Bytefreq implements a mask based data profiling technique that is one of the most efficient methods for doing data quality assessment on new unknown datasets you receive.
A "Mask" is the output of a function that generalises a string of data into a pattern, the mask, which greatly reduces the cardinality of the original values. This cardinality reduction allows you to inspect vast quantities of data quickly in a field or column, helping you to discover outliers and data quality issues in your dataset. Examples of each pattern help to validate what you can expect when you come to use the data in a use case. bytefreq is a refactor of the original bytefreq tool found here: https://github.com/minkymorgan/bytefreq
- Produces two report formats: Data Profiling, and Byte Frequency reports
- Supports both complex nested JSON and Delimited tabular data formats
- Offers modern masks: "HU: HighGrain Unicode", and "LU: LowGrain Unicode"
- Supports well known ASCII "HighGrain" and "LowGrain" masks
- Produces human readable Frequency counts of the patterns/masks in your data.
- Reports a true random example of a mask, using Reservoir Sampling.
- Handles complex json nesting, including unrolling arrays.
- Byte frequency reports supports Unicode, plus the non-printable control characters you need for DQ studies, like LF / CR
I highly suggest you pre-parse complex csv using a decent parser, and pass clean pipe delimited values to this program. Also - this program expects a header for tabular data. (note: If there are ragged columns, this will probably error presently)
Andrew J Morgan
This library implements a mask based data profiler technique is described in our book found here https://www.amazon.co.uk/Mastering-Spark-Science-Andrew-Morgan/dp/1785882147 and subsequently improved upon.
Questions can be directed to me at: minkymorgan at gmail dot com
Bytefreq is released under the GNU General Public License v3.0. See the LICENSE file for more information.
To use bytefreq, install rust, clone the repo, and compile the Rust program, and check it delivers the help information.
On my latest read, the installation for rust suggests the following, as found here: https://www.rust-lang.org/tools/install
$ curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
Then continue to get, build, and install the tool:
$ git clone git@github.com:minkymorgan/bytefreq.git
$ cd bytefreq
$ cargo clean
$ cargo build --release
$ cargo install --path .
$ bytefreq --help
Bytefreq Data Profiler 1.0
Andrew Morgan <minkymorgan@gmail.com>
A command-line tool to generate data profiling reports based on various masking strategies.
USAGE:
bytefreq [OPTIONS]
OPTIONS:
-a, --remove-array-numbers <REMOVE_ARRAY_NUMBERS>
Remove array numbers when set to true [default: false]
-d, --delimiter <DELIMITER>
Sets the delimiter used to separate fields in input tabular data.
Default: '|' (pipe character) [default: |]
-e, --enhanced-output
Output the processed tabular data in JSON format when set to true.
-E, --flat-enhanced
Formats the enhanced output in a flattened format
-f, --format <FORMAT>
Sets the format of the input data:
'json' - JSON data (each line should contain a JSON object)
'tabular' - Tabular data (first line should be the header) [default: tabular]
-g, --grain <GRAIN>
Sets the grain type for masking:
'H' - High grain (A for uppercase letters, a for lowercase letters, 9 for digits)
'L' - Low grain (repeated pattern characters will be compressed to one)
'U' - Unicode (uses Unicode general categories for masking
'LU'- Low grain Unicode (repeated pattern classes compressed to one
) [default: LU]
-h, --help
Print help information
-p, --pathdepth <PATHDEPTH>
Sets the depth for JSON paths (applicable for JSON data only). [default: 9]
-r, --report <REPORT>
Sets the type of report to generate:
'DQ' - Data Quality (default)
'CP' - Character Profiling [default: DQ]
