6.854905 0.375057 -0.419626 8.710419 -8.662673 3.320208 -5.107335 0.000609 -17 0 -6.524781 0.352952 -0.291177 8.424253 -19.694115 3.999993 -2.399278 0.001259 -18 0 -6.158097 0.301030 -0.159423 8.022646 3.986495 3.513996 -26.629543 0.000940 -19 0 -6.287416 0.307564 -0.158512 8.187840 -66.067123 3.978980 -3.485558 0.000881 -20 0 -6.520075 0.348247 -0.303980 8.326418 -32.544144 4.000000 -2.479729 0.002060 -21 0 -6.592098 0.348080 -0.267342 8.365465 4.213892 3.988097 -2.295722 0.003167 -22 0 -6.801524 0.358077 -0.329333 8.478922 5.885758 4.000000 -14.106047 0.004876 -23 0 -6.999647 0.382874 -0.382924 8.706743 -1.660243 3.541372 -2.017422 0.002911 -24 0 -6.742872 0.359059 -0.409265 8.398920 -10.771880 4.000000 -3.511063 0.003758 -25 0 -6.545486 0.354636 -0.334005 8.394590 -5.462514 3.999989 -3.530558 0.000680 -26 0 -6.783543 0.377832 -0.445388 8.527140 4.302238 3.318748 -2.064404 0.001507 -27 0 -7.287647 0.397537 -0.561447 9.011405 -25.083969 2.865495 -1.987483 0.000074 -28 0 -6.439939 0.326015 -0.246761 8.191460 -34.625759 4.000000 -2.949104 0.000612 -29 0 -6.361347 0.301031 -0.173557 8.079268 -264.584961 3.988653 -26.325016 0.001986 -30 0 -6.551685 0.329479 -0.248033 8.208553 5.416849 3.863830 -26.713757 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-20.174164 0.585998 -1.958740 0.004897 -1922 1 1.292298 0.387014 -5.789298 0.991778 -31.261982 -0.971431 -2.109472 0.002317 -1923 1 1.191571 0.394061 -3.060621 0.741754 -10.623063 1.127916 -4.340115 0.011345 -1924 1 1.050268 0.384595 -7.922644 1.419035 -9.691778 3.840883 -2.990438 0.006269 -1925 1 1.325333 0.393289 -4.138303 0.814817 -1.213811 3.701698 -1.955125 0.000837 -1926 1 1.635913 0.381595 -2.450310 0.951298 -4.517733 3.445616 -3.696864 0.002646 -1927 1 1.403622 0.400381 -0.722844 1.342151 -13.089117 3.707980 -4.446226 0.002891 -1928 1 1.583550 0.397358 -0.808162 1.324802 -11.172297 3.467469 -5.150300 0.002530 -1929 1 1.151474 0.397655 -2.882811 0.934603 -5.748730 -1.076763 -7.021850 0.010058 -1930 1 1.687196 0.396188 -4.935991 0.544042 -3.679796 1.304703 -1.958444 0.002792 -1931 1 1.263120 0.395886 -3.457938 0.993733 -18.220789 3.287426 -9.612318 0.007087 -1932 1 1.397472 0.394930 -4.575645 1.037553 -29.538797 -1.963288 -1.999638 0.002348 -1933 1 1.990877 0.387825 -7.195875 0.636799 -9.637333 -0.074544 -2.169271 0.001830 -1934 1 0.158822 0.477121 -0.210380 22.527673 -31.158686 1.778537 -2.040069 0.003399 -1935 1 1.621017 0.390480 -3.052503 0.924197 -6.438376 2.664950 -4.431771 0.003866 -1936 1 1.776941 0.386338 -3.952902 0.931317 -15.295675 1.407941 -2.166431 0.003703 -1937 0 -7.678744 0.366796 -0.807132 9.389961 -17.464991 2.367497 -6.525605 0.001150 -1938 1 0.181782 0.477121 -0.196888 35.678428 -53.794334 -7.618211 -6.497972 0.015972 -1939 1 2.373948 0.383805 -2.224665 0.744476 -3.699128 1.516263 -2.056442 0.002650 -1940 1 3.078955 0.382385 -2.874934 1.011199 -6.845147 1.874781 -2.171047 0.000453 -1941 1 1.073483 0.477121 -0.137172 6.856049 -0.458313 2.076541 -2.906597 0.038443 -1942 1 3.882888 0.368886 -2.008206 1.176223 -15.002327 3.359189 -3.401140 0.009029 -1943 1 3.533322 0.401984 -0.631810 1.251612 -5.529256 3.969644 -7.838138 0.002347 -1944 0 -6.941586 0.372043 -0.406967 8.747314 7.191558 3.999960 -2.080643 0.001737 -1945 1 2.197054 0.382553 -1.893786 0.859433 -8.045992 0.766608 -2.170791 0.003549 -1946 1 2.815657 0.384034 -2.469412 0.614158 -11.382351 3.121124 -3.454997 0.005788 -1947 1 1.792418 0.386713 -5.486959 0.923963 -7.252012 -1.347076 -2.028157 0.005730 -1948 1 1.757506 0.394249 -6.308693 0.984331 -27.742973 -2.176444 -2.007081 0.003211 -1949 0 -6.220675 0.301035 -0.338540 7.912848 -55.472824 3.722699 -15.828932 0.005512 -1950 0 -6.237565 0.303883 -0.267245 7.964461 5.782539 3.851599 -2.842338 0.001309 -1951 1 1.683903 0.401190 -6.552137 0.994036 -22.890049 -2.227770 -1.960025 0.002074 -1952 1 1.684939 0.400377 -2.509380 0.853369 -10.844264 3.999816 -4.190361 0.006516 -1953 1 1.623209 0.397653 -1.321722 0.801762 -11.879809 2.643436 -1.977825 0.002469 -1954 1 1.950286 0.389205 -4.117343 0.749675 -10.164836 0.341295 -2.272630 0.002106 -1955 1 1.466818 0.393270 -6.208992 1.239717 -2.664842 2.464273 -2.020884 0.003105 -1956 1 1.897632 0.388008 -2.817785 0.932738 -5.361328 3.557203 -4.693395 0.002867 -1957 1 1.838993 0.391144 -2.346128 0.829038 -4.792345 3.999321 -6.994699 0.003355 -1958 1 1.552628 0.387810 -3.095574 1.037804 -14.406792 2.114094 -4.709018 0.005038 -1959 1 1.768083 0.392635 -2.732680 0.914464 -5.449387 3.608439 -3.674225 0.004407 -1960 1 0.755298 0.399540 -14.732488 2.715690 -7.804736 2.988989 -1.950261 0.004104 -1961 1 2.399752 0.394837 -2.619316 0.485325 -44.535252 -9.508148 -2.076177 0.001872 -1962 1 1.920791 0.395018 -1.948290 0.942572 -13.417342 2.326580 -2.159995 0.001525 -1963 0 -6.713193 0.370337 -0.864353 8.307196 -15.773464 3.999028 -4.265847 0.001964 -1964 0 -6.801805 0.372838 -0.728118 8.403695 -6.855500 3.998740 -2.408338 0.001774 -1965 1 1.677218 0.401842 -1.806772 0.955033 -29.386166 1.261334 -2.034756 0.001287 -1966 1 1.061362 0.403054 -7.027397 1.487133 -84.787933 -2.928946 -1.936137 0.002537 -1967 0 -7.732654 0.396022 -0.973516 9.274010 -27.899715 2.565591 -2.018039 0.000683 -1968 1 1.166574 0.407746 -7.794912 0.962628 -6.259542 1.334258 -1.931142 0.001447 -1969 1 1.437541 0.392888 -2.220493 1.047530 -5.033512 3.999957 -5.388902 0.006670 -1970 1 1.473768 0.399111 -3.163334 0.899804 -12.841766 3.781842 -4.522922 0.007132 -1971 1 1.214648 0.393825 -3.275117 1.047764 -21.405846 -3.029026 -9.517584 0.008789 -1972 1 1.080247 0.399813 -9.272196 1.288442 -3.794074 1.763121 -1.993641 0.002598 -1973 1 1.204602 0.402363 -4.821424 1.323257 -31.131374 -1.030719 -2.096486 0.006252 -1974 1 0.515748 0.398580 -8.717226 4.258839 -49.221275 -0.998062 -2.094672 0.007164 -1975 1 1.100889 0.396367 -1.628115 1.239963 -15.037769 3.999113 -3.405378 0.003954 -1976 1 1.457114 0.391430 -2.149504 0.686226 -4.704397 3.999989 -4.484423 0.004478 -1977 1 1.140065 0.401325 -5.341430 1.019505 -28.033508 -1.433376 -1.963006 0.002318 -1978 1 0.853089 0.394704 -3.327059 1.553998 -24.762970 2.954692 -6.264797 0.003511 -1979 1 1.019448 0.398535 -3.009799 0.902563 -6.385828 3.118108 -4.972107 0.008517 -1980 1 0.826535 0.401264 -1.971268 1.329131 -12.207241 1.285804 -2.072050 0.002400 -1981 1 0.977596 0.388491 -3.344959 1.200555 -60.296272 3.141937 -5.261114 0.002659 -1982 1 1.023913 0.387179 -3.149950 0.998199 -18.963871 2.049759 -2.034144 0.003596 -1983 1 1.088966 0.393076 -2.783804 0.690767 -15.087771 -0.312617 -2.076460 0.002509 -1984 1 0.899338 0.393848 -1.641218 0.931121 -3.412455 1.506534 -2.033795 0.006179 -1985 0 -6.757607 0.342370 -0.207361 8.511356 7.044089 3.844921 -2.160977 0.002596 -1986 0 -6.248023 0.301030 -0.291534 7.899785 -38.895256 3.303340 -2.311619 0.005835 -1987 0 -6.348292 0.301030 -0.229594 8.064917 6.110763 3.550791 -2.293341 0.004111 -1988 0 -6.300238 0.301030 -0.279833 7.931364 -28.604794 3.986649 -4.465433 0.003904 -1989 0 -6.378433 0.301030 -0.249935 8.014231 -47.434082 4.000000 -7.760185 0.004851 -1990 0 -8.568732 0.399982 -0.731633 10.092720 -30.306442 0.646069 -1.955178 0.002199 -1991 0 -6.874568 0.370335 -0.685563 8.461663 -11.368423 3.999977 -4.468979 0.004502 -1992 0 -8.619782 0.397802 -0.643106 10.115134 -17.919392 0.920089 -1.997028 0.002490 -1993 0 -6.760696 0.372515 -0.721306 8.427473 -9.655596 3.999774 -4.124168 0.000980 -1994 1 1.560247 0.397857 -3.324235 0.993810 -10.489496 2.587142 -3.843481 0.005148 -1995 1 1.263452 0.400904 -2.064903 1.318459 -10.076203 3.955017 -3.608703 0.010143 -1996 1 0.402882 0.401436 -3.756092 6.513371 -17.731136 -0.183483 -2.223112 0.009230 -1997 1 1.404597 0.398492 -3.093550 0.994396 -8.232232 2.694916 -4.054275 0.004708 -1998 0 -7.879446 0.380441 -0.617808 9.403799 -14.688562 2.296663 -5.249043 0.003597 -1999 1 0.620200 0.402044 -3.431149 3.499909 -2.973186 1.400156 -2.088890 0.005071 -2000 1 0.975636 0.407290 -1.777382 1.345192 -3.992640 -0.027576 -1.969702 0.004408 -2001 1 1.259252 0.401609 -3.203743 0.935536 -14.784565 0.544140 -4.384309 0.011082 -2002 1 1.233899 0.404676 -5.278662 0.852921 -19.906515 -2.592015 -1.891071 0.006317 -2003 1 1.208703 0.400661 -2.564159 0.751700 -4.995910 3.264446 -3.467875 0.014845 -2004 1 1.114405 0.408046 -1.430495 0.877796 -12.540422 1.521009 -1.950427 0.007249 -2005 1 1.107781 0.405859 -3.338088 0.926561 -8.275283 -1.866251 -1.905608 0.007354 -2006 1 1.023265 0.401358 -1.809130 0.964452 -8.815505 3.979354 -3.496892 0.015599 -2007 1 1.003032 0.405979 -1.635550 1.024639 -32.419556 0.231476 -1.947901 0.009268 -2008 1 1.421555 0.402307 -2.218384 0.441296 -4.735317 3.170236 -12.767601 0.012595 -2009 1 1.004411 0.399422 -3.162911 0.895833 -5.981731 3.903016 -5.839099 0.016489 -2010 1 0.895221 0.398326 -3.382656 1.049251 -24.090347 0.712416 -10.039120 0.015104 -2011 1 0.936820 0.408403 -1.370957 1.089073 -22.641142 1.756801 -1.928989 0.006770 -2012 1 1.181981 0.402516 -3.121011 0.582702 -131.299652 -13.749893 -1.945587 0.007906 -2013 1 0.938935 0.396982 -2.557374 0.954301 -5.186532 3.758871 -4.572044 0.017005 -2014 1 0.062559 0.405788 -2.384429 31.286813 -18.732065 -3.324070 -2.036113 0.011360 -2015 1 0.888995 0.402238 -3.643293 1.080235 -6.549293 -0.490823 -1.953733 0.009158 -2016 1 0.831353 0.405963 -1.771218 1.226102 -20.176853 1.090445 -1.957161 0.009874 -2017 1 1.976976 0.397335 -2.685212 0.347679 -9.726501 3.972055 -6.100671 0.011854 -2018 1 0.744245 0.403681 -1.536793 2.672529 -3.741205 2.935231 -4.775281 0.015061 -2019 1 0.619057 0.391994 -3.868739 2.768542 -10.413923 -1.101631 -2.092077 0.003468 -2020 1 1.236673 0.399101 -1.815704 0.834564 -19.171383 2.109507 -2.067756 0.003863 -2021 1 1.737508 0.401273 -2.250464 0.469893 -9.122332 3.549618 -5.414115 0.009228 -2022 1 1.264420 0.403971 -3.379039 0.781201 -9.532559 -1.364737 -2.015658 0.005719 -2023 1 1.127214 0.398051 -3.327712 0.931246 -9.506398 3.340024 -7.595578 0.005639 -2024 1 1.121302 0.402814 -2.351009 0.871908 -14.069174 0.158048 -2.079370 0.005286 -2025 1 1.103174 0.385852 -3.005415 0.666474 -5.986367 2.803256 -4.459240 0.011307 -2026 1 1.010003 0.398166 -1.974898 0.846442 -4.263993 0.230944 -1.953372 0.004039 -2027 1 0.853706 0.396448 -2.934531 0.993111 -19.626451 -2.540921 -1.968907 0.006867 -2028 1 0.848542 0.401859 -4.836786 1.081410 -6.775082 0.146513 -1.996610 0.002705 -2029 1 1.023389 0.394294 -2.666745 0.723118 -5.450942 3.218788 -3.828002 0.009513 -2030 1 0.840874 0.396209 -3.420393 1.058329 -9.444151 2.844412 -5.000168 0.008529 -2031 1 0.809637 0.398555 -3.478964 1.066760 -10.769171 1.797052 -4.832677 0.006277 -2032 1 0.720874 0.399028 -2.860930 1.243475 -10.416162 3.623678 -4.159893 0.006461 -2033 1 1.794121 0.402856 -2.013961 0.094504 -34.344269 -2.517002 -1.950467 0.006209 -2034 1 0.856960 0.402348 -18.849436 1.170618 -5.112602 -0.148927 -1.981266 0.006257 -2035 1 0.741125 0.406610 -1.496190 1.593771 -18.747368 2.029043 -2.057282 0.006658 -2036 1 0.894223 0.405390 -1.687680 1.046414 -4.040616 1.264157 -2.029154 0.005640 -2037 1 0.851979 0.397747 -2.295716 0.981645 -4.750175 3.999523 -5.046969 0.013491 -2038 1 0.850756 0.401671 -3.145795 0.948649 -63.339951 -18.835903 -1.896535 0.011507 -2039 1 0.795999 0.400117 -2.242676 1.103724 -4.877898 2.172959 -8.131083 0.008595 -2040 1 0.758119 0.400903 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