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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109632	ENR	Lisa Fuller	1949-07-23	UHC-57845-73	2132104337	6652 Spring St, Orlando, FL, 32821	0.80	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-130057	ENR	Arjun Hansen	2008-12-22	UHC-24319-70	8946064469	8163 Apache Blvd, Phoenix, AZ, 85006	0.80	Date of birth reformatted City re-cased State code upper-cased Gender normalised
ENR-102584	ENR	Dylan Q Webb	1948-09-10	UHC-43714-69	9082099559	2965 Camelback Rd, Tampa, FL, 33687	0.80	Phone reformatted State code upper-cased Email lower-cased Gender normalised
ENR-138943	ENR	Jacob Knight	1990-08-28	UHC-87545-68	7144005082	831 Oak St, Chandler, AZ, 85270	0.80	State code upper-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-117123	ENR	Paul M Mejia	1994-10-14	UHC-10438-54	3976107895	6670 Cedar Ln, Minneapolis, MN, 55473	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-124206	ENR	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.80	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-116084	ENR	Katherine Howell	2006-04-08	UHC-24751-04	7366408835	6115 Indian School Rd, Los Angeles, CA, 90004	0.80	Street suffix standardised Address re-cased State code upper-cased Email lower-cased
ENR-124049	ENR	Sean T Gordon	1987-10-04	UHC-32543-22	3757249175	6154 Canyon Rd, Mesa, AZ, 85230	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-108050	ENR	Tyler R Ortega	1977-10-05	UHC-92950-23	—	3839 Apache Blvd, Charlotte, NC, 28205	0.80	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed
ENR-127543	ENR	Camila O Reies	—	UHC-66882-65	5427601646	5782 Forest Ave, Tucson, AZ, 85762	0.80	Name re-cased Date of birth missing Phone reformatted State code upper-cased
ENR-118585	ENR	Dorothy Z Boyd	1945-09-27	UHC-51915-20	9676789974	7813 Lincoln Way, Sacramento, CA, 95894	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-135716	ENR	Joseph Turner	1957-06-14	UHC-12535-13	3267894965	4916 Camelback Rd, Tampa, FL, 33682	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-100367	ENR	Madison H Boyd	1997-10-09	UHC-60296-67	4957631430	5761 Central Ave, Nashville, TN	0.80	Phone reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-122936	ENR	Scott Mrray	1940-07-26	UHC-77828-43	9666716393	8246 Forest Ave, Los Angeles, CA, 90098	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-131400	ENR	Marcus M Ramirez	1978-04-23	UHC-97185-04	8822519158	8995 Sage Ct, Mesa, AZ, 85298	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
ENR-117105	ENR	Harold F Herrerra	1971-11-22	UHC-66704-26	6588357376	3971 Grand Ave, Mesa, AZ, 85294	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-131672	ENR	Peter O Wells	1946-05-19	UHC-60882-10	3055104175	2917 Mesa Dr, Miami, FL, 33128	0.80	State code upper-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-102649	ENR	—Junk	1980-06-16	UHC-06610-99	3988327616	4070 Apache Blvd, Jacksonville, FL, 32247	0.80	Phone reformatted Member ID reformatted State code upper-cased No usable name (quarantined)
ENR-129536	ENR	Pamela O Tran	1947-06-05	UHC-02051-22	7449348201	4889 Spring St, Sacramento, CA, 95828	0.82	Name split from “Last, First”State code upper-cased Whitespace trimmed
ENR-125104	ENR	Arthur V Morrison	1988-09-03	UHC-75672-61	3417974398	3735 Meadow Ln, Miami, FL, 33105	0.82	Name re-cased Two-digit birth year State code upper-cased
ENR-115827	ENR	Patrikia G Munoz	1947-10-21	UHC-15571-41	9294153586	3866 Union St, Tucson, AZ, 85757	0.82	Name split from “Last, First”Member ID reformatted State code upper-cased
ENR-124079	ENR	BJunk	1960-09-08	UHC-60111-50	6747520478	3654 Washington St, Tampa, FL, 33609	0.82	Phone reformatted State code upper-cased No usable name (quarantined)
ENR-139874	ENR	Donna I Lawson	1973-12-08	UHC-37220-34	8453023316	112 Grand Ave, Phoenix, AZ, 85030	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-122184	ENR	Aisha Gercia	1994-04-27	UHC-35298-45	—	6404 Union St, Sacramento, CA, 95876	0.82	Name re-cased State code upper-cased Gender normalised