-V, --version
Print version information
Here are some examples to run, using the testdata provided. These should help you to understand the range of options and tools. Note you may want to install jq if you haven't, it helps when formatting json outputs: https://github.com/jqlang/jq Typically on a mac, you might try:
brew install jq
- Process a tabular data file with default options (Unicode grain, '|' delimiter):
$ cat testdata/test1.pip | ./target/release/bytefreq
- Process a JSON data file with low grain masking:
$ cat testdata/test2.json | ./target/release/bytefreq -f "json" -g "L"
- Process a tabular data file with a custom delimiter and high grain masking:
$ cat testdata/test3.tsv | ./target/release/bytefreq -d "\t" -g "H"
cat testdata/*geo* | bytefreq -f json -a true -e | jq . | head -100
## here's an example with formatted output using the column command:
cat testdata/source.geojson* | bytefreq --format "json" -g "LU" |grep -v hash | column -t -s $'\t'
Data Profiling Report: 20230403 00:55:13
Examined rows: 190493
column count pattern example
-------------------------------- -------- -------- --------------------------------
col_00007_properties.number 161668 "9-9" "375-1"
col_00007_properties.number 24538 "9" "8"
col_00007_properties.number 2784 "a9-9" "丙551-1"
col_00007_properties.number 1139 "9A" "89C"
col_00007_properties.number 177 "9a-9" "2334ｲ-1"
col_00007_properties.number 155 "9a9-9" "17第2-1"
col_00007_properties.number 17 "a-9" "又又-1"
col_00007_properties.number 12 "a9a9-9" "ﾛ487第3-1"
col_00007_properties.number 3 "a9a-9" "又729ｲ-1"
col_00009_properties.region 190493 " ""
col_00010_properties.street 164816 "a" "城山町"
col_00010_properties.street 19714 "Aa" "Skálavegur"
col_00010_properties.street 2612 "Aa Aa" "Við Svartá"
col_00010_properties.street 1970 "A Aa" "Á Fløttinum"
col_00010_properties.street 672 "Aa a Aa" "Norðuri í Sundum"
col_00010_properties.street 387 "Aa Aa a" "Jónas Broncks gøta"
col_00010_properties.street 119 "A.A. Aa a" "R.C. Effersøes gøta"
col_00010_properties.street 68 "Aa a Aa a" "Djóna í Geil gøta"
col_00010_properties.street 61 "Aa A" "Handan Á"
col_00010_properties.street 27 "A Aa Aa" "Á Eystaru Hellu"
col_00010_properties.street 25 "Aa A Aa" "Oman Á Bakka"
col_00010_properties.street 13 "A. Aa a" "C. Pløyens gøta"
col_00010_properties.street 9 "Aa a a" "Suðuri í lægd"
col_00011_properties.unit 190493 " ""
col_00012_type 190493 "Aa" "Feature"
col_00001_geometry.coordinates[1] 190493 9.9 62.0171126
col_00002_geometry.type 190493 "Aa" "Point"
col_00000_geometry.coordinates[0] 164816 9.9 129.826488
col_00000_geometry.coordinates[0] 25677 -9.9 -6.724438
col_00003_properties.city 164816 " ""
col_00003_properties.city 25398 "Aa" "Hósvík"
col_00003_properties.city 220 "Aa, Aa" "Nes, Vágur"
col_00003_properties.city 59 "Aa Aa" "Undir Gøtueiði"
col_00004_properties.district 190493 " ""
col_00006_properties.id 190493 " ""
col_00008_properties.postcode 164816 " ""
col_00008_properties.postcode 25677 "9" "730"
cat testdata/BasicCompanyData* | bytefreq -e | jq . | head -100
{
"Accounts.AccountCategory": {
"HU": "AAAAAAA",
"LU": "A",
"Rules": {
"string_length": 7
},
"raw": "DORMANT"
},
"Accounts.AccountRefDay": {
"HU": "99",
"LU": "9",
"Rules": {
"is_numeric": true,
"string_length": 2
},
"raw": "30"
},
"Accounts.AccountRefMonth": {
"HU": "9",
"LU": "9",
"Rules": {
"is_numeric": true,
"string_length": 1
},
"raw": "9"
},
"Accounts.LastMadeUpDate": {
"HU": "99_99_9999",
"LU": "9_9_9",
"Rules": {
"std_date": "2019-09-30",
"string_length": 10
},
"raw": "30/09/2019"
},
"Accounts.NextDueDate": {
"HU": "99_99_9999",
"LU": "9_9_9",
"Rules": {
"std_date": "2021-06-30",
"string_length": 10
},
"raw": "30/06/2021"
},
"CompanyCategory": {
"HU": "Aaaaaaa Aaaaaaa Aaaaaaa",
"LU": "Aa Aa Aa",
"Rules": {
"string_length": 23
},
"raw": "Private Limited Company"
...
