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
CLM-432811	CLM	Valentina Jacobs	1974-08-06	UHC-49399-41	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112802	ENR	Logan Lewis	1969-06-02	UHC-66714-96	5757926798	5160 Church St, Dallas, TX, 75205	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135765	ENR	Gloria K Harris	2007-02-17	UHC-29924-54	8269389336	7150 Lake View Rd, Mesa, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52142	TPA	Gerald Cox	1971-10-05	—	—	5111 Canyon Rd, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400280	CLM	Heather F Foster	2000-04-09	UHC-18247-46	8226072896	7943 Central Ave, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22829	PRV	Aisha Mason	2002-10-17	UHC-99034-92	4116705178	5568 Hillcrest Rd, San Diego, CA, 92148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109673	ENR	Mark R Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105650	ENR	Beverly X Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-425573	CLM	Janet Tucker	1972-06-26	UHC-36190-80	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129580	ENR	David S Jenkins	1989-07-15	UHC-74186-15	3838413658	2280 Union St, Los Angeles, CA, 90094	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411065	CLM	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125509	ENR	Barbara C Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX, 78257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20538	PRV	Madison J Welch	1946-12-10	UHC-40299-97	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430724	CLM	Mateo Salazar	1965-05-19	—	8103428509	4525 Highland Ave, Mesa, AZ, 85215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-127256	ENR	Logan I Griffin	2008-08-07	UHC-21233-88	8079732102	9614 Palm Dr, Columbus, OH, 43213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27510	PRV	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX, 78789	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122178	ENR	Julia X Powell	2005-04-04	UHC-59905-63	7674276461	6540 Sunset Blvd, Glendale, AZ, 85355	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431348	CLM	Ryan Anderson	1999-10-17	UHC-78959-95	—	1852 Main St, Las Vegas, NV, 89111	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-416588	CLM	Debra Wagner	1967-06-21	UHC-54439-28	7785471930	4557 Canyon Rd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121767	ENR	Julia T Hansen	1986-07-22	UHC-54398-04	6624891593	2065 Mountain View Dr, Phoenix, AZ, 85019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102745	ENR	Gregory O Estrada	1957-04-09	UHC-62694-94	7693415761	3921 Cedar Ln, San Antonio, TX, 78259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406643	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406644	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127800	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62511	TPA	Gary Q Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-432658	CLM	Alice Hanson	1952-11-06	UHC-82049-78	—	6900 Spring St, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101693	ENR	Wayne P Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
CLM-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126468	ENR	Frances E Howard	1973-02-25	UHC-51655-54	9867523585	9018 Main St # 582, Phoenix, AZ, 85093	0.62	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-107285	ENR	Bryan Patterson	1986-06-20	UHC-00042-37	6958693021	6528 Ridge Rd, Glendale, AZ, 85321	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56282	TPA	Rachel Kelley	1977-08-18	—	—	7186 Oak St, Orlando, FL, 32883	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107433	ENR	Niole F Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24622	PRV	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX, 75217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109231	ENR	Ana Hoffman	1966-03-13	UHC-13956-74	5945110535	6463 Washington St, Denver, CO, 80206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418175	CLM	Michael Diaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123113	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110841	ENR	Nathan X Herrera	1939-07-21	UHC-38983-05	6794440799	621 Lincoln Way, Gilbert, AZ, 85256	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
PRV-24809	PRV	Stephen Weber	1987-01-28	—	6874491291	8952 Sage Ct, Charlotte, NC, 28253	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55842	TPA	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58184	TPA	Jean Wang	1965-07-21	—	7958227871	2348 Elm St, Glendale, AZ, 85368	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125787	ENR	Eugene X Perez	1995-04-11	UHC-36595-86	—	7968 Baseline Rd, Chandler, AZ, 85244	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53866	TPA	Jack C Pierce	1958-12-15	—	—	4710 Jefferson Ave, Miami, FL, 33123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

9,084 rows, page 80 of 182Previous Next