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-114719	ENR	Karen Medina	1958-11-26	UHC-59570-63	8462911972	3759 Bayshore Dr Apt 34, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132118	ENR	Ann C White	1957-06-19	UHC-95551-94	9776546532	159 Hillcrest Rd Apt 19, Nashville, TN, 37295	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133960	ENR	Joseph Reynolds	1960-03-27	UHC-06955-82	2734248384	6878 Grand Ave Apt 1, Fresno, CA, 93700	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105969	ENR	Richard Campbell	1995-06-22	UHC-74323-91	3408897940	9162 Valley View Dr Apt 3, Miami, FL, 33159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119410	ENR	Gray Wood	1955-04-06	UHC-61920-93	4419231344	2564 Washington St Apt 6, Columbus, OH, 43299	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108746	ENR	Marianna Simmons	1954-11-18	UHC-37203-81	8462721761	5200 Desert Sky Blvd # 406, Tempe, AZ, 85279	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-118556	ENR	Debra Y Campbell	2006-09-23	UHC-98880-48	5842781594	1580 Willow Ct # 410, Houston, TX, 77079	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-100777	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St Apt 29, Fresno, CA, 93709	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108339	ENR	Alexis H Robinson	1959-01-05	—	9708331418	7013 Union St Apt 17, Mesa, AZ, 85246	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-138243	ENR	Logan George	2001-11-04	UHC-61499-96	6516080473	8208 Grand Ave Apt 20, Fresno, CA, 93761	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107902	ENR	Cynthia Watson	1978-02-21	UHC-09063-66	7822781156	3505 Grand Ave Apt 14, Orlando, FL, 32888	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-137701	ENR	Carl Li	1983-10-21	UHC-21212-69	8453836365	2696 Sage Ct # 633, Jacksonville, FL, 32277	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110315	ENR	Jerry D Jackson	1983-02-25	UHC-10365-62	8004034043	5203 Elm St Apt 26, Los Angeles, CA, 90082	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112492	ENR	Scott Lawson	1995-05-11	UHC-44563-73	9052441511	8458 Baseline Rd Apt 12, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112022	ENR	Janice Marshall	1952-09-07	UHC-92674-04	6509203588	2157 Highland Ave Apt 24, Scottsdale, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135487	ENR	Isabella Singh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 798, Columbus, OH, 43296	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110862	ENR	Mei Mason	1952-07-13	UHC-10773-28	4749036821	5291 Mesa Dr Apt 13, Gilbert, AZ, 85212	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101850	ENR	Sharon K Hall	1974-12-27	UHC-18998-04	2765653804	8610 Cedar Ln Apt 17, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-139583	ENR	Keith Howell	1992-02-06	UHC-30928-47	4527031128	200 Camelback Rd # 852, Dallas, TX, 75201	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130509	ENR	Ahmed Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr # 901, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-106672	ENR	Helen O Sancheez	1981-03-25	UHC-87964-67	2024904589	3728 Desert Sky Blvd # 585, Dallas, TX, 75229	0.62	Phone reformatted Member ID reformatted Unit split from street Gender normalised+3 more
ENR-113336	ENR	Benjamin R Guerrero	1983-12-14	UHC-15470-67	—	7051 Central Ave # 523, Fresno, CA, 93731	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116597	ENR	Mark J Clark	1939-01-17	UHC-77659-24	3398161429	5557 Meadow Ln # 161, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120214	ENR	Sofia I Lopez	1997-04-09	UHC-91834-08	6672772546	5094 Mesa Dr # 325, Gilbert, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113894	ENR	Randy Daniels	1945-06-11	UHC-90910-84	3882163376	4653 Highland Ave Apt 27, Austin, TX, 78748	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140064	ENR	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr # 110, Fresno, CA, 93719	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111404	ENR	Jerry I Price	1995-10-18	UHC-72503-97	9795004016	7498 Forest Ave Apt 32, San Antonio, TX, 78292	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-134802	ENR	Kim U Bans	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr # 286, Miami, FL, 33145	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-118543	ENR	Heather Soto	2005-05-04	UHC-19577-93	7563578272	4206 Harbor Blvd # 516, Las Vegas, NV, 89149	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133447	ENR	Kayal Scott	1980-04-22	UHC-83248-67	6783988211	2383 Elm St Apt 13, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125170	ENR	Helen Estrada	1944-12-08	UHC-63825-95	2865999236	5639 Spring St Apt 5, Las Vegas, NV, 89134	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109893	ENR	Janice G Rojas	2005-10-21	UHC-88398-83	2317912351	6773 Washington St Apt 33, Denver, CO, 80290	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-107192	ENR	Jessica S Alexander	1973-06-17	UHC-90340-61	5955116045	5403 Jefferson Ave Apt 33, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120433	ENR	Maria J Vazquez	1954-10-10	UHC-60301-52	2385506675	891 Canyon Rd Apt 19, Los Angeles, CA, 90042	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-117134	ENR	Roger J Johnston	1999-02-21	UHC-77763-47	8458310381	6521 Meadow Ln # 216, Tucson, AZ	0.62	Phone reformatted Member ID reformatted Unit split from street City re-cased+3 more
ENR-140640	ENR	Charles T Ford	1947-03-25	—	—	8772 Maple Ave Apt 18, Tucson, AZ, 85725	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109374	ENR	Lauren S Hanon	1995-09-04	UHC-31961-07	4392835292	7391 Hillcrest Rd # 230, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127002	ENR	David C Shultz	1995-05-21	UHC-66347-64	4393498359	9059 Lake View Rd # 265, Atlanta, GA, 30343	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-129709	ENR	Kathryn T Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St Apt 31, Houston, TX, 77052	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141426	ENR	Emma G Richardson	1980-10-14	UHC-65412-76	7188204004	877 Central Ave Apt 13, Phoenix, AZ, 85058	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134427	ENR	Judith D Valdez	1996-03-09	UHC-53800-49	3836159533	6196 Baseline Rd Apt 16, San Diego, CA, 92157	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100669	ENR	Walter Gardner	1945-06-21	UHC-00490-44	4698868025	6747 Spring St # 677, Dallas, TX, 75270	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-117701	ENR	Ryan Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd # 991, Orlando, FL, 32877	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more

3,345 rows, page 34 of 67Previous Next