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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127528	ENR	Frances K Hudson	1954-05-17	UHC-60488-02	8374831360	9405 Willow Ct Apt 15, Nashville, TN, 37246	0.82	Phone reformatted Unit split from street Email lower-cased
ENR-116914	ENR	Kayla Mitchell	1972-05-03	UHC-33883-90	2319458898	178 Forest Ave Apt 15, Charlotte, NC, 28265	0.82	Name re-cased Phone reformatted Unit split from street
ENR-139639	ENR	Austin T Miller	2000-11-16	UHC-05857-13	—	1627 Church St # 885, Minneapolis, MN, 55476	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-128058	ENR	Yuki M Contreras	1997-03-01	UHC-09033-92	4418973996	4549 Broadway Apt 34, Phoenix, AZ, 85046	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-116536	ENR	Nancy Kim	1943-04-16	UHC-15815-64	5275785979	3661 Hillcrest Rd # 731, Jacksonville, FL, 32227	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-108437	ENR	Ashley B Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr Apt 7, Los Angeles, CA, 90068	0.82	Member ID reformatted Unit split from street Placeholder values cleared
ENR-140784	ENR	Sophia Wang	1950-01-28	UHC-09006-65	6203519167	6636 Spring St Apt 28, Jacksonville, FL, 32277	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-117781	ENR	Mary Cox	1990-08-03	UHC-62283-37	7173668430	6931 Canyon Rd # 358, Glendale, AZ, 85389	0.82	Name re-cased Unit split from street Email lower-cased
ENR-100978	ENR	Wayne U Duncan	1946-04-15	UHC-81346-56	3663589837	7593 Market St Apt 32, Mesa, AZ, 85293	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-133948	ENR	Ralph Andrews	1953-09-20	UHC-85599-20	—	8747 Desert Sky Blvd # 928, Miami, FL, 33144	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117868	ENR	Jessica V Coleman	1965-01-19	UHC-45899-47	5672811041	1283 Cedar Ln Apt 1, Austin, TX, 78757	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-113645	ENR	Ronald Espinoza	1938-04-26	UHC-18202-18	5643840310	4348 River Rd # 419, Nashville, TN, 37289	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-118845	ENR	Jordan Stoone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct # 961, Fresno, CA, 93795	0.82	Name re-cased Phone reformatted Unit split from street
ENR-107248	ENR	Vlentina I Perry	1980-12-17	UHC-78963-08	7554011994	7591 Willow Ct Apt 25, Gilbert, AZ, 85231	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-134566	ENR	Sharon I Salazar	1960-11-18	UHC-10097-24	—	6442 Market St Apt 29, Denver, CO, 80278	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-124595	ENR	Elijah Hill	1960-04-19	UHC-38561-21	9083778969	4190 Mountain View Dr Apt 31, Nashville, TN, 37278	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-114377	ENR	Billy P Peterson	1954-11-28	UHC-29755-09	8022837389	5137 Harbor Blvd Apt 3, Atlanta, GA, 30326	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-116837	ENR	Ralph Campbell	1989-10-10	UHC-69425-15	5816600304	4022 Main St # 221, Atlanta, GA, 30392	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-122071	ENR	Anthony Jackson	1996-11-11	UHC-47435-53	7084971104	7175 Mesa Dr Apt 13, Dallas, TX, 75263	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117253	ENR	John S Gomez	1972-08-27	UHC-33926-12	8526735994	8803 Pine Dr # 722, Tempe, AZ, 85297	0.82	Date of birth reformatted Unit split from street Email lower-cased
ENR-119010	ENR	Teresa Q Greene	1969-02-17	UHC-47895-75	5322112437	3387 Mountain View Dr Apt 3, Los Angeles, CA, 90004	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-106707	ENR	Doris U Diaz	1942-02-19	UHC-30771-40	7727867759	9094 Desert Sky Blvd # 290, Austin, TX, 78724	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-107226	ENR	Grace C Ramos	1989-10-27	UHC-17338-10	9412775238	8508 Maple Ave # 474, Minneapolis, MN, 55492	0.82	Name re-cased Phone reformatted Unit split from street
ENR-127860	ENR	Wei Clark	1964-09-05	UHC-37296-08	7497675966	7537 Desert Sky Blvd Apt 16, Phoenix, AZ, 85008	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-133693	ENR	Robert Brooks	1940-10-26	UHC-17255-13	4639481486	6515 Baseline Rd Apt 22, Denver, CO, 80209	0.82	Unit split from street Email lower-cased Whitespace trimmed
