From 9bb1521e9e21a53d6553ef0f27b6faa5ddf772bf Mon Sep 17 00:00:00 2001
From: delucchi-cmu <delucchi@andrew.cmu.edu>
Date: Wed, 21 Feb 2024 11:56:50 -0500
Subject: [PATCH] Use primary catalog schema for margin cache.

---
 .../margin_cache/margin_cache.py              |   1 +
 .../margin_cache/margin_cache_map_reduce.py   |  19 ++-
 tests/hipscat_import/conftest.py              |   9 +-
 .../Norder=0/Dir=0/Npix=4.parquet             | Bin 11454 -> 11421 bytes
 .../Norder=1/Dir=0/Npix=47.parquet            | Bin 133704 -> 133671 bytes
 .../Norder=2/Dir=0/Npix=176.parquet           | Bin 28379 -> 28346 bytes
 .../Norder=2/Dir=0/Npix=177.parquet           | Bin 86295 -> 86262 bytes
 .../Norder=2/Dir=0/Npix=178.parquet           | Bin 92667 -> 92634 bytes
 .../Norder=2/Dir=0/Npix=179.parquet           | Bin 99907 -> 99874 bytes
 .../Norder=2/Dir=0/Npix=180.parquet           | Bin 42210 -> 42177 bytes
 .../Norder=2/Dir=0/Npix=181.parquet           | Bin 54775 -> 54742 bytes
 .../Norder=2/Dir=0/Npix=182.parquet           | Bin 72993 -> 72960 bytes
 .../Norder=2/Dir=0/Npix=183.parquet           | Bin 67804 -> 67771 bytes
 .../Norder=2/Dir=0/Npix=184.parquet           | Bin 80298 -> 80265 bytes
 .../Norder=2/Dir=0/Npix=185.parquet           | Bin 162097 -> 162064 bytes
 .../Norder=2/Dir=0/Npix=186.parquet           | Bin 31794 -> 31761 bytes
 .../Norder=2/Dir=0/Npix=187.parquet           | Bin 43738 -> 43705 bytes
 .../small_sky_source_catalog/_common_metadata | Bin 5504 -> 5525 bytes
 .../data/small_sky_source_catalog/_metadata   | Bin 29241 -> 28968 bytes
 .../catalog_info.json                         |   2 +-
 .../partition_info.csv                        |  30 ++--
 .../provenance_info.json                      |  29 ++--
 .../margin_cache/test_margin_cache.py         |  22 +++
 .../test_margin_cache_map_reduce.py           |  43 +++++-
 .../margin_cache/test_margin_round_trip.py    | 128 ++++++++++++++++++
 25 files changed, 245 insertions(+), 38 deletions(-)
 create mode 100644 tests/hipscat_import/margin_cache/test_margin_round_trip.py

diff --git a/src/hipscat_import/margin_cache/margin_cache.py b/src/hipscat_import/margin_cache/margin_cache.py
index f84179c6..e8e1c99f 100644
--- a/src/hipscat_import/margin_cache/margin_cache.py
+++ b/src/hipscat_import/margin_cache/margin_cache.py
@@ -88,6 +88,7 @@ def _reduce_margin_shards(client, args, partition_pixels):
                 output_path=args.catalog_path,
                 partition_order=pix.order,
                 partition_pixel=pix.pixel,
+                original_catalog_metadata=paths.get_common_metadata_pointer(args.input_catalog_path),
             )
         )
 
diff --git a/src/hipscat_import/margin_cache/margin_cache_map_reduce.py b/src/hipscat_import/margin_cache/margin_cache_map_reduce.py
index 8ede0e6e..82071414 100644
--- a/src/hipscat_import/margin_cache/margin_cache_map_reduce.py
+++ b/src/hipscat_import/margin_cache/margin_cache_map_reduce.py
@@ -1,10 +1,12 @@
 import healpy as hp
 import numpy as np
+import pyarrow as pa
 import pyarrow.dataset as ds
 from hipscat import pixel_math
 from hipscat.catalog.partition_info import PartitionInfo
 from hipscat.io import file_io, paths
 from hipscat.pixel_math.healpix_pixel import HealpixPixel
+from hipscat.pixel_math.hipscat_id import HIPSCAT_ID_COLUMN
 
 from hipscat_import.pipeline_resume_plan import get_pixel_cache_directory
 
@@ -29,7 +31,7 @@ def map_pixel_shards(
         nest=True,
     )
 
-    constrained_data = data.merge(margin_pairs, on="margin_pixel")
+    constrained_data = data.reset_index().merge(margin_pairs, on="margin_pixel")
 
     if len(constrained_data):
         constrained_data.groupby(["partition_order", "partition_pixel"]).apply(
@@ -90,13 +92,16 @@ def _to_pixel_shard(data, margin_threshold, output_path, ra_column, dec_column):
                 PartitionInfo.METADATA_PIXEL_COLUMN_NAME: np.uint64,
             }
         )
+        final_df = final_df.set_index(HIPSCAT_ID_COLUMN).sort_index()
 
         final_df.to_parquet(shard_path)
 
         del data, margin_data, final_df
 
 
-def reduce_margin_shards(intermediate_directory, output_path, partition_order, partition_pixel):
+def reduce_margin_shards(
+    intermediate_directory, output_path, partition_order, partition_pixel, original_catalog_metadata
+):
     """Reduce all partition pixel directories into a single file"""
     shard_dir = get_pixel_cache_directory(
         intermediate_directory, HealpixPixel(partition_order, partition_pixel)
@@ -108,7 +113,15 @@ def reduce_margin_shards(intermediate_directory, output_path, partition_order, p
         file_io.make_directory(margin_cache_dir, exist_ok=True)
 
         if len(full_df):
+            schema = file_io.read_parquet_metadata(original_catalog_metadata).schema.to_arrow_schema()
+
+            schema = (
+                schema.append(pa.field("margin_Norder", pa.uint8()))
+                .append(pa.field("margin_Dir", pa.uint64()))
+                .append(pa.field("margin_Npix", pa.uint64()))
+            )
+
             margin_cache_file_path = paths.pixel_catalog_file(output_path, partition_order, partition_pixel)
 
-            full_df.to_parquet(margin_cache_file_path)
+            full_df.to_parquet(margin_cache_file_path, schema=schema)
             file_io.remove_directory(shard_dir)
diff --git a/tests/hipscat_import/conftest.py b/tests/hipscat_import/conftest.py
index c8e7a91f..bccb9afe 100644
--- a/tests/hipscat_import/conftest.py
+++ b/tests/hipscat_import/conftest.py
@@ -8,6 +8,7 @@
 import numpy.testing as npt
 import pandas as pd
 import pytest
+from hipscat import pixel_math
 
 # pylint: disable=missing-function-docstring, redefined-outer-name
 
@@ -179,10 +180,12 @@ def basic_data_shard_df():
     porder = np.full(360, 1)
     norder = np.full(360, 1)
     npix = np.full(360, 0)
+    hipscat_indexes = pixel_math.compute_hipscat_id(ras, dec)
 
     test_df = pd.DataFrame(
-        data=zip(ras, dec, ppix, porder, norder, npix),
+        data=zip(hipscat_indexes, ras, dec, ppix, porder, norder, npix),
         columns=[
+            "_hipscat_index",
             "weird_ra",
             "weird_dec",
             "partition_pixel",
@@ -211,10 +214,12 @@ def polar_data_shard_df():
     porder = np.full(360, 2)
     norder = np.full(360, 2)
     npix = np.full(360, 0)
+    hipscat_indexes = pixel_math.compute_hipscat_id(ras, dec)
 
