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-118859	ENR	Luis Y Miller	1998-03-25	UHC-85826-69	—	6417 Apache Blvd, Fresno, CA, 93795	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-109021	ENR	Barbara Hanson	1953-04-02	UHC-41769-76	3685367118	4855 Willow Ct, Austin, TX, 78704	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-138676	ENR	Thomas E Hicks	1976-12-13	UHC-83645-23	—	5097 Lincoln Way, Gilbert, AZ, 85282	0.80	Name re-cased Member ID reformatted Email lower-cased Gender normalised
ENR-120793	ENR	Randy G Griffin	1940-09-26	UHC-66717-41	8902132132	3473 Pine Dr, Seattle, WA, 98129	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-101911	ENR	Christophar Z Ryan	1941-12-27	UHC-96863-13	7067123212	—	0.80	Name re-cased Phone reformatted Gender normalised 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-124426	ENR	Alice K Medina	1970-05-23	UHC-17193-10	2125682072	4869 Maple Ave, Tampa, FL, 33609	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-134942	ENR	Santiago S Espinoza	1949-11-17	UHC-97128-56	8596254179	1500 Broadway, Nashville, TN, 37214	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132698	ENR	Alan Ferguson	1942-03-01	UHC-70793-11	7162426654	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-120146	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	8423113025	3531 Market St, Eden Prairie, MN, 55307	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
ENR-139586	ENR	Matthew Richardson	1948-04-15	UHC-54742-13	6325338211	3988 Lincoln Way, Las Vegas, NV, 89121	0.80	Name re-cased Member ID reformatted City re-cased Gender normalised
ENR-126122	ENR	Adam O Hughes	1974-04-05	UHC-67149-60	7572253575	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126123	ENR	Adam O Hughes	1974-04-05	UHC-67149-60	7572253575	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-133625	ENR	Madyson H Jensen	1974-08-20	UHC-05658-81	7187371827	9280 Baseline Rd, Fresno, CA, 93711	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
ENR-129853	ENR	Jon H Johnston	1977-03-04	UHC-00925-87	9172331133	3559 Meadow Ln, Orlando, FL, 32833	0.80	Phone reformatted City re-cased Email lower-cased Gender normalised
ENR-125697	ENR	Michelle Z Richardson	1954-03-05	UHC-62808-50	9092002384	7166 Bayshore Dr, Mesa, AZ, 85229	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-114581	ENR	Roger T Robertson	1977-02-25	UHC-90440-20	7985157830	7470 Baseline Rd, Chandler, AZ, 85260	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-100966	ENR	Melissa W Freeman	1948-10-09	UHC-84242-26	6164096978	—	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-116503	ENR	Andrea T King	1981-08-14	UHC-59243-19	3575903094	1431 Broadway, Minneapolis, MN, 55482	0.80	Phone reformatted Address re-cased Gender normalised Whitespace trimmed
ENR-142060	ENR	Dyana Harris	1992-03-11	UHC-92942-20	2669841342	6494 Mesa Dr, Miami, FL, 33154	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-130106	ENR	Ethan L Andrews	1956-06-24	UHC-58178-08	2676166592	2369 Jefferson Ave, Sacramento, CA, 95824	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-104673	ENR	Alan A Henderson	1996-06-16	UHC-09817-08	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-126687	ENR	Jefrey K Carter	1957-01-25	UHC-22659-67	6895492969	4976 Church St, Mesa, AZ, 85247	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-125391	ENR	Melissa C McDonald	2001-06-20	UHC-49869-26	4619327306	4944 Pine Dr, Los Angeles, CA, 90076	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-108729	ENR	Pryia Q Mason	1947-12-01	UHC-12707-92	8844819465	—	0.82	Date of birth reformatted Phone reformatted Gender normalised
ENR-119509	ENR	Jeremy F Richardson	1959-11-05	UHC-80902-39	2524480410	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
