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-124974	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108892	ENR	Elizabeth D Burton	1988-07-18	UHC-20589-20	8062450806	1311 Park Pl, Miami, FL, 33179	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142607	ENR	Jason D Spencer	1943-05-08	UHC-03083-48	—	447 Washington St, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116377	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	—	3492 Forest Ave, Houston, TX, 77034	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-112282	ENR	Aisha P Burke	1958-10-14	UHC-98365-72	6749400075	6872 Palm Dr # 999, Nashville, TN, 37298	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107028	ENR	Elijah A Brooks	1964-10-22	UHC-25287-21	2769406433	2640 Baseline Rd Apt 25, Orlando, FL, 32829	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
ENR-128398	ENR	Jose A McCoy	1991-07-07	UHC-05379-73	—	2234 Ocean Ave, Columbus, OH, 43233	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105587	ENR	Jordan L Ross	—	UHC-47728-62	2939518374	8556 Market St, Eden Prairie, MN, 55365	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140695	ENR	Jule N Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-137611	ENR	Logaan Jimenez	1974-10-24	UHC-70338-30	2525023913	8893 Mesa Dr, San Antonio, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125341	ENR	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St Apt 14, Nashville, TN, 37268	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-121504	ENR	Valentina G Cunningham	1969-08-28	UHC-01564-71	4835649196	2965 Baseline Rd, Chandler, AZ, 85244	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142137	ENR	Barbara Hernandez	1942-08-22	UHC-51058-65	8998436564	7256 River Rd, Glendale, AZ, 85347	0.52	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-116489	ENR	Janet Mason	1993-12-07	UHC-60080-69	—	5646 Highland Ave, Fresno, CA, 93769	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141752	ENR	Bruce Sandoval	1945-12-02	UHC-23741-56	5496220755	2479 Mesa Dr, Mesa, AZ, 85282	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124314	ENR	Nick L Garrett	1987-02-16	UHC-58324-10	8963032558	8090 Lincoln Way # 428, Tucson, AZ, 85776	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140984	ENR	Carlos Thomas	1984-08-16	UHC-19784-35	3103077383	9622 Washington St, Charlotte, NC, 28270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-141305	ENR	Charles Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd # 250, Austin, TX, 78767	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116552	ENR	Charles Patel	1997-03-15	UHC-51142-35	7994562682	8381 Hillcrest Rd, Tempe, AZ, 85219	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132146	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-132145	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-108140	ENR	Jerry S Meyer	1955-02-05	UHC-94668-47	6818803780	6076 Pine Dr, Plano, TX, 75071	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130994	ENR	Elijah Alexander	2005-04-15	UHC-94455-08	8213486616	2219 Palm Dr, Seattle, WA	0.52	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115117	ENR	Jerry L Riey	1941-10-02	UHC-25201-66	—	4607 Pine Dr, Charlotte, NC, 28214	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117558	ENR	Stephanie Knight	1950-11-05	UHC-08962-38	5248963925	6930 Main St, Gilbert, AZ, 85284	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-118552	ENR	Benjamin Moore	—	UHC-21155-12	2456425065	8078 Meadow Ln, Jacksonville, FL, 32285	0.52	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-130984	ENR	Bradley Z Lawrence	1954-01-17	UHC-30637-63	2993709265	6725 Valley View Dr Apt 6, Atlanta, GA, 30365	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115901	ENR	Sofia Anderson	1967-01-26	UHC-62309-86	8154175839	5335 Forest Ave, Fresno, CA, 93762	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124107	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	3017906448	1996 Elm St, Tampa, FL, 33661	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118590	ENR	Emma Hudson	1975-12-12	UHC-78903-55	9622691542	5153 Sunset Blvd, Phoenix, AZ, 85085	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-122077	ENR	Aaron D Clark	1940-11-08	UHC-73956-30	4158140615	1800 River Rd Apt 39, Charlotte, NC, 28202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107102	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125757	ENR	George J Cooper	1988-06-04	UHC-06641-62	4678091401	5636 Willow Ct, Tampa, FL, 33669	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115968	ENR	Stephen Hayes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117798	ENR	Heather Ramirez	1985-09-07	UHC-96401-94	6756695687	3843 Main St, Plano, TX, 75050	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122535	ENR	Wayne E Morris	1984-06-07	UHC-85819-24	—	3686 Main St, Charlotte, NC, 28267	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137698	ENR	Patricia Coleman	1958-05-18	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-129390	ENR	Michelle I Pierce	1994-12-08	UHC-38324-33	3853574846	1752 Washington St, Gilbert, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-120031	ENR	Willie T Gonzales	1977-08-26	UHC-39002-37	7115087819	7499 Canyon Rd, San Antonio, TX, 78299	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128686	ENR	Ethan L Jackson	1954-04-10	UHC-62313-89	5583013069	801 Main St, San Antonio, TX, 78269	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101871	ENR	Melissa D Cruz	1996-09-15	UHC-43441-53	7224673408	8804 Mesa Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126279	ENR	Andrew Morgan	1955-09-21	UHC-71082-16	4714407551	9628 Apache Blvd, Glendale, AZ, 85360	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127143	ENR	Jack X Alvarez	1998-07-06	UHC-88924-15	3919448494	8357 Cedar Ln, Charlotte, NC, 28268	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114650	ENR	Diana G Boyd	1955-04-18	UHC-11471-55	6088262669	1473 Sage Ct, San Antonio, TX, 78290	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116624	ENR	Priya P Morgan	1945-08-17	UHC-69874-28	7852782422	2195 Lake View Rd, Dallas, TX, 75209	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128101	ENR	Roonald Guerrero	1953-09-22	UHC-63884-96	8149949320	8347 Market St, Scottsdale, AZ, 85262	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118985	ENR	Kenneth Y Holmes	1945-05-17	UHC-49321-66	9282680443	5668 Church St, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124319	ENR	Jacqueline Mason	1993-07-08	UHC-70522-46	8082142473	5140 Cedar Ln Apt 8, Minneapolis, MN, 55456	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127035	ENR	Bruce J Wrigt	1963-11-10	UHC-57010-36	3139077538	1735 Sage Ct, Mesa, AZ, 85205	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121520	ENR	Lisa H Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

7,326 rows, page 43 of 147Previous Next