ENR-102189	ENR	Kenneth Stephens	1982-06-15	UHC-48984-36	6099609859	3502 Elm St Apt 18, Tucson, AZ, 85787	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-142782	ENR	Mateeo I Williamson	1940-08-16	UHC-09947-95	3035149919	4528 Lincoln Way # 837, Las Vegas, NV, 89119	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-113324	ENR	Karen N Guerrero	1980-06-26	UHC-16628-04	3723771339	7928 Bayshore Dr # 356, Orlando, FL, 32854	0.82	Phone reformatted Unit split from street Email lower-cased
ENR-125900	ENR	Denise Boyd	1943-06-25	UHC-49446-36	8582052390	8652 Broadway Apt 19, Mesa, AZ, 85279	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-132121	ENR	Kelly M Shaw	1974-04-04	UHC-88200-35	5293861776	8505 Forest Ave Apt 19, Scottsdale, AZ, 85208	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-142858	ENR	Ommar Brown	1963-04-25	UHC-35610-05	5175460617	305 Bayshore Dr # 791, Austin, TX, 78735	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-106956	ENR	Judith Larson	1982-10-08	UHC-37282-88	3925265887	8338 Lincoln Way # 796, Plano, TX, 75050	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-117666	ENR	Camila Z Marshall	1940-01-08	UHC-46797-62	3372174060	3494 Ridge Rd Apt 28, Miami, FL, 33128	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-131603	ENR	Russell Hudson	1997-12-26	UHC-77582-79	—	2756 Washington St # 769, San Antonio, TX, 78297	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-115357	ENR	Alexander E Evans	1962-01-02	UHC-50889-55	9642408076	1712 Lincoln Way Apt 33, Tucson, AZ, 85780	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-106183	ENR	Martha E Garrett	1938-08-15	UHC-05777-33	6887320887	7161 Union St Apt 17, Jacksonville, FL, 32231	0.82	Name re-cased Phone reformatted Unit split from street
ENR-104675	ENR	Ed Edwards	1947-11-16	UHC-80143-15	7967009305	3370 Baseline Rd Apt 31, Jacksonville, FL, 32231	0.82	Name re-cased Unit split from street City re-cased
ENR-126106	ENR	Nathan G Cooper	2008-07-15	UHC-14416-95	3667218037	6781 Spring St Apt 31, Mesa, AZ, 85211	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-132677	ENR	Julie Li	1972-09-20	UHC-87775-74	6745695156	5776 Willow Ct # 955, Los Angeles, CA, 90003	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-136037	ENR	Frances Morales	1946-02-05	UHC-02273-82	9367830332	7325 Park Pl # 662, Tampa, FL, 33604	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-135477	ENR	Priya U Carpenter	1993-08-18	UHC-51460-71	6242340634	9840 Broadway Apt 11, Scottsdale, AZ, 85244	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-136789	ENR	Sharon K Torres	1996-03-18	UHC-27817-88	2587281043	2398 Highland Ave # 363, Dallas, TX, 75299	0.82	Phone reformatted Unit split from street Email lower-cased
ENR-104281	ENR	Janice O Hansen	1983-04-23	UHC-31815-31	4979098288	8998 Lincoln Way Apt 39, Denver, CO, 80219	0.82	Name re-cased Unit split from street Email lower-cased
ENR-105766	ENR	Evelyn Q Murray	1944-04-12	UHC-13275-15	—	997 Bayshore Dr Apt 30, Tucson, AZ, 85721	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-103447	ENR	Noah Lawrence	1965-07-20	UHC-16878-36	2895613596	169 Baseline Rd Apt 4, Minneapolis, MN, 55443	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-100371	ENR	Emma Gutierrez	1968-02-12	UHC-12397-86	2486551195	9308 Indian School Rd Apt 37, Tampa, FL, 33653	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-103802	ENR	Kim Jacobs	1969-01-28	UHC-81813-82	8653011418	184 Jefferson Ave Apt 26, Tempe, AZ, 85241	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-124364	ENR	Megan T Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave # 106, Nashville, TN, 37276	0.82	Phone reformatted Unit split from street City re-cased
ENR-126817	ENR	Laura Smith	2008-02-11	UHC-97695-33	3367712501	123 Ridge Rd # 642, Eden Prairie, MN, 55365	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126244	ENR	Matthew S Jacobs	1947-07-13	UHC-06747-93	3352712603	7941 Camelback Rd # 529, Phoenix, AZ, 85052	0.82	Name re-cased Phone reformatted Unit split from street

3,345 rows, page 65 of 67Previous Next