     test_df = pd.DataFrame(
-        data=zip(ras, dec, ppix, porder, norder, npix),
+        data=zip(hipscat_indexes, ras, dec, ppix, porder, norder, npix),
         columns=[
+            "_hipscat_index",
             "weird_ra",
             "weird_dec",
             "partition_pixel",
diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=0/Dir=0/Npix=4.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=0/Dir=0/Npix=4.parquet
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diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=176.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=176.parquet
index 2c4bbe6d27e01a4586511c7637ac813403262f63..5186c58f3b497d3646d0a32d0281937b99b82e4c 100644
GIT binary patch
delta 1973
zcmbtUOKclO7+!Bu#~~>St?fFA3$7zufu!*xk2Y0#jMwivPU0qB+f|yZ*Ke;kZd1o`
zq|z!ykpLl~j?`XEpfpDgEs-ij5dy>kAr2f-p`r&4NKk>qjZ64v)^U?k4yYq}=KKHo
z=6`(u%0J#$eR^MY>x!m@QFr0&Y+~zy=IFD;*y=j;rUL4gw<*B&D32d#^jp_Q42okL
z9PQj+gno0IQ_&ck{2ZS5tWmr_Hiwb7O7UIq71bC%<$J#WllNGoj_n?WSKS76c=3EH
zeO|}v*VOvg_3J9@y*g|CxXv2K@P@DNK$lJ%(y=<`0K;gE3|aV`Uz;3b`Zd&o&Co<(
zbo95tzNS{G*3^vk*Y_b+Ya>;QJKxB2O{L#ZS^wT(t>11yq9?|}U&apVbgjBQ1>7Pz
zNdY2xL@jU_nh1=&1#Et}tAN&UIlrQGs#I|225Vivp;YkiV59=jTfNmD=<Vou<NIbL
zY@0c(-uQ;Ketq+5VgO&9*|b~qp^pw~KqN-jYGDneRf`c^uQgpXdDDl-W{2olva?Bg
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zfRu^?SEUzBaQaA<@EA^Lm~4U70h{eO0FN7QOZt}<0lJpsrLq(sj${(PXaPFq8Z~ez
z^ccOkhc1>tJmju5>61-5N1_XR=>ku66dQDeXm2P>K4B8q6@i_M1lF#ONe&b*!LSJ+
zbAox$d(SG)lq|kDFQPP2kSLIK*>~ch70Q32f=RwyM5l;?M2rBEr)=0MnFsyh<y0(K
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zzNI4mt#sJxl!#ztP{4!1Rmr=?QnY%RF_`dMa*sy&U+De`-<FTyFJyH)6YXJ`DHL)1
E0}6r;&Hw-a

delta 2042
zcmbtU%}*Og6kji3pwProSYv|=jwP%LFxbXG9F?NkHMZBm1{?5KN@2Y=_WFy(d^omJ
zAyKtbZ&gOhp-Ks~`~hiw>!Hf2>a97XQq?vMy;Nz{N|k!3B2`LfW=(;JC{i<)X5O3k
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zNjL&qxxX;{)2Ez@aO_4F;nLI&v74id5V*_4mZNV&y{GS0T_a6Vlrn4Kq^D=}{>QX|
zq4lGPMXyr_R!hlLiJ`SSYV9qRc2{No{x)s?{5EYko%wgvi1;)Eh>T(=M$2>!GCOKU
z!>AcGg5qsu)>5z6J$UG0-uP(mgj$13Iwf^*hc^GSi>1!Wr=TjP#iE0E&lbhox<))>
z(YgnJ_H<1A^vMa;#(*qcKY7B(`?UGqK9)V30m~k?sB4eC-ED1O-A7c7q+Rgb{A=pN
zuW9r92hcYE4Qd13N9*vR6pIK!>%tJZ0bwCQR!!%%cJtmXm4SIhVX=f)NTA;lfq#Ts
ziTxzJOxCB|SiAXmcr3XaQNYbnWtF2#|N90nz3gptzI0<dpWn{`gZ9ry_#K*Cv=6?d
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zo6{bT`l>?2xyff&(|nfS^mC3fU$g==0(eRT9)N9EnnU&!@_-#J;A)u#fV~WY0EDp5
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zqA;E_!ryY|FU~y^$<B_$8wFF3$0-Sga2C~@i%0zEoYVEPc(6qvJ=?gDV^}4I{n=yK
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zeir3oe9%w0+yp>O1&U)HTP9v+$MAQ7JPvs0p{CH+B@}{Sb*rAA=EQoO1=r!DJTq_=
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z7I|dYJbGV2xSa0@Rud!PO3WTcUlKVGy81FEM2X~rafZ@CFfl>tdS#)swwc<nh_Y-E
lN~P7ZaVu3?msX2L@{gha5q?;_1n(5ptyH*+qGmzJ_AlFe9ESh^

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=177.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=177.parquet
index 00ad8b936da3dc1052451b6a7d4f77e04ab8bec7..9ce5e0055b10dee3741ff8b4d1acbe2e93ea80d8 100644
GIT binary patch
delta 2080
zcmbVMU2Kz8817rPuEoVn-B((uP-^xG*`VFVT8b!~@9WRnb^SxvpNOODwywYXXz5Cq
zASNbWFG@TKiNg)N;{wEFG4YBR!vzT@CdPm<F)_vqgD8m?lA!N7Ut19gMo!Yx=e+NE
zpXdEKEnV;aeXaWvwQkbr`mUU{TJ|$Q@3~-_t{R}{%8t~hF7CUvV&%Ro_pg~b*w_ki
zSIc}GeO<5_c;I(#I7*kh;VQQu(m}s!zjOfJp!f99M?dcY0i5*59@xI?_Bp*p(3;1P
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zov=gq;f6u{<0E>?2{#-A#?Zy*^w<@R&^4envC;-CXgb_6am|j6W?W!r^Lg*A^>zA-
z3k-a8IP(Q=y|r?zSN!3;&LV8)-Fol-wG<t6x31yTQ*@<$!pS>(#q~3t0x7<LdCrH!
zKiVsv`2bxi55-3?{l8{zb&5|sHM2{6^1hpU#mBUK&|>`L#%6q`qTYDt3q!v~V;(Z;
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zU_?FcmSE2V$9E;Tpc~$|*Rgk)z9hpo%c$*?#?(vV@kru8ExRyR&X}%mwev-2Rfboz
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zx7!g&WP$FCf*?kiD><^DWXHpWR5Ct~?JlO17(DL65xJS0NOUL+)?*BMv75|`>-Z90
z;98_%M~o(<<*wJ*&hlw35BrY$OHC3EbyyQoRA`_h7GSxN06iFn9j6ib36_cB_>DEP
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zQ;95@W1VId=Ojm)ft=(4kL>hJLMf67)@jzV0I5Xnv=Ro}>GAN=Y%*9#Pq~Zf#3WIt
zq25`Jwlrds>NGe#haAZa{vF>;#ad&^sbfN~%rf^eL6Tw<LV;FA3}Dsz*7GRR7o+g}
z_(+L0jSU!Y;=mg$vbEHHy{s`=l}z<`eeT4btfK76RI7^(>(X4cmS3z`)jt{YxAaaF
Ow$neOV4zRO!0;C+Q6S#{

delta 2231
zcmbtUUu=_A6z}P_c7=f>*sg=Il`3Bd47PQDx{iO|uid(DTmP&B)>d$Q{noYLXuGn1
zr8A^H5H%(ynwec<$aIKGOiV;fDv1v!KFGrod@)f1YA`Xr_{x(Zo_oKJtwaow+vN6~
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zzq3*;e7VAkKZ$SgcbkP4jj*L~9U=eH2s^e`vYj=u?%_dsBkz5@p^-{|Rz1IQ49i!m
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z&_!2WVB#KX;&hGh$E9^3YGZ<jP!?nV|M_<xdWM%<{MA->RCuO|FaBn;)Cm7E>gJuR
zw>P1Vg=)*2-<zJ->FS%UhOC?!muIX$7L$jeqN+j7%(gr1%{F^xE}hMf&E~Uldymb|
zkLk)wsPRt;?0*Vatq2F60`{s1R}Z@mwjOM?U%;wbH)Heh=^1q@!zw$pn9f>5LZQHD
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zc{0}q*8+FRAp24rt~Mp@PlX+!R0PReALV;|kL4$*9E4qk_JJfJ5iHBJ5Yebmq1gWk
zu8{=kC%jFR$)jp(qT^TD@WyNc;zF$bWIp0Ji9a_UM|tEJKl1R`W;L|Yk|Rf6)LEOd
p^7Og6`0N2Cn>`>;Pfz7+rGFk9|4XXBOK%6Ek^T|{6a5Rfe*nuKJyHMw

