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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114549	ENR	Josshua B Willias	2008-03-12	UHC-99131-33	5504729057	8376 Union St, Dallas, TX, 75220	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-118350	ENR	Keiht A Rios	1962-08-24	UHC-36163-12	8047526055	7688 Indian School Rd, Seattle, WA, 98151	0.82	Name re-cased Phone reformatted State name converted to code
ENR-133186	ENR	Juan A Graham	1938-06-16	UHC-15294-97	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-133187	ENR	Juan A Graham	1938-06-16	UHC-15294-97	8819876906	4334 Harbor Blvd, Fresno, CA, 93733	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-139552	ENR	Zachary U Black	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-141028	ENR	Tyler X Wallacce	1992-09-05	UHC-31842-98	3919207989	1949 Pine Dr, Orlando, FL, 32859	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-105380	ENR	Robertson N Ahmed	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX, 75019	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-130651	ENR	Stephen Payne	1984-09-04	UHC-77518-93	9003853128	3739 Baseline Rd, Nashville, TN, 37236	0.82	Name re-cased Phone reformatted State name converted to code
ENR-136982	ENR	Taylor Russell	2004-05-10	UHC-00465-69	9764622402	5030 Camelback Rd, Atlanta, GA, 30333	0.82	Date of birth reformatted State name converted to code Whitespace trimmed
ENR-103631	ENR	Alan Brown	2004-01-08	UHC-69982-03	6279760412	740 Central Ave, Phoenix, AZ, 85077	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-112401	ENR	Kenneth F Stewart	2003-04-08	UHC-91857-26	2539247268	333 Jefferson Ave, Atlanta, GA, 30389	0.82	Name re-cased City re-cased State name converted to code
ENR-110287	ENR	Bruce K Knight	1939-12-12	UHC-68728-83	8533925864	743 Mesa Dr, Dallas, TX, 75235	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-104479	ENR	Paul G Ward	1965-12-01	UHC-06878-76	4179516531	3165 Sage Ct, Seattle, WA, 98180	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-133932	ENR	Hiroshi T Oliver	2005-11-26	UHC-75827-14	7224875878	4758 Pine Dr, Columbus, OH, 43255	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-111033	ENR	Anna Li	1986-09-07	UHC-60433-73	7559063279	8326 Lake View Rd, San Diego, CA, 92121	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-110005	ENR	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.82	Phone reformatted City re-cased State name converted to code
ENR-141280	ENR	Philip Perry	1989-04-23	UHC-35107-86	8195845782	6786 Spring St, Austin, TX, 78708	0.82	Name re-cased State name converted to code Email lower-cased
ENR-106158	ENR	Ema Morris	2007-11-25	UHC-26345-16	—	2595 Central Ave, Jacksonville, FL, 32282	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-120611	ENR	Sandra M Garcia	2004-02-16	UHC-27633-77	5015151031	679 Pine Dr, Austin, TX, 78788	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-102546	ENR	Beverly Ramos	1944-03-10	UHC-14839-38	9183627716	8320 River Rd, Las Vegas, NV, 89116	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-131089	ENR	Christian E Spencer	1974-07-25	UHC-07631-84	8556373894	9861 Valley View Dr, Houston, TX, 77090	0.82	Phone reformatted State name converted to code Email lower-cased
ENR-100728	ENR	Madison F Cook	1960-01-25	UHC-96515-99	4014081478	8386 Spring St, Tucson, AZ, 85738	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-110002	ENR	Emiy G Arnlod	1952-11-01	UHC-96912-28	2788876145	3966 Sage Ct, Gilbert, AZ, 85265	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-124331	ENR	Jonathan Perkins	1986-04-19	UHC-78805-35	9303815648	8744 Park Pl, Tampa, FL, 33664	0.82	Name re-cased Phone reformatted State name converted to code
ENR-117970	ENR	Bryn Ferguson	1977-11-06	UHC-51134-40	—	323 Lincoln Way, Tampa, FL, 33643	0.82	Member ID reformatted State name converted to code Placeholder values cleared
