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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124089	ENR	Denise S Ward	1959-07-06	UHC-58871-56	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Name split from “Last, First”Two-digit birth year 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-107187	ENR	Billy J Crawford	1958-10-03	UHC-98380-24	2242205920	8274 Market St, Sacramento, CA, 95816	0.52	Name split from “Last, First”Two-digit birth year 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-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-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-110763	ENR	Timothy L Ortega	1995-11-14	UHC-61342-15	5465806924	9713 Park Pl, Los Angeles, CA, 90055	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118326	ENR	Chris U Andrews	2002-04-17	UHC-48839-39	8816132588	9864 Washington St Apt 31, San Diego, CA, 92111	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+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-115706	ENR	Ana X Scott	1990-09-23	UHC-07807-14	5164151717	569 Hillcrest Rd, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Two-digit birth year 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-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-133001	ENR	Scott T Welch	1959-08-19	UHC-58824-47	9268572477	3195 Baseline Rd, Atlanta, GA, 30389	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-119363	ENR	Teresa J Jimenez	1989-01-10	UHC-32575-99	6633116374	3894 Meadow Ln, Fresno, CA, 93770	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102791	ENR	Stephanie Allen	1994-06-12	UHC-95154-65	3008866836	6831 Oak St, Dallas, TX, 75259	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130976	ENR	Christine Wright	1955-03-17	UHC-12937-89	9174292664	1177 Hillcrest Rd, Chandler, AZ, 85277	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130254	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107661	ENR	Sara Carr	1982-05-24	UHC-76869-45	4134100117	3915 Washington St, Nashville, TN, 37293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122172	ENR	Noah C Oliver	2008-12-05	UHC-30408-58	2635553375	6736 Grand Ave, Dallas, TX	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-122642	ENR	Robert K Sandoval	1983-10-28	UHC-65139-83	2917441160	1782 Mountain View Dr, Fresno, CA, 93776	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122328	ENR	Victoria U Padilla	1959-10-24	UHC-11852-45	7215731861	3519 Willow Ct, Seattle, WA, 98135	0.52	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-129306	ENR	Aron E Vazquez	1969-01-16	UHC-12265-62	3916780884	3443 River Rd, Sacramento, CA, 95803	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120838	ENR	Jacob V George	1957-06-02	UHC-55194-69	4223889938	1133 Lincoln Way # 436, Eden Prairie, MN, 55383	0.52	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-138765	ENR	Margaret Hanson	1994-05-23	UHC-18541-05	5189797677	614 Lake View Rd, Charlotte, NC, 28268	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110873	ENR	Marcus P Parker	1974-11-24	UHC-90476-58	9294408641	8429 Camelback Rd, Chandler, AZ, 85255	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119334	ENR	Samuel Y Vargas	1949-09-18	UHC-39371-85	—	3642 Apache Blvd, Atlanta, GA, 30374	0.52	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-137523	ENR	Bryan Q Fernandez	2008-11-21	UHC-35162-93	3783917168	3502 Spring St, Fresno, CA, 93789	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124636	ENR	Patricia K Patel	2001-03-24	UHC-80415-30	5789416159	2379 Apache Blvd, Mesa, AZ, 85220	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111039	ENR	Mason A Maldonado	1982-10-08	UHC-54625-23	—	1570 Union St # 121, Tampa, FL, 33604	0.52	Two-digit birth year Member ID reformatted Unit split from street Gender normalised+2 more
ENR-142878	ENR	Hiroshi I Butler	1966-04-03	UHC-41564-73	3487174748	4742 Oak St, Denver, CO, 80231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115103	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115102	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116896	ENR	Carol N Russell	2000-08-10	UHC-46311-72	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142485	ENR	Linda V Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111200	ENR	Carroll K Roger	1938-09-05	UHC-33517-97	2234954526	5997 Lincoln Way, Plano, TX, 75033	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133913	ENR	Bruce T Owens	1947-01-12	UHC-85462-64	9317172731	2822 Cedar Ln, Phoenix, AZ, 85080	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137444	ENR	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave Apt 34, Columbus, OH, 43298	0.52	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-126187	ENR	Ronald Y Burton	1938-12-05	UHC-06575-07	6066131901	8308 Washington St, Denver, CO, 80243	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120404	ENR	Diego U Schmidt	1989-02-24	UHC-25673-02	5554641793	6886 Forest Ave Apt 36, Miami, FL, 33187	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-107028	ENR	Elijah A Brooks	1964-10-22	UHC-25287-21	2769406433	2640 Baseline Rd Apt 25, Orlando, FL, 32829	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
ENR-126232	ENR	Anthony G Hansen	1963-05-16	UHC-17160-06	7177672181	8380 Elm St, Orlando, FL	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128398	ENR	Jose A McCoy	1991-07-07	UHC-05379-73	—	2234 Ocean Ave, Columbus, OH, 43233	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115215	ENR	BJunk	1966-06-21	UHC-05736-04	4117308927	6799 Desert Sky Blvd, Jacksonville, FL, 32232	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140695	ENR	Jule N Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-100847	ENR	Sarah D Howell	1966-05-27	UHC-08662-71	2373550725	320 Main St, Austin, TX, 78751	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118351	ENR	Frances Kyng	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137590	ENR	William T Woong	1980-05-15	UHC-15878-72	4207455743	7700 Palm Dr Apt 8, Scottsdale, AZ, 85254	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-120023	ENR	Kyle Harrison	1967-05-15	UHC-34852-96	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more

2,874 rows, page 17 of 58Previous Next