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=178.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=178.parquet
index 6cd593a1129f49b25df5e9870e6228d09e356a92..133f899ec06b74a2b24fe3346e42404e10e0b521 100644
GIT binary patch
delta 2046
zcmbVMUu;ul6u+n2O4*7`<TmYASn1pix=Fi@e<dh>ZMUwqYr9T%+cIExx7+Ri6-HOO
zL?JQZNqKOF&j%zt7!ntkh#2RC@oA4fs3as15)IK89}ObvgP!l}?Hq^?_$9mhopXNQ
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O7&i-AhakjAy#H^In-2~E

delta 2163
zcmb_cUrbY17{4EX3Ic8t?Oh8M8H~nEkW%nZjoO{tLb*swDG0Pf%jLGTx3;B%P}^j|
zhrKOvbIo@4K=!mJGZX)0BUy}_3lDoVG0Sw>60>A4dt8`C_ON~D++wMjiHSQ+PQQP@
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zM#lQG!wI6zjj@~*pG^hgYLCMnni|S0la3`hF&~o?@{-rpmzC2tg3HIY7?BBCamQR}
z_oGMb_(e`-B|@a5WR#Eq^CkQcx5@zL**1uUM8X71;qs0<y1S2}(eL6x7t1r?*6Kq;
zno~T<tZMhgBLj{M3QR`zv}c;>Kq3$G@l0Iq17(EL^MtHQ;=SkPBl)5LBH?`yUcysH
z9Gb;`WlAO<|B>$QEX((EzA2iY!<np$!Rx!np35ctN9bxC+FCpgO-W58Q1iLaq!;fx
zT$Co0Wxb|lg{djk<$}!jm+FpeagWOUc7sep@uJLfmE$uZ7WCzd=Mag5TyC6W-s1ti
z@%lwr=_K29LP-naSZ(>(Q(imnM=Yx!^>VHOUcgPgl;u1<@laMe%ziECxyax+wZ);M
zNlA^8`Q;)(%%v6!Byy4d69eOcQ;b5jJ9^ZVFF9ooB!kFidj@cOw*j1UU>qJQ1N08X
z2?^qP?D>N%g-d3-PxG;e5o{OJhYjPy#>}lb8>N?GuxB(s+dGj9+9&Wg#V>_3kY$XB
z<PXgtdKbxw6M|`9Mp-z&6ur=;W-?vM!oqyEbve4QsLiKa`JajT7kXWTH|e(;7<LG;
KCPDC%K+nJCQ7vl#

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=179.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=179.parquet
index 07b1b06598c08537669f2a7b6077295db0b9fe86..8454ed03e31434a71eff0a3ea69f319e11ae7823 100644
GIT binary patch
delta 2175
zcmbtUZERCj7`~_5%ElHmkX!Dy21?^@mW<J^`z&U|({}4xyKXB&KO&Cqw(IxpUAwMp
zlWh_RKMejN;Se>%5Mx3VKY~er_$`L;!=Mo)*cjsve`#XEKjRPZJ?FM#BGD)(>FIOc
zkLNk(ec#-xXS5g3Xy5A<8#rw{`8185KRX*2u3Qv7m|Cvfja^ki<<gfbSpW571}fuy
z$lpMND(B5;95I6JS#*pHThM)GA00qbs{My7dV%x|qjqw45b@4ouBTDMah$+*0IfX@
zuvfbfs&;YW^;<1^UehrI+#Q0}o6SX{IbNfycIno2r;+%}%@*;Cn=SfbqA1AlG~dX#
z^SeB}hUa#2T(cgC*y1@}$9L}Mt6kvN@>)HpHrJg3L*(-z#E<-b8{`^mat)3|P3s)e
zT|nYXw_C*OcOdrn<Q>DPbM!CLSN=)5?i89SV$!1@e7{Ay(W@j@)px4e*Y324=kBQ5
z4`oyB%8g<4)}Z;F%dHQt|HOPeq2#6T@_a&$L~Cq+oPy$gi^SJYw~Du_<WdTKZSK~2
z-hQ$f3dZq`-5P;DyIT*YXEsgjI-54~avGUfk6}on6r8;qn{N|uzuBbcx3l7%tz0_Z
zCjNYRTirnJWzYi4fmsQXk7U%sPS<60hyfUvMFwC}j*)M&H9t(te9wOwf_;zE!`)W#
zaoVuEU;IBE=+*14eb@#wEjH_}zuLNs<2v>WS|uz;!g--ud3OmlH0cWod3n^h-(Zvr
z8KpG8TvDROg9alrlcfSOkl$8NFS%bt7V=XLwUHx5)VJmMNfEs<)<1Z_e4yXB1~e-D
z{7N*JPh@3EWdYxSag7t&u+KN+KbV)|(M(wQs?)?4CKp!GxW<ObkE`eq%2xK2(EHkL
z5r4W6am2`a8423{uz$!rLtZPxP4>QstQz?!xwnS)(EoE~)Zg@+Y*V7-vo$0%riO}P
zqMU$ckFBE}I~T*wbWyT+<B>_LvXJqm)i5%60tw`)4Ycbau6-MU!^M~@<1K~!ljem1
zS7Ih%8*yb;m7wg7OL7X%I3Z1?0lQZsC0E{McUwXMcRB307F@|}%$1xldy=>?eb{aF
z*df+ASqM2N%YlJVT9UoWf@P3#OeY45p5%05aSme#{P5JA9rlepj$z!3CorBa+Ay}q
zFgPW8cEsQe0M2Fr*bRZ$mZxx*Zqxx(rbUwpfDOl~jk3|h=9-}>V2LZzls6d+_!gnK
zsZapIrbeJ6+pH|oMgk|1;W)(;P*LiJwX^~eOdA(XfWcIkIYRwgWE}MDbEZq!>wzSd
z)jtaoMR3fy=v}dk#80BV8-SejqL2>%@MgNX%DpDjD1ZqEydAh{9xX$CWdYb$f*B<p
z9PllMoJW)JdVB3!cI^4L{8T-EgAqs>%Izp^63lE8*dKj?O#+r5_OtR!wS0_OMR1Hx
zIaRXxV5gmgwWUr#-GOm114BYR?1gh`z(kqcIEA{MLBE8fwDPn9F`K#0h*w#{BP+k)
zS5o*{T6tPR7nWyD<du`ixH08ji3Hrq&{1nD<e$cBchs2jY)xZsTI~*_XOJN~g%9#e
z!MR%7VrtvKYo|A#q=Gm|I|c%^7f}EYPt~T9)^2MV-1ID2to>5Pn+{mg%nx$_1TYsx
oN?2QJS;siRpoDWvh3Imhq$qviTrOKQ)IK`~^@BuqoJN*E0ZT|nod5s;

