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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114406	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-127218	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114203	ENR	Ashley W Gibson	2005-08-12	UHC-63272-10	7703697222	8818 Maple Ave, Phoenix, AZ, 85045	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-116805	ENR	Alan Evans	1951-02-22	UHC-37825-51	—	3815 Desert Sky Blvd, Tucson, AZ, 85779	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134112	ENR	Carolyn Sullivan	1961-11-15	UHC-71999-32	—	7997 Hillcrest Rd # 779, Chandler, AZ, 85226	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111919	ENR	Anthony Jackson	1943-11-05	UHC-65660-68	9219517579	561 Main St, Los Angeles, CA, 90035	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-114798	ENR	Kayla Wheeler	1950-02-20	UHC-07128-66	—	701 Baseline Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-139717	ENR	Jean R Knight	1961-04-01	UHC-93730-39	—	9744 Jefferson Ave, Fresno, CA, 93744	0.66	Phone missing area code City re-cased State name converted to code Whitespace trimmed+1 more
ENR-109875	ENR	Laura V Bryant	1985-06-09	UHC-42238-04	7919321075	2223 Jefferson Ave, Mesa, AZ, 85215	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133018	ENR	Matthew Johnston	1963-11-09	UHC-74830-58	3702897811	416 Oak St, Jacksonville, FL, 32273	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124999	ENR	William J Bell	1963-09-15	UHC-87525-57	3137789555	2811 Church St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-135523	ENR	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way Apt 4, Glendale, AZ	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
ENR-120209	ENR	Elijah T Morgan	1938-01-24	UHC-00837-05	2615305850	7632 Market St, Fresno, CA, 93716	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122307	ENR	Aaron Kellly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102073	ENR	Noah J Le	1974-11-02	UHC-07883-92	—	2400 Meadow Ln, Dallas, TX, 75285	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106614	ENR	Richard Washington	1988-08-26	UHC-88068-66	3747511524	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107459	ENR	Keith Yang	1953-07-24	UHC-90044-28	4322431934	6705 Lake View Rd Apt 4, Dallas, TX, 75224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122186	ENR	Jerry K Hughes	1983-05-26	UHC-35049-87	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123906	ENR	Samantha Gordon	2005-11-22	UHC-25459-19	3507238164	8170 Central Ave, Seattle, WA, 98194	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120637	ENR	Barbara R Brown	1968-11-14	UHC-93628-44	7309086890	1741 Market St, Jacksonville, FL, 32230	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-100289	ENR	Bobby Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101684	ENR	Jefrfey Owens	1957-04-11	UHC-98020-91	—	3213 Spring St, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-122754	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr # 306, Gilbert, AZ, 85215	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-101088	ENR	Sarrah Garrett	1982-06-22	UHC-10408-31	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122962	ENR	James T Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116847	ENR	Mary Herrera	1984-02-04	UHC-36393-81	2299870869	870 Church St, Orlando, FL, 32815	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126417	ENR	Martinez R Austin	2003-05-20	UHC-33131-73	3438742027	2801 Park Pl, Los Angeles, CA, 90064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137169	ENR	Jean Nguyen	2004-10-16	UHC-14637-80	5423653909	669 Pine Dr, Sacramento, CA, 95818	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-124737	ENR	Herold B Arnold	1995-04-26	UHC-71119-19	7019189187	971 Grand Ave, Nashville, TN, 37200	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-125353	ENR	Wayne K Collins	1983-12-03	UHC-90077-22	4425993236	73 Union St, Seattle, WA, 98188	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113888	ENR	Terry Cunninghem	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-111580	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-123907	ENR	Saamantha Gordon	2005-11-22	UHC-25459-19	3507238164	8170 Central Ave, Seattle, WA, 98194	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125360	ENR	Robert Pena	1996-09-07	UHC-83450-57	—	850 Park Pl, Plano, TX, 75068	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-130600	ENR	Scott Duncan	1997-10-26	UHC-47476-28	5253736120	4543 Indian School Rd, Gilbert, AZ, 85261	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123554	ENR	Dorothy Ryan	1968-08-15	UHC-07579-14	3476393746	4228 River Rd, Houston, TX, 77096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139049	ENR	Stephen L Santos	1967-05-01	UHC-69402-86	9769974481	7119 Mountain View Dr, San Diego, CA, 92107	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-119059	ENR	Eddie F Ford	1941-12-17	UHC-01186-58	4777968781	8722 Central Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103297	ENR	John Berry	—	UHC-41668-73	3954812675	3364 Forest Ave, Glendale, AZ, 85322	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107538	ENR	Wei Q Bailey	1955-03-16	UHC-50390-82	8977907503	7957 River Rd, Charlotte, NC, 28257	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-127499	ENR	Marilyn Kelly	1993-01-09	UHC-08484-93	3527415245	2128 Union St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120541	ENR	Ralph Knight	1949-10-18	UHC-81725-26	5938532084	9517 Maple Ave # 957, Denver, CO, 80230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111661	ENR	Grace S Jackson	1997-02-25	UHC-37567-28	—	6072 Meadow Ln, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137700	ENR	Donald Tran	1952-02-13	UHC-50361-26	4425497002	3981 Maple Ave Apt 14, Tampa, FL, 33651	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120280	ENR	Wayne D Robinson	1981-03-08	UHC-81887-49	9208112178	5518 Grand Ave, Miami, FL, 33132	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142361	ENR	Bryan N Vargas	1991-01-19	UHC-24573-21	4569016596	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134147	ENR	Benjamin E Edwards	2006-02-21	UHC-48597-31	5843188990	986 Hillcrest Rd, Los Angeles, CA, 90045	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-127803	ENR	Beverly G Garrett	—	UHC-15577-19	—	6080 Harbor Blvd, Austin, TX, 78765	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111934	ENR	Arjun Medina	1957-05-03	UHC-70863-29	5427948552	3720 Spring St, Orlando, FL	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more

16,916 rows, page 122 of 339Previous Next