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-117437	ENR	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133115	ENR	Judy Woods	1985-03-26	UHC-47262-56	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136672	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136671	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106549	ENR	Jack Marshall	1963-06-13	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ, 85263	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135791	ENR	Brenda E Stewart	1958-03-28	UHC-39537-90	3394791544	2741 Hillcrest Rd # 366, Miami, FL, 33143	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-124028	ENR	Walter R Stewart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140521	ENR	Terry Arnold	1941-04-23	UHC-90021-63	7987158366	6184 Pine Dr, San Antonio, TX, 78235	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111883	ENR	Joyce Bwoman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113386	ENR	Katherine Romero	1960-05-18	UHC-26431-22	9134558005	3633 Mountain View Dr, Tampa, FL, 33683	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-120083	ENR	Nancy Marshall	1995-12-28	UHC-46794-15	9857475674	3906 Grand Ave # 487, Phoenix, AZ, 85087	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-123021	ENR	Janet Perry	1966-11-20	UHC-78618-45	4996718207	9064 Bayshore Dr, Charlotte, NC, 28281	0.54	Two-digit birth year Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-141907	ENR	Justin Hernandez	1939-02-15	UHC-93913-12	6032849871	4617 Willow Ct, Gilbert, AZ	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-101297	ENR	Kenneth I Wong	1994-06-21	UHC-77202-56	—	6751 Central Ave, Chandler, AZ, 85250	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-105916	ENR	Gregory Mitchell	1973-05-09	UHC-64045-83	—	199 Highland Ave, Glendale, AZ, 85366	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-103710	ENR	Catherine Z Cook	1990-06-20	—	6793246419	3042 Cedar Ln, Los Angeles, CA, 90094	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103312	ENR	Stephanie T Garcia	1940-02-21	UHC-63671-83	9407001839	8820 Central Ave # 550, Sacramento, CA, 95857	0.54	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-129488	ENR	Jose Vargas	1990-12-04	UHC-62704-97	3395989886	8971 Main St, Tempe, AZ, 85203	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-117791	ENR	Melissa Whie	2000-05-10	UHC-48799-02	4706417155	8965 Main St, Tempe, AZ	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116801	ENR	Ethan Webb	1978-02-22	UHC-84411-18	7303014707	7603 River Rd Apt 28, Scottsdale, AZ, 85270	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130407	ENR	Juan E Mills	1949-05-25	UHC-33516-52	4843196384	3084 Desert Sky Blvd, Gilbert, AZ, 85247	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134729	ENR	Janice Elliott	1978-11-21	UHC-88834-73	7989439023	7504 Sage Ct Apt 39, San Antonio, TX, 78291	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-102086	ENR	Tony E Munoz	1985-10-20	UHC-87343-86	7253249718	7270 Ridge Rd Apt 29, Nashville, TN, 37294	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-104644	ENR	Angela D Welch	1963-11-11	UHC-58809-48	9725356718	2500 Lake View Rd, Jacksonville, FL, 32215	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134195	ENR	Emily Cox	1960-11-28	UHC-78445-65	—	3791 Washington St, Eden Prairie, MN, 55368	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106374	ENR	Linda Padilla	1947-02-20	UHC-69153-86	—	7195 Cedar Ln Apt 10, Gilbert, AZ, 85269	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+1 more
ENR-105946	ENR	Joseph H Leiws	2005-04-10	UHC-11816-62	6975544240	1020 Cedar Ln, Scottsdale, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-120482	ENR	Charlie Y Kelly	2006-07-14	UHC-86006-63	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-100466	ENR	Amber P Nguyen	1974-02-06	UHC-57730-01	7563068536	6177 Mountain View Dr, Sacramento, CA, 95815	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129356	ENR	Isabella K Romero	2004-05-20	UHC-15177-67	4073669981	9224 Apache Blvd, Minneapolis, MN, 55481	0.54	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-130442	ENR	Jose X Gordun	1994-04-13	UHC-27613-60	8759569091	2402 Willow Ct, Tempe, AZ, 85268	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125877	ENR	Sara F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-106072	ENR	Kathy M Guzman	2004-11-07	UHC-40091-84	5015225365	3914 Market St, Fresno, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116512	ENR	Christine Maldonado	1999-01-18	UHC-29569-23	9536980796	9770 Meadow Ln, Houston, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111660	ENR	Juan Ellis	1996-07-02	—	6793189275	3402 River Rd, Eden Prairie, MN, 55362	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-137405	ENR	Hannah B Mitchell	1942-01-23	UHC-69310-97	7428387536	7772 Willow Ct, Phoenix, AZ, 85081	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117574	ENR	Priya Hamilton	1971-06-27	UHC-51752-38	4177490637	5118 Apache Blvd, Atlanta, GA, 30381	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-141437	ENR	Joyce Contreras	1938-04-24	UHC-80912-70	—	675 Church St, Eden Prairie, MN, 55399	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-107351	ENR	Rachel Hansen	1985-08-15	UHC-39876-62	4044718557	2713 Sunset Blvd, Gilbert, AZ, 85244	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted SSN last four extracted+1 more
ENR-136977	ENR	Albert R Brown	1992-04-12	UHC-45592-15	2254173591	1776 Grand Ave, Tucson, AZ, 85787	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-106480	ENR	Andrea Berry	1949-10-18	UHC-08295-53	—	5291 Main St Apt 22, Phoenix, AZ, 85010	0.54	Name split from “Last, First”Two-digit birth year Unit split from street State code upper-cased+1 more
ENR-122673	ENR	Amanda Colle	1962-01-02	UHC-85854-04	3654757010	7895 Camelback Rd, Charlotte, NC, 28270	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-133644	ENR	Matthew Z Johnston	1962-06-27	UHC-06763-58	3256313497	6365 Bayshore Dr, Fresno, CA, 93706	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

2,874 rows, page 20 of 58Previous Next