delta 2123
zcmbtUUrbwN6u+nKx*?tM5ADhyh0SoY$VN-s%U0c3zS}~%j20+^wq(<l3$zzn{t6eG
zNI^k;z^CcHMHByJiOF<{3rlz~Cd>AqF+MDrZcG#1%${6g=9`b6@9XV=g&5;LlJA~>
zzw<laIj4NKV!gIv{i;qhKP6aK>%}XC3xB1qae=O6;q;l#v~$&Up}pXmzyA#v)|w7N
z%*>+K&bgrpxOBS#PI8H6$KVuw-wXGdo!%USSLj_I)b4g#OoAX3ZU@~d!Sm9cA4{t2
zrg8}b%bnK9*yO<Aq}}BBxzceK93O%B$Bh#4>Wz}Bt<bOpFYMlBx3$|%cHtR8u-NFL
z1ok~n3+6`xb~}XqMU6f!LD|a}Zf&A62emCcmv5GcD>oU>b{S~32P&T2Lbyt68lems
zS2-iQ8Ka?b#-o4U-o$8$jBB%-pZ529iFkdTQEs22#slSR7aQRVU+II3rB!wd?-JcV
z0oB&u-zpW){zAhOP)Aos;JjV1n`%u?_Ns!!+34FDaIqPjsTWV$#P2^gSJ|H^WZ9dA
zG@lL*S>qw|_Y*ep-es)V2*DYn<=j=Y*a{$=b)!xE;9Im9#o)|O*~Il9Hc&YGq2kzI
z{h#AKH4b|pcU*g##K&&G!zTVq=MPl=`n3%=Rovyc^I>V3Ae0|)TE~;41Ia1pPiyZ@
zfO*FbZS*y-haQ^-y9vLSCZUGjn1Q<O>_>DsxSjoT9nSCY*SqW8v}+bBtK9ou7o0W{
zjdsLdno`q)*`#y5!o^RDzB3C=CZf~tX5kq0tnHeEOV*vqnB)%U6nZ5OPP&i-i#Zq8
z=x=#Y#cXDJAQ+xgG(DwcrH1~vEXBQ1Ne%UA9U9S!$S>#NMeB&9C*vu)kcV=M8p`<S
z-5gZZ{`UklvWWawbMP$v^bNc|$wM{0wE#!*4Fl}~q9wd-nM6D~qiRZ{(mJK}hccR)
zZJ8VFMm^A`55`*N)U4mjiyiIDsH2hbevgkA+R^RP+lPrZ)Qt}rmDBy%Xj*OXd-~#S
zxn#^gtqhN)lwoB$9PsJNsGH!4uq#CrLh`{>0Oe-XhzCF9xGobSA0}OdM42w*9|@`q
zFu|@?3?wo-m<vz%gx}>lj6!pO8w1SGfW_lOK^{tmGP>%Cqz793<5*y3u;31zWOZPo
z5Yv$pPq1!FLiy2zEK2TRQ{dqpIimm~<9iUkfv1a0P#JGd#uXCkJmhle%-_uO#fy5E
z!dW@LQ2>kLtj*GlinXeU=q|<^_~Fh&^xhKe%ZL10GTS?h?;7cgg|Q#)M)?YvDPp?9
zoTHT`-oz1L)(!kzg6W+b_(Kozg&McRAJ~*&ypQFN<ctD{%vl3L{C)5Nwa~>k!O_L6
zvX+QRBP^U1g#G6OJJE@utVu?}Ery?e*u{LIhIF4UH?kicY5~%Eg3c~M?dfE;i;T?}
z2~q*o2$0DvLlVA0d}Fvuj&q~O-=JnAnYbsKNnmpKLwqp&2tGyMU54lK-nKL$38ZBk
zlPILZJ;w5T_$H+Yc8SlKKdTT>Tut7OO{>WoAm{qMy>kgq?@%(v{kTLr%a3_*?uAq6
WBsqH2EI6y_^<}6q{wqCL2G2iZ>Mq6r

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=180.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=180.parquet
index 90b514cb1df4c184d5417fa0afe7d698fc3153e1..83b2806ba59b212d6c7d3be23f7542a32e294092 100644
GIT binary patch
delta 2061
zcmbVMYe<_{7|yLxGO;%kKAm(nU@CaY#Y-E9b0>+$q)9aCW-ipF@k>m;-27@xVg#Fw
z!5C9F%b`kJ&9*A6KZ<l@`#E9TuR_NV*WDO{jj|uxV1EYtHQ0O37o*(@qdk!CJn!v!
z&UxQMe!eI9^q%ByPrXzmKZX;F0jxNqDt}NfW2j?y@nTtVrb#f2ORv!A&B01^bID5`
zM}2~$tm3!Dw2oWu!+&31p?GEHH@aWR{7(1O?CWBP&Yo&p|4Q1dlr;8&bR#2oP0xfQ
zGfIi7q)=T^y&=}@>`67Nd(!4UeEgl32Bl1SOxfU2N|d4#B2jI#2o`=dtGw7JYO5s%
zSxgmy@l2Z(z9ofNTvCWM_rC@)Sw&20;VMe2VpU13`SF2Nv;6?1{>6p=SZ@4}@<+f*
zlqX0wG00-72#iOS-~8^7vdqPEbHXJB=^NilHNSo%NFOF6(&dkHnUkGMw`B(>uMfsJ
zKEsA)gIqcssWAN#R6TTRwr|KZx3PSs1HbmxmabLhxO1`=S|w7-S|tp*aceWUUaY$4
zQK~-Nzt~0RlUQWwzPlKqyKyN>_sykCbeAs+JGVSY?Uk8{I?cl`;EoE~U3?`2j?Z=v
z91Cv;pJdjjd!KezO?^+@>!v4ebLX>nzLddZ)zqqXR%Hz$QDX-q=R@gmD8qbTcCAQ{
zG-tW=>^XHui#nZ6@rB@Qfsd&BTh!Ez^|%EuUu(yuRRb<wt;2s_>#X95)vW=2PnWJs
zuU>$1fi;+m%w)LfG@&p+tXsVxV(O5`GwSWnu(3!g#N2Pv(uMHA+6xjB!V7DI;_31y
zYahyM!ro*yY>DEZHW;}+<n7gs;^(io<DHUGk{-t!>!--pdtHCzrL>8U;NUtVOZ4VL
z_~?5R_=ol5C#FKyWS%v+V&P#UKbi6*X%60dm%*QJG(5s_y6C%*kJ?hMLclw$o9wo6
zqnzoiEj7pc)AksfPJoR#b|eYdo(mUj8JpQ|2>9&tA+IrOi%&;w@gbcfj<U`RcB8`#
zxz^!qz&bqd>kcH@w2PlK^iU2b*OPa|o!pcgAq)J_h}#U`Vg^MKYDYr|IrAoj%uxhE
zme`gk*Z{!R0YG+0M5YXZW8^~uK&741Y5|x~jQ9u}F{*2nAfF+|vm>s!-{+Zvh9&|&
zNE<l|6R0uLOcVa={gz7v4nZeL6xQV&Bv5IT*8&FDzRJraen`baY>zcrKrROq38daJ
zP{>2TZ6ilTHe7S-xgr27IVM!Y4mTzr+kCrLdk(;m1#S-1q>MCSe@z20<@_l=>F@ST
z1+3$7xVyP>Dl>BYUwvY~zDNn!6ydfMssy7|0`ub!P$i)CAunw{Td7BgHUve<n<h#o
z4}8fSVI67{P&XpvPr(x*5qd+nkT5ilQ=6?;zn4W3(s$B;s7bd^h~{YiWBWeo<rC;U
z={xD54W-Al*mz4_9C78sK6^YcZcGHcP9%&*NSPn2NVuKCXec{{6qyM;s4w{4m7zt2
zp+VG4&OJ=@ke|#81S<C-0Iq$$@*+v+4mZJ0Y}R1Zvnf~7XGqdGyaFJASCJ=#l_fNF
TK*Y4*t6NQS;eQ6--7@?Gn8G-B

