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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55978	TPA	Ramirez Heather	1985-09-07	—	—	3843 Main St Apt 18, Plano, TX, 75050	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122942	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	4519807431	4747 Church St # 907, Miami, FL, 33141	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
CLM-412578	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave Apt 17, Chandler, AZ, 85201	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112883	ENR	Mei A Johnson	1978-02-23	UHC-36165-09	—	4634 River Rd # 113, Plano, TX, 75089	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125874	ENR	Kim Franklin	—	UHC-00943-54	—	8818 Elm St # 133, Atlanta, GA, 30352	0.54	Name re-cased Date of birth unreadable Phone missing area code Unit split from street+1 more
ENR-130703	ENR	Ralph R Bailey	1968-01-10	UHC-65270-97	5033035306	9827 Elm St # 426, Houston, TX, 77097	0.54	Unit split from street City re-cased State name converted to code Gender normalised+1 more
TPA-51711	TPA	Brayn Saners	1968-09-27	—	4757742185	4575 Broadway # 865, Los Angeles, CA, 90013	0.54	Name re-cased Unit split from street State name converted to code Gender normalised+1 more
CLM-432042	CLM	Virginia Carlson	1993-03-18	UHC-04926-88	—	4591 Valley View Dr Apt 18, Dallas, TX, 75241	0.54	Unit split from street State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116801	ENR	Ethan Webb	1978-02-22	UHC-84411-18	7303014707	7603 River Rd Apt 28, Scottsdale, AZ, 85270	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108633	ENR	Kayla Lee	1941-02-24	UHC-04196-28	5692392272	2438 Willow Ct Apt 37, Las Vegas, NV	0.54	Phone reformatted Unit split from street State name converted to code ZIP missing+1 more
CLM-404022	CLM	George Hoffman	1962-10-01	UHC-52151-87	—	1238 Palm Dr Apt 10, Houston, TX, 77012	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134872	ENR	Julie Y Santos	2007-05-07	UHC-40432-33	5427846275	6524 Canyon Rd # 409, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-134729	ENR	Janice Elliott	1978-11-21	UHC-88834-73	7989439023	7504 Sage Ct Apt 39, San Antonio, TX, 78291	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-113508	ENR	Omar X Johnson	1960-09-03	UHC-70459-83	5518211355	6829 Sunset Blvd Apt 35, Tempe, AZ, 85243	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102086	ENR	Tony E Munoz	1985-10-20	UHC-87343-86	7253249718	7270 Ridge Rd Apt 29, Nashville, TN, 37294	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-22713	PRV	WJunk	1997-09-04	UHC-42544-68	7053117743	2246 Broadway Apt 10, San Diego, CA, 92126	0.54	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared+1 more
ENR-106374	ENR	Linda Padilla	1947-02-20	UHC-69153-86	—	7195 Cedar Ln Apt 10, Gilbert, AZ, 85269	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-102870	ENR	Christopher U Mendoza	1940-07-08	UHC-01903-53	7615025764	3250 Meadow Ln # 944, Seattle, WA, 98110	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133218	ENR	Jeremy Cruz	1964-04-15	UHC-55958-79	5404480026	9297 Mountain View Dr # 878, Tempe, AZ, 85299	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-106525	ENR	Nicole X Rice	1995-03-17	UHC-22461-47	2789631747	8696 Canyon Rd Apt 39, Fresno, CA, 93785	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109343	ENR	Sara Cooer	1938-07-03	UHC-45515-34	—	1053 Pine Dr Apt 28, Minneapolis, MN, 55402	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132226	ENR	Marcus O Parker	1940-09-01	UHC-00441-29	4266241266	7772 Park Pl Apt 30, Glendale, AZ, 85322	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-405048	CLM	Tim Lopez	1946-01-15	UHC-58975-81	—	9308 Meadow Ln # 186, Nashville, TN, 37271	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-103147	ENR	Stephanie R Ruiz	1962-03-01	UHC-84863-70	—	8449 Ridge Rd Apt 39, Las Vegas, NV, 89132	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-134605	ENR	Elizabeth Turner	1995-08-17	UHC-28525-34	4923984918	5112 Ridge Rd # 265, Minneapolis, MN, 55461	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
TPA-58810	TPA	Willie Lynch	1987-06-03	—	—	3720 Park Pl # 603, Glendale, AZ, 85380	0.54	Name split from “Last, First”Unit split from street City re-cased Gender normalised+1 more
CLM-427044	CLM	Hiroshi Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr # 147, Fresno, CA, 93756	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-62260	TPA	Camila Parker	1957-05-01	—	—	4559 Bayshore Dr Apt 13, Chandler, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405620	CLM	Jessica Taylor	1951-02-22	UHC-33596-12	3448900471	2381 Lincoln Way # 287, Nashville, TN	0.54	Phone reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-403325	CLM	Helen Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave # 189, Jacksonville, FL, 32276	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53971	TPA	Carlos Nguyen	1985-03-23	UHC-33573-55	—	4442 Desert Sky Blvd Apt 30, San Antonio, TX, 78285	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418384	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	—	1513 Bayshore Dr Apt 5, Seattle, WA, 98146	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120206	ENR	Bruce V Brown	1946-05-18	UHC-63047-48	2479154289	2426 Cedar Ln # 982, Minneapolis, MN, 55483	0.54	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-132419	ENR	Benjamin Henry	2008-01-09	UHC-63829-07	3469501106	6289 Desert Sky Blvd # 957, Plano, TX, 75093	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-110529	ENR	Diane N Perez	1968-05-22	UHC-33040-39	8738954054	4520 Spring St # 384, Plano, TX, 75097	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125221	ENR	Jesse Fisher	1982-08-26	UHC-84739-48	4945850163	5232 Elm St Apt 37, Houston, TX, 77041	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116806	ENR	Logan S Evans	1999-03-16	UHC-46383-50	4534277399	7167 Valley View Dr Apt 16, Fresno, CA, 93766	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-56464	TPA	Susan Carr	2005-06-19	—	—	8577 Spring St # 747, Charlotte, NC, 28263	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108261	ENR	Stephanie Q Crawford	1961-05-03	UHC-48820-47	9725849053	19 Pine Dr Apt 21, Nashville, TN, 37201	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414957	CLM	Tyler S Torres	2002-11-05	UHC-22537-44	—	9062 Oak St Apt 26, Tampa, FL	0.54	Unit split from street City re-cased State name converted to code ZIP missing+1 more
ENR-141856	ENR	Blily Z Lawrence	1989-11-08	UHC-01909-12	6086181311	4754 Willow Ct # 874, Denver, CO, 80299	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116692	ENR	Brian A Larson	—	UHC-88524-21	5582960696	5233 River Rd Apt 20, Jacksonville, FL, 32205	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109733	ENR	Priya Ortiz	—	UHC-99723-31	—	3345 Baseline Rd # 550, Tucson, AZ, 85783	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
CLM-430706	CLM	Ahmed Cooper	1942-03-08	UHC-91936-31	8447284113	8482 Valley View Dr # 486, Los Angeles, CA, 90028	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124125	ENR	Brian Parker	—	UHC-66930-27	3728737916	1902 Desert Sky Blvd # 676, Eden Prairie, MN, 55321	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138548	ENR	Ana Vargas	1979-02-26	UHC-00677-15	—	6532 Harbor Blvd # 829, Austin, TX, 78719	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59062	TPA	Carlos S Schmidt	1942-01-28	—	6087291157	886 Ridge Rd Apt 3, Atlanta, GA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more

6,994 rows, page 50 of 140Previous Next