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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23600	PRV	Betty U Nichols	1980-09-27	—	3877169503	6507 Oak St, Jacksonville, FL, 32265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127071	ENR	Patrick K Gutierrez	1994-09-25	UHC-40734-68	2545355645	2721 River Rd, Denver, CO, 80201	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409602	CLM	Ryan Evans	1974-02-07	UHC-88185-60	—	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-29105	PRV	Karen Holmes	1997-05-28	—	9308401468	7304 Sage Ct, San Diego, CA, 92157	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-119889	ENR	Maria N Motgomery	1962-07-03	UHC-29751-78	—	1044 Ridge Rd, Phoenix, AZ, 85096	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139280	ENR	Shirley U Fisher	1945-07-04	UHC-31923-24	5283530223	3423 Park Pl, Austin, TX, 78729	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-412553	CLM	Wayne Roas	1965-02-06	—	—	5328 Pine Dr, Fresno, CA, 93773	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134973	ENR	Susan Guzman	1959-06-14	UHC-44925-37	—	9558 Desert Sky Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127386	ENR	Debra Alexander	1976-05-03	UHC-27555-57	7688351161	4973 Palm Dr, Chandler, AZ, 85262	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-103731	ENR	Nicole T Pierce	2003-05-18	UHC-48733-28	—	5141 Market St, Austin, TX, 78769	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430234	CLM	Tony K Mrtinez	1940-08-19	UHC-87903-13	2506779810	9406 Ocean Ave, Miami, FL, 33166	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20989	PRV	Michael K Kelly	1984-04-04	UHC-55894-77	3142690661	9662 Willow Ct, Dallas, TX, 75200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22557	PRV	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	5411 Mountain View Dr, Minneapolis, MN, 55412	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-59399	TPA	Rebecca F Murray	2002-09-21	—	—	6746 Lake View Rd, San Antonio, TX, 78273	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429357	CLM	Janet Weaver	1995-02-05	UHC-30144-81	—	9551 Lake View Rd, Atlanta, GA, 30307	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63524	TPA	Mark Simpsn	1942-03-02	—	—	3103 Park Pl, Fresno, CA, 93717	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135649	ENR	Carol Murray	1967-04-06	UHC-75188-27	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Name re-cased Two-digit birth year State code upper-cased Email lower-cased+2 more
ENR-100755	ENR	Tyler C Mitchell	1953-08-13	UHC-43966-26	6107235277	8052 River Rd, Nashville, TN, 37268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22447	PRV	Alexander Gutierrez	1969-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117521	ENR	Sarah M Kennedy	1998-07-05	UHC-87150-10	4402843080	5026 Hillcrest Rd, Mesa, AZ, 85286	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-132904	ENR	Larry V Duncan	1989-04-28	UHC-94999-36	6885946290	9313 Baseline Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-50446	TPA	Bradley P Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101912	ENR	Ahmed R Grant	1946-05-15	UHC-33822-70	6802750928	3106 Pine Dr, Chandler, AZ	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-414017	CLM	Mariana Santiaago	2008-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-407706	CLM	John Bradley	1973-03-13	UHC-80398-48	—	5776 Elm St, Chandler, AZ, 85217	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123348	ENR	Vincent Reed	1988-07-01	UHC-37505-41	2335410304	2112 Indian School Rd, Mesa, AZ, 85280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25482	PRV	Sara Sanders	1984-10-03	—	3823178732	2217 Grand Ave, Austin, TX, 78701	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-21933	PRV	Rachel R Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC, 28272	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111718	ENR	Helen M Washington	1984-09-11	UHC-71648-01	5233236590	7200 Sunset Blvd, Atlanta, GA, 30381	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426364	CLM	Justin Munoz	2006-11-04	UHC-63130-10	7847570774	1759 Grand Ave, Plano, TX, 75048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141208	ENR	Ethan J Hunter	1976-03-27	UHC-23553-13	8954438797	1515 Valley View Dr, Denver, CO, 80298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401279	CLM	Danielle Z Wang	1982-04-12	—	4766762488	5970 Elm St, Glendale, AZ, 85394	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104949	ENR	Rachel M Johnson	1946-02-26	UHC-50862-88	3108253339	5094 Jefferson Ave, Minneapolis, MN, 55426	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-139245	ENR	Debra I Phillips	1964-05-22	UHC-19040-57	4515299221	883 Cedar Ln, Fresno, CA, 93740	0.76	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-123001	ENR	Danielle B Gomez	1962-01-04	UHC-89338-09	4966169025	9496 Cedar Ln, Jacksonville, FL, 32223	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-131283	ENR	Katherine Hernandez	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
CLM-428283	CLM	Arjun Flores	1999-02-16	UHC-44900-25	—	8217 Union St, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+2 more
ENR-121024	ENR	Juan T Lee	1994-08-13	UHC-59669-36	2887059036	4173 Apache Blvd, Jacksonville, FL, 32226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131267	ENR	Sue Medina	1981-06-01	UHC-59443-95	6126945386	1573 Willow Ct, Las Vegas, NV, 89123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27651	PRV	Ethan Sancehz	1971-12-04	—	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Phone reformatted State code upper-cased Email lower-cased Gender normalised+2 more
ENR-121948	ENR	Scott F Kennedy	1979-06-24	UHC-01041-32	6317779780	5665 Ridge Rd, Phoenix, AZ, 85055	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60546	TPA	Diego Ramos	2004-03-13	—	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-127136	ENR	Teresa Meyer	1943-03-14	UHC-07697-73	3503589022	2292 Canyon Rd, Los Angeles, CA, 90013	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-416556	CLM	Christien Stewart	1946-01-03	UHC-62819-22	6954879216	412 Palm Dr, Austin, TX, 78728	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416389	CLM	Eric Schmidt	1945-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420698	CLM	Carolyn Wheeler	1975-07-12	—	—	4004 Lincoln Way, Dallas, TX, 75263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111750	ENR	Aisha Robinson	1961-10-19	UHC-79685-78	—	1393 Spring St, San Antonio, TX, 78206	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-127754	ENR	Janice Yaang	1995-11-06	UHC-21909-10	3522772406	1511 Valley View Dr, Austin, TX, 78751	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59540	TPA	Austin Mariana	1967-10-15	—	—	5576 Oak St, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120815	ENR	Bradley J Schultz	1947-07-05	UHC-33435-24	—	8268 Mountain View Dr, Mesa, AZ, 85206	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

4,010 rows, page 48 of 81Previous Next