README.md

---
license: apache-2.0
pretty_name: Wilhelm Vocabulary
language:
  - en
  - de
  - la
  - grc
configs:
  - config_name: Graph Data
    data_files:
    - split: German
      path: german-graph-data.jsonl
    - split: Latin
      path: latin-graph-data.jsonl
    - split: AncientGreek
      path: ancient-greek-graph-data.jsonl
tags:
  - Natural Language Processing
  - NLP
  - Vocabulary
  - German
  - Latin
  - Ancient Greek
  - Knowledge Graph
size_categories:
  - 1K<n<10K
---

Wilhelm Vocabulary
==================

[![Hugging Face dataset badge]][Hugging Face dataset URL]

[![Vocabulary count - German]][Docker Hub URL]
[![Vocabulary count - Latin]][Docker Hub URL]
[![Vocabulary count - Ancient Greek]][Docker Hub URL]
[![Docker Hub][Docker Pulls Badge]][Docker Hub URL]
[![GitHub workflow status badge][GitHub workflow status badge]][GitHub workflow status URL]
[![Hugging Face sync status badge]][Hugging Face sync status URL]
[![Apache License Badge]][Apache License, Version 2.0]

<!-- TOC -->
* [Wilhelm Vocabulary](#wilhelm-vocabulary)
  * [Development](#development)
    * [Environment Setup](#environment-setup)
    * [Installing Dependencies](#installing-dependencies)
    * [Data Format](#data-format)
    * [Encoding Table in YAML](#encoding-table-in-yaml)
  * [Data Pipeline](#data-pipeline)
  * [How Data (Vocabulary) is Stored in a Graph Database](#how-data-vocabulary-is-stored-in-a-graph-database)
    * [Why Graph Database](#why-graph-database)
    * [Base Schema](#base-schema)
  * [Languages](#languages)
    * [German](#german)
      * [Pronoun](#pronoun)
      * [Noun](#noun)
      * [Verb](#verb)
    * [Ancient Greek](#ancient-greek)
      * [Diacritic Mark Convention](#diacritic-mark-convention)
      * [Pronoun](#pronoun-1)
      * [Noun](#noun-1)
      * [Adjective Declension](#adjective-declension)
      * [Verb Conjugation](#verb-conjugation)
    * [Latin](#latin)
    * [Classical Hebrew (Coming Soon)](#classical-hebrew-coming-soon)
    * [Korean](#korean)
  * [License](#license)
<!-- TOC -->

__wilhelm-vocabulary__ is the data sources used for the flashcard contents on [wilhelmlang.com]. Specifically it's a
datasource manually made from the accumulation of the daily language studies of [myself](https://github.com/Qubitpi):

- [German](./german.yaml)
- [Latin](./latin.yaml)
- [Ancient Greek](./ancient-greek.yaml)

The data is available on 🤗 [Hugging Face Datasets][Hugging Face dataset URL]

```python
from datasets import load_dataset
dataset = load_dataset("QubitPi/wilhelm-vocabulary")
```

> [!TIP]
> 
> If `dataset = load_dataset("QubitPi/wilhelm-vocabulary")` throws an error, please upgrade the `datasets` package to
> its _latest version_

In addition, a Docker image has been made to allow us exploring the vocabulary in Neo4J browser backed by a Neo4J
database. To get the image and run the container, simply do:

```console
docker run \
    --publish=7474:7474 \
    --publish=7687:7687 \
    --env=NEO4J_AUTH=none \
    --env=NEO4J_ACCEPT_LICENSE_AGREEMENT=yes \
    -e NEO4JLABS_PLUGINS=\[\"apoc\"\] \
    --env NEO4J_browser_remote__content__hostname__whitelist=https://raw.githubusercontent.com \
    --env NEO4J_browser_post__connect__cmd="style https://raw.githubusercontent.com/QubitPi/wilhelm-vocabulary/refs/heads/master/graphstyle.grass" \
    jack20191124/wilhelm-vocabulary
```

> [!NOTE]
>
> The image is based on Neo4J Enterprise 5.23.0.

