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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114904	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114993	ENR	Shirley Le	1982-02-01	UHC-57383-12	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104806	ENR	Park Y Jonathan	1983-01-09	UHC-23547-97	9109207532	457 Sunset Blvd, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121617	ENR	Nicholas Mtichell	1956-08-22	UHC-35788-46	6382142205	263 Grand Ave, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118832	ENR	Roger Wheeler	1951-05-03	UHC-53655-70	2474379538	7260 Jefferson Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141829	ENR	Jason R Hernandez	1946-12-19	UHC-57671-39	4794555954	841 Harbor Blvd, Mesa, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107291	ENR	Katherine Ramos	1980-03-28	UHC-96787-07	2018711929	6388 Union St, Tempe, AZ, 85217	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127505	ENR	Catherine C Luna	1948-09-03	UHC-59730-77	9143892351	2220 Market St, Scottsdale, AZ, 85290	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106221	ENR	Thomas Mdonald	1970-05-10	UHC-31865-33	8435442205	3061 Market St, Nashville, TN, 37242	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-101563	ENR	Shirly Hayes	1958-10-25	UHC-53138-46	5513647709	114 Church St, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102065	ENR	Ronald Howad	2000-04-14	UHC-79531-36	—	4968 Valley View Dr, Jacksonville, FL, 32267	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139484	ENR	Carol I Warren	1952-07-21	UHC-16792-90	7727283716	1006 River Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132400	ENR	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-111318	ENR	Steven Burns	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-140717	ENR	Camila Schmidt	1963-11-21	UHC-25491-14	7645423283	7202 Market St, Las Vegas, NV, 89115	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134029	ENR	Madison Collins	1977-02-18	UHC-42951-30	4895727061	8373 Lincoln Way, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124333	ENR	Joshua S Dean	1985-05-09	UHC-26412-58	—	772 Church St, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+3 more
ENR-125742	ENR	Camila O Castro	2003-05-15	UHC-14882-38	6528594318	5948 Pine Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-133258	ENR	Jason U Yang	2005-08-12	UHC-26238-79	7175095041	786 Main St, San Antonio, TX, 78295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102340	ENR	Hiroshi B Coleman	—	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
ENR-113695	ENR	Rebecca S Spencer	1981-04-06	UHC-40057-75	7437495281	5824 Bayshore Dr, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141182	ENR	Sharon A Reid	1959-02-26	UHC-09861-29	5532564040	2290 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109261	ENR	Brian E Vazquez	1961-09-24	UHC-59626-83	7164689741	7029 Central Ave, Los Angeles, CA, 90048	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-113240	ENR	Jason M Mills	1987-04-22	UHC-72396-45	3524226638	2460 Grand Ave, Tampa, FL, 33639	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128493	ENR	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120120	ENR	Frances P Reynolds	1973-01-17	UHC-41697-03	2758337755	5579 Canyon Rd, Tucson, AZ, 85798	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138243	ENR	Logan George	2001-11-04	UHC-61499-96	6516080473	8208 Grand Ave Apt 20, Fresno, CA, 93761	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121111	ENR	Eugene E Hall	1955-04-03	UHC-55249-21	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135480	ENR	Sharon Morris	1975-10-17	UHC-84047-90	3275772163	2447 Baseline Rd, Denver, CO, 80219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118424	ENR	Arrjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105295	ENR	Yuki F Griffin	1995-09-12	—	9762741990	2759 Washington St, Sacramento, CA, 95805	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130710	ENR	Yuki T Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106988	ENR	Edward Herrera	—	UHC-77083-56	7516314351	4961 Jefferson Ave, Plano, TX, 75098	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-122366	ENR	Ana Meyeer	1985-10-10	UHC-60179-69	8388123067	1364 Mountain View Dr, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117533	ENR	Paul O Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137985	ENR	Ethn Moreno	1989-08-18	UHC-89892-08	8288592637	9029 Oak St, Gilbert, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted ZIP missing+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137339	ENR	Megan Y Edwards	2006-06-04	UHC-52947-73	—	4207 Spring St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-105745	ENR	Rachel Payne	1957-01-22	UHC-90679-12	9846895957	6941 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134904	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134903	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 71 of 347Previous Next