ENR-136895	ENR	Christopher Rees	1955-06-23	UHC-22598-31	5548437644	3907 River Rd, Columbus, OH, 43214	0.82	Name re-cased Date of birth reformatted Gender normalised
ENR-114332	ENR	Doris L Sims	1987-06-10	UHC-19611-18	5789359821	9430 Grand Ave, Chandler, AZ, 85247	0.82	Name re-cased Phone reformatted Gender normalised
ENR-127053	ENR	Maria Q Rios	1948-03-21	UHC-43055-56	5658875477	3249 Valley View Dr, Los Angeles, CA, 90071	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
ENR-124941	ENR	Cheryl Bradley	1963-04-03	UHC-42833-15	3539978360	2853 Church St, San Antonio, TX, 78228	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-125979	ENR	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl, Tempe, AZ, 85233	0.82	City re-cased Gender normalised Placeholder values cleared
ENR-106761	ENR	Edward V Luna	1994-12-22	UHC-84310-40	8547435669	2286 Forest Ave, Tampa, FL, 33686	0.82	Name re-cased City re-cased Gender normalised
ENR-127171	ENR	Austin Hawkins	1984-05-25	UHC-51169-55	5833152928	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
ENR-133413	ENR	Jason I Rose	1967-10-22	UHC-44955-22	4399997437	4069 Pine Dr, Mesa, AZ, 85230	0.82	Name re-cased City re-cased Gender normalised
ENR-130258	ENR	Janet V Kennedy	1984-09-24	UHC-95455-50	3747645258	9012 Ocean Ave, Plano, TX, 75008	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-105585	ENR	Patrick Knight	1960-01-05	UHC-17859-70	5432461084	1062 Ridge Rd, Seattle, WA, 98195	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-135364	ENR	Mariana H Rodriguez	1944-11-19	UHC-39104-01	—	3614 Harbor Blvd, Columbus, OH, 43248	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123210	ENR	Ethan P Torres	1992-06-03	UHC-53358-95	2819636622	7560 Sage Ct, Denver, CO, 80257	0.82	Name re-cased Phone reformatted Gender normalised
ENR-141913	ENR	Edward Z Gilbert	1965-06-19	UHC-07317-90	3973190600	5360 Valley View Dr, Minneapolis, MN, 55401	0.82	Name re-cased Phone reformatted Gender normalised
ENR-106721	ENR	Santiago Kelly	2003-06-14	UHC-46436-07	3477558957	1154 Desert Sky Blvd, Miami, FL, 33145	0.82	Member ID reformatted City re-cased Gender normalised
ENR-111281	ENR	Joshua Sanchez	1998-09-25	UHC-52072-59	3944902554	7066 Lincoln Way, Dallas, TX, 75282	0.82	Email lower-cased Gender normalised Whitespace trimmed
ENR-142974	ENR	Juan Hall	1938-04-27	UHC-33938-14	2688785537	3867 Hillcrest Rd, Houston, TX, 77020	0.82	Date of birth reformatted Member ID reformatted Gender normalised
ENR-125632	ENR	Robert Myers	1983-02-02	UHC-48943-31	2696268781	4724 Broadway, San Diego, CA, 92161	0.82	Name re-cased Gender normalised Whitespace trimmed
ENR-133196	ENR	Debra R Patel	1989-07-21	UHC-43762-42	7363350476	3284 Camelback Rd, Mesa, AZ, 85207	0.82	Date of birth reformatted Member ID reformatted Gender normalised
ENR-135529	ENR	Bobby J Hamilton	1978-03-19	UHC-84570-37	8774330477	6726 Ocean Ave, Mesa, AZ, 85272	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-116367	ENR	Stephanie D Estrada	2005-07-20	UHC-61545-93	4938501837	567 Ocean Ave, Nashville, TN, 37289	0.82	Phone reformatted Email lower-cased Gender normalised
ENR-141142	ENR	Rebecca A Stewart	1941-09-21	UHC-12215-27	5966087482	378 Willow Ct, Plano, TX, 75059	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-100336	ENR	Ryan U Morriis	1952-04-13	UHC-89195-88	8078821678	2497 Church St, Atlanta, GA, 30350	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-117348	ENR	Jordan Walsh	1982-05-11	UHC-64695-37	5856362081	8634 Church St, San Diego, CA, 92132	0.82	Phone reformatted Gender normalised Whitespace trimmed
ENR-115567	ENR	Bobby O Ross	1963-08-07	UHC-95021-35	9108433593	4003 Church St, Mesa, AZ, 85280	0.82	Date of birth reformatted Phone reformatted Gender normalised

7,326 rows, page 137 of 147Previous Next