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-100208	ENR	Amber O Schultz	2006-02-21	UHC-96526-73	8469648188	1979 Washington St Apt 25, Miami, FL, 33176	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-100959	ENR	Janet Pena	1944-10-07	UHC-61706-54	8356548050	3537 Valley View Dr Apt 3, Minneapolis, MN, 55462	0.82	Unit split from street Email lower-cased Whitespace trimmed
ENR-103234	ENR	Michael Y Andrews	1960-12-07	UHC-55407-23	7437476530	561 Lake View Rd Apt 27, Tucson, AZ, 85734	0.82	Phone reformatted Unit split from street City re-cased
ENR-109072	ENR	Cheryl E Rogers	1980-08-20	UHC-59176-36	6223211842	3543 Sage Ct Apt 6, Austin, TX, 78729	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-100434	ENR	Martha Peters	1975-04-12	UHC-57287-39	3646736906	9204 Union St Apt 3, Las Vegas, NV, 89157	0.82	Name re-cased Phone reformatted Unit split from street
ENR-135288	ENR	Alan Gibson	1988-02-12	UHC-48371-19	—	9402 Broadway # 963, San Antonio, TX, 78240	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-102165	ENR	Marilyn S Aguilar	1951-05-26	UHC-46124-95	2417372759	1782 Desert Sky Blvd Apt 40, Mesa, AZ, 85222	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-130011	ENR	Isabella P Freeman	1965-09-13	UHC-53754-47	8605143057	2072 Market St Apt 4, Los Angeles, CA, 90059	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-130626	ENR	Julia G Meyer	1969-08-25	UHC-95875-47	9335474590	5564 Central Ave # 415, Minneapolis, MN, 55474	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-142973	ENR	Jacob Thompson	1995-10-07	UHC-30058-05	5192541939	5028 Sunset Blvd Apt 1, Scottsdale, AZ, 85244	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-139191	ENR	Joan S Lynch	1984-01-15	UHC-76612-67	9889520081	1310 Mountain View Dr # 211, Tampa, FL, 33614	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-110496	ENR	Ethan O Rivera	1977-09-18	UHC-48561-16	—	432 Desert Sky Blvd Apt 23, Eden Prairie, MN, 55323	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-132859	ENR	Steve L Gibson	2004-08-13	UHC-01227-22	—	6357 Palm Dr Apt 27, San Antonio, TX, 78290	0.82	Name re-cased Unit split from street City re-cased
ENR-132069	ENR	Bryan Hanosn	2007-11-19	UHC-44026-65	5988138737	6628 Church St # 890, Eden Prairie, MN, 55389	0.82	Name re-cased Phone reformatted Unit split from street
ENR-124820	ENR	Josh F Richards	1975-01-08	UHC-12389-68	8225015523	1036 Mesa Dr Apt 26, Gilbert, AZ, 85222	0.82	Name re-cased Phone reformatted Unit split from street
ENR-129778	ENR	Estrada Elizabeth	1984-01-04	UHC-32205-23	—	4614 Church St Apt 6, San Antonio, TX, 78249	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-107179	ENR	Keith U Sanchez	1959-08-17	UHC-11613-47	6013369400	4800 Ocean Ave Apt 14, Houston, TX, 77077	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-117929	ENR	Nicholas T Powell	1971-09-05	UHC-23532-82	2213006935	8378 Church St Apt 9, Miami, FL, 33153	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-123634	ENR	Olivia Dunn	1987-11-03	UHC-71630-02	8406821643	7178 Willow Ct Apt 30, Gilbert, AZ, 85265	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-132537	ENR	Philip Shaw	2004-09-19	UHC-13274-20	3592691710	6423 Sunset Blvd # 700, Tampa, FL, 33621	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-137311	ENR	Michael Bailey	1962-12-12	UHC-42591-03	4582418069	3103 Lake View Rd # 419, San Diego, CA, 92146	0.82	Unit split from street City re-cased Email lower-cased
ENR-129374	ENR	Abby L Soto	1953-03-27	UHC-46807-97	6174447910	3268 Lake View Rd Apt 39, Mesa, AZ, 85252	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-133867	ENR	Ralph E Grant	1988-01-18	UHC-13840-17	3264070221	5030 Spring St # 708, Atlanta, GA, 30358	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-102558	ENR	Stephen Garza	1947-12-11	UHC-29928-29	9046536487	9896 Ridge Rd Apt 37, Orlando, FL, 32863	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-121025	ENR	Mariyn Walker	1999-12-09	UHC-36287-89	5236517965	721 River Rd Apt 10, Minneapolis, MN, 55443	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-113190	ENR	Pamela P Hciks	1990-09-04	UHC-20829-55	2336900495	406 Cedar Ln # 228, Jacksonville, FL, 32264	0.82	Date of birth reformatted Member ID reformatted Unit split from street
