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

Enrollment, 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
ENR-138061	ENR	Sophia F Carroll	1994-02-22	UHC-95494-80	6867873544	1654 Highland Ave, Miami, FL, 33187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134152	ENR	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-141654	ENR	Ann Contreras	1970-02-27	UHC-63950-59	2697234445	7875 Willow Ct, Atlanta, GA	0.50	Phone reformatted City re-cased State name converted to code ZIP missing+3 more
ENR-101378	ENR	Jack H Hudson	1946-12-16	UHC-98393-26	7088010615	5259 River Rd, Gilbert, AZ, 85265	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121181	ENR	Jeremy Aguilar	1979-11-21	UHC-85770-80	9342961966	7625 Palm Dr, Jacksonville, FL, 32291	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118827	ENR	Steve B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142492	ENR	Rebecca E Morrison	1959-09-24	UHC-30681-21	—	4518 Forest Ave, Tucson, AZ, 85786	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116175	ENR	Jennifer C Ryan	—	UHC-62129-57	5835253371	4040 Sunset Blvd, San Antonio, TX, 78250	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105517	ENR	Jonatan F Wells	1997-04-19	UHC-50263-53	6818072026	9341 Church St, Seattle, WA, 98160	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122210	ENR	Christina P Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132573	ENR	Jon Q Dominguez	1965-02-16	UHC-49789-89	8805625569	1946 Valley View Dr, Las Vegas, NV, 89181	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-133709	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127869	ENR	Gary Peters	1954-08-17	—	5129654132	355 Mesa Dr, Plano, TX, 75001	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
ENR-105940	ENR	Randy T Schultz	1945-01-18	UHC-67392-09	—	5172 Cedar Ln, Plano, TX, 75049	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100514	ENR	Bobby C Gilbert	2001-02-27	UHC-67259-66	3642810070	6310 Grand Ave, Dallas, TX, 75253	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106432	ENR	Mei A Mendez	1939-01-11	UHC-90033-13	8557633406	612 Hillcrest Rd Apt 11, Charlotte, NC, 28248	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116957	ENR	Amber E Reyes	—	UHC-63044-27	3525515883	6206 Ridge Rd, Minneapolis, MN, 55411	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102257	ENR	Alex R Marquez	1969-06-04	UHC-60235-82	7552837449	5581 Lincoln Way, Minneapolis, MN, 55413	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107574	ENR	Billy W King	1968-10-17	UHC-34428-44	7933475889	381 Sage Ct, Houston, TX, 77098	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126444	ENR	Donna Z Mitchell	1966-06-07	UHC-43058-43	2985896706	723 Camelback Rd, Chandler, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138354	ENR	Julie N Gray	1940-07-17	—	—	9882 Hillcrest Rd, Miami, FL, 33143	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-142567	ENR	Christina P Williamson	1977-02-26	UHC-18331-38	3272371218	2552 Apache Blvd, Minneapolis, MN, 55422	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125561	ENR	—Junk	1969-12-14	UHC-90454-50	4217133568	6083 Sage Ct, Glendale, AZ, 85320	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134744	ENR	Kathleen M Miller	1944-10-03	UHC-61179-15	6466973331	6044 Sage Ct Apt 14, Sacramento, CA, 95834	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123129	ENR	Barbara Roberts	1972-10-05	UHC-93612-27	—	9857 Oak St Apt 25, Denver, CO, 80215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142067	ENR	Timothy Nguyne	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl Apt 28, Charlotte, NC, 28213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115556	ENR	Andrew Fernandez	1948-06-26	UHC-04193-01	9685099716	9020 Valley View Dr, Seattle, WA, 98169	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132696	ENR	Kelly F Burton	1980-10-12	UHC-06398-61	—	9072 Park Pl, Dallas, TX, 75217	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-143091	ENR	Jacob V Murray	1995-11-28	UHC-20446-37	2334764546	1235 Highland Ave # 328, Tucson, AZ, 85747	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123745	ENR	Dorothy Austin	1949-11-11	UHC-48631-14	4625337469	8657 Oak St, Los Angeles, CA, 90068	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-122368	ENR	Abigail H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd, Tempe, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135189	ENR	Linda Mendez	1987-05-08	UHC-91612-22	9584414884	9362 Willow Ct, Tempe, AZ, 85226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-129812	ENR	Kimberly U Armstrong	1958-04-08	—	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121855	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133296	ENR	Jessica C Kennedy	1986-12-27	UHC-38650-31	3949144344	2987 Ridge Rd, Mesa, AZ, 85288	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115527	ENR	Luis H Munoz	1963-10-07	UHC-84496-65	5683113536	8503 Oak St, Atlanta, GA, 30354	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

7,326 rows, page 30 of 147Previous Next