// for json data, the enhance works with a flatten option. two examples show the difference:
cat testdata/*geo* | bytefreq -f json -e | jq . | head -50
{
"geometry": {
"coordinates": [
-6.8533376,
62.2774559
],
"type": {
"HU": "Aaaaa",
"LU": "Aa",
"Rules": {
"string_length": 5
},
"raw": "Point"
}
},
"properties": {
"city": {
"HU": "Aaaaaaaaaaaaa",
"LU": "Aa",
"Rules": {
"string_length": 13
},
"raw": "Oyndarfjørður"
},
"district": {
"HU": "",
"LU": "_",
"Rules": {
"string_length": 0
},
"raw": ""
},
"hash": {
"HU": "99a999a9a9999a99",
"LU": "9a9a9a9a9",
"Rules": {
"string_length": 16
},
"raw": "79f233a8e3912d05"
},
"id": {
"HU": "",
"LU": "_",
"Rules": {
"string_length": 0
},
"raw": ""
},
"number": {
"HU": "9",
// and the second example is:
{
"geometry.coordinates.0": -6.8533376,
"geometry.coordinates.1": 62.2774559,
"geometry.type.HU": "Aaaaa",
"geometry.type.LU": "Aa",
"geometry.type.Rules.string_length": 5,
"geometry.type.raw": "Point",
"properties.city.HU": "Aaaaaaaaaaaaa",
"properties.city.LU": "Aa",
"properties.city.Rules.string_length": 13,
"properties.city.raw": "Oyndarfjørður",
"properties.district.HU": "",
"properties.district.LU": "_",
"properties.district.Rules.string_length": 0,
"properties.district.raw": "",
"properties.hash.HU": "99a999a9a9999a99",
"properties.hash.LU": "9a9a9a9a9",
"properties.hash.Rules.string_length": 16,
"properties.hash.raw": "79f233a8e3912d05",
"properties.id.HU": "",
"properties.id.LU": "_",
"properties.id.Rules.string_length": 0,
"properties.id.raw": "",
"properties.number.HU": "9",
"properties.number.LU": "9",
"properties.number.Rules.is_numeric": true,
"properties.number.Rules.string_length": 1,
"properties.number.raw": "4",
"properties.postcode.HU": "999",
"properties.postcode.LU": "9",
"properties.postcode.Rules.is_numeric": true,
"properties.postcode.Rules.string_length": 3,
"properties.postcode.raw": "690",
"properties.region.HU": "",
"properties.region.LU": "_",
"properties.region.Rules.string_length": 0,
"properties.region.raw": "",
"properties.street.HU": "Aaaaaaaaaaaa",
"properties.street.LU": "Aa",
"properties.street.Rules.string_length": 12,
"properties.street.raw": "Sýnarbrekkan",
"properties.unit.HU": "",
"properties.unit.LU": "_",
"properties.unit.Rules.string_length": 0,
"properties.unit.raw": "",
"type.HU": "Aaaaaaa",
"type.LU": "Aa",
"type.Rules.string_length": 7,
"type.raw": "Feature"
}
# ByteFreq(uency) reports using the CP option. This is the only solution I know of that does this properly
cat testdata/*geo* | bytefreq -f json -r CP
char count description name