delta 2062
zcmbtUYfM{J94~FDiXD<buNUZ~HsNBVgFazh#>lxXZ7<LQ<<UpxMtdpkg|>81TH3^6
zvM-B!F-``-gf2=G{a_YN7e8t=MuU$TGe<Bc#uz_2P3CvAc+TnN8O)43P0snhe*gFF
zr<>AWH>Dq#t7SD3MX9qoO%vh{lPMD|-3x?(>sNiSs)Z`O;FlA@@-<&6k@8hwbNJ<j
zFUY$z`;fdB=l&pXB7Nx?Etg6plJZT#ztS&R?*1TCtEBZ7gsi6(o|)N+$gE0A6{@I}
z3aU`Se0*QVtlXEW4<a95*TApSHLb{*L?uyCss^2^P^GF-DO3t%ipAxdlDr~vP@hqq
ze!R6Wn#?X72z7Z&#{BXChdK%`fndHK-b)|T-90)e7SnQk<Deo34Vk*G&wkt&Rqja%
z3;QelW?RM-w{h5`J)p3q)l91P`Frol)han@72LdWyz<doa^`pV@P-bKzga|GkTy$c
zTvM4MaiIB18)<%Lbr61X<vBv%Va_U<kN&PutE$S*TDs3EnfHH|?h4kgj$_N^Yve%_
z?NBn8zd}Wb(U)dlQ!>AOiv*&F>g$u@jL&s2|97M>Kkay^GtASrno=_V*5(t9pMNJu
zi^)7oZLP@bB$9d^tw@EE6QMc!LCLfvt5gfgw8^N|X|&1tL@IYaol8Zur!-n3hJ!aX
zaQ0T~lZ}45b>hiJj+J7iwN2lqhmTeo)q3sg5?Tqo-T~jKIX)Iigy`*tc5<SyW%Y~{
zWMOo*yJEET?&^n%<u$p?o#){B0{u)XoE*x#1$eQ*Gl}^8gx#Ivglv>cSPWr5Yw?@B
z7T!533<y97`7C-2>sx<SF>T3){889csF(B3xEa2&*3kT)(eTgPGz_iP*7}XH6z}p(
z1^nJg<b67bTy__lVCMGeMZ-kD4F~~KZyaeeyufvEt~nv>j0=3ik&6r?-qxFq_#8Pt
zVKtGQlfgKj^rXT@Gs$;g*qrU30>b1lswc_D!U=DTH&~59e{VkIv(9r<Gf{4en|IsH
zSuUvu=y>oI1snj2_NWcfJ%|HF^nkuB3jli(3<2Q9Jd1w7&SSs@e7TSzV37i=&~cAg
z+uKhfqQ^#rHmt|MonuA>I~j7uv%Jw0n{ZfDD8YE7tahHoc_2ql%%hm-*jo=cWDh&U
zR_p*C2QeSWiwOW0)q~)Bc&OQEq<TVr4mbxp+uO5P-9y~@Vd!m*7Lz@e43F~R5j}j!
zXlk$%UfR&=oK_)}7@I<=PX~Q&RC2$VAqO%$kRdlo-UYwksM`m~1+aK<574;_;PwEm
zdl6DWoTMi&MgT0avf0s&lO{W$<{fGX3t1t6Rta0<#-SFHo{tP7OI)a!kVDjy2VYp{
zG{k~gwgZ1Rh_eCL2z+s)c|4RD0y7yAAGPtKo&^gS2*?hQnG+WD5uwp);1iy>-{_48
zkZ=7i-tInxk3wDX_@b#d20#D>#Ul@tJ)uQJ$&Zp%hyqtR$#PL;gPq+X&DghFxO_Gr
qHjU*1#xeA15k1<1EcTE5kXd6F<u-z@E}4XGf-}Vi@lWMO(fALcMKlfo

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=181.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=181.parquet
index b17baf4b82bac37fc97a07a31b8789f2d4509bb0..3af86fb2cbc21dbd81fa5ef8188f3dd9909eb7ed 100644
GIT binary patch
delta 2008
zcmbtUYfRf!6mLtZkP(7|)<2_SSEV80(NdmWGV!+1(ylGEXkUg$TT1DZ|61Bo5+p9h
zkLbM1l0{`?(QI*kz%)xt#>)1=K~NE7EV?-T;z#3GGv@2u`!7}Ij4``O@A;i`?m55n
z_@}>IExCKOWW`=x!V^{D^y;g*mFlYFRJp%8idU*7x$e$=88sMgj8nr$4$hFfoC$GH
znY=p}y>N|BpUvmHu;<+mDPGHu;Ia44QQWvTf`{Md@Y%Id{MN-P>{=4@yYSpnedGCk
zp;RoW?SwLF8Ig55F%d|J1(L-|$!n4~`HD{;2o-NX5K6o7mrKtdtrFLm#R4(!D34br
z<&lGzFV>89@fyph1{YIApd4u|fqSu%&tI(MDQ^D?RKfyPNnfbIbDl3*;w!#+C{$c|
z2t@zLg<rq<j94rbA0od-_z3wJ37{Gnm?8q@F!`B3{zfjevY}b7OOE~A??T0ozj5q`
zlM!~9z9`qTynpP-@=v7)E#Q;a>r3x`TdKH($FFaz8YJeAtIJ?8Jh8Arz>xMDq+oif
zXriP=8}46irRzzrPEdJ&HAto5Mu^JG88@!Tms8B-eN@ipd#PN@Pg2>q#>um5WB+H7
zvYsc{1=I5cqh$Vdg3VIN))f(acZxE}&3mOaJYH=xBVxVr32&0Qm-F8$DV3%|@tGcZ
zvrHaO#n|lFOqLDEPsrrdjCa;+@XBWu_|okroLg5@T)y5?#EJC}L~R|ds@67Kw^1i;
zm(TN<3S_qrI!`41Q-PS5`Qn(89)#^1FAB5>zq8THpU!=~@relc?uht7ytT=Q+PuzA
z)gT_)Y{I)=X-eY`))&XNtvW&6flZrj$6t<X*?`WNH0n$-uhWtA=rt*~vn^^2PX~>W
z&Wsnourq?oKYv;_=`}<%ezkRKLa$+cF?;lpF#P?t9KW$$^C-vh1=nyUXpC929;aUA
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zpig-W`Z-s-C+d$|S)aOt=CFi1GUl))G-*Sq4}NICri1%b5(N=zLj4F?GFpUmK?F`e
z(ffj+0{~qG0GZ$+(k2NUA{TK$D&?e72|$acFn>?17$hE-dW!WASi^3YeG+CI@wgy%
zpc_`AA#S9_6}z%=g8E^K#0lqg8vK+AWt4!y1WBpu6>^hm3a5`qyCIrIR&z0_a|j4B
z;IJ7<Wypx7yU#5EFd*m=qCrA~<TB1RDV03{`um_!NKL{>&j)83fHv)pu~B!sebQra
zgrQYkp(-6R|5tqEAU;SF_+un@U$&TFu$Vyi_yURvXuQ`+XYDV<BSZ&+g5(<~Oj<j>
zbw@0vsoXL60Kf<bbQ?Fe{yBW+PJ_Yi^rHY7GwC;|RUO2mS^EC5WA-`O2s%Z^Oa^8|
z@gXI)?#dSitmz4tDeQ4*A|9s&ahu?t%ncPNY!+@4G&_Y9=?MHQKI^s>b`<1x1YRAf
zTTl3qo2&;23jGiOEteHOjR<~f@7V!$lnjh47aqd0GbFHZxLKX#F*4ShIGqa2wD?)J
i#hXY>XJqL>A{m;F%ea4&+VAl8UOoO{uN?opSN<m;Nkg;%

delta 2120
zcmbtUZ%kWN6fdO|iOMit%L9?sDvg2iul!r*Cb_Sr?PIh+VbFGA(7u-TmA1SU=%bCM
z(Jy{jT+Hrbwn*4M%*41%(Z<BZwzv->F%eP0EkqMzjGz3VU#7!l^WOUk1A^HHZj*b?
zx#yhU@0@$j>yOt9|Gr+h;7}BnN#u~voK7z&%AP02?aUdtpired+BVhX0A$C=!3RV6
zgBw}bC$nO7T5-8lN}_~ZJ9NMM9?@^+M&Rh&MWWxG`-{kPi)Wy9zUFC4CY4Ae;;w?x
z`RdLOH)T~yX+;~Vq=J&$Cu2T;Oes~JFIBx$pqekxes)i$efyrQYFDP@r7fHbiz)<M
zR)<g}N{LdXtkfybmnzGYa-|&Q;A3%Dp&ZeIhps4J{^$M<+Cmezi}Q{9GVR8{m~-F!
zhq-dhsrwXp_u<6Hlnn2fGjGAND~C^H9_}EO*?DeuXQxXKWZL-$m~~$S-06Zso-V(-
zS^4Cze-u?IW#rc2&tFs*UD_zp{&wM(4o-Z24V5IVky5xRQ6o&SGt)qxg3tJfyqyUU
z39=lKH?m$L6_;IbB3D9mA=gRd&D=PVcjrc6YEkr^TO2+3<CP!qA*h4iY5D(MW&N|i
zzb{8)sC`0pXQSw_L{g!n<h&>9^Gs3eY3r@RqAD&r-J;j%)SBo_ginl4CwRZ+m|8=Q
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diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=182.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=182.parquet
index 48e81ff8edc6a4bb64db54ce19db4cbb7d099d8c..66606f31b26044a6b0c03971df50ea5676c0721c 100644
GIT binary patch
delta 2038
zcmbtUU1(cX9M4J9+pyJk{kWIgG;V32VbZQi)6W#=c9Jw{Vv;tQHXpimY0{+m?6qHM
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L{+A&~T4eqmbr2Fs

