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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106676	ENR	Madison V Hawkins	1987-01-09	UHC-63822-79	3995150164	8810 Lake View Rd, Minneapolis, MN, 55465	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117058	ENR	Harold Gonzales	1980-06-19	UHC-74823-63	2725768115	6248 Camelback Rd # 635, Tucson, AZ, 85713	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115157	ENR	Aigail Y Franklin	2001-09-17	UHC-02014-79	3273400298	6682 Central Ave, Phoenix, AZ, 85079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130440	ENR	Elijah A Medina	1950-10-18	UHC-16726-86	3752726270	7673 Ridge Rd # 905, Plano, TX, 75014	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116674	ENR	Jackie K Simpson	1977-08-11	—	4259778476	9403 Highland Ave, Gilbert, AZ, 85246	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119875	ENR	Jesse L Bowman	1997-04-20	UHC-57466-82	4708210239	9636 Desert Sky Blvd, Sacramento, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101833	ENR	Robert S Campbell	1972-06-02	UHC-60444-57	4293960584	2785 Willow Ct, Charlotte, NC, 28253	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118147	ENR	Marcus T West	1999-09-26	UHC-07676-75	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107259	ENR	Larry Kim	1988-06-21	UHC-54455-56	6335073010	3283 Church St, Atlanta, GA, 30373	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101923	ENR	Juhn Simpson	1959-02-04	UHC-44690-09	2758378081	12 Highland Ave, Austin, TX, 78708	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124743	ENR	Hannah N Andrews	1976-03-21	UHC-25949-03	9595671574	113 Elm St, Columbus, OH, 43245	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140103	ENR	Bill Z Moreno	1963-03-16	—	4376506275	3740 Valley View Dr, Seattle, WA, 98110	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106922	ENR	Laura W Davis	1997-07-10	UHC-05707-46	9863612157	1357 Maple Ave, Los Angeles, CA, 90079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124490	ENR	Douglas F Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St, Orlando, FL, 32814	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135669	ENR	Ralph Turner	1971-04-25	UHC-77031-58	9698298067	1371 Apache Blvd, Houston, TX, 77007	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115962	ENR	Daniel Y James	1948-12-17	UHC-82075-24	8939983562	6549 Spring St Apt 29, Gilbert, AZ, 85279	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-136021	ENR	Wayyne Castillo	1957-03-05	UHC-95042-59	6387266870	8324 Desert Sky Blvd, San Antonio, TX, 78247	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-134976	ENR	Ralph T Jacobs	1999-04-07	UHC-82994-18	3398960338	1278 River Rd # 398, Phoenix, AZ, 85090	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137696	ENR	Maria G Hayes	1977-08-17	—	2553187151	541 Apache Blvd, Atlanta, GA, 30381	0.50	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127834	ENR	Michelle R Price	1983-08-09	UHC-08987-60	9624008270	5625 Pine Dr, Glendale, AZ, 85359	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113837	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141923	ENR	Tyler Fisher	1970-10-15	UHC-12257-40	5977242002	7191 Forest Ave, Fresno, CA, 93796	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-142321	ENR	Eric Castro	1948-07-16	UHC-70681-72	—	575 Apache Blvd, Austin, TX	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131200	ENR	Logan L Ward	1957-07-06	UHC-11133-92	8943911727	3076 Valley View Dr, San Antonio, TX, 78233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125681	ENR	Matthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3283 Camelback Rd, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140597	ENR	Charlotte Chapman	1979-11-17	UHC-57418-29	4075991025	3896 Church St, Miami, FL, 33103	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123160	ENR	Steve C Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123161	ENR	Steve C Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133175	ENR	Nathan Y Patterson	1954-10-23	UHC-45106-07	9054485241	5732 Harbor Blvd, Los Angeles, CA, 90066	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110775	ENR	Kayla Johnson	1990-01-07	UHC-82773-21	6019714583	9081 River Rd, Tampa, FL, 33639	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-120144	ENR	Kathryn J Hill	1960-10-10	UHC-93631-55	4632501044	7190 Maple Ave, Jacksonville, FL, 32242	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105726	ENR	UJunk	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134817	ENR	Douglas O Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-141186	ENR	Anthony Ward	1982-02-06	UHC-87149-64	9407049238	1081 Pine Dr, Atlanta, GA, 30397	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139562	ENR	Willie Chavez	1952-10-12	UHC-99334-33	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114231	ENR	Albert O Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119554	ENR	Liz George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121735	ENR	Valentina Cooper	1984-09-18	UHC-46542-88	2965939912	1898 Elm St, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114388	ENR	Hiroshi B Harrison	1948-04-27	UHC-09174-09	5389243959	1277 Spring St, Fresno, CA, 93797	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134056	ENR	Jusitn I Rojas	1950-01-27	UHC-93944-47	4103007271	5377 Cedar Ln, Mesa, AZ, 85260	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-129739	ENR	Brandon V Park	1974-03-06	UHC-98562-48	9232995936	6348 Ocean Ave, Houston, TX, 77034	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142717	ENR	Doris McDonald	1977-06-19	UHC-00910-81	5318250759	566 Church St, Chandler, AZ, 85203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

2,874 rows, page 13 of 58Previous Next