diff --git a/docs/nb/d8LF_qa.ipynb b/docs/nb/d8LF_qa.ipynb
new file mode 100644
index 00000000..28467bef
--- /dev/null
+++ b/docs/nb/d8LF_qa.ipynb
@@ -0,0 +1,527 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "ed71acbd-2e9f-4883-ae92-fd6f6875be1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import sys\n",
+ "import fitsio\n",
+ "import numpy as np\n",
+ "import pylab as pl\n",
+ "import matplotlib.pyplot as plt\n",
+ "import astropy.io.fits as fits\n",
+ "\n",
+ "from astropy.table import Table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "9a7f1cfd-df5f-40a8-87e9-85afdc00e672",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sys.path.append('/global/homes/m/mjwilson/desi/BGS/Sam/DESI/')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "4a9e38ce-82de-46a3-9c38-39880d4e5dbb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from schechter import schechter, named_schechter\n",
+ "from delta8_limits import dd8_limits, delta8_tier"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "f16ea795-e465-4bbf-8835-936896126da5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/global/cscratch1/sd/mjwilson/norberg/GAMA4/gama_gold_ddp_n8.fits'"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "root = os.environ['CSCRATCH'] + '/norberg/GAMA4/'\n",
+ "fpath = root + 'gama_gold_ddp_n8.fits'\n",
+ "fpath"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "ffefe5ab-dbf2-4a4d-9020-b36ad7de4e83",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "cobaya\t\t\t\t gama_gold_ddp_n8_d0_1_vmax.fits\n",
+ "ddrp_limits\t\t\t gama_gold_ddp_n8_d0_2.fits\n",
+ "deprecated\t\t\t gama_gold_ddp_n8_d0_2_lumfn.fits\n",
+ "desi_gold.fits\t\t\t gama_gold_ddp_n8_d0_2_vmax.fits\n",
+ "gama_gold.fits\t\t\t gama_gold_ddp_n8_d0_3.fits\n",
+ "gama_gold_ddp.fits\t\t gama_gold_ddp_n8_d0_3_lumfn.fits\n",
+ "gama_gold_ddp_n8.fits\t\t gama_gold_ddp_n8_d0_3_vmax.fits\n",
+ "gama_gold_ddp_n8_d0_0.fits\t gama_gold_kE.fits\n",
+ "gama_gold_ddp_n8_d0_0_lumfn.fits gama_gold_lumfn.fits\n",
+ "gama_gold_ddp_n8_d0_0_vmax.fits gama_gold_vmax.fits\n",
+ "gama_gold_ddp_n8_d0_1.fits\t gama_gold_zmax.fits\n",
+ "gama_gold_ddp_n8_d0_1_lumfn.fits\n"
+ ]
+ }
+ ],
+ "source": [
+ "! ls /global/cscratch1/sd/mjwilson/norberg/GAMA4/"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "60d745b8-f73d-4700-936b-f69be6a29090",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "XTENSION= 'BINTABLE' / binary table extension \n",
+ "BITPIX = 8 / array data type \n",
+ "NAXIS = 2 / number of array dimensions \n",
+ "NAXIS1 = 393 / length of dimension 1 \n",
+ "NAXIS2 = 113687 / length of dimension 2 \n",
+ "PCOUNT = 0 / number of group parameters \n",
+ "GCOUNT = 1 / number of groups \n",