delta 2172
zcmbtUZA@EL815<Mg2Dz1>*dnc3`uB~tw1Rh*5O9ZZJ}JC1<FT1++ghm+FROEVNgn<
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diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=183.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=183.parquet
index 132636785c81cf96dbae96e135f8cad60b5df6f1..33b3d8e87c74b309c4a2d305f0609e32c28899bf 100644
GIT binary patch
delta 2014
zcmb7EOH3O_7~VBzZ4@7%VXZY##i7BXfnxK9C~Z2n!H*gnoR+m+C5^Gc_=yWO2Ba3{
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delta 2040
zcmbtUOH3O_7~Zwbnh2tn!aB=C;5fpHcw=616q3%`U>2|qh5$At>9QDmiC;V&TS8ph
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diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=184.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=184.parquet
index 6f56792fbf082b20f6a94c77223d2f5e4b426ca3..0382d9179bd02e4528994ca0f042a08bf540560e 100644
GIT binary patch
delta 2066
zcmbtUT}+!*82(NvZE;*|%GVX>;G>g<L7^@Goyt7@3Z=Ca=p6mgIZOZOFW=}&DT(4V
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a`Lj~HMqaX^CUVY(R8?HGj^oC#&-xc%)+QnV

delta 2127
zcmbtUUrbw77{8~K795-6xTP#zDP=SQg+g2Y6o>QN7Rm)$XkkFRFf5nS-qMy11|1|z
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u8MVGP5m>sg61><VBoZxwrKQEBF84Fi(Z5v9E}F4{Iuy471$x~E%Krh_@-oH%

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=185.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=185.parquet
index a96dfbef8224185a30c3d998e71518f5e52f615f..c3e7edce85c04e6f0a4faee16a21f5cb11be5571 100644
GIT binary patch
delta 2066
zcmbtU-)q}d6wmiG%`#UZ#(u-MGj3g=VbFF-(;r)h)7~U)nwX|dwlzPXP4m0?*>9UR
zX$rG~LrT}p!mt+x>i&RHItE5jeDp!~um_)Hf^WWb58H#NOy{}xo76d{BD;{A&$;KE
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zzXcG5A^H=*v6I)fbVd<629cyg()bpZlBp#T43B#a?-<?}%zIaK=8Y>l;}D%qK<68x
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zj$rs$FyFhXGvB<5V$UYihf$FJCjR-qi8q~+mLn#9`q%BJ#MM4IyQ);GsBdlS%=bS~
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zaE$$5E<#`Hg_2!P(OnrNb$+lKqqEESjp$y4SM=$at58kYeDle%VL4t56qGP(S_X;g
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zdDddV;T3moA>+=CTD>{4GI8EB>~&zQYiuRr8e0qXM+%9OPmbFLILAbGpz6&{WYc~^
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z!14SG91!sQSdh0r(a0x+cZ6ivD`!gf0Pbv(xSr}0Qg;v%F5)9$9$uke2^d|YUsj>Z
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ln{5TwL^g1Y#0OAinT@6N@0?2Nq(7{}QH}DIp-)!9_6L(lBsc&7

delta 2191
zcmbtUZD?Cn7|wl@X3ljq)Fq}}bfvP(*xEHsn{FA~+H=!3O}C_N+ASZtwfSmtliW1x
z*G(c)&_A*d?GSfhh^P#Ij*dCw{_LL!G7tv?f2jC{f*{DiPpb1h=ca2qoD6pgC+Gco
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zI>ZJ*`t4oe$;z?;u7$UJ{70kBY~VwsqbFfU-Oa0w;^*{00@~<XC*cy(gq>hz*VRtE
z9i5+q4)%(#1^Z6ai|<^ovzZ^)Ku{{_HEqcJfLaLC-Y9J57V05fFMj_^gUwv8RiG|<
zc?cD8f{w(hiKvQc?nXVF>=FO>>$e<yl$WDl;j9jek2G=mHNJek_~22uZ-3*bZ75{%
zG0O)(G;Y)Bn%b<!LNuR<&RK6)UQB?#&L-#QyBw`;Ev@+lrBIrjFBOul2U=RWo4zf>
zk^j#4GzBemcLv%YBJK4IT&i>JwePjl-Yjgl*;`-GS?ft4FcLg47f&aZsP(hv4!%-!
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z{l1b{R#RTZ*%=E-&QMpt8TTBMM`R+eL0miqyNy|=8V#jreioVxaZj$BexgA0&W8t}
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z)r|Q#>mk}wgl#nyr7-i4u2<~4SK+Ox*t6cF5MlKE<!TQi@iccoegu5JgLGyQEMv?o
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zx#QIYi4<8S;R4_f&P{TJI~}ghxZ=-+9D!UI!R`0z`+fJ-r|9!VcxtI@I88_x+p-4_
zYfvadq<@SHAw`BXn%cFrgf(UHdDJM24L~Z#x{jB^j^p@g@i=NgW%!80ADTgElO%@@
T>2=l}^hObytN(hwEP~@76fs1n

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=186.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=186.parquet
index 3531aa0572382e655f9f349dbe18b86d6691abd0..a53f3490ae6743130f75db23473dcfe2a55d211c 100644
GIT binary patch
delta 2108
zcmbVMO>7%Q6kcx<J1uP$+N`xnqtrEuiIfmKPV?ic1;%#b*tH$ofvjy5TzmZ=d$ZJW
z90yv9Lr^F!f(%09(o>JE2n`2>fCC2<N<%sH1OmYcfdoa0K$VIpZ)VqSDk@MI$vfY?
zpYOf--pJSPXx_Y|S^s8F6Qgb0_-@aSZ4_*F{zL&jFV5oMrnUIqiMEZ$`<E2swkQze
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znl4|5(hV*h!%#A8*n7D4KqDXiTO)NR-&#liXymW09gQ^m<=m2@fzrtvTde8(8%ig2
ziWbTSopf*fF}<?id~K!a{#6ddvN^dV#us8aDVb8azC`-BMob_5$(k<RWN|RYV>xpW
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z7EjatyidSalZx-Qe+1uF@!g~nw;q_?XZqkXxc^={2)vbw?dDY+9ogj+)gi8l9izLK
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A#sB~S

delta 2113
zcmbtUZD?Cn7{0m565Fm&Y!lNqwQZnb*xKf!X_wim=O%4(yCzN2k9_FdlAHAArpfJf
zZF-wjDLBP~qR4@P3gVCb82+&}14Th$h|I~>fhdA7^_M?%>`#kBWb>SJ(<LoR#ht)8
z@7MFb&w0;#^VS{JM|V`4Kh~+6C~f&>-LFkpfF0a3aC=${?~OE-UG1yHSiaQzo8rC2
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z^KP!<XTT~30x|>S&4~(55~JN^<MM%A)E>^oP;TpeyvKh4&%+niI@TQ%831CaD1P#o
zk_inWB0oz;fd@W?q;e@GU~jfaGiqiFU!N%@9dpH)eGYwE#E+&x#`#em^42(o(nc^k
Ts-}#c@Qby!%D>7_YxchZ;$1hZ

