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

Enrollment, 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
ENR-142210	ENR	Alan Warren	1946-09-10	UHC-64777-94	3213403999	7316 Valley View Dr, Chandler, AZ, 85285	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-139586	ENR	Matthew Richardson	1948-04-15	UHC-54742-13	6325338211	3988 Lincoln Way, Las Vegas, NV, 89121	0.80	Name re-cased Member ID reformatted City re-cased Gender normalised
ENR-133625	ENR	Madyson H Jensen	1974-08-20	UHC-05658-81	7187371827	9280 Baseline Rd, Fresno, CA, 93711	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
ENR-100473	ENR	James Jacobs	2006-08-09	UHC-48722-18	—	7733 Washington St, Los Angeles, CA, 90076	0.80	Street suffix standardised Address re-cased City re-cased Email lower-cased
ENR-129853	ENR	Jon H Johnston	1977-03-04	UHC-00925-87	9172331133	3559 Meadow Ln, Orlando, FL, 32833	0.80	Phone reformatted City re-cased Email lower-cased Gender normalised
ENR-120682	ENR	Bruce B Hudson	1961-11-11	UHC-80355-87	4792630309	6612 Mesa Dr, Los Angeles, CA, 90035	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-136559	ENR	Saa Delgado	1975-12-23	UHC-60255-97	3327366791	7602 Mountain View Dr, Mesa, AZ, 85206	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-136368	ENR	Emily X Obrien	1941-06-06	UHC-64936-31	6845830935	1389 Lincoln Way, Atlanta, GA, 30392	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
ENR-129808	ENR	Michelle M Burns	1938-06-03	UHC-94933-30	3189326726	6585 Bayshore Dr, San Antonio, TX, 78245	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased
ENR-136974	ENR	Marilyn H Castro	1987-10-05	UHC-38734-29	—	4304 Park Pl, Gilbert, AZ, 85295	0.82	Phone missing area code City re-cased Whitespace trimmed
ENR-128305	ENR	Laura Hayes	1982-02-12	UHC-18951-39	8847645031	8992 Canyon Rd, Minneapolis, MN, 55454	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-114358	ENR	Andrea I Owens	1999-05-17	UHC-67052-41	8347681417	714 Sage Ct, Tucson, AZ, 85723	0.82	Street suffix standardised Address re-cased City re-cased
ENR-142551	ENR	Carlos M Mendez	1986-02-16	UHC-08909-47	9855421098	7015 River Rd, Houston, TX, 77062	0.82	Street suffix standardised Address re-cased City re-cased
ENR-104354	ENR	Steven V Patel	1972-10-27	UHC-64870-35	4472914198	3521 Main St, Sacramento, CA, 95837	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-104285	ENR	Diego Willis	1976-12-04	UHC-87330-63	3998853867	5065 Ocean Ave, Chandler, AZ, 85274	0.82	Name re-cased City re-cased ZIP+4 trimmed
ENR-112928	ENR	Jean Adams	1949-12-27	UHC-82811-85	8846396701	7441 Oak St, Orlando, FL, 32897	0.82	Street suffix standardised Address re-cased City re-cased
ENR-117711	ENR	Julie B Parker	1969-01-20	UHC-44097-04	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.82	Name split from “Last, First”Member ID reformatted City re-cased
ENR-117585	ENR	Sarah Hunt	1998-07-09	UHC-87592-42	—	3523 Market St, Houston, TX, 77046	0.82	Phone missing area code City re-cased Placeholder values cleared
ENR-107012	ENR	Lawrence M Hamilton	1949-01-17	UHC-23883-35	—	8701 Sunset Blvd, Sacramento, CA, 95881	0.82	Street suffix standardised Address re-cased City re-cased
ENR-102030	ENR	William H Ryn	1977-07-24	UHC-69758-29	—	4925 Park Pl, Sacramento, CA, 95887	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-125979	ENR	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl, Tempe, AZ, 85233	0.82	City re-cased Gender normalised Placeholder values cleared
ENR-106761	ENR	Edward V Luna	1994-12-22	UHC-84310-40	8547435669	2286 Forest Ave, Tampa, FL, 33686	0.82	Name re-cased City re-cased Gender normalised
ENR-124655	ENR	Randy Z Fisher	1984-01-26	UHC-09845-24	8405547906	772 Harbor Blvd, Atlanta, GA, 30393	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-133413	ENR	Jason I Rose	1967-10-22	UHC-44955-22	4399997437	4069 Pine Dr, Mesa, AZ, 85230	0.82	Name re-cased City re-cased Gender normalised
ENR-106721	ENR	Santiago Kelly	2003-06-14	UHC-46436-07	3477558957	1154 Desert Sky Blvd, Miami, FL, 33145	0.82	Member ID reformatted City re-cased Gender normalised
