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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128804	ENR	Paul G Perez	1954-11-15	UHC-31595-01	4728829130	7031 Lincoln Way, Sacramento, CA, 95843	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-114018	ENR	James Ellis	1954-09-19	UHC-94888-30	3738247195	7848 Lincoln Way, Dallas, TX, 75238	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409075	CLM	Grace Alexander	1967-07-01	UHC-60724-18	—	9454 Desert Sky Blvd, Columbus, OH, 43279	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108803	ENR	Gloria Stone	1965-04-03	UHC-46016-18	—	6617 Camelback Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404231	CLM	Ruth McDonald	1968-03-04	—	—	9368 Market St, Sacramento, CA, 95876	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115517	ENR	Jesse Wang	1988-07-14	UHC-90040-34	8559966831	1755 Park Pl, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108218	ENR	Dylan Reid	2002-07-28	UHC-31001-11	4323685107	6707 Meadow Ln, Atlanta, GA, 30345	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116349	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH, 43224	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107608	ENR	Pamela U Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102882	ENR	Sue S Evans	1960-06-17	UHC-39153-49	8418939686	7457 Baseline Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119977	ENR	Terry B Cook	1939-02-17	UHC-00473-96	9575516245	8711 Jefferson Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118051	ENR	Kathy Watson	1987-02-25	UHC-86604-74	—	4507 Baseline Rd, Scottsdale, AZ, 85244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20646	PRV	Christine Bowman	1953-10-18	—	5648121289	125 Spring St, Nashville, TN, 37233	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118493	ENR	Mary Owens	1943-01-19	UHC-31683-52	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115161	ENR	Carolyn Fowler	—	UHC-37744-40	8333955010	4224 Union St, Seattle, WA, 98190	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-404819	CLM	Karen H Li	1986-05-02	—	9566347382	2551 Jefferson Ave, Jacksonville, FL, 32257	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422990	CLM	Joe Kennedy	1960-08-10	—	—	9326 Spring St, Denver, CO, 80262	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26348	PRV	Frances L Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA, 30353	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133893	ENR	Megan Aguilar	1961-12-14	UHC-68242-45	6442180668	9855 Spring St, Orlando, FL, 32832	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109593	ENR	Madison L Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
TPA-54358	TPA	Herny Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-103406	ENR	Sofia R Thompson	1996-04-08	UHC-38712-64	9865439743	2692 Apache Blvd, Fresno, CA, 93755	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141287	ENR	Austin Y Morris	1981-05-07	UHC-43840-28	8074622655	7351 Jefferson Ave, Austin, TX, 78727	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-57883	TPA	Andrea Hanson	1971-11-09	—	—	8510 Camelback Rd, Plano, TX, 75012	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406726	CLM	Sarah James	1984-12-20	—	—	3221 Spring St, Atlanta, GA, 30381	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400980	CLM	Bradley Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62012	TPA	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-111359	ENR	Kathryn N Singh	1939-06-05	UHC-98979-33	7934410431	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111861	ENR	Diego N Meyer	1940-12-11	UHC-53460-61	6215916860	492 Oak St, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-414732	CLM	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr, Fresno, CA, 93765	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405628	CLM	Jeremy Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416640	CLM	Ralph Q Ruiz	1954-06-03	—	3688264206	777 Lake View Rd, Fresno, CA, 93760	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-104547	ENR	Judith O Moore	2004-01-17	UHC-75284-39	2223474812	1316 Canyon Rd, Dallas, TX, 75206	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56123	TPA	Mateo Berry	1954-09-13	—	4388817133	3004 Hillcrest Rd, Las Vegas, NV, 89159	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137043	ENR	Luis K Torres	1984-02-24	UHC-13129-49	9783835591	5075 River Rd, Miami, FL, 33138	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114432	ENR	Tyler Porter	1989-08-14	UHC-80250-20	6094270871	6293 Forest Ave, Atlanta, GA, 30391	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63601	TPA	Jose Owens	1982-09-22	UHC-76682-96	—	2057 Indian School Rd, Seattle, WA, 98191	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134106	ENR	Evelyn D Ruiz	1969-09-25	UHC-60263-23	9506286683	1167 Mountain View Dr, Chandler, AZ, 85297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140869	ENR	Jake E Allen	1999-06-02	UHC-06582-86	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29491	PRV	Joe Stevens	1952-07-16	—	5785875708	6977 Apache Blvd, Seattle, WA, 98174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105974	ENR	Gerald L Bell	1993-03-24	UHC-33479-36	5227150627	735 Maple Ave, Minneapolis, MN, 55482	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407785	CLM	Victoria C Fox	1985-02-11	UHC-83918-84	—	6276 Oak St, Tampa, FL, 33668	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127648	ENR	Deborah F Sandoval	2004-03-12	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430310	CLM	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135566	ENR	Roger K Mason	1989-08-23	UHC-31829-22	3053695097	8329 Washington St, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123867	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 95 of 200Previous Next