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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-107713	ENR	Randy I Hawkins	1963-06-06	UHC-99256-51	4508173685	8060 Central Ave Apt 30, Austin, TX, 78758	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
CLM-401401	CLM	Gabriel Robertson	1946-05-09	UHC-65311-64	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409190	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	—	4528 Maple Ave, Mesa, AZ, 85293	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139351	ENR	Logan Schmidt	1996-11-06	UHC-72980-69	2317385984	2821 Ridge Rd, Orlando, FL, 32853	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107948	ENR	Ahmed X Harper	—	UHC-87526-51	4263598581	7978 Park Pl, Phoenix, AZ, 85072	0.64	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-114462	ENR	Amber T Lawson	1966-10-18	UHC-06484-17	7516803935	4988 Meadow Ln, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108315	ENR	Ann Rose	1941-12-19	UHC-35859-97	3732873228	7264 Sunset Blvd, Seattle, WA	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20114	PRV	Robert C Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St Apt 21, Dallas, TX, 75231	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-408871	CLM	Walter Clark	1980-03-06	UHC-73064-35	—	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137764	ENR	Billy Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129478	ENR	Rachle Garza	1978-11-27	UHC-97077-57	5313933194	3933 Sunset Blvd, Minneapolis, MN	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431924	CLM	Mari Moore	1952-08-07	UHC-35971-23	—	3317 Lincoln Way, Atlanta, GA	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP missing+2 more
ENR-114991	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-24428	PRV	Mariana M Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136367	ENR	Beverly Padilla	1940-02-20	UHC-77581-82	3579324847	5745 Grand Ave, Las Vegas, NV, 89191	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138380	ENR	Diana Bradley	1967-01-01	UHC-18488-60	9658987005	2234 Oak St Apt 33, Austin, TX, 78771	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114576	ENR	Brittany O Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110161	ENR	Laura C Hunt	1988-07-01	UHC-09969-91	—	8070 Market St, Tampa, FL, 33681	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-407417	CLM	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-112469	ENR	Kyle Li	1946-05-20	UHC-25227-10	4228794927	1871 Ocean Ave, Charlotte, NC, 28217	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
TPA-52096	TPA	Alice G Perry	1943-04-24	UHC-53984-35	2096714901	9138 Harbor Blvd, Denver, CO, 80219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132748	ENR	Doris Nguyen	1987-05-23	UHC-88200-92	8156584722	5958 Church St, Seattle, WA, 98170	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115511	ENR	Joe Young	1970-04-15	UHC-47202-94	4936769926	6460 Grand Ave # 673, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
CLM-416075	CLM	Jordan V Lee	1969-03-03	UHC-83908-16	—	3342 Grand Ave, Los Angeles, CA, 90009	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110515	ENR	Sandra D Cunningham	1960-02-24	UHC-43108-81	2483748310	6712 Pine Dr, Charlotte, NC, 28226	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104829	ENR	Mei Y Mendoza	—	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-121947	ENR	Jason Y Ray	1940-09-10	UHC-62029-61	4124497935	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-106407	ENR	Jacqueline T Carr	1992-04-28	UHC-24246-93	3043923076	1495 Washington St, San Diego, CA, 92113	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135223	ENR	Thomas Q Oliver	1969-05-12	UHC-30268-27	3389560838	2143 Elm St, Sacramento, CA, 95806	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140159	ENR	Sophia J Patel	2007-09-07	UHC-74674-41	4509419466	6789 Apache Blvd, Denver, CO, 80206	0.64	Name re-cased Member ID reformatted State name converted to code Email lower-cased+2 more
ENR-124678	ENR	Robert B Washington	1969-04-03	UHC-52616-95	9322149169	8721 Apache Blvd Apt 8, Miami, FL, 33146	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-120012	ENR	Justin V Ramirez	1986-11-23	UHC-79273-51	5684645075	6629 Lincoln Way, Fresno, CA, 93707	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-140137	ENR	Alexis Hawkins	2000-11-03	UHC-64557-63	4977365840	9371 Spring St, Tempe, AZ, 85258	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131228	ENR	Jennifer I Vargas	1989-11-03	UHC-26130-42	—	2753 River Rd, Plano, TX, 75058	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112881	ENR	Joshua M Diaz	1983-01-17	UHC-62814-55	5379681224	5351 Lake View Rd, Chandler, AZ, 85271	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100613	ENR	Susan Robertson	—	UHC-87281-75	9717543482	2352 Willow Ct, Houston, TX, 77049	0.64	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-139464	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139463	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-117041	ENR	Jeremy I Fernandez	1986-04-21	UHC-50658-84	9418675142	7181 Mesa Dr, Denver, CO, 80202	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422243	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-422242	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-125674	ENR	Jenkins Emily	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21159	PRV	Carol Stevens	—	UHC-34223-83	7206056203	8254 Spring St, Nashville, TN, 37250	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 49 of 155Previous Next