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

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430420	CLM	Dennis Nelson	1992-09-02	UHC-45196-98	—	8076 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421877	CLM	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	6926 Union St, Tempe, AZ, 85228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424192	CLM	Rebecca T Aguilar	1952-05-09	—	7694767515	8664 Cedar Ln, Seattle, WA, 98167	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424545	CLM	Michael Gutierrez	1953-06-19	UHC-45944-04	6264609907	5232 Willow Ct, Sacramento, CA, 95827	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429182	CLM	Megan Richardson	1959-05-13	—	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426315	CLM	Alex Young	1952-05-28	UHC-08174-22	4902003656	5866 Main St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430267	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408790	CLM	Bobby Robinson	1943-11-27	UHC-17176-34	3865667626	9401 Highland Ave, Atlanta, GA, 30309	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403201	CLM	Joyce Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404637	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417616	CLM	Bobby Campbell	1954-09-06	—	6952744565	2686 Church St, Phoenix, AZ, 85054	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405076	CLM	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ, 85264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425227	CLM	Benjamin O Martin	—	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412947	CLM	Kyle Phillips	1999-01-04	UHC-66079-97	—	2516 Harbor Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417243	CLM	Joyce Santiago	2000-08-25	—	—	832 Highland Ave, Los Angeles, CA, 90008	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420938	CLM	Juudith Soto	1995-03-06	—	7712855888	580 Jefferson Ave, San Antonio, TX, 78224	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427624	CLM	Amber Lee	2004-04-08	UHC-32742-91	5362651559	5091 Church St, Sacramento, CA, 95883	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415517	CLM	Jason Rios	2008-12-12	UHC-15718-04	—	3062 Grand Ave, Chandler, AZ, 85216	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-406894	CLM	Brandon Stephens	1981-06-27	—	3368199621	2701 Mesa Dr, Tempe, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430083	CLM	Hannah Howell	1938-12-24	UHC-33142-04	—	550 Palm Dr, Plano, TX, 75033	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405693	CLM	Bradley Vazquez	1943-01-07	—	—	9117 Meadow Ln, Atlanta, GA, 30368	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407320	CLM	Jason H Fowler	1940-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414195	CLM	Santiago Aguilar	1970-06-16	UHC-15363-06	8814811936	7696 Bayshore Dr, San Antonio, TX, 78241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400783	CLM	Fatima Cook	1975-03-18	—	—	3264 Lake View Rd, Sacramento, CA, 95812	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431376	CLM	Logan Porter	1973-10-07	—	3147183504	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404717	CLM	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420828	CLM	Pauul S Butler	1962-03-16	—	—	528 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404458	CLM	Kelly Baker	2006-08-28	—	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414279	CLM	Zachary Watkins	1962-03-15	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409762	CLM	Alexander Bryant	1972-10-17	UHC-16087-50	3076636225	8443 Indian School Rd, Seattle, WA, 98124	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412362	CLM	Marcus Hall	1969-12-13	UHC-13563-26	—	3635 Valley View Dr, Gilbert, AZ, 85243	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428943	CLM	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420708	CLM	Dennis Torres	1989-07-28	—	—	8678 Highland Ave Apt 6, Fresno, CA, 93732	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415763	CLM	Katherie Le	2004-05-21	UHC-75014-19	6554576850	9865 Market St, Tempe, AZ, 85224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419030	CLM	Natalie Ramos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415136	CLM	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL, 32841	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429442	CLM	Kevin Mills	1948-08-03	—	6254216797	7049 Ocean Ave # 714, San Diego, CA, 92129	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-413631	CLM	Hannah Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419231	CLM	Gabriel Esipnoza	1939-11-25	UHC-49887-40	—	6048 Lake View Rd, Glendale, AZ, 85330	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423409	CLM	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428991	CLM	Heather Gomez	2001-11-26	UHC-98871-36	—	7113 Cedar Ln, Minneapolis, MN, 55435	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402591	CLM	Martha Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428127	CLM	Roy Alexander	1975-11-15	—	4563126321	2232 Harbor Blvd, Plano, TX, 75060	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424474	CLM	Judith C Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-426118	CLM	Brenda Wright	1976-02-10	UHC-18417-49	—	2852 Central Ave, Orlando, FL, 32835	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413879	CLM	Eugene B Evans	—	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400620	CLM	Gary J Gutierrez	1992-12-06	—	—	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425724	CLM	Kimberly Valdze	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

16,411 rows, page 95 of 329Previous Next