ENR-141638	ENR	Arthur Valdze	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH, 43201	0.82	Name re-cased Phone reformatted State name converted to code
ENR-138571	ENR	Emily J Kennedy	1966-08-19	UHC-15065-84	5166561597	7564 River Rd, Tampa, FL, 33613	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-140025	ENR	Jarry Knight	1988-06-05	UHC-33420-72	9569777660	4750 Highland Ave, Mesa, AZ, 85205	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110716	ENR	Maria Y Franklin	1961-03-27	UHC-88058-16	4184055138	421 Broadway, Tempe, AZ, 85295	0.82	Phone reformatted Address re-cased State name converted to code
ENR-110568	ENR	Thoms I Sullivan	1982-02-28	UHC-43686-23	7659727137	3863 River Rd, Tampa, FL, 33672	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-117794	ENR	Mark C Arnold	2004-12-05	UHC-13835-02	4423672499	3979 Camelback Rd, Los Angeles, CA, 90020	0.82	Phone reformatted City re-cased State name converted to code
ENR-118308	ENR	Walter Henry	1998-05-07	UHC-25582-91	8684302275	6215 Ocean Ave, Denver, CO, 80257	0.82	Name re-cased Phone reformatted State name converted to code
ENR-125853	ENR	Henry Flres	1966-11-26	UHC-31786-86	4419481199	4716 Desert Sky Blvd, Jacksonville, FL, 32295	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-121100	ENR	Lori Z Gibson	1960-08-15	UHC-03400-57	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-124226	ENR	Valentina Hall	1971-03-17	UHC-23664-98	4745429966	1587 Maple Ave, Columbus, OH, 43225	0.82	Name re-cased Phone reformatted State name converted to code
ENR-125154	ENR	Randy Harrison	2000-01-26	UHC-87479-89	2592509132	7261 Hillcrest Rd, Denver, CO, 80221	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-135119	ENR	Sophia E Mitchell	1964-09-20	UHC-72308-50	4373685672	9283 Jefferson Ave, Dallas, TX, 75238	0.82	Name re-cased Phone reformatted State name converted to code
ENR-133183	ENR	Jnaet Davis	1974-06-07	UHC-23902-55	9444432708	7899 Bayshore Dr, Charlotte, NC, 28256	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-133184	ENR	Jnaet Davis	1974-06-07	UHC-23902-55	9444432708	7899 Bayshore Dr, Charlotte, NC, 28256	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-114120	ENR	Medison Walker	1946-10-05	UHC-10718-47	—	6685 Broadway, Tempe, AZ, 85249	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-118594	ENR	Benjamin O Padilla	1974-09-23	UHC-34202-68	2155230319	6589 Forest Ave, Austin, TX, 78768	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-121620	ENR	Henry W Le	2005-03-22	UHC-67222-58	2296078696	2816 Lincoln Way, Minneapolis, MN, 55471	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-105261	ENR	Ethan Rios	1992-05-13	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.82	Name re-cased Phone reformatted State name converted to code
ENR-106640	ENR	Juan Q Watkisn	1982-10-03	UHC-15347-49	9268864586	9466 Lake View Rd, San Antonio, TX, 78277	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-109669	ENR	Katherine N James	2001-09-14	UHC-01774-66	—	6636 Highland Ave, Miami, FL, 33180	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-126260	ENR	Kathryn Harvey	1939-06-06	UHC-96992-41	2399017112	5744 River Rd, Dallas, TX, 75221	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-100175	ENR	Mariana Mendoza	1940-08-22	UHC-10274-79	9804653405	3344 Meadow Ln, Sacramento, CA, 95835	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-119727	ENR	Cheryl Castro	1950-02-04	UHC-39022-48	4342305814	570 Broadway, Phoenix, AZ, 85002	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-118107	ENR	Marcus Aguilar	1977-07-22	UHC-13029-18	3238528253	4797 Cedar Ln, Sacramento, CA, 95887	0.82	Name re-cased Date of birth reformatted State name converted to code
ENR-141030	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ, 85211	0.82	Phone reformatted State name converted to code Whitespace trimmed

4,296 rows, page 83 of 86Previous Next