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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62362	TPA	Jose G Williams	1949-06-05	—	—	4096 Oak St Apt 23, Las Vegas, NV, 89125	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-56186	TPA	Karen Lucas	1976-10-28	—	8169194594	7119 Palm Dr # 319, Dallas, TX, 75261	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62571	TPA	Michael Holmes	1999-05-15	—	4726286045	6651 Broadway # 297, Dallas, TX, 75263	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55025	TPA	Wei Hanson	1956-02-20	—	5763019804	7792 Spring St # 509, Nashville, TN, 37238	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57641	TPA	Danielle Rojas	1952-05-16	—	5149509022	4114 Forest Ave Apt 28, Tucson, AZ, 85762	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57642	TPA	Danielle Rojas	1952-05-16	—	5149509022	4114 Forest Ave Apt 28, Tucson, AZ, 85762	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62176	TPA	Isabella Reed	1987-08-24	—	—	8519 Main St # 450, Gilbert, AZ, 85250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64443	TPA	Eugene Obrien	2005-10-05	UHC-43357-48	7642122310	3202 Spring St Apt 3, Fresno, CA, 93784	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53839	TPA	Janice T Hicks	2003-12-05	—	—	5392 Ocean Ave # 630, Austin, TX, 78754	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-50583	TPA	Raymond U Foster	1973-06-17	—	2869869404	9571 Sunset Blvd # 201, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-56101	TPA	Amanda Johnston	1994-09-04	—	6613493211	4504 Valley View Dr # 504, Scottsdale, AZ, 85253	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60610	TPA	Wei Austin	1994-08-27	UHC-88017-51	6158603465	1250 River Rd # 127, Orlando, FL, 32814	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58393	TPA	Brian Jacobs	1995-05-12	—	—	3380 Park Pl Apt 1, Phoenix, AZ, 85026	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55004	TPA	Peter Edwards	1948-09-12	—	3774316210	6925 Pine Dr # 517, Mesa, AZ, 85257	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
TPA-57594	TPA	Mason Armstrong	1938-08-21	—	—	3613 Highland Ave Apt 37, Columbus, OH, 43250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51853	TPA	Santiago Hrrera	1964-05-20	—	—	9406 Washington St # 370, Mesa, AZ, 85267	0.82	Unit split from street City re-cased Placeholder values cleared
TPA-55301	TPA	Timothy Young	1949-07-22	—	8006714748	2331 Jefferson Ave # 257, Tampa, FL, 33656	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-50892	TPA	Charlotte Oliver	1995-04-07	—	—	951 Jefferson Ave Apt 21, Sacramento, CA, 95887	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-60298	TPA	Kathy Edwards	1955-08-04	—	9648259461	6159 Lake View Rd Apt 14, Nashville, TN, 37203	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-57431	TPA	Terrry Richardson	1984-07-04	—	—	921 Main St # 693, Chandler, AZ, 85220	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-61654	TPA	Shirley Soto	1948-09-15	—	3274211075	6577 Baseline Rd Apt 20, Nashville, TN, 37217	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54223	TPA	George Baker	1944-02-06	—	—	4291 Hillcrest Rd # 202, San Diego, CA, 92122	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54224	TPA	George Baker	1944-02-06	—	—	4291 Hillcrest Rd # 202, San Diego, CA, 92122	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54293	TPA	Amber Li	1943-02-26	—	—	2607 Apache Blvd # 414, Eden Prairie, MN, 55397	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-61487	TPA	Aaron Morales	1966-04-21	—	7386813351	840 Main St # 946, Atlanta, GA, 30315	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-50155	TPA	Bobby Gilbert	2001-02-27	—	—	6310 Grand Ave # 240, Dallas, TX, 75253	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50305	TPA	Mariana Berry	1988-03-20	—	—	4544 Main St Apt 30, Denver, CO, 80294	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-56717	TPA	Kim Marquez	1941-05-15	—	9042302544	1432 Valley View Dr # 394, Las Vegas, NV, 89170	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50158	TPA	Larry Thomas	1966-10-23	UHC-34933-36	—	697 Meadow Ln # 666, Chandler, AZ, 85227	0.82	Unit split from street Email lower-cased Placeholder values cleared
TPA-51783	TPA	Emily Jenkins	2001-03-17	—	—	7216 Canyon Rd # 636, Austin, TX, 78700	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60132	TPA	Benjamin C Barrnes	1943-11-28	UHC-74392-69	—	8722 Ridge Rd Apt 28, Sacramento, CA, 95862	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-50682	TPA	Megan Peters	1991-08-14	—	—	5630 Park Pl Apt 36, Tucson, AZ, 85758	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58957	TPA	Mary Wheeler	1975-09-27	—	—	4043 Pine Dr Apt 6, Seattle, WA, 98133	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50735	TPA	Arthur Mason	1975-07-11	—	—	5652 Jefferson Ave # 471, San Antonio, TX, 78266	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60560	TPA	Densie Stewart	1985-01-04	—	—	5897 Lincoln Way # 251, Seattle, WA, 98148	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50220	TPA	Bobby Rios	1977-09-18	—	—	6800 Mesa Dr Apt 10, San Antonio, TX, 78216	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53643	TPA	Camila Williams	1956-07-24	UHC-48033-98	—	9110 Mesa Dr Apt 3, Sacramento, CA, 95847	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-54745	TPA	Justin Estrada	1999-10-01	—	—	6120 Maple Ave # 470, Jacksonville, FL, 32262	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55732	TPA	Kelly Evans	1964-05-28	UHC-76873-84	—	9234 Lake View Rd # 148, Atlanta, GA, 30362	0.82	Unit split from street State code upper-cased Placeholder values cleared
TPA-61979	TPA	Helen Gray	1997-02-18	—	—	6062 Canyon Rd # 813, Tucson, AZ, 85792	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-56043	TPA	Aisha Braadley	1972-12-24	—	—	8630 River Rd # 701, Denver, CO, 80211	0.82	Unit split from street City re-cased Placeholder values cleared
TPA-61860	TPA	Janet Le	1964-08-14	UHC-70945-49	9647008385	1029 Oak St Apt 22, Tucson, AZ, 85713	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-57502	TPA	Mason Mills	2000-04-22	—	—	2476 Main St Apt 39, Glendale, AZ, 85373	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62414	TPA	Deborah Fox	1982-06-04	—	—	3808 Highland Ave Apt 36, Houston, TX, 77059	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-58718	TPA	Priya Foster	1959-09-06	—	—	5159 Highland Ave Apt 38, Fresno, CA, 93792	0.82	Unit split from street State code upper-cased Placeholder values cleared
TPA-63182	TPA	Lauren Sullivan	1938-07-08	—	—	1058 Spring St # 265, Miami, FL, 33158	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-59500	TPA	Paul Jrdan	1958-10-24	—	—	3424 Apache Blvd Apt 26, Los Angeles, CA, 90020	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-61733	TPA	Judith Grant	1968-06-16	—	—	7974 Ridge Rd Apt 21, Sacramento, CA, 95824	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59782	TPA	William Moore	1990-04-22	—	2807718650	2025 Bayshore Dr # 961, Austin, TX, 78727	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-59149	TPA	Gary M Stewart	2004-07-21	—	—	4203 Apache Blvd Apt 18, Plano, TX, 75076	0.82	Unit split from street Whitespace trimmed Placeholder values cleared

912 rows, page 18 of 19Previous Next