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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25426	PRV	Peter West	1938-08-09	—	6856053731	6880 Valley View Dr, Fresno, CA, 93777	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107748	ENR	Aisha I Grant	1988-08-19	UHC-55008-70	5674201497	627 River Rd, Denver, CO, 80285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402185	CLM	Maria Ryan	1938-07-25	UHC-27360-11	—	367 Baseline Rd, Nashville, TN, 37284	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114283	ENR	Charlotte Valdez	1991-05-01	UHC-15624-35	8302217698	1375 Canyon Rd, Columbus, OH, 43288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404582	CLM	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-109429	ENR	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430717	CLM	Amanda Q Guerrrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave, Denver, CO, 80208	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50547	TPA	Albert P Claark	1977-05-15	—	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26456	PRV	Nancy I Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd, Fresno, CA, 93781	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-140196	ENR	Timothy Simmons	1970-01-17	UHC-23080-10	2297565731	1641 Washington St, Glendale, AZ, 85362	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429583	CLM	Victoria Lnych	1983-07-12	—	3868037372	5827 Indian School Rd, Sacramento, CA, 95821	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108852	ENR	Andrew Crawford	1945-10-27	—	—	5392 Grand Ave, Tempe, AZ, 85297	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129845	ENR	Michael Q Simpson	1954-08-26	UHC-64894-03	2356808576	8696 Oak St, Scottsdale, AZ, 85265	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101596	ENR	Sara W Stone	1964-02-27	UHC-23544-97	—	7258 Hillcrest Rd, Seattle, WA, 98154	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416473	CLM	Ruth Mills	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN, 37205	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21465	PRV	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave, Eden Prairie, MN, 55329	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140542	ENR	John G Allen	1966-07-19	UHC-13241-71	6447531765	4795 Maple Ave, Fresno, CA, 93713	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62455	TPA	Billy Woods	2008-12-28	—	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109876	ENR	Lawrence J Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr, Denver, CO, 80281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411679	CLM	Carolyn J Fisher	1951-05-24	UHC-83736-19	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-126844	ENR	Carlos Owens	2002-03-21	UHC-15148-98	—	7466 Desert Sky Blvd, San Antonio, TX, 78278	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128593	ENR	Gregory Q Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409262	CLM	Terry E Rivera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26333	PRV	Marcus Howell	1997-01-01	UHC-94996-60	8419915857	337 Mesa Dr, San Antonio, TX, 78216	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-26539	PRV	Bobby Sandoval	1957-04-03	UHC-01331-40	6909516499	8910 Harbor Blvd, Charlotte, NC, 28245	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28116	PRV	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408540	CLM	Santiago J Fowler	1946-12-10	UHC-38032-37	2975307721	566 Broadway Apt 8, Las Vegas, NV, 89197	0.74	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
PRV-25046	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct, Dallas, TX, 75233	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114360	ENR	Martha U Ford	1961-02-21	UHC-56717-41	9767378504	5939 Palm Dr, Las Vegas, NV, 89155	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25128	PRV	Alexis Walker	1962-07-15	UHC-81179-53	3715679556	2604 Highland Ave, Phoenix, AZ, 85013	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112434	ENR	Mrak Y Elliott	1950-10-20	UHC-75576-62	6204988692	2679 Pine Dr, Los Angeles, CA, 90020	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64431	TPA	Joseph Payne	1971-07-21	—	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124807	ENR	Logan O Andrews	1991-09-19	UHC-36924-06	3236321320	1919 Union St, Eden Prairie, MN, 55337	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-131030	ENR	Dot M Walker	1977-01-10	UHC-49183-67	6146452238	7010 Harbor Blvd, Denver, CO, 80231	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-54649	TPA	Ana X James	1952-02-17	UHC-70297-58	8439058580	1093 Jefferson Ave, Plano, TX, 75077	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20704	PRV	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432578	CLM	Melissa Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St, Chandler, AZ, 85284	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113979	ENR	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136181	ENR	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63854	TPA	Alice Snyder	1981-06-05	—	5149107994	5736 Market St, Scottsdale, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29279	PRV	Samantha Y Thompson	1977-08-09	UHC-17634-87	7776040312	5712 Pine Dr, Glendale, AZ, 85306	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123553	ENR	Doroothy Ryan	1968-08-15	UHC-07579-14	—	4228 River Rd, Houston, TX, 77096	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121732	ENR	Amy Thompson	1987-11-09	UHC-57787-63	8997949203	364 Pine Dr, Phoenix, AZ, 85006	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120936	ENR	Hunter Z Priya	1954-01-20	UHC-29271-30	9786209617	800 Union St, Jacksonville, FL, 32226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432203	CLM	Helen Jacobs	1998-02-04	UHC-52233-84	7632433077	2811 Desert Sky Blvd, Las Vegas, NV, 89160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130277	ENR	Andrew L Torres	1961-08-03	UHC-97596-90	7829374162	300 Forest Ave Apt 33, Plano, TX, 75010	0.74	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more

17,850 rows, page 164 of 357Previous Next