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-119360	ENR	Russell Long	1971-08-03	UHC-95571-13	8937257652	2005 River Rd # 537, Atlanta, GA, 30385	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-123625	ENR	Albert Hernandez	1983-09-11	UHC-13118-17	5533754564	3177 Spring St # 340, Las Vegas, NV, 89184	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-138819	ENR	Joan Mason	1973-02-08	UHC-00755-30	6092016351	9406 Central Ave # 927, Columbus, OH, 43270	0.78	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-126942	ENR	Frank Rodriguez	1950-08-15	UHC-76643-98	3388040279	510 Central Ave # 886, Minneapolis, MN, 55466	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-134769	ENR	Joyce Soto	1946-12-01	UHC-33573-25	3538403056	9290 River Rd # 790, Charlotte, NC, 28262	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-125660	ENR	Albert E Sanders	1976-09-21	UHC-32402-15	—	1619 Broadway Apt 3, Atlanta, GA, 30327	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-116226	ENR	Shirley J Harris	1994-07-02	UHC-79852-31	5157881596	3593 Grand Ave # 614, Plano, TX, 75006	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-100122	ENR	Jack Valdez	1961-11-24	UHC-57506-56	4688186335	6926 Main St # 374, Seattle, WA, 98198	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-100851	ENR	Brian W Hughes	1973-09-07	UHC-74866-18	4678898577	2261 Mesa Dr # 130, Dallas, TX, 75287	0.78	Phone reformatted Member ID reformatted Unit split from street Plan code upper-cased+1 more
ENR-138111	ENR	Kayla Medina	1970-01-22	UHC-26070-66	2286310482	1870 Grand Ave Apt 11, Nashville, TN, 37243	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-106228	ENR	Jesse X Hernandez	1989-02-19	UHC-29195-03	7966025148	2786 Spring St # 613, Fresno, CA, 93736	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-138369	ENR	Yuki Harris	1949-05-10	UHC-35598-38	—	7770 Canyon Rd # 727, Austin, TX, 78755	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
ENR-101734	ENR	James P Weaver	1945-03-05	UHC-45993-08	8964567385	7387 Bayshore Dr Apt 6, Nashville, TN, 37261	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-128363	ENR	Amber Murphy	1987-07-07	UHC-81004-23	5089712452	5481 Apache Blvd # 334, Scottsdale, AZ, 85283	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-111146	ENR	Margaret U Hunter	2005-01-01	UHC-03826-60	8467827683	5534 Union St # 880, Denver, CO, 80290	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-137318	ENR	James Y Montgomery	1986-03-20	UHC-55149-63	7886710568	8520 River Rd Apt 10, Denver, CO, 80246	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-129762	ENR	Terry T West	1982-11-25	UHC-12240-97	7538299365	4900 Church St # 545, Los Angeles, CA, 90086	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-104650	ENR	Timothy Reynolds	1961-07-01	UHC-76724-37	4558027913	8333 Forest Ave Apt 6, Miami, FL, 33125	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-125745	ENR	Rachel D James	1973-09-03	UHC-81066-82	8296245689	6196 Broadway Apt 4, Denver, CO, 80203	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
ENR-118005	ENR	Joseph F Schmidt	1978-05-05	—	7096485617	6292 Broadway # 512, Mesa, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-108448	ENR	Ashley Reid	1957-09-10	UHC-23123-72	—	7945 Central Ave Apt 9, Dallas, TX, 75270	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-122291	ENR	Mei Kelly	2007-04-03	UHC-06073-29	3653733135	5712 Pine Dr Apt 16, Los Angeles, CA, 90069	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-124302	ENR	Kevin Munoz	2004-07-14	UHC-54549-85	9179306249	2320 Pine Dr # 359, Sacramento, CA, 95815	0.80	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed
ENR-105127	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave Apt 36, Eden Prairie, MN, 55391	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-107569	ENR	Diego G Hanson	2000-08-03	UHC-59842-53	4893091213	3400 Broadway # 158, Mesa, AZ, 85275	0.80	Unit split from street Address re-cased Whitespace trimmed Placeholder values cleared