- When container starts, access neo4j through browser at http://localhost:7474
- Both __bolt://__ and __neo4j://__ protocols are fine.
- Choose __No authentication__ for _Authentication type_
- Then hit __Connect__ as shown below

![Connecting to Neo4J Docker](docs/neo4j-docker-connect.png "Error loading neo4j-docker-connect.png")

We have offered some queries that can be used to quickly explore the vocabulary in graph representations:

- Search for all Synonyms: `MATCH (term:Term)-[r]-(synonym:Term) WHERE r.name = "synonym" RETURN term, r, synonym`
- Finding all [gerunds](https://en.wiktionary.org/wiki/Appendix:Glossary#gerund):
  `MATCH (source)-[link:RELATED]->(target) WHERE link.name = "gerund of" RETURN source, link, target;`
- Expanding a word "nämlich" (reveals its relationship to other languages):

  ```cypher
  MATCH (term:Term{label:'nämlich'})
  CALL apoc.path.expand(term, "LINK", null, 1, 3)
  YIELD path
  RETURN path, length(path) AS hops
  ORDER BY hops;
  ```

  ![Expanding "nämlich"](docs/german-greek-latin.png "Error loading german-greek-latin.png")

- In German, "rice" and "travel" are related:

  ```cypher
  MATCH (term:Term{label:'die Reise'})
  CALL apoc.path.expand(term, "LINK", null, 1, 3)
  YIELD path
  RETURN path, length(path) AS hops
  ORDER BY hops;
  ```

  ![Declension sharing](docs/german-rice-travel.png "Error loading german-rice-travel.png")

- `MATCH (term:Term{label:'die Schwester'})  CALL apoc.path.expand(term, "LINK", null, 1, -1)  YIELD path  RETURN path, length(path) AS hops  ORDER BY hops;`
- How German, Latin, and Ancient greek expresses the conjunction "but":

  ```cypher
  MATCH (node{label:'δέ'})
  CALL apoc.path.expand(node, "LINK", null, 1, 4)
  YIELD path
  RETURN path, length(path) AS hops
  ORDER BY hops;
  ```
  
  ![Conjuction - but](docs/but.png "Error loading but.png")

Development
-----------

### Environment Setup

Get the source code:

```console
git clone git@github.com:QubitPi/wilhelm-vocabulary.git
cd wilhelm-vocabulary
```

It is strongly recommended to work in an isolated environment. Install virtualenv and create an isolated Python
environment by

```console
python3 -m pip install --user -U virtualenv
python3 -m virtualenv .venv
```

To activate this environment:

```console
source .venv/bin/activate
```

or, on Windows

```console
./venv\Scripts\activate
```

> [!TIP]
>
> To deactivate this environment, use
>
> ```console
> deactivate
> ```

### Installing Dependencies

```console
pip3 install -r requirements.txt
```

### Data Format

The raw data is written in YAML format, because

1. it is machine-readable so that it can be consumed quickly in data pipelines
2. it is human-readable and, thus, easy to read and modify
3. it supports multi-lines value which is very handy for language data

The YAML data files are

- [german.yaml](./german.yaml)
- [latin.yaml](./latin.yaml)
- [ancient-greek.yaml](./ancient-greek.yaml)

These YAML files are then [transformed](huggingface/generate_datasets.py) to Hugging Face Datasets formats in
[CI/CD](https://github.com/QubitPi/wilhelm-vocabulary/actions/workflows/ci-cd.yaml)

### Encoding Table in YAML

To encode the inflections which are common in most Indo-European languages, an
[application-specific YAML](https://stackoverflow.com/q/30894438/14312712) that looks like the following are employed
throughout this repository:

```yaml
  - term: der Gegenstand
    definition:
      - object
      - thing
    declension:
      - ["",         singular,                    plural      ]
      - [nominative, Gegenstand,                  Gegenstände ]
      - [genitive,   "Gegenstandes, Gegenstands", Gegenstände ]
      - [dative,     Gegenstand,                  Gegenständen]
      - [accusative, Gegenstand,                  Gegenstände ]
```

> [!NOTE]
>
> - A list under `declension` is a table row
> - All rows have the same number of columns
> - Each element of the list corresponds to a table cell

The declension (inflection) table above is equivalent to

<table><tbody>
  <tr>
    <td></td>
    <td>singular</td>
    <td>plural</td>
  </tr>
  <tr>
    <td>nominative</td>
    <td>Gegenstand</td>
    <td>Gegenstände</td>
  </tr>
  <tr>
    <td>genitive</td>
    <td>Gegenstandes, Gegenstands</td>
    <td>Gegenstände</td>
  </tr>
  <tr>
    <td>dative</td>
    <td>Gegenstand</td>
    <td>Gegenständen</td>
  </tr>
  <tr>
    <td>accusative</td>
    <td>Gegenstand</td>
    <td>Gegenstände</td>
  </tr>
</tbody>
</table>

