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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102454	ENR	Bradley R Grant	1942-12-11	UHC-19561-64	5289861297	8189 Main St, Miami, FL, 33148	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114265	ENR	Abigail Gray	1998-07-12	UHC-91906-99	5065519542	625 Church St, Las Vegas, NV, 89174	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112765	ENR	Donna Coleman	1942-10-15	UHC-56324-15	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133336	ENR	Emily Warren	1946-02-20	—	8193325044	4996 Maple Ave, Atlanta, GA, 30381	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138381	ENR	Christopher George	1960-12-24	UHC-71164-91	6702044232	1925 Sage Ct, Austin, TX, 78761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108761	ENR	Mason R Lawson	1971-03-21	UHC-62672-36	4573357209	2497 Cedar Ln # 616, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133130	ENR	Ben M Knight	1947-07-01	UHC-82305-91	8688651556	5766 Sunset Blvd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110188	ENR	Jordan N Allen	1950-04-10	UHC-98523-56	2929447650	7388 Meadow Ln Apt 3, Columbus, OH, 43212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130200	ENR	Karen G Hayes	1973-07-22	UHC-56362-87	8705322922	4270 Hillcrest Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110550	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121202	ENR	Frances Reed	1990-02-14	UHC-43006-53	7397858502	9448 River Rd, Glendale, AZ, 85372	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102683	ENR	Russell H Gardner	1955-12-20	UHC-65262-67	9848457002	4353 Jefferson Ave, Tempe, AZ, 85277	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138231	ENR	Mei C Banks	1973-01-19	UHC-38033-54	9024266668	2740 Central Ave, Charlotte, NC, 28246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105574	ENR	Weaver Randy	1958-01-23	UHC-09967-04	4906481293	2388 Canyon Rd, Charlotte, NC, 28269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112294	ENR	Shirley U Mills	1949-10-07	UHC-66883-15	6609816753	2854 Bayshore Dr, Chandler, AZ, 85213	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-114337	ENR	Betty Holmes	1947-02-20	UHC-36733-86	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113353	ENR	Roger U Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-100017	ENR	Jesse A Black	—	UHC-94495-51	4958819582	3456 Bayshore Dr, Nashville, TN, 37230	0.64	Date of birth missing Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-123053	ENR	Santiago X Jiimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131311	ENR	David L Adams	1944-10-08	UHC-00993-52	8316997194	5254 Canyon Rd, Jacksonville, FL, 32296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108553	ENR	Linda I Myers	1975-11-06	UHC-19783-34	2465836521	8146 Church St, Phoenix, AZ, 85039	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-117026	ENR	Kevin Q Rivera	1943-08-09	UHC-07697-20	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110504	ENR	Juan Weaver	1948-10-15	UHC-49719-35	3295026983	9101 Harbor Blvd, Houston, TX, 77021	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131507	ENR	Noah Hansen	1971-05-16	UHC-83557-49	6987721915	8909 Harbor Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108616	ENR	Lori Y Weber	1995-02-02	UHC-09665-51	2816623520	432 Ridge Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115672	ENR	Randy Webb	1957-12-03	UHC-16139-40	7596643441	2472 Spring St, Houston, TX, 77011	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132743	ENR	Ronald K Thomas	1962-03-05	UHC-27173-66	3967019209	703 Union St, Phoenix, AZ, 85071	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137469	ENR	Joshua Castro	1939-02-12	UHC-23978-17	4599778642	2052 River Rd, Tucson, AZ, 85787	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112936	ENR	Nathan Morgan	1969-04-07	UHC-41203-84	9762874685	811 Jefferson Ave, Miami, FL, 33143	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121254	ENR	Bailey Alice	1980-08-28	UHC-17182-10	9022299228	9752 Willow Ct, Glendale, AZ, 85322	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-140752	ENR	Daniel W Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117078	ENR	Gabriel L Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St, Scottsdale, AZ, 85282	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-124052	ENR	Laura Chavez	2006-02-02	UHC-80393-56	8325905377	1179 Lake View Rd, Denver, CO, 80251	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105152	ENR	Emily Montgomery	1940-11-03	UHC-50496-48	6207100493	8482 Bayshore Dr, Dallas, TX, 75212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-135196	ENR	Justin I Rios	1941-03-24	UHC-51097-31	8944618988	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133882	ENR	Maria G Rojes	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135713	ENR	Alex W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114735	ENR	Mason R Wagner	1966-04-13	UHC-90831-50	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108283	ENR	Ashley Warren	—	UHC-81081-61	2014962915	8015 Willow Ct, Austin, TX, 78773	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135293	ENR	Frank Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St, Denver, CO	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-128831	ENR	Sarah Brown	1973-01-21	UHC-49452-97	7378659813	1396 Apache Blvd, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138817	ENR	Maria V Burns	1994-09-09	UHC-15438-40	3188643368	8057 Baseline Rd, San Antonio, TX, 78226	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130124	ENR	Hiroshi R Peterson	1968-09-04	UHC-61159-02	4675183509	2708 Oak St, Miami, FL, 33131	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123830	ENR	Robert P Franklin	1956-02-12	UHC-92808-89	7522231700	2377 Camelback Rd, Tucson, AZ, 85789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 148 of 564Previous Next