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-105648	ENR	Alan Hughes	1999-08-02	UHC-66937-28	2263422473	7184 Highland Ave, Glendale, AZ, 85369	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119873	ENR	Virginia Garrett	1989-01-04	UHC-92042-53	6719892736	380 Apache Blvd, Tucson, AZ, 85760	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-103901	ENR	Betty L Sullivan	1949-01-03	UHC-92313-03	7915438656	14 Lake View Rd, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-135919	ENR	Bobby Y Adams	1989-06-09	UHC-59563-88	2808408769	822 Main St, Tucson, AZ, 85799	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135244	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134523	ENR	Aaron O Moore	1995-06-17	UHC-40687-94	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103875	ENR	Henry Rios	1970-04-01	UHC-05742-93	9693224804	8939 Maple Ave, San Diego, CA, 92111	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120305	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-141015	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	9143633518	7244 Oak St, Miami, FL, 33179	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101605	ENR	Sam D Lynch	1941-09-16	UHC-07707-06	7803507159	5944 Maple Ave, Tucson, AZ, 85759	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-101737	ENR	Carolyn Snyder	1981-08-10	UHC-13237-39	7363917189	6684 Meadow Ln Apt 6, Scottsdale, AZ, 85288	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-126032	ENR	Sofia M Wood	1956-04-13	UHC-82729-85	4432864696	297 Oak St, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-133735	ENR	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St, Eden Prairie, MN, 55320	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117414	ENR	Aisha C Garrrett	1972-06-27	UHC-15941-54	3642667966	3415 Market St, Glendale, AZ, 85381	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105337	ENR	Roy Hill	1977-08-12	UHC-26981-69	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116460	ENR	Jean Rojas	1967-09-27	UHC-90958-81	—	3453 Broadway, Orlando, FL, 32829	0.66	Name split from “Last, First”Address re-cased Email lower-cased Gender normalised+1 more
ENR-128607	ENR	Kelly S Holmes	1975-12-16	UHC-09935-47	2793446966	3850 Desert Sky Blvd, Las Vegas, NV, 89172	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-140404	ENR	Jerry C Knight	1993-08-06	UHC-14087-46	5025207306	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123926	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr, Las Vegas, NV, 89181	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120283	ENR	Philip E Marquez	1996-12-05	UHC-60620-95	4993872619	875 Broadway, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-108416	ENR	Amy Reynolds	1979-04-04	UHC-33199-41	2568128040	9574 Main St Apt 29, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-117733	ENR	Debra G Bailey	1995-11-14	UHC-85402-79	8532379320	2311 Church St, Orlando, FL, 32878	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123370	ENR	Carlos B Gibson	1939-07-05	UHC-74409-30	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123836	ENR	Marilyn Richardson	1963-07-23	UHC-87657-67	8339832056	167 Broadway, Tucson, AZ, 85749	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-119154	ENR	Mateo Elliott	1996-02-27	UHC-10418-03	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139740	ENR	Diego Wong	1951-05-24	UHC-08180-68	5523808192	943 Spring St, Scottsdale, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101181	ENR	Logan L Sims	1969-01-26	UHC-85423-31	7988809519	9148 Bayshore Dr, Phoenix, AZ, 85036	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141607	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	—	1602 Canyon Rd, Tempe, AZ, 85203	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-141592	ENR	Carolyn Coleman	1983-04-25	UHC-26718-50	8044099216	9842 Mesa Dr, Miami, FL, 33199	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-100226	ENR	Harold Lna	1988-01-19	UHC-54634-39	9527066738	3319 Washington St, Jacksonville, FL, 32225	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124860	ENR	Arjun V Cox	1991-04-20	UHC-36444-06	2093988889	2443 Mesa Dr, Phoenix, AZ	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-110883	ENR	Stephanie Hill	1959-12-18	UHC-50137-89	—	9548 Market St, Columbus, OH, 43276	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-119113	ENR	Jose K Owens	1987-02-07	UHC-85056-73	8986946609	1384 Pine Dr, Plano, TX, 75061	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-119870	ENR	Madison N Martinez	1996-03-13	UHC-94395-72	5257693563	1768 Meadow Ln, Minneapolis, MN, 55444	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141701	ENR	Daniel Diaz	1952-07-09	UHC-89578-32	—	8265 Harbor Blvd, Minneapolis, MN, 55408	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135266	ENR	John S Warren	1949-09-03	UHC-16912-39	5816515165	5092 Park Pl, Phoenix, AZ	0.66	Phone reformatted ZIP missing Email lower-cased Gender normalised+1 more
ENR-108111	ENR	Helen Cox	1979-03-24	UHC-46473-78	2114934989	3343 Broadway, Las Vegas, NV, 89115	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-133748	ENR	Larry Ortiz	1981-09-13	UHC-17335-26	2832320237	3600 Main St Apt 40, Houston, TX, 77013	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-113669	ENR	Deborah I Smith	1955-02-11	UHC-06521-05	4476415070	805 Market St, Plano, TX, 75081	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100262	ENR	Alexander A Harvey	1938-05-14	UHC-16443-70	8924884123	4767 Church St, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113828	ENR	Gary Simpson	1987-01-09	UHC-25382-23	2257183689	963 Meadow Ln, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117453	ENR	Diana W Perry	1986-06-07	UHC-40741-22	8472709172	4891 Valley View Dr, Plano, TX, 75086	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106261	ENR	Jasoon A Booyd	1989-11-16	UHC-91703-40	3906071501	8446 Jefferson Ave, Tampa, FL, 33624	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131087	ENR	Virginia V Maldonado	2006-02-18	UHC-28497-69	8846301812	4553 Main St, Sacramento, CA, 95889	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114328	ENR	John F Weaver	1994-09-04	UHC-88583-41	—	3691 Elm St, Austin, TX, 78756	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-124228	ENR	Debra Watkins	1946-06-04	UHC-62544-73	6358888026	5346 Union St, Atlanta, GA, 30356	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111856	ENR	Cheryl Dunn	1987-12-14	UHC-78434-31	2756517999	6313 Highland Ave, Eden Prairie, MN, 55363	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109350	ENR	Stephen Ortega	1981-12-09	UHC-46040-53	4724316137	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-104390	ENR	Justin Q Adams	2007-01-26	UHC-82504-93	5425361701	4773 Willow Ct, Nashville, TN, 37224	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

7,326 rows, page 102 of 147Previous Next