Data Pipeline
-------------

![Data pipeline](docs/data-pipeline.png "Error loading data-loading.png")

> [!CAUTION]
>
> When the graph database is Neo4J, all constrains relating to the __Term__ node must be using:
>
> ```cypher
> SHOW CONSTRAINTS
> DROP CONSTRAINT constraint_name;
> ```
>
> This is because certain vocabulary has multiple grammatical forms. This vocabulary is spread out as multiple entries.
> These multiple entries, because they have lots of common properties, often triggers constraint violations in Neo4J on
> load

How Data (Vocabulary) is Stored in a Graph Database
---------------------------------------------------

### Why Graph Database

Graph data representation assumes universal connectivity among world entities. This applies pretty well to the realm of
languages. Multilanguage learners have already seen that Indo-European languages are similar in many aspects. The
similarities not only signify the historical facts about Philology but also surface a great opportunity for
multilanguage learners to take advantages of them and study much more efficiently. What's missing is connecting the dots
using Graph Databases that visually presents these vastly enlightening links between the related languages in a natural
way.

### Base Schema

```yaml
vocabulary:
  - term: string
    definition: list
    audio: string
```

The `audio` field is an URL that points to a `.mp3` or `.ogg` file that contains the pronunciation of this word.

_The meaning of a word is called the `definition`_. A term has a natural relationship to its definition(s). For example,
the German noun "[Ecke](https://en.wiktionary.org/wiki/Ecke#Noun)" has at least 4 definitions:

![Relationship between term and defintion(s)](docs/definition.png "Error loading definition.png")

<div align="center">
    Graph data generated by <a href="https://github.com/QubitPi/wilhelm-data-loader">wilhelm-data-loader</a>
</div>

> [!TIP]
>
> The parenthesized value at the beginning of each `definition` item played an un-ignorable role: it is the label of the
> relationship between `term` and `definition` in graph database dumped by
> [data loader](https://github.com/QubitPi/wilhelm-data-loader). For example, both German words
>
> ```yaml
> - term: denn
>   definition:
>     - (adv.) then, thus
>     - (conj.) because
> ```
>
> and
>
> ```yaml
>  - term: nämlich
>    definition:
>      - (adj.) same
>      - (adv.) namely
>      - (adv.) because
> ```
>
> can mean "because" acting as different types. This is visualized as follows:
>
> ![error loading example.png](docs/example.png)
>
> __Visualzing synonyms this way presents a big advantage to human brain__ who is exceedingly good at memorizing
> patterns

Languages
---------

### [German](./german.yaml)

#### Pronoun

The declension table of a pronoun follows:

```yaml
declension:
  - ["",         masclune, feminine, neuter, plural]
  - [nominative, ████████, ████████, ██████, ██████]
  - [genitive,   ████████, ████████, ██████, ██████]
  - [dative,     ████████, ████████, ██████, ██████]
  - [accusative, ████████, ████████, ██████, ██████]
```

#### Noun

`term` with a _definite article_ of `der`/`die`/`das` signifies a __noun__ which has a declension table template of the
following form:

```yaml
declension:
  - ["",         singular, plural]
  - [nominative, ████████, ██████]
  - [genitive,   ████████, ██████]
  - [dative,     ████████, ██████]
  - [accusative, ████████, ██████]
```

For example:

```yaml
  - term: das Getränk
    definition: the drink
    declension:
      - ["",         singular,            plural   ]
      - [nominative, Getränk,             Getränke ]
      - [genitive,   Getränkes, Getränks, Getränke ]
      - [dative,     Getränk,             Getränken]
      - [accusative, Getränk,             Getränke ]
```

> [!TIP]
>
> __The declension tables for nouns are almost all sourced from
> [Wiktionary](https://en.wiktionary.org/wiki/Kaufmann#Declension)__ and tiny from (if not present in Wiktionary)
> [Verbformen](https://www.verbformen.com/)

