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-106093	ENR	Yuki Burns	1954-07-12	UHC-79691-46	2648057026	1160 Jefferson Ave # 442, Austin, TX, 78703	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129724	ENR	Robert Q Torres	1954-09-05	UHC-04834-05	5023469011	5873 Lake View Rd # 793, Chandler, AZ, 85254	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-105665	ENR	George V Crewford	1976-11-08	UHC-99216-35	7729035825	5515 Park Pl Apt 30, Los Angeles, CA, 90050	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129456	ENR	Dorothy Wood	1950-05-01	UHC-31545-27	—	7288 Mesa Dr, Jacksonville, FL, 32293	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-142717	ENR	Doris McDonald	1977-06-19	UHC-00910-81	5318250759	566 Church St, Chandler, AZ, 85203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126228	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-105977	ENR	Ahmed R Hill	1939-10-14	UHC-13347-11	—	6465 Spring St, Tempe, AZ, 85249	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106775	ENR	Lina R Elliott	—	UHC-90738-32	5577741928	6169 Lake View Rd, Atlanta, GA, 30323	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-101568	ENR	Ethan Maldonado	1970-10-25	UHC-81823-63	5677378172	2378 Sunset Blvd, Phoenix, AZ, 85028	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-104787	ENR	Sean Clark	1973-12-09	UHC-83360-30	—	6639 Mountain View Dr, Sacramento, CA, 95813	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118488	ENR	Amanda Shaw	—	UHC-91321-72	8639911050	7331 Washington St, Columbus, OH, 43256	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116625	ENR	Elizabeth N Chapman	1944-12-23	UHC-12513-30	8676977543	2615 Ridge Rd, San Antonio, TX	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
ENR-131111	ENR	Camila Rice	1963-08-13	UHC-37080-07	8559683729	5371 River Rd, Columbus, OH, 43208	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109722	ENR	Natalie W Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd Apt 33, Minneapolis, MN, 55489	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111855	ENR	Ruth Lewis	1970-09-20	UHC-46141-66	7488133012	4673 Market St, Sacramento, CA, 95801	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138385	ENR	Lucia P Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141005	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-141052	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St # 201, Orlando, FL, 32803	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117405	ENR	Eddie Alvarez	1948-01-05	—	—	9770 Highland Ave, Fresno, CA, 93745	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-108646	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	2227302295	5206 Sunset Blvd, Columbus, OH, 43225	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more
ENR-102212	ENR	Kylle Q Wang	1939-09-22	UHC-43409-27	2606172007	5461 Indian School Rd, Fresno, CA, 93741	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138726	ENR	Julia B Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117769	ENR	Sephen N Miller	1973-09-12	UHC-27582-63	3896210901	800 Central Ave, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117379	ENR	Ryan K Edwards	—	UHC-00951-12	2522258706	7275 Harbor Blvd, Glendale, AZ, 85367	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-138358	ENR	Alice R Gibson	1952-08-03	UHC-06859-92	9569565704	3399 Palm Dr, Los Angeles, CA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140952	ENR	Marilyn Hart	1964-01-17	UHC-50479-15	—	448 Highland Ave, Eden Prairie, MN, 55376	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-113849	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA, 90029	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-142250	ENR	Carol X Hoffman	1961-10-11	UHC-22754-18	6155433254	2719 Elm St, Mesa, AZ, 85249	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-106297	ENR	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101932	ENR	Mary B Simmons	1941-09-06	UHC-87003-66	5559499580	5610 River Rd, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-114201	ENR	Dorothy Q Mason	1997-01-28	UHC-16584-13	—	8937 Desert Sky Blvd, Glendale, AZ, 85340	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112646	ENR	Christina Allen	1957-02-22	UHC-12140-68	3233474932	5023 Apache Blvd, Charlotte, NC, 28205	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102909	ENR	Christina Y Bradley	1958-08-26	UHC-61892-18	9852474058	934 Apache Blvd Apt 11, Plano, TX, 75078	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-114182	ENR	Harold Fox	1946-07-09	UHC-10508-05	6978267472	8814 Elm St, Columbus, OH, 43242	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108351	ENR	Camila D Murphy	1983-01-06	UHC-75358-97	5742191506	3039 Pine Dr, Glendale, AZ, 85303	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112399	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA, 93701	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135409	ENR	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140635	ENR	Kenneth H Garrett	1999-04-11	UHC-93400-76	8187002990	1710 Harbor Blvd, Minneapolis, MN, 55446	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108920	ENR	Jean Myers	1977-02-04	UHC-89681-88	4287338255	4776 Pine Dr, Orlando, FL, 32867	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-121350	ENR	Alan O Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 239, Fresno, CA, 93760	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111440	ENR	Mason B Thmas	1975-02-27	UHC-72107-50	8042854375	9032 Hillcrest Rd, San Antonio, TX, 78283	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107762	ENR	Kevin Franklin	1974-07-23	UHC-68794-85	4983975282	8025 Valley View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104160	ENR	Vincent T Brooks	1946-11-09	UHC-04330-68	4282903653	1195 Ridge Rd, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133868	ENR	Nathan A Alvarez	1999-11-21	UHC-29311-43	7384171614	3534 Mesa Dr, Seattle, WA, 98176	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116893	ENR	Michael V Harrison	—	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125096	ENR	Debra S Coleman	1946-01-26	UHC-23801-02	—	9237 Washington St, Miami, FL, 33147	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118842	ENR	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

7,326 rows, page 34 of 147Previous Next