+ "TFIELDS = 52 / number of table fields \n",
+ "TTYPE1 = 'CATAID ' \n",
+ "TFORM1 = 'J ' \n",
+ "TTYPE2 = 'OBJID ' \n",
+ "TFORM2 = 'K ' \n",
+ "TTYPE3 = 'RA ' \n",
+ "TFORM3 = 'D ' \n",
+ "TTYPE4 = 'DEC ' \n",
+ "TFORM4 = 'D ' \n",
+ "TTYPE5 = 'R_PETRO ' \n",
+ "TFORM5 = 'E ' \n",
+ "TTYPE6 = 'ZGAMA ' \n",
+ "TFORM6 = 'E ' \n",
+ "TTYPE7 = 'NQ ' \n",
+ "TFORM7 = 'I ' \n",
+ "TTYPE8 = 'SPECID ' \n",
+ "TFORM8 = '33A ' \n",
+ "TTYPE9 = 'SURVEY_CLASS' \n",
+ "TFORM9 = 'I ' \n",
+ "TTYPE10 = 'UMAG_DRED_SDSS' \n",
+ "TFORM10 = 'E ' \n",
+ "TTYPE11 = 'GMAG_DRED_SDSS' \n",
+ "TFORM11 = 'E ' \n",
+ "TTYPE12 = 'RMAG_DRED_SDSS' \n",
+ "TFORM12 = 'E ' \n",
+ "TTYPE13 = 'IMAG_DRED_SDSS' \n",
+ "TFORM13 = 'E ' \n",
+ "TTYPE14 = 'ZMAG_DRED_SDSS' \n",
+ "TFORM14 = 'E ' \n",
+ "TTYPE15 = 'LUMDIST ' \n",
+ "TFORM15 = 'D ' \n",
+ "TTYPE16 = 'DISTMOD ' \n",
+ "TFORM16 = 'D ' \n",
+ "TTYPE17 = 'GMR ' \n",
+ "TFORM17 = 'E ' \n",
+ "TTYPE18 = 'REST_GMR_0P1' \n",
+ "TFORM18 = 'D ' \n",
+ "TTYPE19 = 'REST_GMR_0P1_WARN' \n",
+ "TFORM19 = 'K ' \n",
+ "TTYPE20 = 'REST_GMR_0P1_INDEX' \n",
+ "TFORM20 = 'K ' \n",
+ "TTYPE21 = 'KCORR_R0P1' \n",
+ "TFORM21 = 'D ' \n",
+ "TTYPE22 = 'KCORR_G0P1' \n",
+ "TFORM22 = 'D ' \n",
+ "TTYPE23 = 'KCORR_R0P0' \n",
+ "TFORM23 = 'D ' \n",
+ "TTYPE24 = 'KCORR_G0P0' \n",
+ "TFORM24 = 'D ' \n",
+ "TTYPE25 = 'REST_GMR_0P0' \n",
+ "TFORM25 = 'D ' \n",
+ "TTYPE26 = 'Q_COLOR_0P0' \n",
+ "TFORM26 = 'D ' \n",
+ "TTYPE27 = 'EQ_ALL_0P0' \n",
+ "TFORM27 = 'E ' \n",
+ "TTYPE28 = 'EQ_COLOR_0P0' \n",
+ "TFORM28 = 'E ' \n",
+ "TTYPE29 = 'MALL_0P0' \n",
+ "TFORM29 = 'D ' \n",
+ "TTYPE30 = 'MCOLOR_0P0' \n",
+ "TFORM30 = 'D ' \n",
+ "TTYPE31 = 'Z_THETA_QALL' \n",
+ "TFORM31 = 'D ' \n",
+ "TTYPE32 = 'Z_THETA_QCOLOR' \n",
+ "TFORM32 = 'D ' \n",
+ "TTYPE33 = 'DELTA_RPETRO_FAINT' \n",
+ "TFORM33 = 'E ' \n",
+ "TTYPE34 = 'ZMAX ' \n",
+ "TFORM34 = 'D ' \n",
+ "TTYPE35 = 'ZMAX_WARN' \n",
+ "TFORM35 = 'D ' \n",
+ "TTYPE36 = 'DELTA_RPETRO_BRIGHT' \n",
+ "TFORM36 = 'E ' \n",
+ "TTYPE37 = 'ZMIN ' \n",
+ "TFORM37 = 'D ' \n",
+ "TTYPE38 = 'ZMIN_WARN' \n",
+ "TFORM38 = 'D ' \n",
+ "TTYPE39 = 'DDP ' \n",
+ "TFORM39 = '3K ' \n",
+ "TTYPE40 = 'CARTESIAN_X' \n",
+ "TFORM40 = 'D ' \n",
+ "TTYPE41 = 'CARTESIAN_Y' \n",
+ "TFORM41 = 'D ' \n",
+ "TTYPE42 = 'CARTESIAN_Z' \n",
+ "TFORM42 = 'D ' \n",
+ "TTYPE43 = 'RANDSEP ' \n",
+ "TFORM43 = 'D ' \n",
+ "TTYPE44 = 'RANDMATCH' \n",
+ "TFORM44 = 'K ' \n",
+ "TTYPE45 = 'BOUND_DIST' \n",
+ "TFORM45 = 'D ' \n",
+ "TTYPE46 = 'FILLFACTOR' \n",
+ "TFORM46 = 'D ' \n",
+ "TTYPE47 = 'DDP1_N8 ' \n",
+ "TFORM47 = 'K ' \n",
+ "TTYPE48 = 'DDP2_N8 ' \n",
+ "TFORM48 = 'K ' \n",
+ "TTYPE49 = 'DDP3_N8 ' \n",
+ "TFORM49 = 'K ' \n",
