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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115883	ENR	Randy Graham	1965-11-03	UHC-32783-43	3702437308	4838 Highland Ave, Fresno, CA, 93785	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105819	ENR	Rian Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113795	ENR	Philip C Rodriuez	1953-05-16	UHC-24881-73	—	473 Washington St, Tempe, AZ, 85247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121053	ENR	Jason W Vasquez	2007-07-06	UHC-22579-46	8824809667	4450 Sage Ct # 631, Los Angeles, CA, 90040	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126510	ENR	Marcus X Bishop	2007-09-13	UHC-31910-58	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131155	ENR	Yuki T Johnson	1960-07-06	UHC-34539-08	2568028066	8287 Apache Blvd Apt 11, Columbus, OH, 43255	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120813	ENR	Omar F Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139439	ENR	Lawrence Hoffman	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121303	ENR	Aisha Bryant	1957-04-26	UHC-82316-02	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108001	ENR	Linda V Fields	1968-10-11	UHC-49146-78	9097073704	1120 Pine Dr, Phoenix, AZ, 85081	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122070	ENR	Anthony Jackson	1996-11-11	UHC-47435-53	7084971104	7175 Mesa Dr Apt 24, Dallas, TX, 75263	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122311	ENR	Jacob J Smith	—	UHC-64359-98	—	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-129432	ENR	Michael Grant	1978-08-20	UHC-99299-03	6094451870	5329 Palm Dr, Las Vegas, NV, 89104	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126673	ENR	Laura Walsh	1952-02-18	UHC-49583-56	—	7897 Palm Dr, Plano, TX, 75011	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106271	ENR	Lucia Jenkins	1993-12-04	UHC-65576-36	6504685895	1182 Main St, Glendale, AZ, 85317	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126994	ENR	Michelle D Murphy	1951-01-17	UHC-22881-19	4138767839	2070 Valley View Dr, Scottsdale, AZ, 85209	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126861	ENR	David B Rogers	1950-12-15	UHC-03997-69	6937497399	5317 Washington St Apt 22, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-123351	ENR	Thomas Larson	1946-11-19	UHC-97162-26	3114547369	8467 Mesa Dr Apt 11, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119804	ENR	Ronald Evans	1987-01-25	UHC-63870-54	2197587715	8732 Meadow Ln, Gilbert, AZ, 85296	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128987	ENR	Jordan C Mitchell	1995-11-27	UHC-28654-53	3135680767	9584 Valley View Dr # 135, Scottsdale, AZ, 85224	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110822	ENR	Tony L Torres	1940-10-14	UHC-59591-76	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117347	ENR	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr Apt 22, Tempe, AZ, 85241	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100995	ENR	Shirley Q Wiliamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135532	ENR	Priya Little	1949-11-22	UHC-53505-69	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136884	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.50	Two-digit birth year Phone reformatted City re-cased State name converted to code+3 more
ENR-128976	ENR	Lucia Stone	1995-04-04	UHC-78323-14	8965624143	2092 Bayshore Dr, Tempe, AZ, 85240	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121516	ENR	Gregory M Payne	1946-01-12	UHC-68898-10	2447502625	9887 Valley View Dr # 775, Los Angeles, CA, 90064	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101378	ENR	Jack H Hudson	1946-12-16	UHC-98393-26	7088010615	5259 River Rd, Gilbert, AZ, 85265	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121181	ENR	Jeremy Aguilar	1979-11-21	UHC-85770-80	9342961966	7625 Palm Dr, Jacksonville, FL, 32291	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106851	ENR	Catherine U Kelly	1960-03-04	UHC-17734-12	—	4121 Mesa Dr, Las Vegas, NV, 89111	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105517	ENR	Jonatan F Wells	1997-04-19	UHC-50263-53	6818072026	9341 Church St, Seattle, WA, 98160	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133709	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100514	ENR	Bobby C Gilbert	2001-02-27	UHC-67259-66	3642810070	6310 Grand Ave, Dallas, TX, 75253	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-101798	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-139380	ENR	Olivia S Jackson	1939-08-05	UHC-00850-94	5626698509	8395 Highland Ave # 437, Dallas, TX, 75286	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137919	ENR	Hannah Valdez	1969-03-27	UHC-12876-94	—	4569 Baseline Rd, Glendale, AZ, 85357	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117793	ENR	Ahmed Hayees	1995-10-01	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123733	ENR	Jess Morris	1978-02-12	UHC-05205-94	7479409565	9584 Apache Blvd, Charlotte, NC, 28233	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110624	ENR	Kimberly K Murphy	—	UHC-02279-39	7844893230	973 Canyon Rd, Glendale, AZ, 85300	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113564	ENR	Carl K Payne	1955-10-25	UHC-04139-14	—	3575 Willow Ct, Los Angeles, CA, 90052	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123745	ENR	Dorothy Austin	1949-11-11	UHC-48631-14	4625337469	8657 Oak St, Los Angeles, CA, 90068	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-115527	ENR	Luis H Munoz	1963-10-07	UHC-84496-65	5683113536	8503 Oak St, Atlanta, GA, 30354	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110939	ENR	Alex R Gutierrez	1968-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135821	ENR	Jordan J Boyd	1962-06-03	UHC-82021-98	5339654881	5668 Union St Apt 1, Minneapolis, MN, 55466	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113826	ENR	Ahmed Z Burke	1958-06-22	UHC-38144-72	3877647745	2720 Spring St Apt 19, Minneapolis, MN, 55435	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113260	ENR	Carolyn Moore	—	UHC-65072-52	2204956098	8841 Jefferson Ave, Nashville, TN, 37223	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

3,951 rows, page 16 of 80Previous Next