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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113106	ENR	Thomas Jensen	—	UHC-32487-12	4339903320	2508 Maple Ave Apt 6, Mesa, AZ, 85243	0.40	Name re-cased Date of birth missing Unit split from street ZIP+4 trimmed+2 more
ENR-121319	ENR	Austin Nelson	1942-09-21	UHC-36547-42	9483618186	9020 Maple Ave Apt 2, Seattle, WA, 98127	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110100	ENR	Waletr Spencer	1973-03-20	UHC-07750-27	9759296763	8981 Valley View Dr, Chandler, AZ, 85228	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141183	ENR	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave, Orlando, FL, 32880	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137085	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	5384589978	2368 Sage Ct, Glendale, AZ, 85307	0.40	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-113760	ENR	Ronald W Hernandez	1959-09-24	UHC-70616-98	4314881127	4335 Main St, Las Vegas, NV, 89189	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114293	ENR	Diane O Hughes	—	UHC-66969-71	6473117745	8869 Spring St, Atlanta, GA, 30304	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-118363	ENR	Bruce N Bradley	—	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120365	ENR	Betty H Howell	1945-07-07	—	4863957223	7429 Canyon Rd, Fresno, CA, 93723	0.40	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-121639	ENR	Zachary Morgan	1999-07-13	UHC-30597-89	8588239600	4537 Church St Apt 33, Chandler, AZ, 85205	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128114	ENR	Roger F Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113542	ENR	Carolyn J Mills	1982-06-17	UHC-54330-82	7625315624	9218 Canyon Rd Apt 24, Glendale, AZ, 85357	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-113390	ENR	Christine Morales	2007-01-19	UHC-18121-75	5674677874	8944 Forest Ave Apt 8, Charlotte, NC, 28211	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141153	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St, Fresno, CA, 93784	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130032	ENR	Grace Fields	1954-06-17	UHC-83534-80	5016191729	9169 Market St, Dallas, TX, 75209	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112156	ENR	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.40	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-132496	ENR	Brian Rogers	1976-07-17	UHC-74277-16	—	2065 Baseline Rd, Tucson, AZ, 85791	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101254	ENR	Heather I Lopez	1941-12-08	UHC-55811-29	—	2352 Ridge Rd Apt 19, Seattle, WA, 98122	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108116	ENR	Christina I Montgomery	—	UHC-84985-51	9184360558	3375 Central Ave, Gilbert, AZ, 85256	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137422	ENR	Abigayl Morris	1970-06-04	UHC-59571-90	3705812352	4579 Central Ave, Miami, FL, 33161	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119784	ENR	Pamela Austin	1943-06-16	UHC-05115-47	—	4921 Grand Ave, Scottsdale, AZ, 85250	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136929	ENR	Kimberly P Henderson	1942-10-18	UHC-39645-38	—	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109369	ENR	Rachel P Aguilar	2004-01-13	UHC-94877-90	5785816061	2416 Valley View Dr, San Diego, CA, 92121	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126558	ENR	Wei K Griffin	1983-07-13	UHC-18705-80	6694114690	6937 Union St, Houston, TX, 77001	0.40	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135770	ENR	Alan Walker	1985-11-02	UHC-20775-12	3763105842	759 Union St, Glendale, AZ, 85387	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-114691	ENR	Terry J Mendez	1945-08-24	UHC-17080-47	—	9756 Valley View Dr, Dallas, TX, 75233	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103170	ENR	Peter E Roberts	1988-04-11	UHC-41456-86	4076290973	7569 Church St, Scottsdale, AZ, 85253	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114084	ENR	Walter D Parker	1996-06-10	UHC-95006-08	2337840073	1424 Meadow Ln, Orlando, FL, 32829	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123869	ENR	Raymond X Patel	1983-07-14	UHC-58315-24	7317853236	5018 Broadway Apt 7, Dallas, TX, 75201	0.42	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
ENR-138224	ENR	Elizabeth U Olson	1946-11-20	UHC-70010-46	5755586667	6038 Grand Ave, Dallas, TX, 75221	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105872	ENR	Priya Dixon	1998-08-21	UHC-42866-51	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.42	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-112340	ENR	Matthew Alexander	—	UHC-01927-67	9689438789	8271 Mountain View Dr, Glendale, AZ, 85328	0.42	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-112594	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	—	9117 Market St Apt 30, Los Angeles, CA, 90091	0.42	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136020	ENR	MJunk	2002-07-06	—	5888856497	2512 Pine Dr, Phoenix, AZ, 85039	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-104573	ENR	Kevin S Espinoza	1957-12-15	UHC-95455-88	4133163222	5811 Union St, Denver, CO, 80216	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139821	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-139822	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-133650	ENR	Albert Freeman	1967-11-21	UHC-38009-44	5953976960	587 Willow Ct, Nashville, TN, 37240	0.42	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137705	ENR	Greg V Luna	1966-07-21	UHC-06652-38	—	1761 Canyon Rd, Phoenix, AZ, 85020	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-108796	ENR	Charlotte Perry	1999-02-08	UHC-98299-40	2319123024	5053 Jefferson Ave, Las Vegas, NV, 89167	0.42	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105815	ENR	Bradley V Marquez	2003-05-02	UHC-30238-54	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.42	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139687	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ, 85793	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117361	ENR	Virginia Warren	2000-10-18	UHC-49628-15	2276978271	6360 Ridge Rd, San Antonio, TX, 78229	0.44	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-105153	ENR	Timothy H Rivera	1946-03-08	UHC-26841-12	9212725890	5323 Canyon Rd, Scottsdale, AZ, 85236	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-135864	ENR	Emily C Dominguez	1985-10-01	UHC-30743-93	5233103106	4578 Pine Dr, Jacksonville, FL, 32253	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more

3,951 rows, page 7 of 80Previous Next