+ "TTYPE50 = 'DDP1_DELTA8' \n",
+ "TFORM50 = 'D ' \n",
+ "TTYPE51 = 'DDP2_DELTA8' \n",
+ "TFORM51 = 'D ' \n",
+ "TTYPE52 = 'DDP3_DELTA8' \n",
+ "TFORM52 = 'D ' \n",
+ "HIERARCH DDP1_ZMIN = 0.0390699990093708 \n",
+ "HIERARCH DDP1_ZMAX = 0.2483299970626831 \n",
+ "DDP1_VZ = 6451530.309761727 \n",
+ "HIERARCH DDP1_NGAL = 34732 \n",
+ "HIERARCH DDP1_DENS = 0.005383528919866882 \n",
+ "HIERARCH DDP2_ZMIN = 0.03914999961853027 \n",
+ "HIERARCH DDP2_ZMAX = 0.1830800026655197 \n",
+ "DDP2_VZ = 2679079.755786841 \n",
+ "HIERARCH DDP2_NGAL = 26598 \n",
+ "HIERARCH DDP2_DENS = 0.009928035902084674 \n",
+ "HIERARCH DDP3_ZMIN = 0.03903000056743622 \n",
+ "HIERARCH DDP3_ZMAX = 0.09973999857902527 \n",
+ "DDP3_VZ = 432372.2344703941 \n",
+ "HIERARCH DDP3_NGAL = 7954 \n",
+ "HIERARCH DDP3_DENS = 0.01839618589233124 \n",
+ "VOL8 = 2144.660584850632 "
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ddps = fits.open('/global/cscratch1/sd/mjwilson/norberg/GAMA4/gama_gold_ddp_n8.fits')\n",
+ "ddps = ddps[1].header\n",
+ "ddps"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "5a8e942d-be88-41f2-a7f7-6b9c18759b8c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "randoms_G9_0.fits randoms_bd_G9_0.fits\t safe\n",
+ "randoms_N8_G9_0.fits randoms_bd_ddp_n8_G9_0.fits v0\n"
+ ]
+ }
+ ],
+ "source": [
+ "! ls /global/cscratch1/sd/mjwilson/desi/BGS/Sam"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "07d3c038-e6b3-4120-835e-10a009b87a63",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "Table length=1840387\n",
+ "
\n",
+ "RANDOM_RA | RANDOM_DEC | Z | V | RANDID | FIELD | CARTESIAN_X | CARTESIAN_Y | CARTESIAN_Z | IS_BOUNDARY | N8 | BOUND_DIST | BOUND_ID | DDP1_N8 | DDP2_N8 | DDP3_N8 | FILLFACTOR | DDP1_DELTA8 | DDP2_DELTA8 | DDP3_DELTA8 |
\n",
+ "float32 | float32 | float32 | float32 | int64 | bytes2 | float32 | float32 | float32 | int64 | int32 | float64 | int64 | int64 | int64 | int64 | float64 | float64 | float64 | float64 |
\n",
+ "134.1185 | -0.808964 | 0.16447665 | 662216.5 | 541755 | G9 | 477.0616 | -7.3086348 | -10.883285 | 0 | 1090 | 9.774657518542892 | 673717 | 39 | 57 | 0 | 1.0164778592052301 | 2.3230820383954414 | 1.6336315912400963 | -1.0 |
\n",
+ "138.95676 | 2.6404722 | 0.24579756 | 2098134.0 | 1104169 | G9 | 698.7809 | 48.364056 | 26.22122 | 0 | 970 | 4.346966069687991 | 337314 | 3 | 0 | 0 | 0.9045720398431865 | -0.7127550022322735 | -1.0 | -1.0 |
\n",
+ "130.0458 | -0.3668098 | 0.24854927 | 2165501.2 | 1081817 | G9 | 705.64355 | -61.12442 | -10.666243 | 0 | 1065 | 11.795548078978328 | 424942 | 1 | 0 | 0 | 0.9931641468381377 | -0.9127925984867935 | -1.0 | -1.0 |
\n",