-------- -------- --------------- ---------------
\u{a} 190493 \n LF - Line Feed
\u{20} 7630 SPACE
\u{22} 9524650 \" QUOTATION MARK
\u{2c} 2286136 , COMMA
\u{2d} 190493 - HYPHEN-MINUS
\u{2e} 381237 . FULL STOP
\u{30} 487056 0 DIGIT ZERO
\u{31} 872758 1 DIGIT ONE
\u{32} 735372 2 DIGIT TWO
\u{33} 733375 3 DIGIT THREE
\u{34} 448046 4 DIGIT FOUR
\u{35} 457303 5 DIGIT FIVE
\u{36} 528031 6 DIGIT SIX
\u{37} 523090 7 DIGIT SEVEN
\u{38} 525587 8 DIGIT EIGHT
\u{39} 597565 9 DIGIT NINE
\u{3a} 2666902 : COLON
\u{41} 1460 A LATIN CAPITAL LETTER A
\u{42} 3245 B LATIN CAPITAL LETTER B
\u{43} 218 C LATIN CAPITAL LETTER C
\u{44} 781 D LATIN CAPITAL LETTER D
\u{45} 1180 E LATIN CAPITAL LETTER E
\u{46} 192936 F LATIN CAPITAL LETTER F
\u{47} 3213 G LATIN CAPITAL LETTER G
\u{48} 5964 H LATIN CAPITAL LETTER H
\u{49} 218 I LATIN CAPITAL LETTER I
\u{4a} 512 J LATIN CAPITAL LETTER J
\u{4b} 4764 K LATIN CAPITAL LETTER K
\u{4c} 2034 L LATIN CAPITAL LETTER L
\u{4d} 2089 M LATIN CAPITAL LETTER M
\u{4e} 2061 N LATIN CAPITAL LETTER N
\u{4f} 1043 O LATIN CAPITAL LETTER O
\u{50} 191055 P LATIN CAPITAL LETTER P
\u{52} 1281 R LATIN CAPITAL LETTER R
\u{53} 8095 S LATIN CAPITAL LETTER S
\u{54} 9206 T LATIN CAPITAL LETTER T
\u{55} 1210 U LATIN CAPITAL LETTER U
\u{56} 4171 V LATIN CAPITAL LETTER V
\u{57} 10 W LATIN CAPITAL LETTER W
\u{59} 97 Y LATIN CAPITAL LETTER Y
\u{5a} 10 Z LATIN CAPITAL LETTER Z
\u{5b} 190493 [ LEFT SQUARE BRACKET
\u{5d} 190493 ] RIGHT SQUARE BRACKET
\u{61} 810981 a LATIN SMALL LETTER A
\u{62} 384574 b LATIN SMALL LETTER B
\u{63} 951886 c LATIN SMALL LETTER C
\u{64} 958604 d LATIN SMALL LETTER D
\u{65} 2878541 e LATIN SMALL LETTER E
\u{66} 193116 f LATIN SMALL LETTER F
\u{67} 409765 g LATIN SMALL LETTER G
\u{68} 387698 h LATIN SMALL LETTER H
\u{69} 1733743 i LATIN SMALL LETTER I
\u{6a} 4992 j LATIN SMALL LETTER J
\u{6b} 17048 k LATIN SMALL LETTER K
\u{6c} 15121 l LATIN SMALL LETTER L
\u{6d} 385533 m LATIN SMALL LETTER M
\u{6e} 975946 n LATIN SMALL LETTER N
\u{6f} 1533200 o LATIN SMALL LETTER O
\u{70} 953599 p LATIN SMALL LETTER P
\u{72} 1767157 r LATIN SMALL LETTER R
\u{73} 1163670 s LATIN SMALL LETTER S
\u{74} 2682559 t LATIN SMALL LETTER T
\u{75} 596650 u LATIN SMALL LETTER U
\u{76} 27839 v LATIN SMALL LETTER V
\u{79} 769198 y LATIN SMALL LETTER Y
\u{7a} 14 z LATIN SMALL LETTER Z
\u{7b} 571479 { LEFT CURLY BRACKET
\u{7d} 571479 } RIGHT CURLY BRACKET
\u{c1} 1548 Á LATIN CAPITAL LETTER A WITH ACUTE
\u{c6} 99 Æ LATIN CAPITAL LETTER AE
\u{cd} 892 Í LATIN CAPITAL LETTER I WITH ACUTE
\u{d3} 169 Ó LATIN CAPITAL LETTER O WITH ACUTE
\u{d8} 130 Ø LATIN CAPITAL LETTER O WITH STROKE