ENR-121106	ENR	Charles Holmes	1950-10-23	UHC-88132-20	9605757755	8211 Sage Ct Apt 13, Los Angeles, CA, 90027	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-120763	ENR	Marcus Gardner	1991-03-10	UHC-24243-44	9809267086	9015 Meadow Ln # 538, Sacramento, CA, 95890	0.82	Name re-cased Unit split from street Email lower-cased
ENR-140588	ENR	Brian J Jones	1972-02-08	UHC-30421-77	6862878776	7746 Canyon Rd # 731, Orlando, FL, 32867	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-105735	ENR	Brian Q Webb	1960-11-03	UHC-01432-09	6383966057	3269 Market St Apt 38, Gilbert, AZ, 85279	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-125816	ENR	Barbara V Augilar	1963-02-10	UHC-76626-59	2013212265	2657 Park Pl Apt 38, Plano, TX, 75028	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-100114	ENR	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr # 174, Seattle, WA, 98144	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-114922	ENR	Peggy Y Roberts	1962-05-20	UHC-10370-08	—	6363 Highland Ave Apt 30, Los Angeles, CA, 90039	0.84	Unit split from street Placeholder values cleared
ENR-131055	ENR	Couper Andrew	2001-09-24	UHC-10821-69	6129578425	8838 Jefferson Ave Apt 22, Nashville, TN, 37263	0.84	Date of birth reformatted Unit split from street
ENR-115839	ENR	Rebeccca Greene	2006-05-05	UHC-66153-41	9829880967	3070 Palm Dr # 726, Tampa, FL, 33694	0.84	Phone reformatted Unit split from street
ENR-133604	ENR	Scott Moreno	1943-03-17	UHC-34145-47	9416264149	2645 Park Pl Apt 21, Sacramento, CA, 95841	0.84	Name re-cased Unit split from street
ENR-119153	ENR	Omar Le	1980-03-23	UHC-94958-54	2222558840	2377 Elm St # 704, Minneapolis, MN, 55442	0.84	Phone reformatted Unit split from street
ENR-133185	ENR	Arthur H Washington	2000-07-27	UHC-09983-59	7256802731	7566 Willow Ct # 300, Gilbert, AZ, 85294	0.84	Phone reformatted Unit split from street
ENR-124233	ENR	Aaron Jones	1992-10-01	UHC-48188-28	—	4341 Indian School Rd # 420, Sacramento, CA, 95848	0.84	Unit split from street Whitespace trimmed
ENR-102934	ENR	Michael W Reyes	1945-11-25	UHC-84549-13	3483849828	6699 Spring St # 441, Las Vegas, NV, 89179	0.84	Name re-cased Unit split from street
ENR-111116	ENR	Patricia Banks	2007-05-19	UHC-67902-87	5594210595	4827 Willow Ct # 283, San Antonio, TX, 78218	0.84	Phone reformatted Unit split from street
ENR-111115	ENR	Patricia Banks	2007-05-19	UHC-67902-87	5594210595	4827 Willow Ct # 283, San Antonio, TX, 78218	0.84	Phone reformatted Unit split from street
ENR-142703	ENR	Janet Hernandez	1973-05-06	UHC-29418-37	—	37 Oak St Apt 25, Orlando, FL, 32823	0.84	Member ID reformatted Unit split from street
ENR-106909	ENR	Alexander N Crawford	1994-02-06	UHC-69787-09	—	1954 Ocean Ave # 791, Los Angeles, CA, 90087	0.84	Unit split from street Email lower-cased
ENR-111631	ENR	Lawrence Y Roberts	1956-11-01	UHC-06365-07	7295057933	8764 Ocean Ave # 600, Tucson, AZ, 85760	0.84	Name re-cased Unit split from street
ENR-103803	ENR	Kimberly Jacobs	1969-01-28	UHC-81813-82	8653011418	184 Jefferson Ave # 209, Tempe, AZ, 85241	0.84	Date of birth reformatted Unit split from street
ENR-122411	ENR	Emma L Clark	1986-08-05	UHC-33936-99	—	1050 Sunset Blvd Apt 5, Fresno, CA, 93726	0.84	Unit split from street Placeholder values cleared
ENR-117398	ENR	Lisa J Mendez	1949-07-05	UHC-55575-93	7866453113	105 Cedar Ln Apt 11, Tucson, AZ, 85702	0.84	Unit split from street Placeholder values cleared
ENR-136989	ENR	Scott U Phillips	1981-08-18	UHC-23989-56	8883190206	4082 River Rd Apt 11, Sacramento, CA, 95847	0.84	Unit split from street Email lower-cased
ENR-108778	ENR	Brenda D Day	1975-08-25	UHC-90446-52	9707146699	32 Grand Ave Apt 38, Denver, CO, 80246	0.84	Unit split from street Placeholder values cleared

3,345 rows, page 66 of 67Previous Next