ENR-100870	ENR	William L Spencer	2003-07-20	UHC-77918-24	7996100622	6014 Baseline Rd, Sacramento, CA, 95821	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-113584	ENR	Benjamin L Jones	1991-05-27	UHC-38434-13	6846058886	4261 Sunset Blvd, Columbus, OH, 43263	0.82	Street suffix standardised Address re-cased City re-cased
ENR-129605	ENR	Charles Z Boyd	1950-09-14	UHC-87605-29	8107142846	2449 Ocean Ave, Gilbert, AZ, 85239	0.82	City re-cased ZIP+4 trimmed Email lower-cased
ENR-135529	ENR	Bobby J Hamilton	1978-03-19	UHC-84570-37	8774330477	6726 Ocean Ave, Mesa, AZ, 85272	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-141142	ENR	Rebecca A Stewart	1941-09-21	UHC-12215-27	5966087482	378 Willow Ct, Plano, TX, 75059	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-105160	ENR	Michael Reynolds	1966-01-18	UHC-84802-78	9854836775	9598 Mesa Dr, Plano, TX, 75013	0.82	Two-digit birth year Phone reformatted City re-cased
ENR-123978	ENR	Eugene Gordon	2000-06-13	UHC-51400-98	3958359187	3363 Forest Ave, Las Vegas, NV, 89134	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-101546	ENR	Donald E Coleman	1984-08-28	—	8374800488	6723 Spring St, Minneapolis, MN, 55467	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-133814	ENR	Roger Gordon	1945-04-10	UHC-28110-84	6068032271	3536 Grand Ave, Denver, CO, 80260	0.82	Two-digit birth year Phone reformatted City re-cased
ENR-130841	ENR	Cheryl H Butler	1945-11-14	UHC-34460-27	6763001291	6585 Bayshore Dr, Plano, TX, 75038	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-138566	ENR	Margaret Morgan	1939-09-25	UHC-97317-10	3017080542	4818 Church St, Jacksonville, FL, 32274	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-105413	ENR	Dylan Webb	—	UHC-32490-35	—	2218 Harbor Blvd, Eden Prairie, MN, 55324	0.82	Date of birth unreadable Member ID reformatted City re-cased
ENR-103940	ENR	Ethan N Kennedy	1976-12-10	UHC-13142-91	3374733410	173 Canyon Rd, Eden Prairie, MN, 55375	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-131769	ENR	Teresa F Yang	1949-03-26	UHC-81484-49	3053337622	5071 Jefferson Ave, Scottsdale, AZ, 85215	0.82	Street suffix standardised Address re-cased City re-cased
ENR-124723	ENR	Larry F Green	1958-08-24	UHC-67519-46	9053069190	7068 Lake View Rd, Orlando, FL, 32830	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-119593	ENR	Sandra G Singh	1975-10-23	UHC-70540-52	6847308043	1491 Jefferson Ave Apt 32, Gilbert, AZ, 85269	0.82	Phone reformatted Unit split from street City re-cased
ENR-105388	ENR	Kathryn Diaz	1991-05-13	UHC-61746-34	—	5960 Palm Dr, Glendale, AZ, 85310	0.82	Phone missing area code City re-cased Placeholder values cleared
ENR-128326	ENR	Will Burton	1963-03-18	UHC-67576-88	7465988596	4536 Harbor Blvd, Houston, TX, 77070	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-132143	ENR	Philip Maldonado	1995-01-07	UHC-05637-01	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-124816	ENR	Adam W Ortega	1967-06-08	UHC-25173-52	8585875028	8102 Mountain View Dr, Orlando, FL, 32855	0.82	Phone reformatted SSN last four extracted City re-cased
ENR-138258	ENR	Judy Moore	2007-06-13	UHC-31565-20	—	357 Willow Ct, Chandler, AZ, 85279	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-107225	ENR	Megan Reynolds	1954-09-13	UHC-83388-10	2482457798	9684 Highland Ave, Dallas, TX, 75253	0.82	Street suffix standardised Address re-cased City re-cased
ENR-111398	ENR	Roy L Haall	1993-08-25	UHC-96263-41	—	9106 Harbor Blvd, Los Angeles, CA, 90083	0.82	Date of birth reformatted Phone missing area code City re-cased
ENR-121895	ENR	Lawrence Stewart	1991-07-18	UHC-18168-91	8919498102	3043 Church St, Houston, TX, 77015	0.82	Street suffix standardised Address re-cased City re-cased
ENR-139865	ENR	Smantha Ruiz	1978-04-18	UHC-04065-77	2504472466	3319 Harbor Blvd, San Antonio, TX, 78295	0.82	Name split from “Last, First”City re-cased Whitespace trimmed

8,423 rows, page 139 of 169Previous Next