\u{da} 192 Ú LATIN CAPITAL LETTER U WITH ACUTE
\u{e1} 7245 á LATIN SMALL LETTER A WITH ACUTE
\u{e6} 660 æ LATIN SMALL LETTER AE
\u{ed} 7792 í LATIN SMALL LETTER I WITH ACUTE
\u{f0} 11168 ð LATIN SMALL LETTER ETH
\u{f3} 8125 ó LATIN SMALL LETTER O WITH ACUTE
\u{f8} 11961 ø LATIN SMALL LETTER O WITH STROKE
\u{fa} 1813 ú LATIN SMALL LETTER U WITH ACUTE
\u{fc} 14 ü LATIN SMALL LETTER U WITH DIAERESIS
\u{fd} 539 ý LATIN SMALL LETTER Y WITH ACUTE
\u{3005} 2133 々 IDEOGRAPHIC ITERATION MARK
\u{304b} 262 か HIRAGANA LETTER KA
\u{304c} 681 が HIRAGANA LETTER GA
\u{304d} 262 き HIRAGANA LETTER KI
\u{304f} 80 く HIRAGANA LETTER KU
\u{3053} 22 こ HIRAGANA LETTER KO
\u{3055} 102 さ HIRAGANA LETTER SA
\u{3058} 136 じ HIRAGANA LETTER ZI
\u{3064} 204 つ HIRAGANA LETTER TU
\u{3068} 104 と HIRAGANA LETTER TO
\u{306a} 216 な HIRAGANA LETTER NA
\u{306e} 4134 の HIRAGANA LETTER NO
\u{3073} 112 び HIRAGANA LETTER BI
\u{307e} 112 ま HIRAGANA LETTER MA
\u{307f} 156 み HIRAGANA LETTER MI
\u{3082} 52 も HIRAGANA LETTER MO
\u{3089} 80 ら HIRAGANA LETTER RA
\u{30a4} 256 イ KATAKANA LETTER I
\u{30a6} 13 ウ KATAKANA LETTER U
\u{30a8} 27 エ KATAKANA LETTER E
\u{30b1} 1045 ケ KATAKANA LETTER KE
\u{30b5} 89 サ KATAKANA LETTER SA
\u{30b7} 89 シ KATAKANA LETTER SI
\u{30b9} 26 ス KATAKANA LETTER SU
\u{30c0} 152 ダ KATAKANA LETTER DA
\u{30c1} 1 チ KATAKANA LETTER TI
\u{30c3} 21 ッ KATAKANA LETTER SMALL TU
\u{30c4} 280 ツ KATAKANA LETTER TU
\u{30c6} 13 テ KATAKANA LETTER TE
\u{30c8} 27 ト KATAKANA LETTER TO
\u{30c9} 241 ド KATAKANA LETTER DO
\u{30ca} 5 ナ KATAKANA LETTER NA
\u{30cc} 429 ヌ KATAKANA LETTER NU
\u{30cd} 27 ネ KATAKANA LETTER NE
\u{30ce} 2675 ノ KATAKANA LETTER NO
\u{30cf} 13 ハ KATAKANA LETTER HA
\u{30dc} 13 ボ KATAKANA LETTER BO
\u{30de} 5 マ KATAKANA LETTER MA
\u{30df} 27 ミ KATAKANA LETTER MI
\u{30e4} 152 ヤ KATAKANA LETTER YA
\u{30e9} 152 ラ KATAKANA LETTER RA
\u{30ea} 6 リ KATAKANA LETTER RI
\u{30ed} 20 ロ KATAKANA LETTER RO
\u{30f3} 192 ン KATAKANA LETTER N
\u{30f6} 1 ヶ KATAKANA LETTER SMALL KE
\u{30fc} 94 ー KATAKANA-HIRAGANA PROLONGED SOUND MARK
\u{4e00} 5566 一 CJK UNIFIED IDEOGRAPH-4E00
\u{4e01} 18433 丁 CJK UNIFIED IDEOGRAPH-4E01
\u{4e03} 229 七 CJK UNIFIED IDEOGRAPH-4E03
\u{4e07} 117 万 CJK UNIFIED IDEOGRAPH-4E07
\u{4e09} 6214 三 CJK UNIFIED IDEOGRAPH-4E09
\u{4e0a} 5505 上 CJK UNIFIED IDEOGRAPH-4E0A
\u{4e0b} 3712 下 CJK UNIFIED IDEOGRAPH-4E0B
\u{4e0e} 171 与 CJK UNIFIED IDEOGRAPH-4E0E
\u{4e16} 475 世 CJK UNIFIED IDEOGRAPH-4E16
\u{4e18} 480 丘 CJK UNIFIED IDEOGRAPH-4E18
\u{4e19} 1625 丙 CJK UNIFIED IDEOGRAPH-4E19
\u{4e26} 981 並 CJK UNIFIED IDEOGRAPH-4E26
\u{4e2d} 5178 中 CJK UNIFIED IDEOGRAPH-4E2D
