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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405709	CLM	Jean Sullivan	1986-08-24	UHC-24114-02	6352395516	48 Ridge Rd, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126675	ENR	Christian Y Lopez	1953-01-23	UHC-33964-60	—	2080 Ocean Ave, Las Vegas, NV, 89141	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
CLM-425376	CLM	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53762	TPA	Carlos Taylor	1960-11-05	—	2273350001	5964 Sage Ct, Columbus, OH, 43271	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-29567	PRV	Rachel I Adams	1939-03-26	UHC-34375-78	6705879506	5892 Oak St, Tucson, AZ, 85724	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124059	ENR	Albert N Freeman	1980-04-15	UHC-90198-79	5023696716	8360 Central Ave, Charlotte, NC, 28241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23528	PRV	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-20213	PRV	Abby Simmons	1953-06-10	—	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
ENR-134300	ENR	Anna Rios	1952-11-10	UHC-02264-18	7685792406	30 Pine Dr, Dallas, TX, 75265	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414125	CLM	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd, Glendale, AZ, 85315	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114689	ENR	Paul H Panye	1993-10-13	UHC-88254-20	2797817250	1179 Sage Ct, Plano, TX, 75021	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29507	PRV	Rob Ramos	1946-11-20	—	—	5876 Indian School Rd, San Antonio, TX, 78239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28278	PRV	Shirley Media	1939-03-28	UHC-90535-74	2946985847	902 Elm St Apt 24, Glendale, AZ, 85336	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-130007	ENR	Brandon H Flores	1953-08-11	UHC-82145-28	6908262458	9438 Valley View Dr, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121337	ENR	Christian I Larson	2006-05-02	UHC-67827-03	3328093429	4251 Ocean Ave, Gilbert, AZ, 85285	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405550	CLM	Lawrence Warren	1961-05-03	UHC-31399-31	—	7599 Indian School Rd, Miami, FL, 33150	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411536	CLM	Kenneth Santos	1944-04-09	UHC-35521-44	5226564984	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419486	CLM	Raymond Sullivan	1989-08-22	—	4874231313	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-432339	CLM	Christian Moreno	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-104181	ENR	Walter Espinoza	1973-10-15	UHC-26179-57	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.64	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-410391	CLM	Steven Parker	1949-06-25	UHC-34642-01	9399111135	7981 Spring St, Phoenix, AZ, 85070	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119060	ENR	Bruce B Weaver	1955-03-27	UHC-97693-66	7647669997	7058 Sage Ct, Tucson, AZ, 85731	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140424	ENR	Willie K Matthews	1992-03-09	UHC-07255-40	7069708466	5707 Palm Dr, Miami, FL, 33192	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425138	CLM	Logan Davis	1975-12-05	UHC-19058-33	9412123448	2947 Palm Dr, Tampa, FL, 33616	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430981	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103094	ENR	Mariana P Nelson	1954-02-04	UHC-45506-94	8145800676	5038 Mountain View Dr, Nashville, TN, 37224	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402241	CLM	Jesse Stewart	1987-07-23	UHC-43749-60	—	6125 Oak St, Gilbert, AZ, 85258	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53747	TPA	Susan Sims	1958-07-18	—	—	2297 Elm St, Austin, TX, 78742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101586	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101585	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-59940	TPA	Sarah McDonald	1956-05-05	UHC-91367-28	7045518382	6759 River Rd, Miami, FL, 33162	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127409	ENR	Jeremy Y Barnes	1988-02-13	UHC-66920-30	2072481591	3426 Market St, San Antonio, TX, 78238	0.64	Two-digit birth year Phone reformatted SSN last four extracted City re-cased+2 more
PRV-21225	PRV	James S Watson	1963-01-06	—	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122894	ENR	Gary Hunt	1959-05-19	UHC-01749-02	3153862451	9561 Lincoln Way, Miami, FL	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP missing+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-140844	ENR	Janet Vazquez	1989-12-01	UHC-47351-63	3879183611	2641 Palm Dr, Seattle, WA, 98110	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403378	CLM	Roy W Vazquez	1941-01-06	—	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423851	CLM	Madison Bennett	1987-08-09	UHC-18742-54	—	8827 Highland Ave, Las Vegas, NV, 89113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-109166	ENR	Yuki Larson	2005-01-18	UHC-96213-84	7354225566	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103723	ENR	Gloria F Flores	1949-06-18	UHC-00099-58	7023135329	—	0.64	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
TPA-53730	TPA	Mei Jackson	2002-05-19	—	—	3669 Market St, Mesa, AZ, 85225	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26033	PRV	Mason P Foster	1975-03-14	—	4662759937	8369 Bayshore Dr, Eden Prairie, MN, 55344	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425736	CLM	Shaaron Stevens	1948-08-04	—	—	5794 Jefferson Ave, Los Angeles, CA, 90084	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more

6,661 rows, page 58 of 134Previous Next