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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130058	ENR	Arjun Hansen	2008-12-22	UHC-24319-70	8946064469	8163 Apache Blvd, Phoenix, AZ, 85006	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-109388	ENR	Victoria V Wang	1963-12-24	UHC-35608-22	7304466500	2809 Lake View Rd, Phoenix, AZ, 85082	0.82	Street suffix standardised Address re-cased City re-cased
ENR-140012	ENR	Edward Brown	1982-07-07	UHC-82800-08	7992775205	8002 Bayshore Dr, Denver, CO, 80218	0.82	City re-cased Gender normalised Placeholder values cleared
ENR-139184	ENR	Roger Ross	1969-11-10	UHC-85620-84	8073967007	7008 Palm Dr, Glendale, AZ, 85363	0.82	Street suffix standardised Address re-cased City re-cased
ENR-132859	ENR	Steve L Gibson	2004-08-13	UHC-01227-22	—	6357 Palm Dr Apt 27, San Antonio, TX, 78290	0.82	Name re-cased Unit split from street City re-cased
ENR-135868	ENR	Keith L Wheeler	1952-02-22	UHC-48227-16	9336086302	1930 Park Pl, Scottsdale, AZ, 85289	0.82	Member ID reformatted City re-cased Gender normalised
ENR-136720	ENR	Amy Carter	1974-11-08	UHC-60876-16	—	5782 Jefferson Ave, Seattle, WA, 98132	0.82	Phone missing area code City re-cased Email lower-cased
ENR-117929	ENR	Nicholas T Powell	1971-09-05	UHC-23532-82	2213006935	8378 Church St Apt 9, Miami, FL, 33153	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-137870	ENR	Diane J George	1994-09-26	UHC-41609-92	4503834466	6546 Spring St, Houston, TX, 77077	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-118033	ENR	Matthew H Hall	1983-03-09	UHC-86977-16	5866224029	6673 Harbor Blvd, Fresno, CA, 93779	0.82	Two-digit birth year Phone reformatted City re-cased
ENR-114637	ENR	Camila Z Roberts	1987-10-16	UHC-48203-37	7609570632	95 Bayshore Dr, Scottsdale, AZ, 85288	0.82	Street suffix standardised Address re-cased City re-cased
ENR-135504	ENR	Eugene U Martinez	1977-07-22	UHC-94632-57	5557898981	17 Pine Dr, Plano, TX, 75043	0.82	Street suffix standardised Address re-cased City re-cased
ENR-130552	ENR	Hannah Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.82	City re-cased Gender normalised Whitespace trimmed
ENR-127752	ENR	Vincent Collins	1954-10-20	UHC-86875-59	7862419694	2477 Elm St, Glendale, AZ, 85323	0.82	Name split from “Last, First”City re-cased Email lower-cased
ENR-136271	ENR	Frank Q Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA, 90080	0.82	Street suffix standardised Address re-cased City re-cased
ENR-116334	ENR	Juan Cooper	1957-12-25	UHC-84981-77	2476641286	4091 Indian School Rd, Fresno, CA, 93762	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-134294	ENR	Kenneth R Garza	1982-07-11	UHC-59034-04	7796882350	9788 Spring St, Orlando, FL, 32821	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-139806	ENR	Omar I Daniels	1928-04-27	UHC-69239-50	3686329394	5275 Park Pl, Gilbert, AZ, 85219	0.82	Phone reformatted City re-cased Gender normalised
ENR-105693	ENR	Daniel O Duncan	1938-07-21	UHC-24935-31	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.82	Phone reformatted City re-cased Gender normalised
ENR-124908	ENR	Ronald N Ray	1980-08-12	UHC-88813-34	—	1776 Park Pl, Houston, TX, 77001	0.82	Street suffix standardised Address re-cased City re-cased
ENR-137311	ENR	Michael Bailey	1962-12-12	UHC-42591-03	4582418069	3103 Lake View Rd # 419, San Diego, CA, 92146	0.82	Unit split from street City re-cased Email lower-cased
ENR-108884	ENR	Teresa O Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.82	Name split from “Last, First”City re-cased Email lower-cased
ENR-104289	ENR	Jose White	1964-11-25	UHC-29369-85	7703059652	7644 Spring St, Sacramento, CA, 95889	0.82	Street suffix standardised Address re-cased City re-cased
ENR-107531	ENR	Tim Ellis	1950-02-04	UHC-65470-84	5873027011	7265 Elm St, Charlotte, NC, 28288	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-129897	ENR	Timothy T Butler	2006-02-24	UHC-21650-45	3862237626	4267 Church St, Seattle, WA, 98157	0.82	Street suffix standardised Address re-cased City re-cased