\u{4e32} 522 串 CJK UNIFIED IDEOGRAPH-4E32
\u{4e38} 500 丸 CJK UNIFIED IDEOGRAPH-4E38
\u{4e3b} 148 主 CJK UNIFIED IDEOGRAPH-4E3B
\u{4e45} 5508 久 CJK UNIFIED IDEOGRAPH-4E45
\u{4e4b} 1701 之 CJK UNIFIED IDEOGRAPH-4E4B
\u{4e57} 6 乗 CJK UNIFIED IDEOGRAPH-4E57
\u{4e59} 1687 乙 CJK UNIFIED IDEOGRAPH-4E59
\u{4e71} 58 乱 CJK UNIFIED IDEOGRAPH-4E71
\u{4e7e} 109 乾 CJK UNIFIED IDEOGRAPH-4E7E
\u{4e80} 175 亀 CJK UNIFIED IDEOGRAPH-4E80
\u{4e8c} 7137 二 CJK UNIFIED IDEOGRAPH-4E8C
\u{4e94} 599 五 CJK UNIFIED IDEOGRAPH-4E94
\u{4e95} 1570 井 CJK UNIFIED IDEOGRAPH-4E95
\u{4eac} 225 京 CJK UNIFIED IDEOGRAPH-4EAC
\u{4eba} 107 人 CJK UNIFIED IDEOGRAPH-4EBA
\u{4ec1} 91 仁 CJK UNIFIED IDEOGRAPH-4EC1
\u{4eca} 1291 今 CJK UNIFIED IDEOGRAPH-4ECA
\u{4ecf} 89 仏 CJK UNIFIED IDEOGRAPH-4ECF
\u{4ed9} 184 仙 CJK UNIFIED IDEOGRAPH-4ED9
\u{4ee3} 1185 代 CJK UNIFIED IDEOGRAPH-4EE3
\u{4ee5} 267 以 CJK UNIFIED IDEOGRAPH-4EE5
\u{4ef2} 71 仲 CJK UNIFIED IDEOGRAPH-4EF2
\u{4f0a} 330 伊 CJK UNIFIED IDEOGRAPH-4F0A
\u{4f1a} 50 会 CJK UNIFIED IDEOGRAPH-4F1A
\u{4f3c} 136 似 CJK UNIFIED IDEOGRAPH-4F3C
\u{4f4f} 98 住 CJK UNIFIED IDEOGRAPH-4F4F
\u{4f50} 3222 佐 CJK UNIFIED IDEOGRAPH-4F50
\u{4fdd} 1889 保 CJK UNIFIED IDEOGRAPH-4FDD
\u{4ff5} 171 俵 CJK UNIFIED IDEOGRAPH-4FF5
\u{5009} 590 倉 CJK UNIFIED IDEOGRAPH-5009
\u{5143} 1168 元 CJK UNIFIED IDEOGRAPH-5143
\u{5148} 22 先 CJK UNIFIED IDEOGRAPH-5148
\u{5149} 115 光 CJK UNIFIED IDEOGRAPH-5149
\u{514d} 7700 免 CJK UNIFIED IDEOGRAPH-514D
\u{5165} 108 入 CJK UNIFIED IDEOGRAPH-5165
\u{516b} 387 八 CJK UNIFIED IDEOGRAPH-516B
\u{516d} 290 六 CJK UNIFIED IDEOGRAPH-516D
\u{5185} 3274 内 CJK UNIFIED IDEOGRAPH-5185
\u{5186} 7 円 CJK UNIFIED IDEOGRAPH-5186
\u{51a8} 81 冨 CJK UNIFIED IDEOGRAPH-51A8
\u{51b6} 11 冶 CJK UNIFIED IDEOGRAPH-51B6
\u{51fa} 991 出 CJK UNIFIED IDEOGRAPH-51FA
\u{5206} 768 分 CJK UNIFIED IDEOGRAPH-5206
\u{5207} 291 切 CJK UNIFIED IDEOGRAPH-5207
\u{5208} 154 刈 CJK UNIFIED IDEOGRAPH-5208
\u{5225} 26 別 CJK UNIFIED IDEOGRAPH-5225
\u{524d} 742 前 CJK UNIFIED IDEOGRAPH-524D
\u{526f} 114 副 CJK UNIFIED IDEOGRAPH-526F
\u{52a0} 1302 加 CJK UNIFIED IDEOGRAPH-52A0
\u{52a9} 62 助 CJK UNIFIED IDEOGRAPH-52A9
\u{52d2} 55 勒 CJK UNIFIED IDEOGRAPH-52D2
\u{52dd} 139 勝 CJK UNIFIED IDEOGRAPH-52DD
\u{52e2} 6 勢 CJK UNIFIED IDEOGRAPH-52E2
\u{5316} 484 化 CJK UNIFIED IDEOGRAPH-5316
\u{5317} 2329 北 CJK UNIFIED IDEOGRAPH-5317
\u{533a} 100 区 CJK UNIFIED IDEOGRAPH-533A
\u{5341} 80 十 CJK UNIFIED IDEOGRAPH-5341
\u{5343} 1692 千 CJK UNIFIED IDEOGRAPH-5343
\u{5354} 154 協 CJK UNIFIED IDEOGRAPH-5354
\u{5357} 1367 南 CJK UNIFIED IDEOGRAPH-5357
\u{535a} 36 博 CJK UNIFIED IDEOGRAPH-535A
\u{5378} 66 卸 CJK UNIFIED IDEOGRAPH-5378
