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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56572	TPA	Emma Weaver	—	—	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-425694	CLM	Aaron Reyes	1946-09-11	UHC-03623-38	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118816	ENR	Wayne Kelly	1948-08-22	UHC-47805-90	2108474255	3317 Main St, Glendale, AZ, 85355	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-424908	CLM	Scott Romero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-100723	ENR	Arjun Ellis	1992-08-11	UHC-70282-36	2225866144	4288 Main St, Denver, CO, 80201	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432780	CLM	Brian Vazquez	1956-09-26	UHC-89900-10	—	6606 Oak St Apt 23, Austin, TX	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
PRV-28705	PRV	Joseph Brooks	1949-02-20	UHC-78973-47	4986566407	4944 Lake View Rd, Tampa, FL, 33658	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-413163	CLM	Janice Austin	1986-05-20	—	8939218217	3077 Bayshore Dr, Columbus, OH, 43220	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129496	ENR	Joey Y Hamilotn	1978-12-24	—	4727693584	6887 Hillcrest Rd, Plano, TX, 75052	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431213	CLM	Sophia Daniiels	—	UHC-50502-80	—	9788 Jefferson Ave, Denver, CO, 80275	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-57443	TPA	Richard Grant	1946-12-07	UHC-86197-76	—	7735 Market St # 999, Houston, TX, 77089	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422183	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56385	TPA	Kathryn Chavez	1983-04-09	—	4915681277	8913 Jefferson Ave # 789, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-143054	ENR	Dorothy M Murray	1977-09-16	UHC-85837-03	3042893314	3760 Union St, Miami, FL, 33195	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112991	ENR	Logan I Morris	1962-10-12	UHC-14413-18	—	1436 Spring St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113955	ENR	Bnejamin G Tran	1956-10-03	UHC-71519-79	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418155	CLM	Alan Dean	1992-09-12	UHC-33697-11	—	5224 Camelback Rd, Fresno, CA, 93707	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130836	ENR	Arjun S Harris	1944-08-24	UHC-48317-60	4666667035	6324 Lake View Rd # 971, Gilbert, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-403324	CLM	Helen Snyder	1982-06-03	UHC-87519-98	—	455 Grand Ave, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
PRV-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
ENR-141548	ENR	Samuel Ryan	1967-11-16	UHC-75916-95	8534392817	2090 Mountain View Dr, Tucson, AZ, 85701	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122818	ENR	Andrew C Johnson	1988-02-15	UHC-19448-12	3665129442	845 Pine Dr, Plano, TX, 75013	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122308	ENR	Walter C Robinson	—	—	9549888327	9442 Jefferson Ave, Tampa, FL, 33652	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62257	TPA	Robert Bryant	1972-12-14	—	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55562	TPA	Dorothy Lawson	1969-03-21	—	—	9381 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114715	ENR	Brian Reynolds	1959-05-10	UHC-65257-02	3275346123	3126 Grand Ave, Miami, FL, 33132	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409783	CLM	Grace Ray	1945-11-08	—	9644989844	3885 Market St, Nashville, TN, 37295	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137965	ENR	Sofia W Ellis	1986-11-24	UHC-04054-91	—	2636 Church St, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54882	TPA	Austin Park	1987-07-24	—	—	8843 Forest Ave, Seattle, WA, 98131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135372	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135371	ENR	Mei Gray	1971-05-05	UHC-72787-19	2759208590	8548 Jefferson Ave, Phoenix, AZ, 85051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52216	TPA	Mark Palmer	—	—	5308339497	1818 Main St Apt 10, Jacksonville, FL, 32208	0.62	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
PRV-23819	PRV	Steven C Carlson	1961-09-04	UHC-37154-70	4694722563	4558 Harbor Blvd, Houston, TX, 77065	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118919	ENR	Ashley Rios	1975-01-01	UHC-74612-63	3532447064	4034 Ridge Rd, San Diego, CA, 92144	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126169	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431892	CLM	Mariana Little	1943-09-05	UHC-08311-83	5145791028	4453 Market St, Chandler, AZ, 85286	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426092	CLM	Kayla Schmidt	1973-12-05	—	—	7183 Sunset Blvd, Columbus, OH, 43276	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411443	CLM	Ashley Sandoval	1970-05-09	—	—	1920 Canyon Rd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-121320	ENR	Arrjun R Ellis	2007-10-26	UHC-82698-96	2355800771	6990 Market St, Miami, FL, 33179	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420597	CLM	Jennifer Griffin	—	UHC-36930-80	7429375619	4234 Market St, Chandler, AZ, 85204	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-121151	ENR	Dbeorah Butler	1972-01-07	UHC-03429-27	8004221829	6650 Indian School Rd, Dallas, TX, 75239	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58474	TPA	Cheryl Woods	1970-12-19	—	—	6217 Lake View Rd, Minneapolis, MN, 55448	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-402811	CLM	Brandon Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-136466	ENR	Ralph Wagner	1981-10-03	UHC-86584-38	9065829769	6852 Baseline Rd, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122773	ENR	Kenneth Z Peters	1991-09-06	UHC-72342-94	8464055697	2744 Hillcrest Rd, Houston, TX, 77004	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131335	ENR	Marilyn S Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd # 381, Minneapolis, MN, 55446	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

17,850 rows, page 97 of 357Previous Next