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

All sources, 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
TPA-60092	TPA	Carol Pierce	—	UHC-80359-24	—	7677 Baseline Rd Apt 33, Fresno, CA, 93773	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-421870	CLM	Brenda Grant	1962-10-21	UHC-92926-86	7489182543	9067 Baseline Rd, Sacramento, CA, 95882	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413900	CLM	Judith P Cooper	1987-11-05	UHC-87105-36	—	117 Apache Blvd, Charlotte, NC, 28219	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418699	CLM	George E Shaw	1948-10-02	—	—	6572 Bayshore Dr Apt 8, Tucson, AZ, 85780	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52279	TPA	Joseph Kennedy	1956-12-21	—	—	2817 Harbor Blvd, Tucson, AZ, 85763	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-22293	PRV	Luis Carlson	—	UHC-63765-77	—	8906 Meadow Ln, Tempe, AZ	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54618	TPA	FrankJunk	1983-04-08	—	—	8890 Lincoln Way, Chandler, AZ, 85223	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-20182	PRV	Kenneth Dunn	1950-03-15	UHC-30577-22	—	345 Harbor Blvd, Atlanta, GA, 30390	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137352	ENR	Martha T Black	1979-07-25	UHC-60855-59	7275741569	4783 River Rd, Minneapolis, MN, 55407	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-427876	CLM	Maria Palmer	—	UHC-45838-69	—	9185 Highland Ave, Las Vegas, NV	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
CLM-414839	CLM	Elijah Y Ferguson	1965-08-27	UHC-23904-16	—	1718 River Rd, Fresno, CA, 93792	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-113994	ENR	Lisa Singh	1947-03-16	UHC-06275-32	2475589397	8393 Cedar Ln Apt 32, Glendale, AZ, 85360	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416350	CLM	Jesse W Greene	1958-03-12	UHC-31276-72	—	9216 Hillcrest Rd, Los Angeles, CA	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141664	ENR	Dylan HJunk	2003-08-15	—	5559234313	4658 Valley View Dr, Los Angeles, CA, 90028	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-138468	ENR	Carl C Milller	—	UHC-42305-55	9457385035	170 Willow Ct, Miami, FL	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109321	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-109322	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-100627	ENR	Juulia N Obrien	1941-01-03	UHC-51219-30	6657760070	497 Oak St, Gilbert, AZ, 85280	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+3 more
ENR-109454	ENR	Sofiia Robertson	1956-08-16	UHC-53644-18	—	1630 Mesa Dr, Minneapolis, MN, 55468	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103110	ENR	Gary Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr # 842, Chandler, AZ, 85219	0.38	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403736	CLM	Adam Singh	2002-01-12	UHC-60218-20	—	5610 Camelback Rd, Nashville, TN, 37217	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105245	ENR	Richard J Thompson	1994-09-10	UHC-33481-11	5334679114	4153 Jefferson Ave, Houston, TX, 77063	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-416053	CLM	Bian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St Apt 29, Tempe, AZ, 85286	0.38	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-122676	ENR	George E Porter	1959-02-20	UHC-03769-51	7276286905	1997 Elm St, Eden Prairie, MN, 55328	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130215	ENR	Ana Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 125, Glendale, AZ, 85327	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-115675	ENR	Scott Z Reyes	—	UHC-64259-98	9633512771	6572 Forest Ave, Houston, TX, 77011	0.38	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-118551	ENR	Ralph Cole	1964-06-11	UHC-07842-57	2518714110	9782 Valley View Dr, Tucson, AZ	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28696	PRV	Henry King	1989-12-02	—	—	3949 Central Ave Apt 11, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-123148	ENR	Sara J Allen	2001-11-27	UHC-39389-95	—	5893 Indian School Rd, Tucson, AZ	0.38	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-127824	ENR	Willie N Ellis	1995-03-19	UHC-79765-16	—	8597 Cedar Ln, San Diego, CA, 92186	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104599	ENR	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd Apt 32, San Diego, CA	0.38	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-138352	ENR	Arjun Meyer	2006-05-24	UHC-25647-22	—	3470 Jefferson Ave, Phoenix, AZ	0.38	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107277	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.40	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113106	ENR	Thomas Jensen	—	UHC-32487-12	4339903320	2508 Maple Ave Apt 6, Mesa, AZ, 85243	0.40	Name re-cased Date of birth missing Unit split from street ZIP+4 trimmed+2 more
ENR-123766	ENR	Ross H Charles	1992-12-15	UHC-90074-48	—	8583 Elm St, Fresno, CA, 93771	0.40	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-405506	CLM	Madison Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway # 691, Gilbert, AZ, 85219	0.40	Name re-cased Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-133489	ENR	Kim Bryant	1999-01-19	UHC-33003-66	—	1902 Willow Ct, Dallas, TX, 75298	0.40	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-408150	CLM	Hudson V Sarah	2008-11-07	UHC-43359-39	—	3760 Willow Ct # 157, Denver, CO, 80207	0.40	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-114950	ENR	Jake Welch	1958-01-25	UHC-92655-20	—	1663 Highland Ave, Jacksonville, FL, 32216	0.40	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-123543	ENR	Rebecca Z Park	—	UHC-38162-90	—	3900 Valley View Dr, San Diego, CA, 92109	0.40	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-113866	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St # 160, Nashville, TN, 37244	0.40	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-411308	CLM	RonaldJunk	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411307	CLM	RonaldJunk	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57694	TPA	JoseJunk	1965-08-18	—	—	7293 Camelback Rd, Plano, TX, 75065	0.40	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+2 more
ENR-109369	ENR	Rachel P Aguilar	2004-01-13	UHC-94877-90	5785816061	2416 Valley View Dr, San Diego, CA, 92121	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126558	ENR	Wei K Griffin	1983-07-13	UHC-18705-80	6694114690	6937 Union St, Houston, TX, 77001	0.40	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135770	ENR	Alan Walker	1985-11-02	UHC-20775-12	3763105842	759 Union St, Glendale, AZ, 85387	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more

39,996 rows, page 10 of 800Previous Next