ENR-118152	ENR	PJunk	1954-02-08	UHC-37521-41	2485613595	6364 Maple Ave, Seattle, WA, 98142	0.82	State code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-140957	ENR	Evelyn K Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL, 32213	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-140956	ENR	Evelyn K Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL, 32213	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-118557	ENR	Jessca J Barnes	1985-08-04	UHC-72934-50	5478143272	2452 Oak St, Dallas, TX, 75209	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
ENR-131186	ENR	Ronald U Tucker	1966-07-22	UHC-98559-60	2707780633	1109 Meadow Ln, Austin, TX, 78793	0.82	Two-digit birth year Phone reformatted State code upper-cased
ENR-129000	ENR	Ralph Espinoza	1983-11-01	UHC-17669-47	4522005935	7348 Canyon Rd, Mesa, AZ, 85284	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-130776	ENR	Gloria S Morgan	1984-11-03	UHC-47653-82	6778923306	4996 Desert Sky Blvd, Minneapolis, MN, 55429	0.82	Name split from “Last, First”State code upper-cased Whitespace trimmed
ENR-136728	ENR	Terry Z Perkins	1970-06-03	UHC-08220-88	8533485710	9150 Hillcrest Rd, Los Angeles, CA, 90055	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-100251	ENR	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.82	State code upper-cased Gender normalised Placeholder values cleared
ENR-113860	ENR	Christine Gonzales	1943-05-07	UHC-81084-47	—	1128 Valley View Dr, Miami, FL	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-138868	ENR	Ronald Vadez	2002-06-14	UHC-47247-36	—	6556 Oak St, Fresno, CA	0.82	State code upper-cased ZIP missing Whitespace trimmed
ENR-138869	ENR	Ronald Vadez	2002-06-14	UHC-47247-36	—	6556 Oak St, Fresno, CA	0.82	State code upper-cased ZIP missing Whitespace trimmed
ENR-131913	ENR	Charlotte M Peters	1997-05-10	UHC-50135-12	3615884195	8173 Park Pl, Tampa, FL	0.82	Name re-cased State code upper-cased ZIP missing
ENR-109929	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-109930	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-140135	ENR	Brandon U Bailey	2006-07-05	UHC-55395-79	—	7446 Market St, Tempe, AZ, 85283	0.82	Phone missing area code State code upper-cased Whitespace trimmed
ENR-104809	ENR	Blily Weber	1989-01-02	UHC-14482-44	—	3418 Indian School Rd, Los Angeles, CA, 90086	0.82	State code upper-cased Gender normalised Placeholder values cleared
ENR-123772	ENR	Kenneth Y Marshall	1977-11-20	UHC-46864-77	3942199966	1786 Willow Ct, Columbus, OH, 43226	0.82	Phone reformatted State code upper-cased ZIP+4 trimmed
ENR-137539	ENR	Adam F Dixon	1988-08-08	UHC-24881-90	3972943293	7444 Broadway, Los Angeles, CA, 90044	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-137855	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-103151	ENR	Donald N Carroll	1958-04-05	UHC-53272-20	3059375962	1136 Desert Sky Blvd, Chandler, AZ, 85261	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-125296	ENR	Hiroshi Harris	1992-03-24	UHC-10926-62	—	8613 Harbor Blvd, San Antonio, TX, 78204	0.82	State code upper-cased Gender normalised Whitespace trimmed
ENR-129016	ENR	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	4205 Union St, Dallas, TX	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-130051	ENR	Julie Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr, Gilbert, AZ, 85249	0.82	State code upper-cased Gender normalised Whitespace trimmed
ENR-103936	ENR	Amber D Woods	2002-02-01	UHC-14388-64	7645596905	7758 Sunset Blvd, Minneapolis, MN, 55494	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-136130	ENR	Kim Wood	1984-10-03	UHC-47559-10	3287675498	6099 Cedar Ln, Tucson, AZ, 85708	0.82	Name split from “Last, First”Date of birth reformatted State code upper-cased

1,918 rows, page 31 of 39Previous Next