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 “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
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-58806	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56250	TPA	Eric Freeman	1961-04-07	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51284	TPA	Sarah X Oliver	1994-07-09	UHC-54619-49	—	1962 Market St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51819	TPA	William N Garrett	1993-12-01	UHC-62739-05	6318431022	5433 Oak St, San Antonio, TX, 78260	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-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-52406	TPA	Gabriel Lawson	1967-09-01	—	2582376228	2751 Union St, Eden Prairie, MN, 55301	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61948	TPA	Angela Ellis	1999-03-03	—	—	9680 Hillcrest Rd, Phoenix, AZ, 85054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-62273	TPA	Wei Little	1973-07-25	UHC-16840-90	—	3110 Jefferson Ave, Phoenix, AZ, 85084	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58758	TPA	Susan J Rogers	1959-01-02	—	—	393 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57602	TPA	George Webb	1956-10-25	—	4089673281	8325 Park Pl, Dallas, TX, 75200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51119	TPA	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave Apt 38, Minneapolis, MN, 55458	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-57132	TPA	Carl Q Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55171	TPA	Melissa J Jordan	1981-10-21	—	—	1628 Central Ave Apt 9, Mesa, AZ, 85235	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-52734	TPA	Jennifer S Cook	1997-09-14	—	—	4635 Camelback Rd # 957, Orlando, FL, 32860	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54199	TPA	Carol Howell	1942-02-16	—	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54878	TPA	David Harvey	1944-12-03	—	—	9718 Harbor Blvd # 891, Denver, CO, 80218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61986	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57130	TPA	Andrea X Collins	1994-03-03	—	—	4578 Market St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57883	TPA	Andrea Hanson	1971-11-09	—	—	8510 Camelback Rd, Plano, TX, 75012	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62917	TPA	Sophia Mendoza	2002-02-04	—	—	2611 Lake View Rd, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+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-63601	TPA	Jose Owens	1982-09-22	UHC-76682-96	—	2057 Indian School Rd, Seattle, WA, 98191	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-57048	TPA	Yuki Marquez	1975-11-13	—	—	5165 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51083	TPA	Jordan Porter	1970-07-21	—	—	214 Washington St, Los Angeles, CA, 90099	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-55340	TPA	Sean Gonzales	1961-07-11	—	—	1173 Willow Ct, Los Angeles, CA, 90021	0.64	Date of birth reformatted SSN last four extracted 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-56075	TPA	Timothy Gonzalez	1941-09-16	—	—	9092 Willow Ct, Minneapolis, MN, 55494	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63267	TPA	Roger Marquez	1964-12-22	—	—	5303 Elm St Apt 14, Minneapolis, MN, 55407	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59648	TPA	Sean Y Chen	1972-03-10	—	—	4854 Pine Dr, Las Vegas, NV, 89165	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-62659	TPA	Pamela A Herrera	1962-07-27	—	—	9282 Indian School Rd, Glendale, AZ, 85331	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-52524	TPA	Luis Richardson	1990-06-10	—	—	7253 Elm St, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-59439	TPA	Gloria M Stewart	1979-03-28	—	—	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58022	TPA	Ronald Hoffman	1979-03-11	—	8652159800	4022 Park Pl, Austin, TX, 78792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52134	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-58996	TPA	—Junk	1971-03-18	—	—	455 Central Ave, Tampa, FL, 33633	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52562	TPA	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd, Houston, TX, 77097	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-57580	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56530	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr # 677, San Antonio, TX, 78280	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57439	TPA	Ralph Vega	1993-05-04	—	—	627 Ridge Rd, Phoenix, AZ, 85094	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55527	TPA	Gerald T Valdez	1959-02-26	—	—	5482 Jefferson Ave Apt 13, Minneapolis, MN, 55403	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-59158	TPA	Dennis Hansen	1940-05-06	—	—	9125 Jefferson Ave, Phoenix, AZ, 85058	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

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