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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140139	ENR	Diane L Fisher	1984-02-16	UHC-53365-30	2767398459	4157 Church St Apt 9, Columbus, OH, 43285	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106811	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	8172 Canyon Rd, San Antonio, TX, 78272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113069	ENR	Evelyn Lee	1981-06-08	UHC-80205-94	—	8558 Camelback Rd, Minneapolis, MN, 55409	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102179	ENR	Donald G Rooss	1996-12-09	UHC-84152-83	2277971875	223 Indian School Rd, Charlotte, NC, 28201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103083	ENR	Anthony Brooks	1992-02-12	UHC-38979-10	8259102437	9264 Indian School Rd, Tempe, AZ, 85265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109424	ENR	Ralph R Rios	1942-07-13	UHC-62279-46	4883355336	6066 Apache Blvd, Fresno, CA, 93795	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123704	ENR	Jennifer Santos	1944-02-16	UHC-69446-66	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107161	ENR	Linda J Andrews	1977-03-23	UHC-12390-67	3909752658	822 Sage Ct, Gilbert, AZ, 85200	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103768	ENR	Zachary A Wheeler	1991-01-13	UHC-43929-28	2993185230	3086 Sage Ct, Mesa, AZ, 85243	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111924	ENR	Bobby W Ortiz	1951-11-28	UHC-28257-23	—	8007 Cedar Ln, Houston, TX, 77037	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102068	ENR	Stephanie L Miller	1992-05-27	UHC-50204-08	6092039771	339 Central Ave # 176, Jacksonville, FL, 32212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140578	ENR	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118309	ENR	Sarah Burns	1957-05-23	UHC-70818-69	9627167220	2920 Hillcrest Rd, Sacramento, CA, 95834	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104443	ENR	Judith Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd, Fresno, CA, 93763	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110945	ENR	Therasa Q Park	1940-09-04	UHC-02703-13	8938996873	2853 Camelback Rd, Plano, TX, 75066	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138307	ENR	Raymond V Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA, 30387	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142819	ENR	Santos F Elizabath	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125776	ENR	Will M Espinoza	1960-09-11	UHC-41396-31	6646168492	9710 Palm Dr, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118910	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128269	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-112703	ENR	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103150	ENR	Evelyn Y Green	1999-02-03	UHC-14885-23	2777100758	7071 Oak St, Denver, CO, 80209	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123589	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114629	ENR	Valentina Marshall	—	UHC-34628-13	5736138237	6701 Mountain View Dr, Austin, TX, 78717	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-130756	ENR	Patel B Pamela	1970-03-25	UHC-46677-80	5795492500	5691 Palm Dr, San Antonio, TX, 78230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108269	ENR	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119610	ENR	Ahmed F Edwards	1997-12-19	UHC-35674-54	6274661495	9550 Palm Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107447	ENR	Ruth Williams	1945-02-14	UHC-57933-77	3666020616	4734 Pine Dr, Tempe, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127116	ENR	Sandra H Bell	1952-11-28	UHC-70265-57	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139510	ENR	Frank D Wang	1974-04-11	UHC-52030-56	8656849700	9191 Union St # 504, Tempe, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134998	ENR	Eric Foster	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137403	ENR	Lori Parker	1954-02-10	UHC-63572-41	—	1144 Mountain View Dr, Columbus, OH, 43280	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-130860	ENR	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106337	ENR	Thomas Q Hart	2004-09-01	UHC-88572-81	—	3114 Sage Ct, Seattle, WA, 98128	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-130846	ENR	Bruce T Graham	1938-04-24	UHC-62566-62	7747627572	5761 Elm St, Tampa, FL, 33641	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126910	ENR	George Rios	1946-03-27	UHC-14932-67	9444237590	514 Park Pl, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101906	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd # 524, Glendale, AZ, 85388	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123180	ENR	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL, 33676	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106823	ENR	Jacob Scott	1995-09-05	UHC-63996-57	2366427446	5350 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108200	ENR	Steven G Roberts	1984-09-22	UHC-13249-09	5102013793	4159 Mountain View Dr, Tucson, AZ, 85728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126425	ENR	Santiago B Robertson	2005-09-25	UHC-96558-10	5973378221	915 Canyon Rd, Minneapolis, MN, 55461	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122649	ENR	Joshua O Turner	2006-01-21	UHC-52997-64	5898925828	1947 Grand Ave, Houston, TX, 77024	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-113125	ENR	Dougles R Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112357	ENR	Jonathan G Gardner	1959-12-22	UHC-56406-57	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118935	ENR	Barbara J Brooks	2004-04-02	UHC-49696-28	7159973458	2534 Palm Dr, Scottsdale, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108447	ENR	Judith B Wood	—	UHC-98663-15	3155364374	3125 Desert Sky Blvd, Eden Prairie, MN, 55364	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-136445	ENR	Valentina Q Contreras	1958-06-16	UHC-43924-28	7299045898	9833 Baseline Rd, Columbus, OH, 43291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133126	ENR	Benjamin V Stone	1986-11-28	UHC-33045-31	8237057406	8811 Palm Dr, Tampa, FL, 33645	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105533	ENR	Anna Willis	1963-11-06	UHC-02375-50	7695472625	7346 Grand Ave, Seattle, WA, 98119	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114411	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

26,564 rows, page 203 of 532Previous Next