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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101014	ENR	Stephen V Spencer	1972-06-27	UHC-01478-55	—	334 Spring St, Austin, TX, 78785	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427606	CLM	Frances V Cammpbell	1992-09-16	UHC-98486-22	—	94 Washington St, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401213	CLM	Lerry Delgado	1979-01-19	UHC-13396-91	—	1290 Cedar Ln, Denver, CO, 80222	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23227	PRV	Mark Green	1981-09-10	—	4616697548	1449 Maple Ave, Los Angeles, CA, 90008	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423222	CLM	William Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20707	PRV	Ann R Harris	1985-01-28	—	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-55079	TPA	Barbara Brooks	1954-11-18	—	6684268957	7623 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419401	CLM	Edward Green	1963-11-19	—	—	277 Mesa Dr, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425826	CLM	Ahmed Barnes	1943-05-04	—	—	1236 Spring St, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408096	CLM	Eugene Hughes	2008-02-10	—	—	2894 Camelback Rd Apt 19, Plano, TX, 75005	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409230	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400114	CLM	Nancy Patel	1982-05-17	—	—	5592 Oak St, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419572	CLM	Eugene Perez	1995-04-11	—	—	7968 Baseline Rd, Chandler, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422937	CLM	Kathryn U Cooper	1979-09-21	UHC-84332-55	—	2370 Ridge Rd, Mesa, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114735	ENR	Mason R Wagner	1966-04-13	UHC-90831-50	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128831	ENR	Sarah Brown	1973-01-21	UHC-49452-97	7378659813	1396 Apache Blvd, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57793	TPA	Brittany Romero	1966-01-05	—	—	1928 Maple Ave, Austin, TX, 78709	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142329	ENR	Ronald R Ford	1963-10-11	UHC-97301-31	3682391657	137 Hillcrest Rd, Atlanta, GA, 30351	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126960	ENR	Amber S Ross	1963-01-15	UHC-76266-30	—	8205 Spring St Apt 6, Minneapolis, MN, 55414	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-20760	PRV	Julia Nguyen	1941-11-07	—	8612466417	4434 Washington St, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123830	ENR	Robert P Franklin	1956-02-12	UHC-92808-89	7522231700	2377 Camelback Rd, Tucson, AZ, 85789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22674	PRV	Bruce Griffin	1978-03-04	—	—	5529 Ridge Rd, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110248	ENR	Lisa J Berry	1993-11-04	UHC-31792-15	9032765988	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408762	CLM	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-129133	ENR	Dylan King	1987-06-20	UHC-96987-27	4903523959	1249 Washington St Apt 7, Austin, TX, 78754	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-402359	CLM	Philip O Morgan	1939-11-19	—	—	5281 River Rd, Minneapolis, MN, 55432	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431104	CLM	Kathryn Garza	1950-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
TPA-55606	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140655	ENR	Omar Moreno	1962-10-03	UHC-86667-03	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-115571	ENR	Doris Q Garza	1984-03-09	UHC-21021-96	9645202486	6498 Market St, Tempe, AZ, 85264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116538	ENR	Joe Ford	1978-09-19	UHC-43516-61	9687738680	1902 Highland Ave, Chandler, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137935	ENR	Paul K Turner	1967-03-08	UHC-87005-81	7197864405	4191 Hillcrest Rd, Miami, FL, 33187	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112998	ENR	Mark Marquez	1973-02-09	UHC-65595-79	4114338695	2581 Maple Ave, San Antonio, TX, 78228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56503	TPA	Michael Simmons	2001-03-10	—	7728629963	4812 Canyon Rd, Las Vegas, NV, 89194	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101638	ENR	Luccia K Peters	1980-09-08	UHC-14402-39	7962402987	8664 Market St, Atlanta, GA, 30375	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121214	ENR	George E Fisher	1961-03-23	UHC-84057-85	8336986277	1435 Grand Ave, Dallas, TX, 75251	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411176	CLM	Betty Wheeeler	2002-10-15	UHC-47951-04	—	2733 Church St, Charlotte, NC, 28288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114801	ENR	JJunk	1943-12-03	UHC-02814-75	—	5104 Union St, Gilbert, AZ, 85211	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431793	CLM	Anthony Ortiz	1962-11-28	—	—	3514 Sage Ct, Austin, TX, 78758	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426521	CLM	Kelly Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407153	CLM	Russell Dunn	2006-05-24	UHC-33552-97	—	2113 Spring St, Minneapolis, MN, 55494	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128810	ENR	George I Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410038	CLM	Joan Y Clark	1967-11-09	UHC-92120-58	—	3163 Grand Ave, Atlanta, GA, 30308	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419205	CLM	Charlotte Burns	1970-12-25	—	4664150992	1008 River Rd, Glendale, AZ, 85368	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more

32,400 rows, page 159 of 648Previous Next