> [!CAUTION]
>
> [Adjectival nouns](https://en.wikibooks.org/wiki/German/Grammar/Nouns/Adjectival_Nouns), however, do NOT follow the
> template above but employs the following template:
>
> ```yaml
> declension:
>   strong:
>     - ["",         singular, plural]
>     - [nominative, ████████, ██████]
>     - [genitive,   ████████, ██████]
>     - [dative,     ████████, ██████]
>     - [accusative, ████████, ██████]
>   weak:
>     - ["",         singular, plural]
>     - [nominative, ████████, ██████]
>     - [genitive,   ████████, ██████]
>     - [dative,     ████████, ██████]
>     - [accusative, ████████, ██████]
>   mixed:
>     - ["",         singular, plural]
>     - [nominative, ████████, ██████]
>     - [genitive,   ████████, ██████]
>     - [dative,     ████████, ██████]
>     - [accusative, ████████, ██████]
> ```

#### Verb

The conjugation is the inflection paradigm for a German verb. Those with `conjugation` field denotes a __verb__; its
definition also begins with an _indefinite form_, i.e. "to ..."

The reason for choosing [verbformen.com] is because of its comprehensive inflection info of German vocabulary provided.

There are __3__ persons, __2__ numbers, and __4__ moods (indicative, conditional, imperative and subjunctive) to
consider in conjugation. There are __6__ tenses in German: the present and past are conjugated, and there are four
compound tenses. There are two categories of verbs in German:
[weak and strong](https://en.wikipedia.org/wiki/Germanic_strong_verb)[^1]. In addition,
[strong verbs are grouped into 7 "classes"](https://en.wikipedia.org/wiki/Germanic_strong_verb#Strong_verb_classes)

[^1]: https://en.wikipedia.org/wiki/German_verbs#Conjugation

The conjugation table of German verb on Wiktionary is hard to interpret for German beginner.
[Netzverb Dictionary](https://www.verbformen.com/) is the best German dictionary _targeting the vocabulary inflections_.
[Search for "aufwachsen"](https://www.verbformen.com/?w=aufwachsen) and we will see much more intuitive conjugation
tables listed.

This pretty much serves our needs, but what makes Netzverb unpenetrable by other alternatives is that _every_ verb comes
with

1. [A printable version that looks much better than the browser's Control+P export](https://www.verbformen.com/conjugation/aufwachsen.pdf)

   - There is also a "Sentences with German verb aufwachsen" section with a
     [link](https://www.verbformen.com/conjugation/examples/aufwachsen.htm) that offer a fruitful number of conjugated
     examples getting us familiar with the inflections of the verb

2. [An on-the-fly generated flashcard sheet](https://www.verbformen.com/conjugation/worksheets-exercises/lernkarten/aufwachsen.pdf)
   which allows us to make a better usage of our random free time
3. [A YouTube video that offers audios of almost every conjugated form](https://www.youtube.com/watch?v=LCtUrSn030A),
   which helps with pronunciations a lot

The entry for a German verb, hence, has an extra `verbformen` field that includes the links to the 3 pieces of
information above

```yaml
- term:
  definition:
  audio:
  verbformen:
    video: 
    conjugation:
    flashcards:
```

For example:

```yaml
- term: aufwachsen
  definition: to grow up
  audio: https://upload.wikimedia.org/wikipedia/commons/f/f0/De-aufwachsen.ogg
  verbformen:
    video: https://youtu.be/LCtUrSn030A
    conjugation: https://www.verbformen.com/conjugation/aufwachsen.pdf
    flashcards: https://www.verbformen.com/conjugation/worksheets-exercises/lernkarten/aufwachsen.pdf
```

> [!IMPORTANT]
> 
> Note that some verbformen verbs do not have videos in which case the `video` field does not exist

### [Ancient Greek](./ancient-greek.yaml)

Unless otherwise mentioned, we are always talking about _Attic_ Greek.

> [!NOTE]
>
> Ancient Greek vocabulary come from the following sources
>
> - [Greek Core Vocabulary of Dickinson College](https://dcc.dickinson.edu/greek-core-list)
> - Aristotle - Logic I: Categories, On Interpretation, Prior Analytics

#### Diacritic Mark Convention

We employ the following 3 diacritic signs only in vocabulary:

1. the __acute__ (ά)
2. the __circumflex__ (ᾶ), and
3. the __grave__ (ὰ)

In fact, it is called the [_medium diacritics_](https://lsj.gr/wiki/ἀγαθός)  and the same convention used in
[Loeb Classical Library prints](https://ryanfb.xyz/loebolus/) from Harvard. Notice that, however, the commonly sourced
[Wiktionary uses full diacritics](https://en.wiktionary.org/wiki/ἀγαθός#Declension), including the
[breve diacritic mark](https://en.wikipedia.org/wiki/Breve); we don't do that.

