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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128083	ENR	Peter R Ferguson	1948-03-25	UHC-45310-05	4004185678	1560 Central Ave, Houston, TX, 77066	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124627	ENR	Janice M Wets	1946-05-25	UHC-30537-94	7406652820	207 Meadow Ln, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106863	ENR	Jason Duncan	1996-06-16	UHC-47431-54	2323134848	783 Washington St, Houston, TX, 77091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105126	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142865	ENR	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave Apt 32, Austin, TX, 78790	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-103829	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ, 85267	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101723	ENR	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114348	ENR	Aisha Miller	1948-10-19	UHC-31707-73	5973635984	5672 Elm St # 540, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114109	ENR	Jacqueline Rice	1965-03-03	UHC-18053-04	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132162	ENR	Roger O Sanchez	1966-03-16	UHC-37942-63	5426546812	7701 Lake View Rd # 645, Columbus, OH, 43295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100795	ENR	Brnadon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-142571	ENR	Ronald H Harrison	1984-04-25	UHC-20068-10	—	8832 Mountain View Dr, San Diego, CA, 92193	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-143002	ENR	Marcus H Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112418	ENR	Jessica Elis	1997-03-05	UHC-51002-75	8908184992	2135 Mesa Dr Apt 21, Jacksonville, FL, 32280	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-133291	ENR	Raymond Grant	1957-06-21	UHC-33272-26	5254095899	9859 Elm St, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141355	ENR	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-119349	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106607	ENR	Charlotte Payne	1943-09-07	UHC-66273-80	3037776461	5422 Oak St, Las Vegas, NV, 89121	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135319	ENR	Brittany B Moore	2007-05-24	UHC-86886-77	5712535563	2956 Sunset Blvd, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100934	ENR	Robert Nichols	2007-10-24	UHC-85970-41	6913974850	5023 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142422	ENR	Justin Chapman	1967-03-13	UHC-61066-97	9317053642	3608 Sage Ct # 377, Charlotte, NC, 28216	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111617	ENR	Emma N Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136805	ENR	Janice L Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133392	ENR	Rachel D Kim	1946-03-19	UHC-21617-33	—	977 Ridge Rd, Plano, TX, 75086	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133667	ENR	Carl Pierce	1981-07-24	UHC-13973-18	5402391218	7608 Baseline Rd # 234, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-102271	ENR	Priya M Bryant	1995-09-20	UHC-21221-38	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134917	ENR	Donna Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106558	ENR	Santiago Ross	1972-09-08	UHC-67982-12	—	2850 Lake View Rd, San Diego, CA, 92128	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-143082	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143083	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109517	ENR	Kenneth Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133617	ENR	Betty M Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln Apt 31, Houston, TX, 77086	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118210	ENR	Jesssica G Perez	1997-02-15	UHC-75199-96	8917133214	9284 Willow Ct, Dallas, TX, 75277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131691	ENR	Nicholas Thompson	1985-05-12	—	7153641284	8063 Park Pl, Minneapolis, MN, 55465	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131776	ENR	Carol Bryant	1990-11-22	UHC-19112-85	8627026676	5725 Baseline Rd, Seattle, WA, 98103	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118942	ENR	Ahmed A Jones	1943-03-22	UHC-81105-23	3932081531	2851 Indian School Rd, Miami, FL, 33127	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107078	ENR	Andrew U Gutierrez	1981-04-13	UHC-30348-83	3406524371	7873 Cedar Ln, Los Angeles, CA, 90061	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101567	ENR	Carl Morrison	1989-06-26	UHC-22994-76	6654491872	3084 River Rd, Denver, CO, 80236	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133304	ENR	Pamela Bailey	2008-05-18	UHC-81807-50	9346485691	4529 Church St # 166, Miami, FL, 33152	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101345	ENR	Sue Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123062	ENR	Emily Johnson	1975-09-13	UHC-34879-85	4289981778	7510 Meadow Ln, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134297	ENR	Nathan H Brown	2004-07-03	UHC-58183-45	7184169819	7754 Mountain View Dr, Austin, TX, 78746	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109835	ENR	Shirley E Rice	1955-01-14	UHC-46384-12	7628816467	9570 Harbor Blvd, Houston, TX, 77069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117248	ENR	Andrea P Green	1946-07-01	UHC-80096-47	—	2561 Jefferson Ave, Chandler, AZ, 85221	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-107520	ENR	Roy Cook	1997-05-23	UHC-10849-81	7689751122	8933 Camelback Rd, Glendale, AZ, 85325	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127307	ENR	Frances V Stevens	1958-06-16	UHC-72258-94	7825624817	6045 Washington St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117802	ENR	Ana Wheeler	1947-03-19	UHC-60445-48	4218728078	4863 Lake View Rd, Fresno, CA, 93712	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-134564	ENR	Raymond D Wesst	1958-12-27	UHC-79449-15	7544736506	451 Union St Apt 25, Columbus, OH, 43207	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-105563	ENR	Carl Y Li	1956-09-06	UHC-41105-72	5179122797	8507 Highland Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

13,989 rows, page 40 of 280Previous Next