+ "133.66829 | 0.29416147 | 0.23967364 | 1952958.9 | 827053 | G9 | 684.2005 | -15.8584385 | -2.4309745 | 0 | 1102 | 26.83388185444483 | 1111677 | 6 | 0 | 0 | 1.0276684411414345 | -0.49432368814030003 | -1.0 | -1.0 |
\n",
+ "135.87224 | -1.7450509 | 0.28237346 | 3105515.2 | 1542999 | G9 | 798.11597 | 12.209394 | -31.261341 | 0 | 847 | 2.9014505174250056 | 1422889 | 0 | 0 | 0 | 0.7898685749970916 | -1.0 | -1.0 | -1.0 |
\n",
+ "133.17665 | 2.6008437 | 0.17796256 | 831746.6 | 575370 | G9 | 514.3087 | -16.33149 | 18.897867 | 0 | 906 | 3.227366432430104 | 1362459 | 4 | 15 | 0 | 0.8448889361834299 | -0.5899519531498238 | -0.16618495571868674 | -1.0 |
\n",
+ "135.21371 | 1.9626317 | 0.2526735 | 2268975.8 | 1759399 | G9 | 719.2336 | 2.7313383 | 18.392054 | 0 | 1070 | 12.592323623895311 | 221050 | 0 | 0 | 0 | 0.9978268893115562 | -1.0 | -1.0 | -1.0 |
\n",
+ "138.70532 | 0.047041986 | 0.29556105 | 3530214.8 | 161017 | G9 | 831.9195 | 53.93429 | -6.5437675 | 0 | 1095 | 9.00704178614997 | 1244039 | 0 | 0 | 0 | 1.0211406016786486 | -1.0 | -1.0 | -1.0 |
\n",
+ "135.60945 | 2.12468 | 0.23722042 | 1896622.0 | 1646351 | G9 | 677.43146 | 7.2503963 | 19.241734 | 0 | 1076 | 10.051226966645427 | 1821948 | 48 | 0 | 0 | 1.0034221802796583 | 3.1431620495865387 | -1.0 | -1.0 |
\n",
+ "136.01154 | -0.2078697 | 0.21278904 | 1390672.1 | 1501608 | G9 | 611.00604 | 10.830844 | -7.52617 | 0 | 1110 | 18.67369298944342 | 303620 | 3 | 0 | 0 | 1.035128829098904 | -0.7489841010498246 | -1.0 | -1.0 |
\n",
+ "... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
+ "129.92409 | -1.4552088 | 0.25887063 | 2430169.2 | 750039 | G9 | 732.81445 | -65.057556 | -25.062084 | 0 | 1091 | 6.903613305774649 | 1209507 | 0 | 0 | 0 | 1.0174104076999138 | -1.0 | -1.0 | -1.0 |
\n",
+ "138.4361 | -1.5180924 | 0.122164436 | 278546.25 | 1448881 | G9 | 356.71265 | 21.448433 | -12.572896 | 0 | 803 | 3.4296305560822598 | 458530 | 29 | 52 | 0 | 0.748836441231009 | 2.3541725974288696 | 2.261327884282377 | -1.0 |
\n",
+ "136.32803 | -0.70231545 | 0.2782673 | 2980082.8 | 209898 | G9 | 787.5326 | 18.31389 | -16.500824 | 0 | 1050 | 17.334764096823434 | 583782 | 0 | 0 | 0 | 0.9791759194178823 | -1.0 | -1.0 | -1.0 |
\n",
+ "131.05151 | -1.5848706 | 0.049768776 | 19666.61 | 608181 | G9 | 147.34338 | -10.162839 | -5.36793 | 1 | 557 | 0.0 | 0 | 8 | 15 | 30 | 0.5194295115388194 | 0.333944454026067 | 0.3562593000338776 | 0.46388942817605194 |
\n",
+ "138.59767 | 2.411619 | 0.24593917 | 2101568.8 | 611497 | G9 | 699.5504 | 44.017124 | 23.4335 | 0 | 1099 | 7.000764620277871 | 233614 | 15 | 0 | 0 | 1.0248707956573835 | 0.2676417098939705 | -1.0 | -1.0 |
\n",
+ "140.5259 | -0.56877154 | 0.2934116 | 3458697.5 | 108526 | G9 | 824.0268 | 79.78753 | -15.379619 | 0 | 1083 | 5.20012732906235 | 556792 | 0 | 0 | 0 | 1.0099500197424442 | -1.0 | -1.0 | -1.0 |
