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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100892	ENR	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-115986	ENR	Roger A Rodriguez	1956-03-28	UHC-43606-52	8667400237	7531 Valley View Dr, Fresno, CA, 93740	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-113594	ENR	Mark S Evans	1965-11-08	UHC-79386-51	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-121832	ENR	Madison Banks	1979-11-18	UHC-14617-14	8654682870	515 Valley View Dr, Jacksonville, FL, 32291	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-116238	ENR	Samuel U Ford	1960-11-10	UHC-70147-78	7803006762	6444 Washington St, Sacramento, CA, 95820	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-117571	ENR	Alexsi P Rodriguez	1984-05-12	UHC-34207-12	6487817696	4731 Broadway, Austin, TX, 78796	0.78	Two-digit birth year Phone reformatted Address re-cased Whitespace trimmed+1 more
ENR-102245	ENR	Brittany R Le	1975-06-11	UHC-90174-59	5239397428	2015 Camelback Rd, Scottsdale, AZ, 85231	0.78	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-104432	ENR	Keith A Lawrence	1973-01-22	UHC-56811-34	3404705848	7530 Maple Ave, Denver, CO, 80247	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-126243	ENR	Hannah H Park	1962-09-20	UHC-14529-43	3393235352	8629 Mesa Dr, Tampa, FL, 33615	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-133553	ENR	Daniel Hiks	1971-08-13	UHC-75322-35	2029983182	9785 Central Ave, Charlotte, NC, 28220	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-124493	ENR	Jack N Santiago	1958-10-20	UHC-32263-16	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-112242	ENR	Isabella K Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-136721	ENR	Sarah Pena	1977-09-08	UHC-07755-17	8734242794	5705 Broadway, Jacksonville, FL, 32214	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-136722	ENR	Sarah Pena	1977-09-08	UHC-07755-17	8734242794	5705 Broadway, Jacksonville, FL, 32214	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-105706	ENR	Madison M Simmons	1964-01-08	UHC-06401-73	6116740896	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-124297	ENR	Kyle U Gray	1998-02-04	UHC-48658-50	8669573916	2344 Cedar Ln, Houston, TX, 77009	0.78	Two-digit birth year Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-100448	ENR	Jacqueline X Martinez	1947-02-17	UHC-46656-21	9865096080	4224 Central Ave, Phoenix, AZ, 85047	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-132064	ENR	Cynthia Washington	1945-04-24	UHC-73781-55	3583523389	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-136154	ENR	Macr N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL, 33653	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-120497	ENR	Sophia N Austin	2000-01-04	UHC-39676-46	8263578275	6186 Willow Ct, Plano, TX, 75068	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-126507	ENR	Diego W Robinson	1964-02-18	UHC-83043-87	6107342887	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-110566	ENR	Rob Reid	1941-12-12	UHC-67432-29	9286724757	8473 Valley View Dr, Austin, TX, 78744	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-137813	ENR	Ryan Z Hughes	1979-11-13	UHC-82839-04	4307259890	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-138242	ENR	Stephanie D Muurphy	1954-07-10	UHC-35525-99	3722346704	7382 Meadow Ln, Austin, TX, 78721	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-100127	ENR	Mei Arnold	1977-07-03	UHC-42188-83	2525259720	4985 Church St, Miami, FL, 33165	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-100128	ENR	Mei Arnold	1977-07-03	UHC-42188-83	2525259720	4985 Church St, Miami, FL, 33165	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-130165	ENR	Keith P Dominguez	1941-02-08	UHC-93982-60	3457970629	4222 Oak St, Charlotte, NC, 28209	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-104334	ENR	Janice B Harper	1981-07-04	UHC-94792-89	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-100326	ENR	Helen M Jackon	1947-10-24	UHC-17942-51	5565239658	3115 Willow Ct, Gilbert, AZ, 85270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-136472	ENR	John Z Phillips	1968-05-03	UHC-80528-22	5335792886	7931 Highland Ave, Denver, CO, 80265	0.78	Two-digit birth year Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-140807	ENR	Angela S Evans	1971-03-27	UHC-44586-34	9522093917	9109 Mountain View Dr, Phoenix, AZ, 85048	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-114901	ENR	Zachary V Griffin	1944-09-05	—	—	5785 Grand Ave, Seattle, WA, 98168	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-122972	ENR	Maria R Jenkins	1941-07-28	UHC-97871-08	3763851298	771 Ridge Rd, Denver, CO, 80202	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-122293	ENR	Sharon A Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX, 77080	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-103970	ENR	Phlip Y Reynolds	1954-06-13	UHC-22824-91	4042241947	6356 Spring St, Los Angeles, CA, 90062	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-125923	ENR	Gregory F Aguilar	1961-08-18	UHC-47637-38	9737066081	9706 Mountain View Dr, Columbus, OH, 43289	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-113339	ENR	Dylan L Oliver	1958-01-17	UHC-07328-18	5816348596	53 Central Ave, Scottsdale, AZ, 85280	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137036	ENR	Lisa Vega	1965-03-05	UHC-36382-30	9399589061	8409 Broadway, Houston, TX, 77036	0.78	Name re-cased Two-digit birth year Phone reformatted Address re-cased+1 more
ENR-127269	ENR	Patricia Russell	1942-07-08	UHC-42955-40	—	754 Mesa Dr, Columbus, OH, 43252	0.78	Name re-cased Two-digit birth year Member ID reformatted Email lower-cased+1 more
ENR-126227	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH, 43222	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-127282	ENR	Aisha A Santiago	1996-02-04	UHC-90513-79	4258947758	8940 Central Ave, Las Vegas, NV, 89149	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-142270	ENR	Helen K Delgado	1973-02-22	UHC-47049-67	4605708794	6734 Grand Ave, Jacksonville, FL, 32219	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-131649	ENR	Anthony C Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-136537	ENR	Timothy K Parker	1997-01-11	UHC-43398-92	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-101740	ENR	Jean X Lucas	1940-03-20	—	2322739061	4579 Union St, Scottsdale, AZ, 85253	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-103463	ENR	Pamela U Williamson	2006-01-25	UHC-45877-14	7428984919	5009 Broadway, Fresno, CA, 93711	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-133838	ENR	Raymond Jensen	1941-11-21	UHC-82400-68	3189681233	8761 Spring St, San Antonio, TX, 78215	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-116794	ENR	Bradley W Bradley	1955-04-08	UHC-50612-81	7815479164	4906 Lake View Rd, Los Angeles, CA, 90017	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-121935	ENR	Douglas A Vargas	1955-09-10	UHC-95650-14	6314164479	750 Broadway, Minneapolis, MN, 55459	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
ENR-106179	ENR	Tony Walker	1978-04-20	UHC-89985-79	9097907975	320 Union St, Glendale, AZ, 85369	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more

2,874 rows, page 48 of 58Previous Next