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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423595	CLM	Christine Hoffman	2003-05-09	UHC-38010-16	—	5855 Spring St, Phoenix, AZ, 85022	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-417775	CLM	Patricia K Phillips	1964-04-13	UHC-42386-79	—	6649 Hillcrest Rd, Plano, TX, 75021	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-108228	ENR	Shirley V Watson	1942-01-18	UHC-42611-87	—	5102 Main St, Austin, TX, 78707	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-111914	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH, 43290	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-432482	CLM	Luis Jonees	1948-05-16	UHC-28777-79	9778047251	2298 Sage Ct, Phoenix, AZ, 85096	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119744	ENR	Laura Watkins	1961-02-15	UHC-86062-54	2947284413	2762 Willow Ct Apt 17, Mesa, AZ, 85231	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113586	ENR	Julia S Nguyen	1969-11-02	UHC-27419-79	4658031478	5776 Meadow Ln Apt 20, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-29234	PRV	Ruth F Mejia	1994-02-05	UHC-04349-37	5244507176	4936 Ocean Ave, Seattle, WA, 98130	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-418300	CLM	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-127727	ENR	Katherine V Wagner	1962-05-06	UHC-22531-13	7622018414	1301 Ocean Ave, Columbus, OH, 43273	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136373	ENR	Doris X James	1957-05-03	—	5085601226	1527 Elm St, Plano, TX, 75087	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-134771	ENR	Alan Smith	2004-11-04	UHC-62253-64	9226668786	8017 Highland Ave, Glendale, AZ, 85346	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127192	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101177	ENR	Kenneth Valdez	2007-03-07	UHC-31713-51	8025418269	8917 Apache Blvd, Fresno, CA, 93719	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20606	PRV	Randy D Barnes	2000-03-03	UHC-19730-93	2408991504	429 Union St, Houston, TX, 77094	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-408570	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26078	PRV	Anthony Riley	1941-12-25	UHC-65454-36	9096795110	6638 Willow Ct, Charlotte, NC	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24808	PRV	Aaron Willis	1992-01-26	UHC-69925-56	3095902243	446 Grand Ave, Fresno, CA, 93747	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23537	PRV	Kathleen Hill	1999-03-18	UHC-13926-37	2953858485	8010 Oak St, Fresno, CA, 93746	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
PRV-26271	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26272	PRV	Victoria Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl Apt 19, Seattle, WA, 98124	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-403522	CLM	Marcus Nichols	2004-08-26	UHC-44150-48	—	7644 Ridge Rd, Minneapolis, MN, 55461	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-132165	ENR	Heather Q Moreno	1963-08-07	UHC-49093-34	8734612717	2841 Lake View Rd, San Diego, CA, 92191	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109432	ENR	Richard R Medina	1988-06-20	UHC-01593-38	5669552739	9218 Highland Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27314	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.46	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142550	ENR	Jeffrey J Edwards	1993-02-09	UHC-98325-80	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113205	ENR	Debra Rojas	1943-07-15	UHC-41714-20	7817565985	8068 Meadow Ln, Tampa, FL, 33688	0.46	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+5 more
CLM-416467	CLM	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-420079	CLM	Jasoon A Powwell	1964-02-12	UHC-18174-80	4646937878	5736 Meadow Ln, Miami, FL, 33152	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126585	ENR	Logan Park	1943-12-09	UHC-39537-44	5322791353	8579 Highland Ave, Sacramento, CA, 95884	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-55254	TPA	Austin Bryant	2006-12-17	—	2946316629	6850 Spring St, Orlando, FL, 32899	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109842	ENR	Evelyn Aguilar	1950-07-13	UHC-87143-55	7835865413	2316 Ridge Rd, Tampa, FL, 33637	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134132	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.46	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
CLM-427351	CLM	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101756	ENR	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	7270 Bayshore Dr, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22845	PRV	Abigail Jenkins	2005-12-11	UHC-73523-67	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59883	TPA	Danielle Martinez	2004-07-22	—	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-426081	CLM	Mason Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-424924	CLM	Doris T Ford	1958-02-28	UHC-97244-05	—	1242 Lake View Rd # 450, Scottsdale, AZ, 85224	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-414448	CLM	Emily Wels	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-128863	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-128862	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-403067	CLM	Alexis Garza	1972-01-15	—	6564150199	7046 Pine Dr, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112473	ENR	Ruth U Larsun	1960-08-11	UHC-12479-78	5659225745	1086 Forest Ave, Denver, CO, 80224	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415239	CLM	Aisha Owens	2002-06-26	UHC-84488-96	2317075318	7806 Main St, Orlando, FL, 32868	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-117844	ENR	Gerald H Silva	1976-09-23	UHC-54444-80	2935575873	3638 Valley View Dr, San Antonio, TX, 78284	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407554	CLM	Jack I Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141739	ENR	Lucia I Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

9,084 rows, page 20 of 182Previous Next