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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132134	ENR	Jacob Alvarez	1972-04-09	UHC-66933-02	5552937460	5535 Indian School Rd, Columbus, OH, 43282	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126032	ENR	Sofia M Wood	1956-04-13	UHC-82729-85	4432864696	297 Oak St, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-100277	ENR	Danielle C Gordon	1993-10-25	UHC-68096-32	8766024887	1327 Hillcrest Rd, Austin, TX	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-105337	ENR	Roy Hill	1977-08-12	UHC-26981-69	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134641	ENR	Amandda Webre	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128607	ENR	Kelly S Holmes	1975-12-16	UHC-09935-47	2793446966	3850 Desert Sky Blvd, Las Vegas, NV, 89172	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-109779	ENR	Ana Hunter	2008-10-04	UHC-68356-50	6402136733	6740 Hillcrest Rd # 540, Las Vegas, NV, 89121	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-123176	ENR	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr Apt 31, Houston, TX, 77096	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132775	ENR	Paul E Alvarado	1985-08-15	UHC-73103-78	5447159987	4948 Ocean Ave # 522, Atlanta, GA, 30343	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-120283	ENR	Philip E Marquez	1996-12-05	UHC-60620-95	4993872619	875 Broadway, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-122581	ENR	Thomas K Fields	1949-10-08	UHC-92660-62	8223916695	5303 Sunset Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113325	ENR	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd, Orlando, FL, 32841	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-118592	ENR	Ruth F King	1948-10-03	UHC-11329-08	2652254746	7809 Harbor Blvd, Sacramento, CA, 95821	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-108416	ENR	Amy Reynolds	1979-04-04	UHC-33199-41	2568128040	9574 Main St Apt 29, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-107931	ENR	Deborah Riley	2002-05-03	UHC-32609-65	3746756614	6318 Palm Dr Apt 6, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-123636	ENR	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135631	ENR	Jennifer U Lee	1984-05-11	UHC-11698-23	2416892642	2678 Palm Dr, Nashville, TN, 37256	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139740	ENR	Diego Wong	1951-05-24	UHC-08180-68	5523808192	943 Spring St, Scottsdale, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130312	ENR	Carolyn T Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St, Charlotte, NC, 28250	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113128	ENR	HicksJunk	1974-03-26	UHC-68928-73	2157592648	6607 Desert Sky Blvd, Eden Prairie, MN, 55313	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141607	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	—	1602 Canyon Rd, Tempe, AZ, 85203	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-134375	ENR	Julie S Nunez	1942-09-10	UHC-39256-14	8078498874	9642 Harbor Blvd, San Antonio, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-124860	ENR	Arjun V Cox	1991-04-20	UHC-36444-06	2093988889	2443 Mesa Dr, Phoenix, AZ	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-119870	ENR	Madison N Martinez	1996-03-13	UHC-94395-72	5257693563	1768 Meadow Ln, Minneapolis, MN, 55444	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118812	ENR	Roger Castillo	1979-05-19	UHC-26116-11	—	7382 Park Pl, Scottsdale, AZ, 85255	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104925	ENR	Robert A Dixon	—	UHC-32829-26	5415952523	6241 Park Pl, Denver, CO, 80295	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-133748	ENR	Larry Ortiz	1981-09-13	UHC-17335-26	2832320237	3600 Main St Apt 40, Houston, TX, 77013	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-124022	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124021	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-127638	ENR	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-125934	ENR	Jeremy Hunter	1942-06-27	UHC-17184-54	3078642965	6322 Market St, Charlotte, NC, 28248	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108335	ENR	Michael White	2003-01-02	UHC-58953-75	5679229266	6143 Union St Apt 16, Denver, CO, 80267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-117453	ENR	Diana W Perry	1986-06-07	UHC-40741-22	8472709172	4891 Valley View Dr, Plano, TX, 75086	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101554	ENR	Jerry Spencer	1972-07-22	UHC-16233-26	—	5552 Oak St, Tempe, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118567	ENR	Beverly O Payne	1955-03-19	UHC-38142-66	8263664630	5836 Sunset Blvd, Minneapolis, MN	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-103342	ENR	Priya I Ried	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-109350	ENR	Stephen Ortega	1981-12-09	UHC-46040-53	4724316137	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-104390	ENR	Justin Q Adams	2007-01-26	UHC-82504-93	5425361701	4773 Willow Ct, Nashville, TN, 37224	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118541	ENR	Aaron Lewis	1947-03-24	UHC-52157-44	7947981260	2428 Lake View Rd, Denver, CO, 80275	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-138268	ENR	Billy E Elliott	1982-05-12	UHC-93838-09	9554615398	6024 Highland Ave, Tampa, FL, 33631	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108663	ENR	Brenda T Porter	2003-10-03	UHC-42540-74	4488079590	9264 Oak St # 434, Tempe, AZ, 85221	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107592	ENR	Ana W Alexander	1998-03-14	UHC-52420-37	7815508348	9045 Spring St, Austin, TX, 78706	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-133396	ENR	Shirley R Trn	1948-12-09	UHC-38072-10	2906196861	9650 Ocean Ave Apt 22, Seattle, WA, 98126	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132436	ENR	Sharon Davis	—	UHC-51717-75	3148206122	9100 Forest Ave, Los Angeles, CA, 90090	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-136997	ENR	Russell Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St # 484, Sacramento, CA, 95898	0.66	Date of birth reformatted Unit split from street State name converted to code Plan code upper-cased+1 more
ENR-115530	ENR	Julie J Hunt	1965-05-21	UHC-98129-61	—	4126 Maple Ave, Chandler, AZ, 85283	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-109591	ENR	Willie A Harrison	2004-02-21	UHC-05201-04	3058660067	8401 Indian School Rd, Mesa, AZ, 85208	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135177	ENR	Jerry Z Lane	1952-03-10	UHC-66444-97	6806271274	549 Forest Ave, Minneapolis, MN, 55469	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121902	ENR	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-134882	ENR	Angela Perez	1964-12-21	UHC-15991-36	2248778546	3715 Mountain View Dr, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more

13,989 rows, page 103 of 280Previous Next