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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132918	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136383	ENR	Mark Valdez	1980-03-27	UHC-55520-85	6958144014	9126 Main St, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133314	ENR	Lauren L Schmidt	1958-01-11	UHC-71355-26	4944651390	6676 Central Ave, Austin, TX, 78741	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132655	ENR	Scott Patel	2000-06-04	UHC-96356-10	—	4716 Forest Ave, Mesa, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124106	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	—	1996 Elm St # 811, Tampa, FL, 33661	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129365	ENR	Rebecca Park	1944-01-03	UHC-57183-04	6785769340	3555 Oak St, Tempe, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-115592	ENR	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave Apt 25, Nashville, TN, 37295	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116665	ENR	Jacob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd, Mesa, AZ, 85229	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105811	ENR	Billy O Diaz	1946-11-23	UHC-25565-73	6884057464	6602 Grand Ave, San Antonio, TX, 78237	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128682	ENR	Naathan Simmons	1977-02-21	UHC-51233-44	6286187275	3821 Meadow Ln, Mesa, AZ, 85212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130527	ENR	Stephen W Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121810	ENR	Jerry Gibson	1981-09-03	UHC-57235-62	6438467313	7453 Bayshore Dr, Sacramento, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-121618	ENR	Hiroshi F Roberts	1959-02-21	UHC-02113-02	7836139730	6214 Broadway # 518, Glendale, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-106965	ENR	Gerald F Lane	1956-12-14	UHC-81282-60	3295435865	9640 Jefferson Ave, Atlanta, GA, 30350	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135329	ENR	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd Apt 27, San Diego, CA, 92195	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-103415	ENR	Kayla Patterson	1994-06-27	UHC-29607-30	5467703415	3506 Willow Ct, Mesa, AZ, 85231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115390	ENR	Patrick Flores	1988-01-24	UHC-57340-93	5786280882	6167 Oak St, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119898	ENR	Patricia Z Luces	1957-10-07	UHC-65722-87	6598540597	3051 River Rd, Miami, FL, 33100	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131149	ENR	Jeremy Black	1991-06-26	UHC-57324-01	—	6364 Harbor Blvd, Mesa, AZ, 85292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141977	ENR	Cheryl Gibson	2006-02-01	UHC-20907-17	9647574340	6384 Sunset Blvd, Sacramento, CA, 95819	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141522	ENR	Helen L Powell	1994-08-24	UHC-51723-48	7042842822	5067 Union St, Tampa, FL, 33611	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101425	ENR	Judith G Maldonado	1966-12-02	UHC-84739-37	2697593112	6832 Jefferson Ave, Atlanta, GA, 30382	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-118755	ENR	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV, 89182	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-106491	ENR	Carol H Wallace	1959-08-03	UHC-60601-66	—	7950 Market St, Miami, FL, 33177	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106490	ENR	Carol H Wallace	1959-08-03	UHC-60601-66	—	7950 Market St, Miami, FL, 33177	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113011	ENR	Dine Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.66	Name re-cased Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-101945	ENR	Angela Hawkins	1945-03-25	UHC-87699-01	5728977358	6764 Ocean Ave Apt 15, Los Angeles, CA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-141663	ENR	Christian Rivera	1988-10-19	UHC-65906-62	3347413618	1552 Willow Ct, Tucson, AZ, 85785	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140249	ENR	Jonathan Santos	1953-10-16	UHC-39949-87	—	7007 Indian School Rd, San Diego, CA, 92167	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-109104	ENR	Austin Walssh	2006-10-21	—	6914855247	8506 Bayshore Dr, Charlotte, NC	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-137853	ENR	Judy Z Murray	1982-04-06	UHC-30320-78	5225284284	8314 Sunset Blvd, Columbus, OH, 43256	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141578	ENR	Frances Yang	1968-08-14	UHC-53107-97	3795253532	9875 Park Pl # 366, Miami, FL, 33154	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-108275	ENR	Becky T Moore	2000-10-24	UHC-69725-87	—	6114 Meadow Ln, Charlotte, NC, 28211	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108292	ENR	Samuel Cruz	1978-09-28	UHC-10422-72	5265414811	6984 Main St, Columbus, OH, 43216	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128554	ENR	Teresa D Simpson	1957-04-18	UHC-58968-10	—	1259 Mountain View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-115028	ENR	Timoty J Rice	1953-04-19	UHC-18511-80	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133509	ENR	Meson Morales	1966-12-11	UHC-96280-41	2416145526	4948 River Rd, Gilbert, AZ, 85249	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125556	ENR	Tyler Peters	1952-03-28	UHC-74941-59	5422917324	3062 Main St, Fresno, CA, 93743	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126768	ENR	Dennis M Cole	1950-01-09	UHC-96366-62	—	4920 Pine Dr, Phoenix, AZ, 85099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-127959	ENR	Kayla S Hicks	1996-06-06	—	5094236422	9877 Valley View Dr, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134200	ENR	Julia V George	1938-04-01	UHC-18914-10	2975810911	6168 Market St Apt 7, Tampa, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-118269	ENR	Willie Y King	1963-06-12	UHC-42174-16	3193806185	2183 Cedar Ln, Miami, FL	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-140511	ENR	Santos H Grace	—	UHC-38799-01	5604733272	1178 Central Ave, Austin, TX, 78779	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-123603	ENR	Janice Greene	1986-08-15	UHC-32981-06	—	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132111	ENR	Ashley G Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA, 93735	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133013	ENR	Hiroshi Munoz	1997-10-12	UHC-53870-78	7589484106	5815 Mountain View Dr, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134198	ENR	Diana V Walker	1939-03-20	UHC-90580-27	—	2920 Park Pl, Dallas, TX, 75236	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125003	ENR	Mark I Hofffman	1993-10-18	UHC-03519-46	3723763077	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-130144	ENR	Diana H Bradley	1938-05-07	UHC-06344-17	3325115816	3157 Market St, Tucson, AZ, 85722	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126338	ENR	Marcus K Salazar	2000-01-18	UHC-25548-17	6922079750	2563 Broadway, Austin, TX, 78772	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more

16,916 rows, page 108 of 339Previous Next