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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125083	ENR	Barb Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-139379	ENR	Sharon B Diaz	1957-07-25	UHC-05198-84	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.92	Name re-cased Date of birth reformatted Member ID reformatted City re-cased
ENR-100824	ENR	Michelle Payne	1986-06-24	UHC-32156-45	6979038642	7765 Baseline Rd, Nashville, TN, 37231	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-100823	ENR	Michelle Payne	1986-06-24	UHC-32156-45	6979038642	7765 Baseline Rd, Nashville, TN, 37231	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-138823	ENR	Arjun H Weber	1964-02-13	UHC-19405-15	2299551082	3172 Mesa Dr, Eden Prairie, MN, 55363	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-114881	ENR	Joyce C Fuller	1999-02-20	UHC-03777-19	8876467752	1031 Willow Ct, Tampa, FL, 33607	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-122362	ENR	Gloria X Reeed	2000-03-08	—	4147546714	199 Lake View Rd, Charlotte, NC, 28221	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131637	ENR	Laura Salazar	1982-06-27	UHC-57732-21	7633943499	8547 Pine Dr, Eden Prairie, MN, 55325	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-107871	ENR	Beverly Z Nelson	1980-12-05	UHC-81141-23	5325379803	1147 Sunset Blvd, Tucson, AZ, 85796	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-125893	ENR	Edward Bradley	1966-09-03	UHC-46461-64	2709348793	5113 Main St, San Antonio, TX, 78243	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-131285	ENR	Evelyn U Contreras	1977-01-11	UHC-14598-48	8072724415	8517 Sunset Blvd, Jacksonville, FL, 32240	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-140672	ENR	Edward T Dominguez	1964-02-08	UHC-10224-04	8008627960	4760 Mesa Dr, Sacramento, CA, 95824	0.92	Name re-cased Phone reformatted Member ID reformatted City re-cased
ENR-116076	ENR	Tommy H Boyd	1996-11-05	UHC-69763-81	8104388722	204 Indian School Rd, Glendale, AZ, 85368	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-105297	ENR	Daniel P Palmer	1960-03-08	UHC-52734-93	—	2641 Apache Blvd, Chandler, AZ, 85282	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-134341	ENR	Vicky Burke	2005-01-09	UHC-45293-46	2505135981	336 Palm Dr, Plano, TX, 75029	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-140625	ENR	Alice Russell	1941-05-01	UHC-24902-11	5959881793	2890 Central Ave, Gilbert, AZ, 85208	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-132351	ENR	Kathleen B Wagner	1938-03-25	UHC-70036-48	5007288582	5539 Lincoln Way, Eden Prairie, MN, 55351	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-110971	ENR	Elijah Cooper	1954-04-27	UHC-40468-10	2858435734	771 Pine Dr, Nashville, TN, 37246	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-139788	ENR	Martinez Georrge	1999-03-12	UHC-76584-21	3709797308	3067 Sage Ct, Houston, TX, 77008	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-132149	ENR	Kelly T Wilson	1993-06-26	UHC-42179-87	—	3725 Lake View Rd, Minneapolis, MN, 55404	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-136915	ENR	Edward Young	1959-06-12	—	9686637752	8312 Broadway, Jacksonville, FL, 32237	0.92	Phone reformatted Address re-cased City re-cased Placeholder values cleared
ENR-136916	ENR	Edward Young	1959-06-12	—	9686637752	8312 Broadway, Jacksonville, FL, 32237	0.92	Phone reformatted Address re-cased City re-cased Placeholder values cleared
