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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118295	ENR	Rebecca V Cooper	1954-10-28	UHC-13701-22	7979222692	4303 Forest Ave # 898, Glendale, AZ, 85366	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117097	ENR	Natalie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave Apt 30, Sacramento, CA, 95892	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-136278	ENR	Mariana Chen	1992-11-11	UHC-99463-67	9652345337	5602 Ridge Rd Apt 20, San Diego, CA, 92173	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138432	ENR	Debra O Kennedy	1964-01-18	UHC-17931-97	3367354783	171 Apache Blvd # 278, Seattle, WA, 98107	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-103480	ENR	Jordan T McDonald	2006-11-16	UHC-22206-80	3655266403	8883 Spring St Apt 18, Jacksonville, FL, 32224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124642	ENR	Arthur Berrry	1956-05-15	UHC-33176-25	9887034935	8371 Sage Ct Apt 9, Charlotte, NC, 28200	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141978	ENR	Christian Nichols	1949-03-23	UHC-98422-73	8008890097	5985 Harbor Blvd Apt 11, Los Angeles, CA, 90039	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-113884	ENR	Walter S Griffin	1960-02-26	UHC-72826-07	4007341691	6093 Hillcrest Rd # 225, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116743	ENR	Stephen Dunan	1963-01-07	UHC-52474-88	8456888882	2845 Market St Apt 31, Tampa, FL, 33648	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109082	ENR	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave Apt 6, Austin, TX, 78720	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102288	ENR	Edward Castro	1947-09-12	UHC-16241-24	7566232347	1337 Highland Ave # 492, Tempe, AZ, 85210	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-122586	ENR	Kala J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St # 303, Phoenix, AZ, 85041	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117113	ENR	Cheryl B Porter	1961-12-22	UHC-07691-19	6668443902	1305 Sunset Blvd Apt 12, Columbus, OH, 43239	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-120019	ENR	Emma Q Howell	1955-08-17	UHC-71565-22	9083572980	7016 Palm Dr # 712, Houston, TX, 77081	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120307	ENR	Christine D Wells	1968-02-28	UHC-35426-84	—	8006 Hillcrest Rd Apt 6, Miami, FL, 33147	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-133728	ENR	Donald Santiago	2003-08-02	UHC-70607-32	5392213150	4272 Harbor Blvd Apt 30, Miami, FL, 33124	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135050	ENR	Jeremy Yang	1957-01-06	UHC-66540-13	—	7540 Valley View Dr # 190, Phoenix, AZ, 85049	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134861	ENR	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	6464 Canyon Rd Apt 6, Dallas, TX, 75253	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-133945	ENR	Karen E Romero	1986-03-19	UHC-81131-34	6014145517	6696 Spring St Apt 30, Denver, CO, 80276	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-118278	ENR	Ryan Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd Apt 8, Tempe, AZ, 85234	0.66	SSN last four extracted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-127881	ENR	Steven I Alvarez	2007-02-25	UHC-39225-34	7799760516	6594 Spring St # 199, San Antonio, TX, 78212	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103244	ENR	Bradley W Turner	1961-08-04	UHC-55785-69	3202071846	2375 Mesa Dr # 886, Las Vegas, NV, 89184	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-128267	ENR	Diego X Black	1965-12-21	UHC-20003-54	9646611338	6320 Market St # 813, Jacksonville, FL, 32290	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107776	ENR	Thomas U Armstrong	1993-12-04	UHC-87670-07	9622937747	1436 Elm St Apt 23, Austin, TX, 78709	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106633	ENR	Samantha J Martinez	1975-02-15	UHC-54468-81	7356043698	3914 Forest Ave Apt 1, Phoenix, AZ, 85069	0.66	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-140048	ENR	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr Apt 21, San Antonio, TX, 78293	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-102056	ENR	Russell Grant	1963-06-03	UHC-75264-90	2388363005	8259 Highland Ave Apt 9, Atlanta, GA, 30307	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141088	ENR	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave # 627, Charlotte, NC, 28273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123825	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St Apt 40, Austin, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-114997	ENR	Nanccy V Castillo	1967-03-21	UHC-50056-60	5223231228	8927 Pine Dr # 413, Tucson, AZ, 85723	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-120233	ENR	Fatima G Hall	1965-03-14	UHC-67947-36	6783292593	8635 Jefferson Ave Apt 14, Chandler, AZ, 85258	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-116839	ENR	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl Apt 7, Jacksonville, FL, 32289	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-104270	ENR	Jake D Larson	1956-04-26	UHC-52805-48	4215827082	4106 Palm Dr Apt 32, Tampa, FL, 33608	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-120960	ENR	Marilyn H Foster	1983-07-05	UHC-25899-89	6854729778	8187 Harbor Blvd Apt 35, Los Angeles, CA, 90086	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131167	ENR	Bryan Bennett	1964-09-17	UHC-16351-34	4287150448	7035 River Rd # 285, Austin, TX, 78763	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130701	ENR	Dot Howard	1963-06-08	UHC-03790-63	4855146828	7140 Ridge Rd # 140, Atlanta, GA, 30317	0.66	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-107884	ENR	Linda L Fernandez	1982-04-06	UHC-01221-98	—	4335 Desert Sky Blvd Apt 7, Mesa, AZ, 85248	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-113847	ENR	Cheyrl Luna	1977-07-26	UHC-10346-27	4828053742	122 Park Pl # 337, San Diego, CA, 92192	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103298	ENR	Andrew Cox	1987-11-22	UHC-53180-13	8562628295	830 Sunset Blvd Apt 18, Miami, FL, 33189	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-123258	ENR	Ruiz Cynthia	2004-07-03	UHC-99876-79	3079561426	1310 Highland Ave Apt 31, Denver, CO, 80239	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140475	ENR	Marilyn Castillo	1980-10-24	UHC-80095-34	5593864702	7402 Highland Ave Apt 39, Chandler, AZ, 85284	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114099	ENR	Sophia Howell	1955-03-14	UHC-94875-63	2588509176	2468 Oak St # 913, Gilbert, AZ, 85221	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110506	ENR	Deborah O Jensen	2003-06-04	UHC-88017-09	2945010614	7205 Harbor Blvd Apt 35, Mesa, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127332	ENR	Jan Hill	1962-12-26	UHC-76210-92	3955796746	8614 Ocean Ave Apt 30, Las Vegas, NV, 89198	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127242	ENR	Russell Fernandez	1977-05-25	UHC-14589-20	5935565458	1840 Camelback Rd # 324, Dallas, TX, 75281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133745	ENR	Harold K Alvarez	1986-03-19	UHC-54243-69	4663893229	6628 Ridge Rd # 606, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-105501	ENR	Phiilp Bell	1989-06-25	UHC-78034-52	8403121915	2564 Palm Dr # 240, Fresno, CA, 93722	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-121900	ENR	Lawrence G Sullivan	—	UHC-68792-58	8465575907	3901 Willow Ct Apt 30, Atlanta, GA, 30308	0.66	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+1 more
ENR-104248	ENR	Jordan Jenkins	1964-07-24	UHC-50659-48	4787216624	1038 Park Pl # 424, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more

3,345 rows, page 44 of 67Previous Next