ENR-101302	ENR	Maria E Harrison	1998-01-02	UHC-00391-32	—	2840 Oak St, Columbus, OH, 43297	0.82	Date of birth reformatted Phone missing area code City re-cased
ENR-132656	ENR	Grace I Lane	1966-07-05	UHC-14487-06	4458626076	7022 Lincoln Way, Dallas, TX, 75290	0.82	Name re-cased Two-digit birth year City re-cased
ENR-136831	ENR	—Junk	1955-08-28	UHC-16742-76	—	2401 Jefferson Ave, Sacramento, CA, 95899	0.82	City re-cased Whitespace trimmed No usable name (quarantined)
ENR-124094	ENR	John S Estrada	1977-03-23	UHC-68544-43	6615484704	3112 Highland Ave, Scottsdale, AZ, 85204	0.82	Street suffix standardised Address re-cased City re-cased
ENR-115366	ENR	Jacob Richards	2003-08-16	UHC-68186-91	4035636538	5371 Lincoln Way, Austin, TX, 78733	0.82	Two-digit birth year City re-cased Placeholder values cleared
ENR-140662	ENR	Daniel Oliver	1951-10-17	UHC-84619-89	5885867122	2913 Spring St, Phoenix, AZ, 85090	0.82	Phone reformatted City re-cased State name converted to code
ENR-128538	ENR	Tyler Shaw	2000-01-22	UHC-07105-17	5016323481	7252 Market St, Chandler, AZ, 85212	0.82	Name re-cased City re-cased Gender normalised
ENR-121989	ENR	Terry Bell	1994-02-26	UHC-55981-77	—	4754 Bayshore Dr, Columbus, OH, 43292	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-135850	ENR	Nathan Gilbert	2008-01-10	UHC-54667-70	5297456638	9116 Sunset Blvd, Charlotte, NC, 28217	0.82	Street suffix standardised Address re-cased City re-cased
ENR-111895	ENR	Grace Maldonado	1979-06-18	UHC-80617-85	4392760798	5716 Ridge Rd, Tucson, AZ, 85708	0.82	Phone reformatted City re-cased State name converted to code
ENR-129969	ENR	Mara D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.82	Date of birth reformatted City re-cased Gender normalised
ENR-125244	ENR	Rebecca W Wheeler	1972-06-01	UHC-99980-37	—	1319 Elm St, Sacramento, CA	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-105735	ENR	Brian Q Webb	1960-11-03	UHC-01432-09	6383966057	3269 Market St Apt 38, Gilbert, AZ, 85279	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-135508	ENR	Evelyn Willis	1994-07-13	UHC-54599-26	7204533594	6697 Palm Dr, Atlanta, GA, 30379	0.82	Street suffix standardised Address re-cased City re-cased
ENR-133479	ENR	Theresa T Ramos	1963-11-25	UHC-80706-19	7139257903	3705 Grand Ave, Orlando, FL, 32831	0.82	Two-digit birth year Phone reformatted City re-cased
ENR-120354	ENR	Katherine L Williamson	1970-11-27	UHC-72974-55	—	7969 Sage Ct, Plano, TX, 75063	0.84	Phone missing area code City re-cased
ENR-115569	ENR	Gabriel Woods	—	UHC-32492-25	2889487679	1388 Broadway, Las Vegas, NV, 89188	0.84	Date of birth unreadable City re-cased
ENR-117857	ENR	Larry R Jacobs	1976-11-17	UHC-05012-29	9449899764	5734 Highland Ave, Columbus, OH, 43226	0.84	Name split from “Last, First”City re-cased
ENR-137299	ENR	Roger R Fernandez	1950-07-03	UHC-87047-92	8934818059	3486 Broadway, Dallas, TX, 75214	0.84	Name split from “Last, First”City re-cased
ENR-122517	ENR	Jeffrey L Maldonado	1987-04-25	UHC-80273-31	2566266696	2986 Church St, Austin, TX, 78770	0.84	City re-cased Gender normalised
ENR-123972	ENR	Debra X Hill	1986-04-19	UHC-90795-24	6505528875	8220 Forest Ave, Mesa, AZ, 85221	0.84	Middle initial moved out of first name City re-cased
ENR-126513	ENR	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St, Jacksonville, FL	0.84	City re-cased ZIP missing
ENR-103086	ENR	Ann R Harris	1985-01-28	UHC-15134-26	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.84	City re-cased Gender normalised
ENR-138373	ENR	Carolyn Vazquez	1962-08-12	UHC-12396-17	2357681394	1706 Desert Sky Blvd, Glendale, AZ, 85381	0.84	Name split from “Last, First”City re-cased
ENR-136274	ENR	Billy Z Singh	1957-03-05	UHC-37632-95	7256946273	7609 Broadway, Las Vegas, NV, 89189	0.84	Name split from “Last, First”City re-cased

8,423 rows, page 142 of 169Previous Next