ENR-102844	ENR	Stephanie U Turner	1954-03-01	UHC-61928-51	8892016944	7362 Washington St # 289, Fresno, CA, 93765	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-108482	ENR	Christine X Russell	1970-09-19	UHC-50677-41	—	6516 Spring St Apt 18, Austin, TX, 78753	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
ENR-126402	ENR	Pamela N Richards	1963-03-15	UHC-52373-14	6333544513	3202 Apache Blvd Apt 20, Plano, TX, 75078	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142545	ENR	Abigail Aguilar	1974-03-07	UHC-72498-61	3707801347	7762 Ridge Rd # 759, San Antonio, TX, 78204	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-137349	ENR	Terry D Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St Apt 2, Jacksonville, FL, 32251	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
ENR-105537	ENR	Kelly Weber	1976-12-02	UHC-61011-24	8089169330	2991 Ocean Ave # 487, Houston, TX, 77065	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-133271	ENR	Logan H Hoffman	1944-05-19	UHC-61403-22	3182978974	9891 Lincoln Way Apt 19, Glendale, AZ, 85385	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-122258	ENR	Stephen P Stevens	1987-10-03	UHC-57453-86	9399399532	9133 Sage Ct Apt 38, Phoenix, AZ, 85087	0.80	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street
ENR-103877	ENR	Mateo Maldonado	1971-06-02	UHC-32508-33	2815363236	3925 Baseline Rd Apt 3, Eden Prairie, MN, 55396	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-135352	ENR	Ana Payne	1942-08-03	UHC-71106-34	3847713900	6151 Mountain View Dr # 803, Austin, TX, 78722	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-105614	ENR	Logan Lewis	1980-01-19	UHC-94631-76	4182720832	924 Indian School Rd # 348, Jacksonville, FL, 32236	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-104703	ENR	Ashley Vargas	1998-11-05	UHC-01359-34	5133663166	6649 Valley View Dr Apt 3, San Diego, CA, 92186	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-115946	ENR	Walter Alvarez	1943-09-01	UHC-34582-19	6793383114	1502 Apache Blvd Apt 25, Dallas, TX, 75221	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-142592	ENR	Kayla Y James	1961-06-15	UHC-27390-20	—	3880 Park Pl # 172, Minneapolis, MN, 55421	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
ENR-123403	ENR	Walter Chavez	1994-05-07	UHC-49446-32	3416809590	7980 Maple Ave Apt 22, Austin, TX, 78761	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123402	ENR	Walter Chavez	1994-05-07	UHC-49446-32	3416809590	7980 Maple Ave Apt 22, Austin, TX, 78761	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-129040	ENR	Diego Singh	2008-10-21	UHC-67990-40	7674650381	1486 Broadway Apt 39, Las Vegas, NV, 89148	0.80	Name re-cased Phone reformatted Unit split from street Address re-cased
ENR-139294	ENR	Helen X Ellis	1965-08-01	UHC-88505-77	8112593769	7967 Church St # 733, Eden Prairie, MN, 55306	0.80	Phone reformatted Unit split from street City re-cased Email lower-cased
ENR-114746	ENR	Abigail G Washington	2000-02-27	UHC-06319-96	8145809904	7125 Lincoln Way Apt 15, Fresno, CA, 93738	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-100714	ENR	Donald A Owens	1975-08-15	UHC-44374-68	6944020997	4305 Ridge Rd Apt 1, Nashville, TN, 37203	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-115650	ENR	Nancy Stephens	2005-01-22	UHC-99055-67	8544729067	8008 Ocean Ave Apt 10, Scottsdale, AZ, 85205	0.80	Unit split from street Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-121331	ENR	Jeremy Z Williamson	2001-05-09	UHC-36275-30	5223171141	9294 Maple Ave # 568, San Antonio, TX, 78298	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
ENR-130321	ENR	Mei Sanchez	1988-09-11	UHC-00404-61	5538455145	4230 Lincoln Way Apt 10, Jacksonville, FL, 32225	0.80	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased
ENR-106119	ENR	Nicole Smis	2007-09-28	UHC-26313-34	2203309197	2017 Church St # 543, Orlando, FL, 32811	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
ENR-131635	ENR	Lucia Medina	1981-09-03	UHC-94530-38	6088765139	314 Oak St Apt 15, Las Vegas, NV, 89179	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared

3,345 rows, page 60 of 67Previous Next