\u{539a} 10 厚 CJK UNIFIED IDEOGRAPH-539A
\u{539f} 8588 原 CJK UNIFIED IDEOGRAPH-539F
\u{53a8} 843 厨 CJK UNIFIED IDEOGRAPH-53A8
\u{53b3} 1625 厳 CJK UNIFIED IDEOGRAPH-53B3
\u{53c8} 107 又 CJK UNIFIED IDEOGRAPH-53C8
\u{53cd} 146 反 CJK UNIFIED IDEOGRAPH-53CD
\u{53d6} 33 取 CJK UNIFIED IDEOGRAPH-53D6
\u{53e3} 3495 口 CJK UNIFIED IDEOGRAPH-53E3
\u{53e4} 1529 古 CJK UNIFIED IDEOGRAPH-53E4
\u{53f0} 1283 台 CJK UNIFIED IDEOGRAPH-53F0
\u{5408} 3 合 CJK UNIFIED IDEOGRAPH-5408
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\u{837b} 59 荻 CJK UNIFIED IDEOGRAPH-837B
\u{83c5} 93 菅 CJK UNIFIED IDEOGRAPH-83C5
\u{83f0} 42 菰 CJK UNIFIED IDEOGRAPH-83F0
\u{8429} 597 萩 CJK UNIFIED IDEOGRAPH-8429
\u{8449} 523 葉 CJK UNIFIED IDEOGRAPH-8449
\u{84b2} 234 蒲 CJK UNIFIED IDEOGRAPH-84B2
\u{8535} 281 蔵 CJK UNIFIED IDEOGRAPH-8535
\u{85e4} 273 藤 CJK UNIFIED IDEOGRAPH-85E4
\u{8679} 72 虹 CJK UNIFIED IDEOGRAPH-8679
\u{868a} 630 蚊 CJK UNIFIED IDEOGRAPH-868A
\u{86ce} 11 蛎 CJK UNIFIED IDEOGRAPH-86CE
\u{86e4} 38 蛤 CJK UNIFIED IDEOGRAPH-86E4
\u{86ed} 65 蛭 CJK UNIFIED IDEOGRAPH-86ED
\u{8823} 286 蠣 CJK UNIFIED IDEOGRAPH-8823
\u{884c} 243 行 CJK UNIFIED IDEOGRAPH-884C
\u{897f} 5274 西 CJK UNIFIED IDEOGRAPH-897F
\u{898b} 5822 見 CJK UNIFIED IDEOGRAPH-898B
\u{899a} 28 覚 CJK UNIFIED IDEOGRAPH-899A
\u{89aa} 89 親 CJK UNIFIED IDEOGRAPH-89AA
\u{89d2} 26 角 CJK UNIFIED IDEOGRAPH-89D2
\u{89e6} 957 触 CJK UNIFIED IDEOGRAPH-89E6
\u{8a08} 212 計 CJK UNIFIED IDEOGRAPH-8A08
\u{8a2a} 866 訪 CJK UNIFIED IDEOGRAPH-8A2A
\u{8abf} 643 調 CJK UNIFIED IDEOGRAPH-8ABF
\u{8acf} 866 諏 CJK UNIFIED IDEOGRAPH-8ACF
\u{8c37} 753 谷 CJK UNIFIED IDEOGRAPH-8C37
\u{8c46} 487 豆 CJK UNIFIED IDEOGRAPH-8C46
\u{8c4a} 40 豊 CJK UNIFIED IDEOGRAPH-8C4A
\u{8c9d} 879 貝 CJK UNIFIED IDEOGRAPH-8C9D
\u{8cc0} 614 賀 CJK UNIFIED IDEOGRAPH-8CC0
\u{8cd1} 12 賑 CJK UNIFIED IDEOGRAPH-8CD1
\u{8d64} 1011 赤 CJK UNIFIED IDEOGRAPH-8D64
\u{8d8a} 2259 越 CJK UNIFIED IDEOGRAPH-8D8A
\u{8def} 625 路 CJK UNIFIED IDEOGRAPH-8DEF
\u{8e0a} 65 踊 CJK UNIFIED IDEOGRAPH-8E0A
\u{8f9b} 71 辛 CJK UNIFIED IDEOGRAPH-8F9B
\u{8fba} 408 辺 CJK UNIFIED IDEOGRAPH-8FBA
\u{8fbb} 31 辻 CJK UNIFIED IDEOGRAPH-8FBB
\u{8fbc} 76 込 CJK UNIFIED IDEOGRAPH-8FBC
\u{8fce} 1116 迎 CJK UNIFIED IDEOGRAPH-8FCE
\u{8feb} 52 迫 CJK UNIFIED IDEOGRAPH-8FEB
\u{901a} 146 通 CJK UNIFIED IDEOGRAPH-901A
\u{9053} 931 道 CJK UNIFIED IDEOGRAPH-9053
\u{90ce} 29 郎 CJK UNIFIED IDEOGRAPH-90CE
\u{90e8} 711 部 CJK UNIFIED IDEOGRAPH-90E8
\u{90f7} 19310 郷 CJK UNIFIED IDEOGRAPH-90F7
\u{90fd} 268 都 CJK UNIFIED IDEOGRAPH-90FD
\u{91cc} 4016 里 CJK UNIFIED IDEOGRAPH-91CC
\u{91cd} 1403 重 CJK UNIFIED IDEOGRAPH-91CD