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=187.parquet b/tests/hipscat_import/data/small_sky_source_catalog/Norder=2/Dir=0/Npix=187.parquet
index ec824363ce96ce70adf71e6c7bde6e055259dcfd..9eacc4ecf5692112c1a8c657580a005990ee2986 100644
GIT binary patch
delta 1969
zcmbVMOKe+36n*~GP17i}5L<TRg6k?)AW8j6lg5>xooB~CY$tJPp6!y-7ysh_YaIK<
z2ATx|A%PIdv|aS8N-h1Usv21=5Q4%IgxH`4De8h1{UUZ1LRH|-Jl7-<Ea*s{Irq+)
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Z{eS50;G5TW;9J*Jo0!Nph8aa6>)(nKGgbfq

delta 2066
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zq!ye@nmD+4kz%xU34d~GHZar3ClZbRWHK&l3jaGA@`t2;20vau3s=^aaAW=0e@ZPo
AvH$=8

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/_common_metadata b/tests/hipscat_import/data/small_sky_source_catalog/_common_metadata
index 982281c92527ea5f36d09103142fb040e765cb7d..3f78df690594ca1a1e44a6c2c61813b2ada033ba 100644
GIT binary patch
delta 1245
zcmah}S#J_i6vi%;#=2o^ux?0FA4EGqYg+1hX4nSV)efMhP6rr<WjZYd3W=ewzEyAh
z2_`;hqVd^(;F}Ld{R<}k0u#>}DAvTpn{em5XZg-O-??Ge{nEYn+B0`5_U5F`Zn0Qq
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e)fexk#o=V!%&fKlf5H+omu=5xES3~xyuSgCwPrs6

delta 1324
zcmah}-BR0D5H=)WrqcoqICW?X9yhrN1Z>OZM<i*xlCdme`Hvs}%w(u6jC_n_gt1ZV
z(lL+F_DrvP(~I79I(dRz<PkEHi%ec1kI<X$IW{CPnaOHK+CBSy-|jhD>5ql;g<t>n
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IWFa5<AAPQXF#rGn

diff --git a/tests/hipscat_import/data/small_sky_source_catalog/_metadata b/tests/hipscat_import/data/small_sky_source_catalog/_metadata
index bfd79a20e5c51a2c62d26978ad491c3a2f227dac..9cc2015e1c52191753d0e0770026cbb8488f3c70 100644
GIT binary patch
delta 5480
zcmai%3se->8GzXbyUQ-fLs&sj0p)h1kmcd7U@$l=f=hS^S{F!dvMk6ORuEB7T3Krd
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delta 5761
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diff --git a/tests/hipscat_import/data/small_sky_source_catalog/catalog_info.json b/tests/hipscat_import/data/small_sky_source_catalog/catalog_info.json
index 0491b5c5..86377c5a 100644
--- a/tests/hipscat_import/data/small_sky_source_catalog/catalog_info.json
+++ b/tests/hipscat_import/data/small_sky_source_catalog/catalog_info.json
@@ -5,4 +5,4 @@
     "epoch": "J2000",
     "ra_column": "source_ra",
     "dec_column": "source_dec"
-}
\ No newline at end of file
+}
diff --git a/tests/hipscat_import/data/small_sky_source_catalog/partition_info.csv b/tests/hipscat_import/data/small_sky_source_catalog/partition_info.csv
index 7a5f4e9f..3a67166b 100644
--- a/tests/hipscat_import/data/small_sky_source_catalog/partition_info.csv
+++ b/tests/hipscat_import/data/small_sky_source_catalog/partition_info.csv
@@ -1,15 +1,15 @@
-Norder,Dir,Npix,num_rows
-0,0,4,50
-1,0,47,2395
-2,0,176,385
-2,0,177,1510
-2,0,178,1634
-2,0,179,1773
-2,0,180,655
-2,0,181,903
-2,0,182,1246
-2,0,183,1143
-2,0,184,1390
-2,0,185,2942
-2,0,186,452
-2,0,187,683
+Norder,Npix,Dir
+0,4,0
+1,47,0
+2,176,0
+2,177,0
+2,178,0
+2,179,0
+2,180,0
+2,181,0
+2,182,0
+2,183,0
+2,184,0
+2,185,0
+2,186,0
+2,187,0
diff --git a/tests/hipscat_import/data/small_sky_source_catalog/provenance_info.json b/tests/hipscat_import/data/small_sky_source_catalog/provenance_info.json
index c004e267..d958567f 100644
--- a/tests/hipscat_import/data/small_sky_source_catalog/provenance_info.json
+++ b/tests/hipscat_import/data/small_sky_source_catalog/provenance_info.json
@@ -1,39 +1,42 @@
 {
     "catalog_name": "small_sky_source_catalog",
     "catalog_type": "source",
-    "version": "0.0.10.dev7+g0a79f90.d20230418",
-    "generation_date": "2023.04.20",
-    "epoch": "J2000",
-    "ra_kw": "source_ra",
-    "dec_kw": "source_dec",
     "total_rows": 17161,
+    "epoch": "J2000",
+    "ra_column": "source_ra",
+    "dec_column": "source_dec",
+    "version": "0.2.6.dev9+ga051d36",
+    "generation_date": "2024.02.21",
     "tool_args": {
         "tool_name": "hipscat_import",
-        "version": "0.0.4.dev28+g2e31821.d20230420",
+        "version": "0.2.4.dev9+g5808d3f",
         "runtime_args": {
             "catalog_name": "small_sky_source_catalog",
-            "output_path": "/home/data",
+            "output_path": "/home/delucchi/git/hipscat-import/tests/hipscat_import/data",
             "output_artifact_name": "small_sky_source_catalog",
             "tmp_dir": "",
             "overwrite": true,
-            "dask_tmp": "/tmp/pytest-of-delucchi/pytest-1261/test_dask_runner_source_table0",
+            "dask_tmp": "/tmp/user/11115/pytest-of-delucchi/pytest-184/test_import_source_table0",
             "dask_n_workers": 1,
             "dask_threads_per_worker": 1,
-            "catalog_path": "/home/data/small_sky_source_catalog",
-            "tmp_path": "/tmp/pytest-of-delucchi/pytest-1261/test_dask_runner_source_table0/small_sky_source_catalog/intermediate",
+            "catalog_path": "/home/delucchi/git/hipscat-import/tests/hipscat_import/data/small_sky_source_catalog",
+            "tmp_path": "/tmp/user/11115/pytest-of-delucchi/pytest-184/test_import_source_table0/small_sky_source_catalog/intermediate",
             "epoch": "J2000",
             "catalog_type": "source",
-            "input_path": "/home/data/small_sky_source",
+            "input_path": "/home/delucchi/git/hipscat-import/tests/hipscat_import/data/small_sky_source",
             "input_paths": [
-                "/home/data/small_sky_source/small_sky_source.csv"
+                "file:///home/delucchi/git/hipscat-import/tests/hipscat_import/data/small_sky_source/small_sky_source.csv"
             ],
             "input_format": "csv",
             "input_file_list": [],
             "ra_column": "source_ra",
             "dec_column": "source_dec",
+            "use_hipscat_index": false,
             "sort_columns": "source_id",
+            "constant_healpix_order": -1,
             "highest_healpix_order": 2,
             "pixel_threshold": 3000,
+            "mapping_healpix_order": 2,
             "debug_stats_only": false,
             "file_reader_info": {
                 "input_reader_type": "CsvReader",
@@ -46,4 +49,4 @@
             }
         }
     }
-}
\ No newline at end of file
+}
diff --git a/tests/hipscat_import/margin_cache/test_margin_cache.py b/tests/hipscat_import/margin_cache/test_margin_cache.py
index be06e69b..729aece5 100644
--- a/tests/hipscat_import/margin_cache/test_margin_cache.py
+++ b/tests/hipscat_import/margin_cache/test_margin_cache.py
@@ -47,6 +47,28 @@ def test_margin_cache_gen(small_sky_source_catalog, tmp_path, dask_client):
     assert data.dtypes[PartitionInfo.METADATA_DIR_COLUMN_NAME] == np.uint64
     assert data.dtypes[PartitionInfo.METADATA_PIXEL_COLUMN_NAME] == np.uint64
 
