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-112211	ENR	Brian U Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd # 401, Los Angeles, CA, 90033	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138289	ENR	Noah D George	1956-09-22	UHC-49449-53	7209121097	2933 Pine Dr Apt 31, Las Vegas, NV, 89197	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140139	ENR	Diane L Fisher	1984-02-16	UHC-53365-30	2767398459	4157 Church St Apt 9, Columbus, OH, 43285	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102068	ENR	Stephanie L Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave # 176, Jacksonville, FL, 32212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139510	ENR	Frank D Wang	1974-04-11	UHC-52030-56	8656849700	9191 Union St # 504, Tempe, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101906	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd # 524, Glendale, AZ, 85388	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-103067	ENR	Charlotte Young	1998-05-02	UHC-74145-50	8056260184	1108 Union St Apt 33, Plano, TX, 75044	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125496	ENR	Carlos K Howard	1959-05-04	—	9797037808	4386 Palm Dr Apt 25, Orlando, FL, 32891	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102329	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St # 655, Columbus, OH, 43298	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-105713	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St Apt 20, Seattle, WA, 98189	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-106726	ENR	Randy T Miller	1965-10-28	UHC-14631-72	8574042444	6981 Spring St # 775, Dallas, TX, 75209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125125	ENR	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 25, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116013	ENR	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	2005 Indian School Rd Apt 22, Denver, CO, 80240	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120459	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln Apt 6, Glendale, AZ, 85360	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-106231	ENR	Madison X Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct Apt 18, Seattle, WA, 98191	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136387	ENR	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct Apt 23, Atlanta, GA, 30381	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109268	ENR	Jeffrey I Carlson	1998-07-25	UHC-51188-70	2238278583	2190 Highland Ave # 487, Phoenix, AZ, 85027	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112716	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-112717	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114428	ENR	Marcus C Reed	1954-10-05	UHC-81582-37	6823639021	9817 Oak St Apt 6, Chandler, AZ, 85297	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120545	ENR	Andrea G Richardson	2000-02-16	UHC-69913-91	9873895076	5292 Sunset Blvd # 898, Tempe, AZ, 85225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135771	ENR	Ronald Tran	2007-09-13	UHC-51631-71	9755080090	9300 Broadway Apt 22, Las Vegas, NV, 89195	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-123136	ENR	Mei L James	1951-10-22	UHC-58231-15	2762007389	911 Oak St # 484, Orlando, FL, 32883	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118394	ENR	Randy Perkins	1947-05-07	UHC-09073-11	8587259911	1802 Mesa Dr # 601, Nashville, TN, 37280	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138299	ENR	Christina Hughes	1967-06-06	UHC-93749-07	—	9781 Park Pl # 904, Minneapolis, MN, 55472	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136308	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	6109732072	6098 Elm St Apt 28, Los Angeles, CA, 90063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133435	ENR	Bobby H Fisher	1947-02-16	UHC-87911-25	4479159806	1197 Ridge Rd Apt 14, Glendale, AZ, 85315	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114351	ENR	Ronald Z Patel	1946-12-02	UHC-38545-58	4264301569	795 Jefferson Ave Apt 20, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120766	ENR	Peter Williams	1949-02-26	UHC-26544-38	2463932781	3887 Oak St # 108, Chandler, AZ, 85284	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-125042	ENR	Ronald L Lawrence	2000-06-18	UHC-97646-78	3115022372	5253 Washington St # 787, Denver, CO, 80249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110346	ENR	Karen Boyd	1982-01-20	UHC-47934-94	9306925484	4539 Hillcrest Rd # 336, Houston, TX, 77000	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
ENR-134503	ENR	Alexis T Crawfford	1962-10-07	UHC-89853-24	4973803030	9305 Central Ave Apt 15, Miami, FL, 33151	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109696	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St # 682, Charlotte, NC, 28295	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-100077	ENR	Stephen Olson	2002-06-10	UHC-42949-15	4295748672	7767 Hillcrest Rd # 859, San Antonio, TX, 78215	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104922	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd # 329, Denver, CO, 80214	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108240	ENR	Jen Butler	1938-09-04	UHC-29218-05	—	7574 Harbor Blvd # 222, Nashville, TN, 37252	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-135112	ENR	Angela Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr Apt 27, Jacksonville, FL, 32248	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-113981	ENR	Peter Q Fox	1989-01-24	UHC-20065-48	9232771914	4747 Oak St # 648, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135665	ENR	Gloria Yang	2008-06-20	UHC-77975-62	3764328088	7271 Broadway # 266, Glendale, AZ, 85321	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-105714	ENR	Don M Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave # 244, Austin, TX, 78727	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115183	ENR	Alice Harrison	1996-04-08	UHC-75394-78	4028895035	9089 Sunset Blvd # 699, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more

3,345 rows, page 40 of 67Previous Next