\u{91ce} 7179 野 CJK UNIFIED IDEOGRAPH-91CE
\u{91d1} 342 金 CJK UNIFIED IDEOGRAPH-91D1
\u{91dc} 101 釜 CJK UNIFIED IDEOGRAPH-91DC
\u{91dd} 2531 針 CJK UNIFIED IDEOGRAPH-91DD
\u{9262} 190 鉢 CJK UNIFIED IDEOGRAPH-9262
\u{9280} 7 銀 CJK UNIFIED IDEOGRAPH-9280
\u{9285} 20 銅 CJK UNIFIED IDEOGRAPH-9285
\u{92ad} 33 銭 CJK UNIFIED IDEOGRAPH-92AD
\u{9326} 75 錦 CJK UNIFIED IDEOGRAPH-9326
\u{935b} 11 鍛 CJK UNIFIED IDEOGRAPH-935B
\u{938c} 29 鎌 CJK UNIFIED IDEOGRAPH-938C
\u{93e1} 503 鏡 CJK UNIFIED IDEOGRAPH-93E1
\u{9577} 2137 長 CJK UNIFIED IDEOGRAPH-9577
\u{9580} 298 門 CJK UNIFIED IDEOGRAPH-9580
\u{9593} 1211 間 CJK UNIFIED IDEOGRAPH-9593
\u{95a2} 38 関 CJK UNIFIED IDEOGRAPH-95A2
\u{963f} 155 阿 CJK UNIFIED IDEOGRAPH-963F
\u{9663} 586 陣 CJK UNIFIED IDEOGRAPH-9663
\u{9670} 153 陰 CJK UNIFIED IDEOGRAPH-9670
\u{9678} 162 陸 CJK UNIFIED IDEOGRAPH-9678
\u{967d} 45 陽 CJK UNIFIED IDEOGRAPH-967D
\u{96c4} 14 雄 CJK UNIFIED IDEOGRAPH-96C4
\u{96f2} 291 雲 CJK UNIFIED IDEOGRAPH-96F2
\u{970a} 100 霊 CJK UNIFIED IDEOGRAPH-970A
\u{9752} 887 青 CJK UNIFIED IDEOGRAPH-9752
\u{9762} 140 面 CJK UNIFIED IDEOGRAPH-9762
\u{97f3} 353 音 CJK UNIFIED IDEOGRAPH-97F3
\u{9808} 1781 須 CJK UNIFIED IDEOGRAPH-9808
\u{982d} 161 頭 CJK UNIFIED IDEOGRAPH-982D
\u{98a8} 978 風 CJK UNIFIED IDEOGRAPH-98A8
\u{98ef} 355 飯 CJK UNIFIED IDEOGRAPH-98EF
\u{98fd} 29 飽 CJK UNIFIED IDEOGRAPH-98FD
\u{9928} 20 館 CJK UNIFIED IDEOGRAPH-9928
\u{9996} 251 首 CJK UNIFIED IDEOGRAPH-9996
\u{9999} 713 香 CJK UNIFIED IDEOGRAPH-9999
\u{99ac} 778 馬 CJK UNIFIED IDEOGRAPH-99AC
\u{99c4} 132 駄 CJK UNIFIED IDEOGRAPH-99C4
\u{9ad8} 4322 高 CJK UNIFIED IDEOGRAPH-9AD8
\u{9aea} 729 髪 CJK UNIFIED IDEOGRAPH-9AEA
\u{9b3c} 197 鬼 CJK UNIFIED IDEOGRAPH-9B3C
\u{9b41} 22 魁 CJK UNIFIED IDEOGRAPH-9B41
\u{9b5a} 79 魚 CJK UNIFIED IDEOGRAPH-9B5A
\u{9bdb} 146 鯛 CJK UNIFIED IDEOGRAPH-9BDB
\u{9ce5} 49 鳥 CJK UNIFIED IDEOGRAPH-9CE5
\u{9cf4} 354 鳴 CJK UNIFIED IDEOGRAPH-9CF4
\u{9d28} 53 鴨 CJK UNIFIED IDEOGRAPH-9D28
\u{9d5c} 143 鵜 CJK UNIFIED IDEOGRAPH-9D5C
\u{9db4} 89 鶴 CJK UNIFIED IDEOGRAPH-9DB4
\u{9df2} 213 鷲 CJK UNIFIED IDEOGRAPH-9DF2
\u{9e7f} 1906 鹿 CJK UNIFIED IDEOGRAPH-9E7F
\u{9ea6} 37 麦 CJK UNIFIED IDEOGRAPH-9EA6
\u{9eb9} 6 麹 CJK UNIFIED IDEOGRAPH-9EB9
\u{9ed2} 2009 黒 CJK UNIFIED IDEOGRAPH-9ED2
\u{9f8d} 214 龍 CJK UNIFIED IDEOGRAPH-9F8D
\u{ff72} 165 ｲ HALFWIDTH KATAKANA LETTER I
\u{ff84} 1 ﾄ HALFWIDTH KATAKANA LETTER TO
\u{ff86} 7 ﾆ HALFWIDTH KATAKANA LETTER NI
\u{ff8a} 20 ﾊ HALFWIDTH KATAKANA LETTER HA
\u{ff8d} 1 ﾍ HALFWIDTH KATAKANA LETTER HE
\u{ff8e} 3 ﾎ HALFWIDTH KATAKANA LETTER HO
\u{ff9b} 181 ﾛ HALFWIDTH KATAKANA LETTER RO
--------END OF REPORT--------