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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126160	ENR	Gery Q Nelson	1968-12-10	UHC-97451-67	9166121182	1869 Oak St, San Diego, CA, 92156	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108221	ENR	Jennifer D Reyes	1991-01-16	UHC-48924-09	4437237267	5349 Valley View Dr, Plano, TX, 75006	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State name converted to code+1 more
ENR-128222	ENR	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.54	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted State name converted to code+1 more
ENR-141786	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141787	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111290	ENR	Patricia X Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.54	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-100083	ENR	Melissa D Fields	1951-09-13	UHC-11822-38	8014746440	754 Central Ave, Houston, TX, 77085	0.54	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-120082	ENR	Diana Q Oliver	2003-10-02	UHC-09068-41	3282569089	4633 Hillcrest Rd, Seattle, WA, 98134	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-136542	ENR	Kimberly L Wiliamson	1998-05-10	UHC-18983-05	2655746027	7202 Elm St, Miami, FL, 33127	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-136541	ENR	Kimberly L Wiliamson	1998-05-10	UHC-18983-05	2655746027	7202 Elm St, Miami, FL, 33127	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-108535	ENR	Lawrence E Mitchell	1940-07-19	UHC-30433-13	6425815350	5724 Hillcrest Rd Apt 11, Columbus, OH, 43221	0.56	Middle initial moved out of first name Unit split from street City re-cased State name converted to code
TPA-52783	TPA	Don W Walsh	1951-05-07	—	8584013690	7131 Spring St, Denver, CO, 80243	0.56	Name split from “Last, First”Middle initial moved out of first name Gender normalised Placeholder values cleared
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
ENR-103347	ENR	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-100256	ENR	Aaron O Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing
ENR-114112	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-114111	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-109937	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109938	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-127706	ENR	Dennis J Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised
ENR-119105	ENR	Lori F Hunt	1990-05-24	UHC-23583-92	3428429051	4504 Forest Ave, Plano, TX, 75013	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-128842	ENR	Megan Q Burton	1960-11-09	UHC-99195-77	4718390466	6057 Jefferson Ave, Los Angeles, CA, 90069	0.56	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-112580	ENR	Nicole L Hayes	1981-12-01	UHC-37888-45	3824024491	8810 Cedar Ln, Columbus, OH, 43209	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-133373	ENR	Ruth W Rsoe	1997-12-20	UHC-90723-35	9529317242	8340 Maple Ave, Dallas, TX, 75212	0.58	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-141080	ENR	Nicholas B Perkins	1956-11-05	UHC-71520-80	4993429935	1304 Meadow Ln, Plano, TX, 75099	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-114031	ENR	Ashley T Ford	2003-12-13	—	5383125194	7109 Forest Ave, Sacramento, CA, 95846	0.58	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-118208	ENR	Ykui M Bell	1965-12-01	UHC-62559-25	3646476692	6643 Oak St, Chandler, AZ, 85219	0.58	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104019	ENR	Aaron M Harper	1938-07-05	UHC-31201-42	2862380558	6894 Pine Dr, Minneapolis, MN, 55450	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-133771	ENR	Janet Z Yang	1971-10-02	UHC-47290-18	3858584468	9686 Cedar Ln, Sacramento, CA, 95824	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-136280	ENR	Thomas C Chavez	1964-11-24	UHC-88059-40	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-132172	ENR	Jeffrey A Castro	1990-11-05	UHC-34597-03	8813910960	3466 Mountain View Dr, Sacramento, CA, 95896	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-124011	ENR	Austin G Alvarado	1970-08-08	UHC-25449-29	3039362540	3546 Highland Ave, Chandler, AZ, 85293	0.58	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-427318	CLM	Brenda Y Gonzalez	1966-12-25	UHC-48692-65	8202141642	3145 Apache Blvd, Houston, TX, 77084	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-103780	ENR	Linda W Henry	1983-07-14	UHC-84983-22	4112687226	7924 Church St, Tampa, FL, 33607	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-128287	ENR	Joe F Lucas	1988-09-18	UHC-29310-40	2633564464	8962 Main St, Tempe, AZ, 85259	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-26999	PRV	Juustin W Garrett	1988-09-04	UHC-18690-32	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-120957	ENR	Juhn E Ramos	1941-03-16	UHC-03305-70	4482304692	8029 Park Pl, San Antonio, TX, 78277	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-408723	CLM	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-116430	ENR	Samuel C Kelley	1955-07-10	UHC-55006-25	7046110385	6204 Union St, Orlando, FL, 32816	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-129698	ENR	Hiroshi G Rivera	1952-01-23	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-23240	PRV	Mason R Wagner	1966-04-13	—	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-114152	ENR	Joe N Gilbert	1955-07-08	UHC-26332-03	7267466952	1573 Union St, Fresno, CA, 93742	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-117391	ENR	Kimberly F Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
CLM-400084	CLM	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120529	ENR	Janet T Hoffman	1977-04-21	UHC-00217-94	—	9782 Valley View Dr, Dallas, TX, 75231	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-27999	PRV	Alexander W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-128785	ENR	Christine W Singh	1971-02-03	UHC-80809-93	2526413605	835 Main St, Tempe, AZ, 85255	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-126182	ENR	Mason B Stewart	1961-06-25	UHC-38574-16	3233545682	6930 Sunset Blvd, Sacramento, CA, 95875	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more

1,125 rows, page 9 of 23Previous Next