Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23726	PRV	Megan Wilson	1956-03-14	UHC-27377-95	6733016707	9499 Market St, Denver, CO, 80247	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22077	PRV	Austin Henderson	1993-03-13	UHC-20641-02	4688129841	4944 Indian School Rd Apt 2, San Diego, CA, 92114	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
PRV-27343	PRV	Kelly Burton	1980-10-12	UHC-06398-61	7674587524	9072 Park Pl, Dallas, TX, 75217	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
PRV-21329	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-21330	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23458	PRV	Michelle Haansen	1952-03-09	UHC-96691-01	5872364637	4178 Baseline Rd, Charlotte, NC, 28274	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
PRV-27404	PRV	Wei Knight	2003-01-13	—	6565121326	5983 Harbor Blvd # 742, Minneapolis, MN, 55440	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
PRV-28219	PRV	Deborah Ray	1944-02-03	UHC-55168-60	7986907373	596 Indian School Rd, Sacramento, CA, 95884	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22608	PRV	Barbara T Austin	1980-07-02	UHC-09800-59	2343011820	4185 Bayshore Dr, Tampa, FL	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-27381	PRV	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21711	PRV	Rachal Campbell	2005-02-19	UHC-11063-31	6824196892	3867 Cedar Ln, Las Vegas, NV, 89101	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21539	PRV	Lawrence Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24390	PRV	Eric Cooper	1969-04-02	UHC-23594-28	—	282 Union St, Phoenix, AZ, 85008	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
PRV-28076	PRV	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23494	PRV	Evelyn Gardner	1992-09-28	UHC-73149-18	9326350746	3445 Mountain View Dr Apt 14, Mesa, AZ, 85250	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-27875	PRV	Rebecca D Mendoza	2006-03-10	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23741	PRV	Chapman Heather	1981-12-02	—	6795081731	7036 Park Pl, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21599	PRV	Denise Dunn	1954-05-11	UHC-66614-26	3797197048	5263 Sunset Blvd # 365, Tempe, AZ	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-27501	PRV	Obrien M Laura	2000-08-16	—	4486001681	3657 Desert Sky Blvd Apt 36, Los Angeles, CA, 90029	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-20657	PRV	Stephen Mason	1949-01-20	—	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27711	PRV	Kelly Carlson	—	—	5609476747	4379 Palm Dr Apt 19, Jacksonville, FL, 32281	0.46	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
PRV-21370	PRV	Jesse Hernandez	1989-02-19	—	7966025148	2786 Spring St, Fresno, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27059	PRV	George B Gilbert	1990-12-21	UHC-16075-96	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-26326	PRV	Carol Mason	1947-06-16	UHC-05630-68	4158604155	1548 Grand Ave Apt 38, Los Angeles, CA	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-20606	PRV	Randy D Barnes	2000-03-03	UHC-19730-93	2408991504	429 Union St, Houston, TX, 77094	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26078	PRV	Anthony Riley	1941-12-25	UHC-65454-36	9096795110	6638 Willow Ct, Charlotte, NC	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23537	PRV	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26271	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26272	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-24317	PRV	Jack A Chavez	1996-05-15	—	5316187191	3756 Sunset Blvd, Gilbert, AZ, 85275	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22845	PRV	Abigail Jenkins	2005-12-11	UHC-73523-67	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23411	PRV	Debra Lewis	1949-12-24	—	4348089398	9547 Meadow Ln # 330, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-24558	PRV	Aisha Q Hendeerson	1986-02-18	UHC-27793-06	—	563 Spring St, San Antonio, TX, 78287	0.46	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-28677	PRV	Austin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 505, Jacksonville, FL, 32240	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-20652	PRV	Harold G Singh	1949-12-22	—	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26178	PRV	Beverly Z Soto	—	UHC-36735-65	2823367123	5451 Camelback Rd, Fresno, CA	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
PRV-29125	PRV	Arjun X Crawford	—	UHC-35273-61	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-25939	PRV	Kayla Richards	1976-01-10	UHC-42568-66	2535320764	2779 Pine Dr, Dallas, TX, 75256	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-22070	PRV	Larry Myers	2001-02-11	—	9599045305	6114 Church St, Atlanta, GA, 30327	0.46	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
PRV-23232	PRV	Virginia A Lynch	2002-12-21	UHC-46988-53	5415557444	8501 Valley View Dr, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-25727	PRV	Maria J Oliver	1982-04-02	UHC-92965-78	9488159669	8314 Willow Ct # 843, Miami, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-23446	PRV	Janet Sullivan	1964-11-13	—	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21420	PRV	Amber Robinson	2006-08-07	UHC-29861-86	6432545330	3458 Highland Ave, Mesa, AZ, 85293	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22408	PRV	Ana Richards	2001-02-07	UHC-53141-66	—	841 Sage Ct, Glendale, AZ	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
PRV-20925	PRV	George Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave # 728, Phoenix, AZ, 85076	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-28788	PRV	Noha Salazar	2006-01-25	—	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more

3,816 rows, page 2 of 77Previous Next