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

All sources, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22418	PRV	Priya Z Clark	1940-07-26	—	7576815457	2277 Bayshore Dr, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426538	CLM	Graham Evelyn	1974-05-13	UHC-11403-48	—	8861 Mountain View Dr, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-132714	ENR	Heather D Oliver	1949-11-15	UHC-22718-53	7664885497	8051 Ridge Rd, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417073	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130268	ENR	Jeffrey P Delgado	1978-01-06	—	9054808362	1110 Washington St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119242	ENR	Sharon Y Guzman	1994-07-20	UHC-16998-40	5626079599	2875 Harbor Blvd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119243	ENR	Sharon Y Guzman	1994-07-20	UHC-16998-40	5626079599	2875 Harbor Blvd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404561	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58141	TPA	Justin X Schultz	1985-08-09	—	—	6556 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-417522	CLM	Jerry C Brown	1976-02-05	UHC-23768-79	—	2285 Church St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-140367	ENR	Janice F West	1955-07-13	UHC-37336-21	5949153028	6528 Main St, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-124795	ENR	Christopher Fowler	1994-10-03	UHC-20366-54	5732639932	3235 Camelback Rd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more
CLM-421551	CLM	King Kevin	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401246	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-401245	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-117407	ENR	Susan Wong	1939-04-05	UHC-47628-83	4805225549	730 Desert Sky Blvd, Sacramento, CA	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-126516	ENR	Fatima Welch	1995-02-02	UHC-01584-09	6947362931	6957 Washington St, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420623	CLM	Willie X Yang	1982-02-18	UHC-84264-29	7384718551	3924 Jefferson Ave, Miami, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-51217	TPA	Maria Clark	1994-08-10	—	—	6838 Central Ave, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-427115	CLM	Jesse O Armstrong	1982-08-05	UHC-51454-66	4453022607	2532 Oak St # 979, Scottsdale, AZ	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-133776	ENR	Katherine Coleman	1978-08-07	UHC-24006-94	6437751510	4579 Mesa Dr, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404583	CLM	Donna Austin	1975-05-22	—	—	6301 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-63614	TPA	Ryan Martinez	1951-06-25	—	—	7459 Main St, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-408020	CLM	Black Diana	1987-07-10	UHC-19098-18	—	1397 Ridge Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-432389	CLM	Christian Vargas	1962-12-25	UHC-00336-95	—	827 Sage Ct, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126080	ENR	Diane Reid	1954-02-03	UHC-19446-14	4824190082	2365 Sage Ct, Houston, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55577	TPA	Janet Carpenter	1987-05-09	UHC-93080-30	2083223594	9345 Sunset Blvd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128317	ENR	Mei J Mills	1981-06-18	UHC-17607-31	2119184585	3240 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-421053	CLM	Frank Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-122195	ENR	Jordan Mendez	1971-06-10	UHC-72598-96	—	7025 Baseline Rd # 503, San Antonio, TX	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-421717	CLM	Jordan T Garza	2008-05-17	UHC-49606-85	7958124298	8012 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-101435	ENR	Kathryn O Li	2001-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101436	ENR	Kathryn O Li	2001-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432593	CLM	Mateo I Williamson	1940-08-16	UHC-09947-95	—	4707 Central Ave, Denver, CO	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-141283	ENR	Henderson A Emily	1967-08-08	UHC-81453-36	8598035084	3328 Church St, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104912	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	—	6927 Oak St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-62876	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62875	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413318	CLM	Hannah Nelson	1960-11-08	UHC-47037-05	—	8044 Grand Ave, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-413458	CLM	Barbara Edwards	1951-10-01	UHC-91524-18	—	4467 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134314	ENR	Kathleen B Boyd	2005-02-18	UHC-50611-25	6477208376	2553 Spring St, Orlando, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430622	CLM	Frank D Miller	1965-03-06	UHC-04100-71	—	9039 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-124567	ENR	Judith P Green	1960-11-26	UHC-40902-13	4328640259	1436 Central Ave, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52802	TPA	Ralph J Gutierrez	1950-11-24	UHC-07884-13	—	1974 Meadow Ln, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421324	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	—	2613 Cedar Ln, Austin, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-405713	CLM	Dennis Grnt	1934-04-27	—	2117121932	3986 Maple Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-22057	PRV	Grace Lawrence	1990-02-28	—	—	5929 Central Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56547	TPA	Christina Gardner	1973-08-26	—	—	3126 Central Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more

7,146 rows, page 97 of 143Previous Next