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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123932	ENR	Luis Hudson	—	UHC-27450-54	3475491164	3881 Pine Dr, Chandler, AZ, 85241	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107277	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.40	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113184	ENR	Charlotte G Larson	1991-02-27	UHC-18308-01	6169617997	7747 Pine Dr, Charlotte, NC, 28266	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-105424	ENR	Elijah F Reyes	—	UHC-97983-29	2064907061	9605 Valley View Dr, Fresno, CA	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-123653	ENR	Hiroshi G Park	1959-12-07	UHC-48459-62	5464354921	4378 Apache Blvd, Gilbert, AZ, 85241	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100596	ENR	Juan Castro	1979-08-01	UHC-48650-39	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103810	ENR	Justtin H Vega	1963-07-18	UHC-33269-61	7118533690	8801 Washington St, Austin, TX, 78794	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142141	ENR	Kiberly Carlson	1992-02-13	UHC-99272-77	9677891744	8110 Highland Ave # 808, Mesa, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103287	ENR	Margaret E Young	1969-06-14	UHC-35522-23	—	7545 Meadow Ln, Tampa, FL, 33664	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142645	ENR	Rachel Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave # 633, San Diego, CA, 92164	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased+2 more
ENR-114403	ENR	Natalie A Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA, 98177	0.40	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139680	ENR	Anthony K Martinez	1940-08-19	UHC-87903-13	2506779810	9406 Ocean Ave, Miami, FL, 33166	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121812	ENR	Andrew Warren	2007-04-07	UHC-05787-77	6748813281	5638 Canyon Rd, Jacksonville, FL	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102236	ENR	Larry Porter	1995-06-19	UHC-17643-77	2842831018	2951 Indian School Rd, San Antonio, TX, 78212	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
ENR-106803	ENR	Amy W Rede	1945-12-14	UHC-39326-26	5426816770	6175 Canyon Rd, Austin, TX	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-127070	ENR	Patrick K Gutierrez	1994-09-25	UHC-40734-68	2545355645	2721 River Rd, Denver, CO, 80201	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135312	ENR	Fatima Oliver	1962-01-25	UHC-11964-30	4875021630	3457 Harbor Blvd, Miami, FL, 33104	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142516	ENR	Willie K Stone	2002-08-28	UHC-76277-46	—	2135 Willow Ct, Austin, TX, 78763	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113106	ENR	Thomas Jensen	—	UHC-32487-12	4339903320	2508 Maple Ave Apt 6, Mesa, AZ, 85243	0.40	Name re-cased Date of birth missing Unit split from street ZIP+4 trimmed+2 more
ENR-118346	ENR	Michelle Herreera	1970-04-19	UHC-13353-75	—	3581 Ocean Ave Apt 33, Atlanta, GA, 30351	0.40	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-107585	ENR	—Junk	1949-09-01	UHC-94190-94	4083015876	5716 Canyon Rd, Sacramento, CA, 95857	0.40	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111481	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-104046	ENR	Vicky Martinez	1938-06-02	UHC-68159-11	—	5310 Baseline Rd, Orlando, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121319	ENR	Austin Nelson	1942-09-21	UHC-36547-42	9483618186	9020 Maple Ave Apt 2, Seattle, WA, 98127	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110100	ENR	Waletr Spencer	1973-03-20	UHC-07750-27	9759296763	8981 Valley View Dr, Chandler, AZ, 85228	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134118	ENR	Amanda Little	1989-06-12	UHC-87673-57	—	8345 Lincoln Way, Mesa, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-138652	ENR	Jacob J Estrada	2003-02-10	UHC-56956-50	7635246727	3162 Park Pl, Miami, FL, 33198	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133489	ENR	Kim Bryant	1999-01-19	UHC-33003-66	—	1902 Willow Ct, Dallas, TX, 75298	0.40	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-139244	ENR	Jose M Boyd	1961-05-09	UHC-21496-08	—	2859 River Rd, Sacramento, CA, 95805	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128746	ENR	Harold Green	1967-04-09	UHC-13221-79	4862209245	5940 Grand Ave # 946, Chandler, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126583	ENR	Gary Arnold	1996-02-18	UHC-03152-96	7812237795	3675 Mesa Dr, Houston, TX, 77067	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-137085	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	5384589978	2368 Sage Ct, Glendale, AZ, 85307	0.40	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-114950	ENR	Jake Welch	1958-01-25	UHC-92655-20	—	1663 Highland Ave, Jacksonville, FL, 32216	0.40	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130278	ENR	Bruce Jakcson	1956-01-19	UHC-34324-18	8167114526	8460 Oak St, Jacksonville, FL	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115598	ENR	Paul H Jensen	1952-06-06	UHC-67862-96	4553358202	2332 Highland Ave, Dallas, TX	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108230	ENR	Nicole Rodriguez	2008-05-07	UHC-29082-91	9859842278	9401 Ocean Ave # 664, Tempe, AZ, 85221	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113760	ENR	Ronald W Hernandez	1959-09-24	UHC-70616-98	4314881127	4335 Main St, Las Vegas, NV, 89189	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119643	ENR	Jesse E Mejia	1978-07-04	UHC-75572-51	9736935453	7813 Main St Apt 23, Austin, TX, 78794	0.40	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110037	ENR	Michael P Jordan	—	UHC-00509-33	9076453116	7237 Palm Dr, Los Angeles, CA	0.40	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106861	ENR	Jess X Montgomery	1977-07-19	UHC-28580-22	6654019985	4165 Jefferson Ave Apt 16, Fresno, CA, 93787	0.40	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121639	ENR	Zachary Morgan	1999-07-13	UHC-30597-89	8588239600	4537 Church St Apt 33, Chandler, AZ, 85205	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128114	ENR	Roger F Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114003	ENR	Carlos Thompson	—	UHC-17306-34	9513534287	7115 Apache Blvd # 644, Tampa, FL, 33652	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113866	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St # 160, Nashville, TN, 37244	0.40	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-111021	ENR	Camila M Lucas	1959-11-09	UHC-50549-37	—	1620 Jefferson Ave, Dallas, TX	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108720	ENR	Gary U Schmidt	1966-12-22	UHC-93699-20	9088961016	5966 Palm Dr Apt 15, Tucson, AZ, 85794	0.40	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-125667	ENR	Ray Sullivan	1989-08-22	UHC-05981-64	—	5591 Sage Ct, Chandler, AZ	0.40	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140556	ENR	Jeff Padilla	1983-08-18	UHC-65369-28	9878083092	9574 Ridge Rd, Eden Prairie, MN	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127527	ENR	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more

7,326 rows, page 11 of 147Previous Next