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

Third-party administrator, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53456	TPA	Gloria Kim	1953-04-30	—	4409054905	4694 Sunset Blvd, Tempe, AZ, 85237	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51111	TPA	Sofia Li	1948-12-18	—	—	1674 Ridge Rd, Jacksonville, FL, 32294	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-59893	TPA	Helen Williams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62039	TPA	John Freeman	1946-07-23	—	—	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-58770	TPA	Brian Walsh	1969-11-11	—	8335883813	8536 Union St, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52331	TPA	Christine Hicks	1996-10-24	—	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54216	TPA	Danielle Torrees	—	UHC-36695-30	8558324572	—	0.64	Date of birth missing Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-55811	TPA	Matthew S Medina	1961-09-14	—	6442752167	9132 Spring St, Houston, TX, 77061	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63615	TPA	Andrea Harrison	1956-06-22	UHC-14709-75	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55631	TPA	Jutin Jenkins	2001-04-23	UHC-39390-63	7803143492	2202 Harbor Blvd, Dallas, TX, 75277	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59362	TPA	Helen Guerrero	1991-08-23	—	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60108	TPA	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-58002	TPA	Aisha Padilla	1998-08-02	—	—	1443 Camelback Rd, Atlanta, GA, 30318	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53151	TPA	Ralph Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62541	TPA	Aaron Gonzalez	1962-11-03	—	—	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54885	TPA	Joyce N Pierce	1945-02-01	—	9149761760	3413 Spring St, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62992	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62993	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64398	TPA	Ana Howell	1940-02-13	—	—	8360 Pine Dr, Minneapolis, MN, 55497	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59938	TPA	Dyylan Ramos	1961-07-22	UHC-33618-37	8185998585	1058 Sunset Blvd, Atlanta, GA, 30336	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61396	TPA	Gary Torres	1950-01-13	—	—	3540 Harbor Blvd, Chandler, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55960	TPA	Isaella Payne	1990-06-09	—	—	2458 Forest Ave, Houston, TX, 77019	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-63612	TPA	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55749	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50982	TPA	Noah Cox	1963-08-03	—	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60712	TPA	Nathan Payne	1974-09-14	—	—	8774 Canyon Rd, San Antonio, TX, 78299	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
TPA-54214	TPA	Donna Coleman	1924-10-15	—	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51894	TPA	Santiago Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-51347	TPA	Noah Wilson	1942-07-12	—	4819840815	1183 Spring St, Nashville, TN, 37275	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-59529	TPA	Marc Bell	1956-07-02	—	5635597414	4720 Park Pl, Dallas, TX, 75237	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54022	TPA	Sam Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58051	TPA	Abigali Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-51557	TPA	Alan Henderson	1996-06-16	—	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-50948	TPA	Stephen E Mason	1949-01-20	UHC-11372-10	—	5037 Ocean Ave, Columbus, OH, 43224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57433	TPA	Sophia Watkins	1947-12-21	—	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56103	TPA	Margaret Hut	1941-10-25	—	—	8780 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54358	TPA	Herny Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-62012	TPA	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
TPA-61405	TPA	Harold Porer	1942-05-01	—	—	2658 Grand Ave, Glendale, AZ, 85372	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57545	TPA	Alan Lane	1982-06-10	—	—	3933 Pine Dr, Plano, TX, 75096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-61211	TPA	Wayne M Bennett	1948-01-25	—	—	4348 Maple Ave, Tampa, FL, 33602	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61380	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56883	TPA	Mateo Coleman	1963-10-03	—	9149432078	7528 Lincoln Way, Glendale, AZ, 85303	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53936	TPA	Grace Hill	1995-03-20	—	—	8723 Harbor Blvd, Plano, TX, 75086	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55816	TPA	Kathryn Braley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55298	TPA	Alexander J Watkins	1951-01-04	UHC-16468-60	7905065866	4141 Meadow Ln, Columbus, OH, 43214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60216	TPA	Lia Andesron	1951-12-09	—	8696558856	2347 Market St # 993, Jacksonville, FL, 32216	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
TPA-55150	TPA	Emma Washingtn	1949-12-01	UHC-20115-01	—	2206 Maple Ave, San Antonio, TX, 78222	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60351	TPA	Eugene K Nguyen	1992-09-24	—	—	6870 Camelback Rd, Dallas, TX, 75249	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55929	TPA	Noah Moreno	1950-01-19	—	6237746058	2347 Bayshore Dr, Charlotte, NC, 28283	0.64	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised+2 more

2,435 rows, page 23 of 49Previous Next