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-124988	ENR	Juan C Powll	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.52	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-121198	ENR	George C Sanchez	1970-05-24	UHC-75107-90	2257196452	1944 Park Pl Apt 15, Seattle, WA	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-142495	ENR	Ana N Mendoza	—	UHC-36196-33	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.52	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-111645	ENR	Marilyn A Contreras	1977-05-23	UHC-19912-89	3829576440	1227 Highland Ave, San Antonio, TX, 78265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134254	ENR	Jese P Park	1950-02-11	UHC-31353-24	9487225676	5096 Valley View Dr, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104001	ENR	Ann O Adams	1964-03-09	UHC-49487-89	9476613565	4774 Broadway, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-123399	ENR	Anthony J Ramirez	1948-04-19	UHC-63508-44	6368477792	6106 Spring St, Dallas, TX, 75285	0.52	Middle initial moved out of first name Name re-cased Phone reformatted SSN last four extracted+2 more
ENR-134691	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	5204 Bayshore Dr, Dallas, TX	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104853	ENR	Cole Jack	1966-03-02	UHC-23453-26	3343729745	3178 Desert Sky Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106085	ENR	Eugene Perkins	1991-05-21	UHC-74376-09	4092640195	8300 Canyon Rd, San Antonio, TX, 78243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-136187	ENR	Joyce V Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103198	ENR	Sandra Morris	1976-08-19	UHC-98911-16	6228348788	8039 Valley View Dr, Minneapolis, MN, 55428	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-134956	ENR	Hannah Ortiz	1957-10-10	UHC-87191-37	4432852812	6790 Harbor Blvd, San Diego, CA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136967	ENR	Natalie P Gray	1996-11-08	UHC-64557-49	5517229746	7891 Jefferson Ave Apt 27, Seattle, WA, 98104	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129309	ENR	Betty J Dunn	—	UHC-03470-30	4485232416	1582 Bayshore Dr, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-105853	ENR	Joshua Crawford	2001-05-16	UHC-10821-88	7139517989	1998 Sage Ct, Chandler, AZ, 85201	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-139284	ENR	Michelle F Harvye	1950-05-22	UHC-63801-84	6442661684	2326 Oak St, San Antonio, TX, 78200	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130951	ENR	Eugene Franklin	1999-06-01	UHC-34876-67	9537519462	4137 Mountain View Dr, Miami, FL, 33145	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106821	ENR	Beverly Montgomery	—	UHC-55657-24	7337623845	820 Lake View Rd, Tempe, AZ, 85200	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123550	ENR	George Silva	1972-09-06	UHC-43784-68	4807252921	9064 Camelback Rd, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135074	ENR	Juan S Carroll	1956-10-23	UHC-09236-74	3825853002	2194 Central Ave Apt 2, Tucson, AZ, 85745	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134974	ENR	Cynthia Stephns	1957-04-06	UHC-44022-07	2173893906	8209 Bayshore Dr, Atlanta, GA, 30364	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111515	ENR	Cruz O Larry	1999-07-15	UHC-19187-56	6252498024	1872 Elm St, Seattle, WA, 98128	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127152	ENR	Daniel G Carroll	1970-06-20	UHC-02920-79	9338103677	6778 Elm St, Charlotte, NC, 28218	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121484	ENR	DylanJunk	1959-09-19	UHC-37245-67	2528708299	8950 Apache Blvd, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139240	ENR	Sophia Riley	1981-12-20	UHC-88399-89	4563981142	6152 Washington St, San Diego, CA, 92173	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124420	ENR	Jean Wang	1965-07-21	UHC-49440-91	7958227871	2348 Elm St, Glendale, AZ, 85368	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-116607	ENR	Amanda U Santos	—	UHC-26059-18	3486712651	723 Meadow Ln, Austin, TX, 78729	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131455	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd # 609, Glendale, AZ, 85394	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107535	ENR	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	8402 Canyon Rd, Scottsdale, AZ, 85246	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111886	ENR	Carlos E Black	1984-07-05	UHC-87243-22	4546646146	1501 Willow Ct, Houston, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107964	ENR	Nicole Sullivan	2005-09-21	UHC-05239-58	5616350718	5598 Valley View Dr, Tempe, AZ, 85235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125967	ENR	Mariana Guzamn	1954-06-03	UHC-05958-12	6577460469	3575 Hillcrest Rd, Columbus, OH, 43266	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104570	ENR	Carl M Robertson	—	UHC-16735-84	5322849643	3388 Jefferson Ave, Phoenix, AZ, 85003	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-131529	ENR	Dorothy N Hayes	2007-11-07	UHC-27529-31	3326917705	6272 Bayshore Dr, Tucson, AZ, 85729	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133159	ENR	Liz Z Pierce	1965-07-21	UHC-28078-48	4284330934	3566 Central Ave, San Antonio, TX, 78213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142710	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134984	ENR	Katherine G King	1976-10-05	UHC-75429-97	6082717320	7807 Baseline Rd, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128161	ENR	Marshall Wayne	1983-10-09	UHC-19370-19	3912203085	6085 Church St, San Antonio, TX, 78295	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117397	ENR	Marilyn Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139497	ENR	Roegr Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141268	ENR	Dennis Bryant	1960-10-25	UHC-89581-24	8935969372	9389 Central Ave, Plano, TX, 75080	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124136	ENR	Justin Coleman	1971-12-12	UHC-68642-60	5369949753	3927 Valley View Dr, Mesa, AZ, 85279	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-122012	ENR	Brandon F Morris	1961-09-27	UHC-64581-74	5829631175	3009 Maple Ave, Tampa, FL, 33626	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117466	ENR	Brian H Ford	1998-09-28	UHC-83014-83	6316478969	3178 Harbor Blvd, Houston, TX, 77071	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137918	ENR	Kaayla Lucas	1977-08-04	UHC-47421-09	6537973895	8456 Valley View Dr, Eden Prairie, MN, 55377	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112124	ENR	Jack W Delgado	—	UHC-17106-67	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-132100	ENR	Brandon M Rose	1976-05-22	UHC-85159-64	2436368592	1264 Valley View Dr, Tucson, AZ, 85764	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more

28,181 rows, page 57 of 564Previous Next