#### Pronoun

The source of pronouns and their declensions are the following

- [Greek Core Vocabulary of Dickinson College](https://dcc.dickinson.edu/greek-core-list)
- [Ancient Greek for Everyone, Pronouns: Part I](https://pressbooks.pub/ancientgreek/chapter/11/)
- [Ancient Greek for Everyone, Pronouns: Part II](https://pressbooks.pub/ancientgreek/chapter/12/)
- [Ancient Greek for Everyone, Pronouns: Part III](https://pressbooks.pub/ancientgreek/chapter/25/)
- [Ancient Greek for Everyone, Pronouns: Part IV](https://pressbooks.pub/ancientgreek/chapter/26/)
- Wiktionary
- [Greek: An Intensive Course, 2nd Revised Edition](https://pdfcoffee.com/4-hansen-hardy-quinn-gerald-m-greek-an-intensive-course-5-pdf-free.html)

  - Unit 6, Section 49. The Relative Pronoun

> [!TIP]
>
> More grammar about pronouns can be found in these great articles from _Ancient Greek for Everyone_ above

The declension table of a pronoun follows:

```yaml
declension:
  - ["",         singular, plural]
  - [nominative, ████████, ██████]
  - [genitive,   ████████, ██████]
  - [dative,     ████████, ██████]
  - [accusative, ████████, ██████]
  - [vocative,   N/A,      N/A   ]
```

#### Noun

The vocabulary entry for each noun consists of its nominative and genitive forms, an article which indicates the noun's
gender all in its `term` attribute. The English meaning(s) come as a list under `definition` attribute. For example.

```yaml
  - term: τέχνη τέχνης, ἡ
    definition:
      - art,
      - skill,
      - craft
    declension class: 1st
```

The vocabulary entry above consists of the following 5 items:

1. τέχνη: nominative singular
2. τέχνης: genitive singular
3. ἡ: nominative feminine singular of the article, which shows that the gender of the noun is feminine. Gender will be
   indicated by the appropriate form of the definite article "the":

   - `ὁ` for the masculine nouns
   - `ἡ` for the feminine nouns
   - `τό` for the neutor nouns

4. a list of English meanings of the word
5. the noun employs the first declension. The 3 classes of declensions are

   1. first declension (`1st`)
   2. second declension (`2nd`)
   3. third declension (`3rd`)

The declension of the entry is not shown because to decline any noun, we can take the genitive singular, remove the
genitive singular ending to get the stem, and then add the proper set of endings to the stem based on its declension
class[^2].

[^2]: _[Greek: An Intensive Course, 2nd Revised Edition](https://www.amazon.com/Greek-Intensive-Course-2nd-Revised/dp/0823216632)_, Hansen & Quinn, _p.20_

For example, to decline _τέχνη τέχνης, ἡ, (art)_, take the genitive singular _τέχνης_, remove the genitive singular ending
_-ης_, and add the appropriate endings to the stem which gives following paradigm:

|    Case    | Singular | Plural  |
|:----------:|:--------:|:-------:|
| nominative |  τέχνη   | τέχναι  |
|  genitive  |  τέχνης  | τεχνῶν  |
|   dative   |  τέχνῃ   | τέχναις |
| accusative |  τέχνην  | τέχνᾱς  |
|  vocative  |  τέχνη   | τέχναι  |

#### Adjective Declension

Declension template:

```yaml
declension:
  - ["",         singular,  singular, singular, dual,      dual,     dual    plural,    plural,   plural]
  - ["",         masculine, feminine, neuter,   masculine, feminine, neuter, masculine, feminine, neuter]
  - [nominative, █████████, ████████, ████████, █████████, ████████, ██████, █████████, ████████, ██████]
  - [genitive,   █████████, ████████, ████████, █████████, ████████, ██████, █████████, ████████, ██████]
  - [dative,     █████████, ████████, ████████, █████████, ████████, ██████, █████████, ████████, ██████]
  - [accusative, █████████, ████████, ████████, █████████, ████████, ██████, █████████, ████████, ██████]
  - [vocative,   █████████, ████████, ████████, █████████, ████████, ██████, █████████, ████████, ██████]
```

