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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137314	ENR	Virginia Maldonado	1970-11-25	UHC-65188-99	6377741635	2323 Lincoln Way # 370, Eden Prairie, MN, 55388	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-142158	ENR	Andrew P Jacobs	1990-12-11	UHC-94590-96	—	5166 Highland Ave Apt 24, Austin, TX, 78720	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-100634	ENR	Megan Q Porter	1973-10-21	UHC-66937-90	2627702901	8071 Maple Ave, Tucson, AZ, 85797	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107925	ENR	Rachel O Carroll	1956-11-10	UHC-07257-67	9554036284	6558 Union St, Miami, FL, 33163	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-105932	ENR	Welter U Coleman	—	UHC-46983-59	—	4297 Canyon Rd, Houston, TX, 77060	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-132823	ENR	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138447	ENR	Roger Martin	1998-05-15	UHC-19292-65	3293322869	4122 Sage Ct, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142186	ENR	Carlos K Ryan	1965-11-08	UHC-09464-45	8434429166	8809 Park Pl, Sacramento, CA, 95871	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110200	ENR	Glria N Black	1994-12-14	UHC-21146-15	7948045970	509 Camelback Rd, Fresno, CA, 93715	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-102578	ENR	Julia D Banks	1999-05-12	UHC-28147-69	—	2452 Canyon Rd # 356, Fresno, CA, 93763	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131752	ENR	Julia H Ryan	1955-06-12	UHC-35022-68	7693142904	5279 Canyon Rd Apt 19, Mesa, AZ, 85202	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122512	ENR	Hannah N Graham	2005-01-26	UHC-42390-49	9195974421	3757 Meadow Ln, Eden Prairie, MN, 55364	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128245	ENR	Helen Williams	1996-06-22	UHC-06869-63	7898098614	6789 Canyon Rd Apt 20, Houston, TX, 77046	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+2 more
ENR-120539	ENR	Eric U Martinz	2002-09-12	—	6302163021	5589 Forest Ave, Fresno, CA, 93710	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-137527	ENR	Wayne D Dunn	1981-09-20	UHC-76545-20	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-138092	ENR	Powell Y Theresa	1989-01-21	UHC-35121-61	5392517226	852 Lincoln Way, Nashville, TN, 37278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104131	ENR	Douglas S Tran	1989-11-23	UHC-80256-41	3402778579	3176 Jefferson Ave, San Diego, CA, 92141	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134103	ENR	Deborah O Webb	1980-01-14	UHC-55665-66	3217469921	3016 River Rd, San Diego, CA, 92103	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108774	ENR	Jordan O McCoy	1962-08-14	UHC-92227-91	5397803910	685 Ridge Rd, Orlando, FL, 32828	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140816	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140561	ENR	Priya Dunn	1959-05-05	UHC-24395-12	7439582379	7821 Oak St, Las Vegas, NV, 89148	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129290	ENR	Arthur Bowman	1951-12-08	UHC-96737-18	—	9264 Canyon Rd, Sacramento, CA, 95813	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127460	ENR	Daniel K Hernandez	1951-02-04	UHC-42476-16	8966821351	2788 Ocean Ave, Minneapolis, MN, 55423	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-129489	ENR	Betty C Johnson	1965-01-02	—	2917665920	3855 Bayshore Dr, Plano, TX, 75090	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139278	ENR	Janice K Smith	1961-08-04	UHC-63818-98	7754108884	7340 Desert Sky Blvd, Tucson, AZ, 85721	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117497	ENR	Douglas T Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-127191	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX, 77049	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-120350	ENR	Lawrence Richards	1964-11-21	UHC-84652-73	4556558005	6040 Main St, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126612	ENR	Grace Yang	1940-08-25	UHC-08514-14	6615215864	9108 Harbor Blvd, Chandler, AZ, 85243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128734	ENR	Larry Patel	1955-07-27	UHC-83681-38	2774072746	8603 Meadow Ln, Tampa, FL, 33643	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-109191	ENR	Joyce Chen	1986-05-01	—	6382529071	9200 Baseline Rd, Denver, CO, 80215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138230	ENR	Anna Y Wallace	1904-10-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104241	ENR	Christian Y Carroll	1994-11-08	UHC-50313-94	—	626 Central Ave, Fresno, CA, 93716	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134799	ENR	Ray V Carpenter	1968-04-14	UHC-37527-46	9809553635	64 Palm Dr, Tucson, AZ, 85720	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125196	ENR	Jacob A Espinoza	1942-06-20	UHC-07841-77	5704838208	2984 Desert Sky Blvd, Tempe, AZ, 85233	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110734	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd, Jacksonville, FL, 32216	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100062	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-129188	ENR	Marilyn T Taylor	1973-12-28	UHC-48770-91	9596807090	9388 Ridge Rd, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131501	ENR	Katherine D Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136543	ENR	Nanyc YJunk	1982-09-21	UHC-42872-27	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-138413	ENR	Charlotte Ausstin	1940-10-01	UHC-73196-91	—	1874 Palm Dr, Scottsdale, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117118	ENR	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr # 838, Austin, TX, 78762	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139105	ENR	Mateo Chen	1996-08-28	UHC-60396-08	7712915703	6374 Jefferson Ave, San Diego, CA, 92129	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118221	ENR	Timothy Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

16,916 rows, page 103 of 339Previous Next