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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107863	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107864	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-22456	PRV	Mark Sanchez	1989-03-12	UHC-08088-38	3526111154	7775 Desert Sky Blvd, Columbus, OH, 43278	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100667	ENR	Hiroshi I Payne	1973-06-23	UHC-37270-06	8092524500	6131 Apache Blvd, Austin, TX, 78777	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133661	ENR	Wayne B Hansen	1992-06-27	UHC-73085-85	3507887140	9844 Mountain View Dr, San Diego, CA, 92131	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-111440	ENR	Mason B Thmas	1975-02-27	UHC-72107-50	8042854375	9032 Hillcrest Rd, San Antonio, TX, 78283	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128702	ENR	Henry Sean	2006-09-22	UHC-61982-60	2738717720	4054 Apache Blvd Apt 38, Jacksonville, FL, 32272	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404482	CLM	Maria Fields	2000-02-10	—	4563813806	9137 Ocean Ave, Sacramento, CA, 95838	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418056	CLM	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117186	ENR	Ann Barnes	2002-11-15	UHC-79988-61	8394609081	9185 Central Ave, Charlotte, NC	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405960	CLM	Judy P Wells	1938-01-11	UHC-84471-03	2872005196	9036 Valley View Dr, Tempe, AZ, 85211	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125096	ENR	Debra S Coleman	1946-01-26	UHC-23801-02	—	9237 Washington St, Miami, FL, 33147	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103733	ENR	Beverly B Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126822	ENR	Carol Castillo	2004-05-18	UHC-75924-10	6199411290	9167 Canyon Rd, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-25168	PRV	James Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136227	ENR	Elijah G Yang	1990-04-17	UHC-90889-13	4254694345	418 Washington St, Las Vegas, NV	0.50	Name re-cased Phone reformatted State name converted to code ZIP missing+3 more
CLM-407003	CLM	Grace Lawrence	1990-02-28	UHC-55097-42	—	5929 Central Ave, Glendale, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107801	ENR	Emily A Peters	1962-08-09	UHC-24172-82	5184678823	2414 Union St, Denver, CO, 80267	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128855	ENR	Eric C Hall	1956-12-06	UHC-73484-68	2032903503	6838 Maple Ave, Dallas, TX, 75299	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422632	CLM	Heather Hudson	1938-03-05	—	9293965350	359 Jefferson Ave, Fresno, CA, 93771	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426350	CLM	Maria R Jordan	1979-04-01	—	—	7536 Central Ave, Atlanta, GA, 30385	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416985	CLM	Kenneth Henry	2001-05-17	UHC-27427-73	—	4427 Forest Ave, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-421393	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416196	CLM	Carol Dunn	1959-09-09	UHC-98857-51	—	5140 Apache Blvd, Fresno, CA, 93731	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26188	PRV	Mariana Montgomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.52	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+2 more
PRV-20748	PRV	Christian Webb	1970-03-12	UHC-18196-25	9306451616	2076 Mountain View Dr Apt 36, San Antonio, TX, 78259	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112888	ENR	Justin Gibson	2005-01-06	UHC-79224-70	—	8984 Maple Ave, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-141456	ENR	Brandon Moreno	1983-09-07	UHC-40927-06	4523852288	1197 Hillcrest Rd, Columbus, OH, 43212	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121904	ENR	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave # 301, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139404	ENR	Sara Little	—	UHC-35431-69	7267674899	6080 Mesa Dr, Atlanta, GA, 30327	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125963	ENR	Harold Q Peterson	2004-06-22	UHC-40852-83	3279938860	7323 Harbor Blvd, Las Vegas, NV, 89191	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412842	CLM	George P Evans	1942-02-04	UHC-58786-71	8625600336	4569 Mesa Dr, Scottsdale, AZ, 85296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418020	CLM	Jessica Gordon	—	—	—	7519 Pine Dr, Sacramento, CA, 95810	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429084	CLM	Mariena Williamson	1967-04-01	—	4858857683	2955 Church St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138525	ENR	Patrick F Ford	1995-10-11	UHC-51035-41	8037302850	9774 Willow Ct, Tampa, FL, 33687	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139631	ENR	Ronald George	1953-09-04	UHC-01862-02	6598849840	7249 Palm Dr, Houston, TX, 77096	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57493	TPA	Diane Maldonado	1965-07-17	—	6149673335	8807 Broadway, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-120722	ENR	Richard L Sandoval	1947-10-27	UHC-66581-87	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26322	PRV	Maria Delgado	1996-06-14	—	2465913779	9693 Highland Ave Apt 24, Nashville, TN, 37285	0.52	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
TPA-61408	TPA	Alexaner Palmer	1984-03-01	—	—	8899 Apache Blvd, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407177	CLM	Ahmed T Wallace	1970-07-11	—	—	4100 Cedar Ln, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-135194	ENR	Billy M Robertson	2004-11-07	UHC-17775-68	7932812018	1554 Grand Ave, Phoenix, AZ, 85023	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126815	ENR	Mary M Garrett	2007-12-22	UHC-35643-74	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430815	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413278	CLM	Katherine King	1944-12-21	—	—	5831 Meadow Ln # 329, Tempe, AZ, 85271	0.52	Name re-cased Two-digit birth year Unit split from street State name converted to code+2 more
ENR-131858	ENR	Keith Carroll	1988-08-27	UHC-89001-42	9754329905	3969 Apache Blvd, Tempe, AZ, 85202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-56810	TPA	Day Q Denny	—	—	—	2557 Bayshore Dr, Tempe, AZ, 85225	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130206	ENR	Mary C Ferguson	1953-05-16	UHC-59478-04	—	9096 Park Pl, Atlanta, GA, 30358	0.52	Name re-cased Phone missing area code City re-cased State name converted to code+2 more
ENR-114980	ENR	Christina I Guzman	1999-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401231	CLM	Dennis Matthews	1968-10-04	—	—	4603 Desert Sky Blvd, Fresno, CA, 93752	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 46 of 182Previous Next