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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-113947	ENR	Teresa P Schmidt	1992-09-23	UHC-39158-87	7333935991	4736 Pine Dr, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137679	ENR	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-105899	ENR	Terry H Diaz	1939-05-15	UHC-77144-47	2984482979	4080 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112967	ENR	Austin T Frnklin	2003-07-11	UHC-49819-90	6109822477	5393 Maple Ave, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-115604	ENR	Patrick Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109469	ENR	Grace T Robinson	1949-10-27	UHC-41837-79	6087312003	5053 Palm Dr, Tucson, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115293	ENR	Andrew C Ramirez	2005-02-13	UHC-07301-34	—	6236 Hillcrest Rd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103088	ENR	Joshua A Simmons	1977-04-09	UHC-13424-53	4297271590	3358 Hillcrest Rd, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103087	ENR	Joshua A Simmons	1977-04-09	UHC-13424-53	4297271590	3358 Hillcrest Rd, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130953	ENR	Janice Banks	1964-06-22	UHC-81252-69	7216183607	7977 Elm St, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124202	ENR	Jennifer J Castro	1961-01-05	UHC-56669-12	6174975385	5284 Main St, Tucson, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134117	ENR	Amanda Little	1989-06-12	UHC-87673-57	6056815541	8345 Lincoln Way, Mesa, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-109280	ENR	Billy Delgado	1988-08-24	UHC-56995-47	4876514980	6024 Harbor Blvd, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126666	ENR	Scot D Daniels	1995-07-08	UHC-86146-39	7302217424	1872 Lincoln Way, San Antonio, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-112047	ENR	Greg W Wheeler	1989-03-15	UHC-41625-56	4629891783	8819 Camelback Rd, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-114822	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-114823	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-136516	ENR	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120260	ENR	Sara U Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137206	ENR	Helen Y Gordon	1948-02-03	UHC-94111-71	9214940815	7857 Mesa Dr, Austin, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-121873	ENR	Ryn Thomas	2005-11-23	UHC-13638-92	—	4152 Grand Ave, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
ENR-134838	ENR	Scott Robertson	2002-06-03	UHC-77048-48	2086287340	862 River Rd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-126035	ENR	Deborah Sanders	1957-09-31	UHC-37538-29	7423787788	3107 Market St, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136083	ENR	Stephen Le	1969-06-13	UHC-20135-30	6429512670	4470 Jefferson Ave, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138732	ENR	Zachay Palmer	1953-11-15	UHC-76597-84	2799680762	8301 Apache Blvd, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105850	ENR	Lori I White	1992-07-07	UHC-54572-42	4158799681	2314 Park Pl, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125773	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-125774	ENR	Mary P Franklin	1942-09-17	UHC-63571-51	—	728 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-106555	ENR	Mary I Bell	1993-01-26	UHC-19629-15	9876718608	9157 Apache Blvd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-133122	ENR	Wei Little	1996-11-28	UHC-93970-40	9204956254	6286 Willow Ct, Sacramento, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102263	ENR	Simpson Aisha	2005-09-18	UHC-17586-98	4215249009	3633 Pine Dr, Tampa, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134296	ENR	Michael Martinez	2001-12-18	UHC-30173-14	9658290268	9858 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105589	ENR	Jordan G Austin	2001-08-16	UHC-99557-89	—	7926 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-127539	ENR	Brian Harrison	1977-10-22	UHC-08680-52	5958242725	713 Oak St, Chandler, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-126470	ENR	Lauren F Diaz	1956-11-24	UHC-80178-16	4615531722	6254 Bayshore Dr, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112051	ENR	Julye K Hamilton	1976-02-10	UHC-15384-45	6145439499	2564 Washington St, Chandler, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111973	ENR	Mateo Robinson	1970-01-27	UHC-87958-23	8625687633	9276 River Rd, Tucson, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-129691	ENR	Sean I Watkins	1968-09-15	UHC-94342-84	—	3719 Lake View Rd # 288, Plano, TX	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-134705	ENR	Peter G Johnson	1977-12-09	UHC-58303-89	8343939346	6608 Elm St, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-100891	ENR	Margaret H Foster	1947-04-01	UHC-49481-03	8026717844	6182 Meadow Ln, Denver, CO	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-129316	ENR	Bradley Z Jimenez	1967-03-16	UHC-54645-32	3084149451	186 Camelback Rd # 179, Glendale, AZ	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
ENR-137671	ENR	Sophia Park	1970-03-08	UHC-14809-43	—	6165 Grand Ave, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-116106	ENR	Matthews Ahmed	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-105440	ENR	Jim P Laane	2003-06-20	UHC-42402-75	6565527790	8488 Baseline Rd, Las Vegas, NV	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-100679	ENR	Judith Ortiz	1981-01-05	UHC-54768-83	7887199290	633 Spring St Apt 30, Columbus, OH	0.68	Date of birth reformatted Phone reformatted Unit split from street ZIP missing
ENR-125603	ENR	Patricia Flores	1940-05-14	UHC-06947-85	—	8097 Sage Ct, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared

3,340 rows, page 49 of 67Previous Next