ENR-142539	ENR	Robet W Henderson	1946-08-15	UHC-11747-70	2655007167	4249 Camelback Rd, Tucson, AZ, 85742	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-121174	ENR	Charlotte I Gordon	1942-12-11	UHC-38994-50	3728952517	4904 Ocean Ave, Seattle, WA, 98124	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-113930	ENR	Russell Stone	2000-01-15	UHC-17328-79	3197555816	582 Ridge Rd, Nashville, TN, 37248	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-108801	ENR	Willie L Martin	1951-09-19	UHC-30231-40	3329874066	8414 Willow Ct, Nashville, TN, 37262	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-115714	ENR	Deborah V Gomez	1998-09-10	UHC-13902-47	2636344023	7563 Canyon Rd, Atlanta, GA, 30397	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-117234	ENR	Victoria Fowler	1982-06-02	UHC-96248-91	9239940169	4796 Hillcrest Rd, Sacramento, CA, 95879	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-132316	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St, Las Vegas, NV, 89143	0.92	Name re-cased Member ID reformatted City re-cased Email lower-cased
ENR-126216	ENR	Amy O Castillo	1947-04-12	UHC-83000-99	9766212067	3849 Apache Blvd, Austin, TX, 78797	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-138157	ENR	Powell Luis	1983-12-12	UHC-83291-95	4008420868	1705 Mesa Dr, Atlanta, GA, 30356	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-123365	ENR	Ruth O Crawford	1964-12-23	UHC-25388-31	7134649531	4074 Palm Dr, Chandler, AZ, 85262	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-105134	ENR	Brian D Bishoop	1959-01-02	UHC-60626-53	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-130826	ENR	Michael Kennedy	1945-01-11	UHC-17221-57	6883840128	8743 Oak St, Orlando, FL, 32812	0.92	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-105699	ENR	Kyle B Guzman	1954-01-15	UHC-10602-08	4266404283	4117 Central Ave, San Antonio, TX, 78258	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-115697	ENR	Zachary Knight	1959-07-23	UHC-03561-97	2213466053	6436 Grand Ave, Charlotte, NC, 28290	0.92	Phone reformatted Member ID reformatted City re-cased Email lower-cased
ENR-103314	ENR	Hannah Diaz	1969-05-20	UHC-27797-11	4463622283	1836 Elm St, Sacramento, CA, 95822	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-125438	ENR	Amber Munoz	1984-08-17	UHC-03266-71	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-131932	ENR	Brittany Arnold	1976-06-20	UHC-79114-26	6393874304	2061 Apache Blvd, Nashville, TN, 37254	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-113017	ENR	Gregory F Riley	1963-09-15	UHC-93831-63	7447232310	9807 Lincoln Way, Jacksonville, FL, 32227	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-134179	ENR	Jessica V James	1997-03-25	UHC-50741-06	8672859065	811 Hillcrest Rd, Tempe, AZ, 85250	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-139255	ENR	Joshua Y Hamilton	1988-05-22	UHC-67263-28	2073495742	56 Baseline Rd, Plano, TX, 75083	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-107100	ENR	Catherine B Baker	1961-01-05	UHC-89089-25	8669081451	8109 Sunset Blvd, San Diego, CA, 92152	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-100264	ENR	Arjun N Lopez	2001-09-24	UHC-28616-71	3824647086	8514 Camelback Rd, Orlando, FL, 32880	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-105150	ENR	Larry M Welch	2003-04-21	UHC-16931-54	—	108 Sunset Blvd, Atlanta, GA, 30383	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
ENR-125160	ENR	Scott H Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-141713	ENR	Amber Jordan	1987-03-10	UHC-48995-75	—	6220 Cedar Ln, Tempe, AZ, 85208	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-107506	ENR	Abigail Welch	1998-11-24	UHC-47178-19	4986102208	1621 Union St, Nashville, TN, 37207	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-124117	ENR	Sara L Obrien	2005-07-18	UHC-73544-87	5999066106	8510 Sage Ct, Orlando, FL, 32886	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-128564	ENR	Ashley L Watkins	1991-02-15	UHC-85690-41	8517345412	35 Central Ave, San Diego, CA, 92165	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed

8,423 rows, page 155 of 169Previous Next