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-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-124400	ENR	Walter Hoffman	1965-04-17	UHC-83616-67	3763337955	1445 Meadow Ln, Tempe, AZ, 85232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112021	ENR	Ana Jackson	1950-11-11	UHC-49207-26	5348613124	9519 Indian School Rd, Tucson, AZ, 85768	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City 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-131118	ENR	Matthew X Siimpson	1997-11-10	UHC-82576-60	7577750863	8156 Ridge Rd, Las Vegas, NV	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115242	ENR	Ahmed I Patel	—	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.50	Date of birth missing 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-111837	ENR	Walter O Peterson	1965-10-07	UHC-30055-98	7395661763	4110 Spring St, Seattle, WA, 98144	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127659	ENR	Billy O Morris	2002-09-27	UHC-18091-66	8985323762	4614 Jefferson Ave, Denver, CO, 80274	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141654	ENR	Ann Contreras	1970-02-27	UHC-63950-59	2697234445	7875 Willow Ct, Atlanta, GA	0.50	Phone reformatted City re-cased State name converted to code ZIP missing+3 more
ENR-126984	ENR	Carlos Romero	1943-09-23	UHC-75490-39	2945297620	5637 Market St, Tampa, FL, 33647	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125631	ENR	Bruce Gardner	2004-09-23	UHC-64895-23	3323250616	5610 Hillcrest Rd, Fresno, CA, 93761	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116175	ENR	Jennifer C Ryan	—	UHC-62129-57	5835253371	4040 Sunset Blvd, San Antonio, TX, 78250	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
ENR-128099	ENR	Ralph A Jimenez	1989-07-12	UHC-36480-49	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110260	ENR	Peter M Gonzalez	1995-02-07	UHC-67948-80	—	6218 Mesa Dr Apt 12, Scottsdale, AZ, 85246	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126444	ENR	Donna Z Mitchell	1966-06-07	UHC-43058-43	2985896706	723 Camelback Rd, Chandler, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135944	ENR	Christian Holmes	1951-08-01	UHC-55279-98	5494875285	4067 Highland Ave Apt 4, Minneapolis, MN, 55474	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125561	ENR	—Junk	1969-12-14	UHC-90454-50	4217133568	6083 Sage Ct, Glendale, AZ, 85320	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115741	ENR	Sophia S Vasquez	1947-12-15	UHC-21463-60	—	5478 Canyon Rd Apt 20, Tucson, AZ, 85761	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142067	ENR	Timothy Nguyne	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl Apt 28, Charlotte, NC, 28213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100753	ENR	Frances R Wilson	—	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102713	ENR	Isabella CJunk	2002-03-04	UHC-51969-60	5953278160	5677 Sunset Blvd Apt 38, Los Angeles, CA, 90082	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137139	ENR	James Johnson	1955-03-03	UHC-45826-69	—	4782 Main St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-115948	ENR	Hannah Lawrence	1956-04-21	UHC-97630-84	4479370295	1116 Desert Sky Blvd, Mesa, AZ, 85294	0.50	Two-digit birth year Street suffix standardised Address re-cased City 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-135189	ENR	Linda Mendez	1987-05-08	UHC-91612-22	9584414884	9362 Willow Ct, Tempe, AZ, 85226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-133296	ENR	Jessica C Kennedy	1986-12-27	UHC-38650-31	3949144344	2987 Ridge Rd, Mesa, AZ, 85288	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115937	ENR	Kevin Q Burke	—	UHC-90271-70	7363741120	7399 Church St, Denver, CO, 80246	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124186	ENR	Janice Weaver	1973-10-17	UHC-62096-42	—	1279 Oak St, Denver, CO, 80225	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-116486	ENR	Mei Gant	1950-02-14	UHC-98407-62	7343191836	3793 Lake View Rd, San Diego, CA, 92168	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112547	ENR	Becky P Ferguson	1939-04-11	UHC-58326-17	2436302509	429 Harbor Blvd # 785, Tampa, FL, 33658	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-114399	ENR	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-110363	ENR	Christian I Gonzales	—	UHC-04668-80	5396447971	2643 Maple Ave, Orlando, FL, 32879	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-126422	ENR	Pirya Y Ramos	1960-03-13	UHC-54011-48	2178346182	814 Apache Blvd, Miami, FL, 33179	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106474	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd # 887, San Diego, CA, 92187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-103344	ENR	Joseph QJunk	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132614	ENR	Janet A Hicks	1953-06-15	UHC-36211-77	3812935463	40 Main St, Columbus, OH, 43241	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128765	ENR	Keith Long	1985-12-28	UHC-61870-19	3656913767	8925 Highland Ave, Jacksonville, FL, 32227	0.50	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+3 more
ENR-133331	ENR	Bobby T Nelson	—	UHC-69366-19	7233944195	2623 Ocean Ave, Gilbert, AZ, 85267	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-128484	ENR	Shirley Lee	—	UHC-25265-26	9135818916	9437 Camelback Rd, Columbus, OH, 43205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-118147	ENR	Marcus T West	1999-09-26	UHC-07676-75	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122275	ENR	Bradley Q Sims	2006-09-04	UHC-24731-14	—	5554 Cedar Ln, Atlanta, GA	0.50	Phone missing area code City re-cased State code upper-cased ZIP missing+3 more
ENR-107556	ENR	Christopher Kelley	1959-08-12	UHC-48024-33	4533484941	9760 Highland Ave, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134462	ENR	Helen W Munoz	1951-03-02	UHC-11640-38	9525843712	6368 Washington St, Gilbert, AZ, 85263	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113356	ENR	Isabella Le	—	UHC-22656-20	—	7791 Desert Sky Blvd, Orlando, FL, 32846	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more

8,423 rows, page 17 of 169Previous Next