+    npt.assert_array_equal(
+        data.columns,
+        [
+            "source_id",
+            "source_ra",
+            "source_dec",
+            "mjd",
+            "mag",
+            "band",
+            "object_id",
+            "object_ra",
+            "object_dec",
+            "Norder",
+            "Dir",
+            "Npix",
+            "margin_Norder",
+            "margin_Dir",
+            "margin_Npix",
+        ],
+    )
+    assert data.index.name == "_hipscat_index"
+
     catalog = HealpixDataset.read_from_hipscat(args.catalog_path)
     assert catalog.on_disk
     assert catalog.catalog_path == args.catalog_path
diff --git a/tests/hipscat_import/margin_cache/test_margin_cache_map_reduce.py b/tests/hipscat_import/margin_cache/test_margin_cache_map_reduce.py
index deec432c..51f2d658 100644
--- a/tests/hipscat_import/margin_cache/test_margin_cache_map_reduce.py
+++ b/tests/hipscat_import/margin_cache/test_margin_cache_map_reduce.py
@@ -1,7 +1,10 @@
 import os
 
+import healpy as hp
+import numpy as np
 import pandas as pd
 import pytest
+from hipscat import pixel_math
 from hipscat.io import paths
 from hipscat.pixel_math.healpix_pixel import HealpixPixel
 
@@ -78,12 +81,44 @@ def test_reduce_margin_shards(tmp_path, basic_data_shard_df):
     first_shard_path = paths.pixel_catalog_file(partition_dir, 1, 0)
     second_shard_path = paths.pixel_catalog_file(partition_dir, 1, 1)
 
-    shard_df = basic_data_shard_df.drop(columns=["partition_order", "partition_pixel", "margin_pixel"])
+    ras = np.arange(0.0, 360.0)
+    dec = np.full(360, 0.0)
+    norder = np.full(360, 1)
+    ndir = np.full(360, 0)
+    npix = np.full(360, 0)
+    hipscat_indexes = pixel_math.compute_hipscat_id(ras, dec)
+    margin_order = np.full(360, 0)
+    margin_dir = np.full(360, 0)
+    margin_pixels = hp.ang2pix(2**3, ras, dec, lonlat=True, nest=True)
+
+    test_df = pd.DataFrame(
+        data=zip(hipscat_indexes, ras, dec, norder, ndir, npix, margin_order, margin_dir, margin_pixels),
+        columns=[
+            "_hipscat_index",
+            "weird_ra",
+            "weird_dec",
+            "Norder",
+            "Dir",
+            "Npix",
+            "margin_Norder",
+            "margin_Dir",
+            "margin_Npix",
+        ],
+    )
+
+    # Create a schema parquet file.
+    schema_path = os.path.join(tmp_path, "metadata.parquet")
+    schema_df = test_df.drop(columns=["margin_Norder", "margin_Dir", "margin_Npix"])
+    schema_df.to_parquet(schema_path)
 
-    shard_df.to_parquet(first_shard_path)
-    shard_df.to_parquet(second_shard_path)
+    basic_data_shard_df = test_df
 
-    margin_cache_map_reduce.reduce_margin_shards(intermediate_dir, tmp_path, 1, 21)
+    basic_data_shard_df.to_parquet(first_shard_path)
+    basic_data_shard_df.to_parquet(second_shard_path)
+
+    margin_cache_map_reduce.reduce_margin_shards(
+        intermediate_dir, tmp_path, 1, 21, original_catalog_metadata=schema_path
+    )
 
     result_path = paths.pixel_catalog_file(tmp_path, 1, 21)
 
diff --git a/tests/hipscat_import/margin_cache/test_margin_round_trip.py b/tests/hipscat_import/margin_cache/test_margin_round_trip.py
new file mode 100644
index 00000000..08c3e35c
--- /dev/null
+++ b/tests/hipscat_import/margin_cache/test_margin_round_trip.py
@@ -0,0 +1,128 @@
+"""Tests that create a new primary object catalog, and immediately 
+create a margin cache based on the primary catalog."""
+
+import os
+
+import pandas as pd
+import pytest
+from hipscat.catalog.catalog import Catalog
+from hipscat.catalog.healpix_dataset.healpix_dataset import HealpixDataset
+from hipscat.io import paths
+
+import hipscat_import.catalog.run_import as runner
+import hipscat_import.margin_cache.margin_cache as mc
+from hipscat_import.catalog.arguments import ImportArguments
+from hipscat_import.catalog.file_readers import CsvReader, get_file_reader
+from hipscat_import.margin_cache.margin_cache_arguments import MarginCacheArguments
+
+
+@pytest.mark.dask(timeout=180)
+def test_margin_import_gaia_minimum(
+    dask_client,
+    formats_dir,
+    tmp_path,
+):
+    """Create a very small representative gaia catalog, and create a margin catalog
+    using a very large margin_threshold."""
+    input_file = os.path.join(formats_dir, "gaia_minimum.csv")
+    schema_file = os.path.join(formats_dir, "gaia_minimum_schema.parquet")
+
+    args = ImportArguments(
+        output_artifact_name="gaia_minimum",
+        input_file_list=[input_file],
+        input_format="csv.gz",
+        file_reader=CsvReader(
+            comment="#",
+            schema_file=schema_file,
+        ),
+        ra_column="ra",
+        dec_column="dec",
+        sort_columns="solution_id",
+        use_schema_file=schema_file,
+        output_path=tmp_path,
+        dask_tmp=tmp_path,
+        highest_healpix_order=2,
+        pixel_threshold=3_000,
+        progress_bar=False,
+    )
+
+    runner.run(args, dask_client)
+
+    # Check that the catalog metadata file exists
+    Catalog.read_from_hipscat(args.catalog_path)
+
+    args = MarginCacheArguments(
+        margin_threshold=180.0,
+        input_catalog_path=args.catalog_path,
+        output_path=tmp_path,
+        output_artifact_name="gaia_10arcsec",
+        margin_order=8,
+        progress_bar=False,
+    )
+
+    mc.generate_margin_cache(args, dask_client)
+    catalog = HealpixDataset.read_from_hipscat(args.catalog_path)
+    assert catalog.on_disk
+    assert catalog.catalog_path == args.catalog_path
+    assert len(catalog.get_healpix_pixels()) == 1
+
+    norder = 0
+    npix = 0
+
+    test_file = paths.pixel_catalog_file(args.catalog_path, norder, npix)
+
+    data = pd.read_parquet(test_file)
+
+    assert len(data) == 1
+
+
+@pytest.mark.dask(timeout=180)
+def test_margin_import_mixed_schema_csv(
+    dask_client,
+    mixed_schema_csv_dir,
+    mixed_schema_csv_parquet,
+    tmp_path,
+):
+    """Test basic execution, with a mixed schema.
+    - the two input files in `mixed_schema_csv_dir` have different *implied* schemas
+        when parsed by pandas. this verifies that they end up with the same schema
+        and can be combined into a single parquet file.
+    """
+    args = ImportArguments(
+        output_artifact_name="mixed_csv",
+        input_path=mixed_schema_csv_dir,
+        input_format="csv",
+        output_path=tmp_path,
+        dask_tmp=tmp_path,
+        constant_healpix_order=3,
+        file_reader=get_file_reader("csv", chunksize=1, schema_file=mixed_schema_csv_parquet),
+        use_schema_file=mixed_schema_csv_parquet,
+        progress_bar=False,
+    )
+    runner.run(args, dask_client)
+    catalog = Catalog.read_from_hipscat(args.catalog_path)
+    assert len(catalog.get_healpix_pixels()) == 8
+
+    args = MarginCacheArguments(
+        margin_threshold=3600.0,
+        input_catalog_path=args.catalog_path,
+        output_path=tmp_path,
+        output_artifact_name="mixed_csv_36000arcsec",
+        margin_order=4,
+        progress_bar=False,
+    )
+
+    mc.generate_margin_cache(args, dask_client)
+    catalog = HealpixDataset.read_from_hipscat(args.catalog_path)
+    assert catalog.on_disk
+    assert catalog.catalog_path == args.catalog_path
+    assert len(catalog.get_healpix_pixels()) == 5
+
+    norder = 2
+    npix = 187
+
+    test_file = paths.pixel_catalog_file(args.catalog_path, norder, npix)
+
+    data = pd.read_parquet(test_file)
+
+    assert len(data) == 1