\n",
+ "138.01611 | -0.33003342 | 0.27769208 | 2962766.5 | 966869 | G9 | 785.215 | 41.430367 | -11.352366 | 0 | 1045 | 22.37837670247753 | 476178 | 0 | 0 | 0 | 0.9745131769444637 | -1.0 | -1.0 | -1.0 |
\n",
+ "134.531 | -0.20420909 | 0.21290883 | 1392915.0 | 1664694 | G9 | 611.4107 | -4.9632716 | -7.491809 | 0 | 1067 | 18.730850186684204 | 62530 | 0 | 0 | 0 | 0.9950292438275051 | -1.0 | -1.0 | -1.0 |
\n",
+ "140.57492 | 2.7773197 | 0.09959532 | 153014.45 | 1405099 | G9 | 291.2355 | 28.436356 | 11.660081 | 0 | 473 | 1.3938775323537667 | 183216 | 4 | 5 | 0 | 0.44109543798538886 | -0.21458027389797119 | -0.467627603862671 | -1.0 |
\n",
+ "135.44148 | -1.9440484 | 0.28426534 | 3164386.0 | 1395810 | G9 | 803.08325 | 6.2453012 | -34.247772 | 0 | 591 | 1.1339015600798168 | 1136657 | 0 | 0 | 0 | 0.5511361603580651 | -1.0 | -1.0 | -1.0 |
\n",
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ "RANDOM_RA RANDOM_DEC Z ... DDP2_DELTA8 DDP3_DELTA8 \n",
+ " float32 float32 float32 ... float64 float64 \n",
+ "--------- ----------- ----------- ... -------------------- -------------------\n",
+ " 134.1185 -0.808964 0.16447665 ... 1.6336315912400963 -1.0\n",
+ "138.95676 2.6404722 0.24579756 ... -1.0 -1.0\n",
+ " 130.0458 -0.3668098 0.24854927 ... -1.0 -1.0\n",
+ "133.66829 0.29416147 0.23967364 ... -1.0 -1.0\n",
+ "135.87224 -1.7450509 0.28237346 ... -1.0 -1.0\n",
+ "133.17665 2.6008437 0.17796256 ... -0.16618495571868674 -1.0\n",
+ "135.21371 1.9626317 0.2526735 ... -1.0 -1.0\n",
+ "138.70532 0.047041986 0.29556105 ... -1.0 -1.0\n",
+ "135.60945 2.12468 0.23722042 ... -1.0 -1.0\n",
+ "136.01154 -0.2078697 0.21278904 ... -1.0 -1.0\n",
+ " ... ... ... ... ... ...\n",
+ "129.92409 -1.4552088 0.25887063 ... -1.0 -1.0\n",
+ " 138.4361 -1.5180924 0.122164436 ... 2.261327884282377 -1.0\n",
+ "136.32803 -0.70231545 0.2782673 ... -1.0 -1.0\n",
+ "131.05151 -1.5848706 0.049768776 ... 0.3562593000338776 0.46388942817605194\n",
+ "138.59767 2.411619 0.24593917 ... -1.0 -1.0\n",
+ " 140.5259 -0.56877154 0.2934116 ... -1.0 -1.0\n",
+ "138.01611 -0.33003342 0.27769208 ... -1.0 -1.0\n",
+ " 134.531 -0.20420909 0.21290883 ... -1.0 -1.0\n",
+ "140.57492 2.7773197 0.09959532 ... -0.467627603862671 -1.0\n",
+ "135.44148 -1.9440484 0.28426534 ... -1.0 -1.0"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "randoms = Table.read('/global/cscratch1/sd/mjwilson/desi/BGS/Sam/randoms_bd_ddp_n8_G9_0.fits')\n",
+ "randoms"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "b1375e59-604e-420e-ae4d-6c4c57a72545",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
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+ "