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-133395	ENR	Scott Estrada	1963-11-20	UHC-21355-47	2368403536	2065 Bayshore Dr # 739, Austin, TX, 78770	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129953	ENR	Sam G Garza	1948-03-03	UHC-66841-45	5828604931	2856 Bayshore Dr Apt 24, Eden Prairie, MN, 55388	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142365	ENR	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct Apt 26, Sacramento, CA, 95858	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141011	ENR	James Ford	1994-03-01	UHC-07741-13	—	7749 Church St # 435, Fresno, CA, 93724	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106306	ENR	Justin D Evans	1968-06-01	UHC-25755-07	7016554161	4255 Apache Blvd # 504, Denver, CO, 80200	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106459	ENR	Jaccqueline R Simmons	2004-06-06	UHC-43996-60	3557718495	50 Indian School Rd Apt 39, Houston, TX, 77019	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-137863	ENR	Carolyn E Richards	1968-03-22	UHC-56196-28	2452824051	2372 Lincoln Way # 975, Columbus, OH, 43261	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-143032	ENR	Fatima Vargas	2002-01-11	UHC-02626-87	3893628436	1022 Meadow Ln Apt 36, Los Angeles, CA, 90093	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107664	ENR	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	702 Main St Apt 31, San Diego, CA, 92166	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-100528	ENR	Carolyn A Jordan	1954-01-14	UHC-55355-54	6687154719	2491 Harbor Blvd Apt 11, Columbus, OH, 43231	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-114473	ENR	Zachary V Gray	1950-11-27	UHC-20003-11	8546193731	3317 Grand Ave Apt 9, Austin, TX, 78716	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100505	ENR	Amanda I Burke	2002-06-26	UHC-78249-63	7262857235	1132 Forest Ave Apt 10, Charlotte, NC, 28298	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-101868	ENR	Andrea Soto	2004-11-26	UHC-05668-40	—	7076 Mesa Dr # 787, Scottsdale, AZ, 85273	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-139153	ENR	Kyle L Austin	1987-03-04	UHC-55692-22	6394034450	8976 Spring St # 128, Atlanta, GA, 30387	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-141629	ENR	Christine C Gonzales	1945-01-08	UHC-70098-42	2207202127	5103 Mountain View Dr # 194, Atlanta, GA, 30303	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-139638	ENR	Larry Moreno	1959-04-27	UHC-74516-27	3194491091	6676 Oak St Apt 5, Tempe, AZ, 85271	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-112226	ENR	Becky Stephens	1952-11-20	UHC-02357-21	2699305287	7713 Main St Apt 25, Plano, TX, 75037	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-119930	ENR	Janice G Reed	1957-03-01	UHC-32316-34	—	319 Desert Sky Blvd # 762, San Diego, CA, 92168	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139559	ENR	Joseph Daniels	1941-05-21	UHC-13037-47	2814425825	2421 Meadow Ln Apt 34, Sacramento, CA, 95890	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-104185	ENR	Ann Elliott	1990-05-15	UHC-87363-16	2843122218	3996 Broadway # 899, Glendale, AZ, 85361	0.66	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+1 more
ENR-119693	ENR	Dennis O Reyes	1993-07-19	UHC-08084-99	8143883081	6396 Ocean Ave Apt 28, Tempe, AZ, 85288	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-102796	ENR	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave Apt 23, Columbus, OH, 43267	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124448	ENR	Ruth G Palmer	1979-02-26	UHC-18294-15	4838600196	906 Pine Dr # 180, Tampa, FL, 33670	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130989	ENR	Brandon Cunningham	1965-06-20	UHC-63026-22	5048281378	4695 Indian School Rd Apt 17, Sacramento, CA, 95893	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117291	ENR	Jesse Watson	2000-10-02	UHC-89198-62	9864466869	1977 Jefferson Ave # 570, Sacramento, CA, 95816	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-125943	ENR	Carlos P Stephens	1956-08-03	UHC-00407-90	8574139303	1541 Elm St # 718, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-134112	ENR	Carolyn Sullivan	1961-11-15	UHC-71999-32	—	7997 Hillcrest Rd # 779, Chandler, AZ, 85226	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135523	ENR	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way Apt 4, Glendale, AZ	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
ENR-107459	ENR	Keith Yang	1953-07-24	UHC-90044-28	4322431934	6705 Lake View Rd Apt 4, Dallas, TX, 75224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126094	ENR	Johnny O Stephens	2002-01-16	UHC-11327-76	4467018786	2468 Pine Dr # 206, Miami, FL, 33102	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-122754	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr # 306, Gilbert, AZ, 85215	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-137692	ENR	Ethan S Butler	1958-01-03	UHC-86946-59	2552516678	4299 Forest Ave # 322, Columbus, OH, 43284	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-134722	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd Apt 18, Glendale, AZ, 85362	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-123070	ENR	Charlotte O Cunningham	1949-03-11	UHC-26699-99	9207451415	7141 Mountain View Dr # 135, Jacksonville, FL, 32289	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-120541	ENR	Ralph Knight	1949-10-18	UHC-81725-26	5938532084	9517 Maple Ave # 957, Denver, CO, 80230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103060	ENR	Linda D Ryan	1952-06-11	UHC-16663-51	6655572730	3595 Elm St # 424, Scottsdale, AZ, 85297	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137700	ENR	Donald Tran	1952-02-13	UHC-50361-26	4425497002	3981 Maple Ave Apt 14, Tampa, FL, 33651	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103149	ENR	Shirley D Stone	1987-01-18	UHC-05736-61	2415666326	2217 Meadow Ln Apt 4, Gilbert, AZ, 85231	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138414	ENR	Joyce I Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd # 798, Houston, TX, 77044	0.66	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-128206	ENR	Frances L Ruiz	1994-03-16	UHC-53327-52	3817942729	9212 Main St Apt 2, Atlanta, GA, 30353	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111953	ENR	Allbert S Hicks	2008-09-12	UHC-44473-39	8072677151	6396 Sage Ct # 768, Sacramento, CA, 95898	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-109797	ENR	Cheryl Y Murphy	1980-10-27	UHC-27069-71	—	3441 Oak St Apt 11, Nashville, TN, 37202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116877	ENR	Ethan H Johnson	2007-03-24	UHC-83697-77	7905475265	306 Maple Ave Apt 20, Los Angeles, CA, 90036	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137018	ENR	Austin N Welch	1963-04-23	UHC-09700-72	7728276325	278 Palm Dr Apt 13, Gilbert, AZ, 85277	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-141213	ENR	Jerry Roberts	2005-11-21	UHC-19892-59	—	8059 Valley View Dr Apt 13, Scottsdale, AZ, 85272	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-122181	ENR	Danielle G Gaarza	1996-10-19	UHC-85381-16	6062864936	4408 Bayshore Dr # 768, Denver, CO, 80265	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114584	ENR	Catherine X Cunningham	1972-06-16	UHC-75178-49	—	615 River Rd # 272, Sacramento, CA, 95837	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122331	ENR	Adam K Weber	1986-03-18	UHC-86428-61	2902362492	7614 Valley View Dr Apt 1, Plano, TX, 75093	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

3,345 rows, page 47 of 67Previous Next