#### Verb Conjugation

The Greek verb has __6__ principal parts. All 6 must be learned whenever a new verb is encountered:

1. (first person singular) present indicative active
2. (first person singular) future indicative active
3. (first person singular) aorist indicative active
4. (first person singular) perfect indicative active
5. (first person singular) perfect indicative passive
6. (first person singular) aorist indicative passive

> [!TIP]
>
> The minimum number of forms which one must know in order to generate all possible forms of a verb are called the
> __principal parts__ of that verb.

From the 6 forms above, various verb forms (i.e. stems & endings) can be derived by rules[^4]

[^4]: _[Greek: An Intensive Course, 2nd Revised Edition](https://www.amazon.com/Greek-Intensive-Course-2nd-Revised/dp/0823216632)_, Hansen & Quinn, _p.44_

In practice, however,
[obtaining precise and complete principal parts for some verbs has been proven to be impossible](https://latin.stackexchange.com/a/17432). Best efforts have
been made to find them with URL references being provided in a `references` list field for each verb entry What's also
being recorded here are the reconstructed principal parts with a list of references that validate the
reconstruction. In conclusion, the entry of a verb, thus, has the form of:

```yaml
- term: string
  definition: list
  conjugation:
    principal parts:
      - ["",                                                 Attic, (Possibly other dialects)]
      - [(first person singular) present indicative active,  █████, ...                      ]
      - [(first person singular) future indicative active,   █████, ...                      ]
      - [(first person singular) aorist indicative active,   █████, ...                      ]
      - [(first person singular) perfect indicative active,  █████, ...                      ]
      - [(first person singular) perfect indicative passive, █████, ...                      ]
      - [(first person singular) aorist indicative passive,  █████, ...                      ]
    references: list
```

For example:

```yaml
  - term: λέγω
    definition:
      - to say, speak
      - to pick up
    conjugation:
      wiktionary: https://en.wiktionary.org/wiki/λέγω#Verb_2
      principal parts:
        - ["",                                                 Attic    , Koine          ]
        - [(first person singular) present indicative active,  λέγω     , λέγω           ]
        - [(first person singular) future indicative active,   λέξω     , ἐρῶ            ]
        - [(first person singular) aorist indicative active,   ἔλεξα    , εἶπον/εἶπα     ]
        - [(first person singular) perfect indicative active,  (missing), εἴρηκα         ]
        - [(first person singular) perfect indicative passive, λέλεγμαι , λέλεγμαι       ]
        - [(first person singular) aorist indicative passive,  ἐλέχθην  , ἐρρέθην/ἐρρήθην]
      references:
        - https://en.wiktionary.org/wiki/λέγω#Inflection
        - http://atticgreek.org/downloads/allPPbytypes.pdf
        - https://books.openbookpublishers.com/10.11647/obp.0264/ch25.xhtml
        - https://www.billmounce.com/greek-dictionary/lego
        - https://koine-greek.fandom.com/wiki/Λέγω
```

### [Latin](./latin.yaml)

> [!NOTE]
> The vocabulary and declensions come from the following sources
>
> - [Latin Core Vocabulary of Dickinson College](https://dcc.dickinson.edu/latin-core-list1)
> - Wiktionary

```yaml
vocabulary:
  - term: string
    definition: list
```

### Classical Hebrew (Coming Soon)

The vocabulary is presented to help read and understand [Biblical Hebrew](https://mechon-mamre.org/p/pt/pt00.htm#mp3). A
[complementary audio](https://mechon-mamre.org/p/pt/ptmp3prq.htm) helps well with the pronunciation.

### [Korean](./korean.yaml)

中国人学习韩语有先天优势，加之韩语本身也是一门相当简单的语言，所以这里将语法和词汇合并在一起；
每一项也只由 `term`（韩）和 `definition`（中）组成，

```yaml
vocabulary:
  - term: string
    definition: list of strings
    example:
      - Korean: 제가 아무렴 그쪽 편에 서겠어요
        Chinese: 我无论如何都会站在你这边
      - Korean: ...
        Chinese: ...
```

不用费太多功夫记牢简单的语法和词汇，剩下的就是拿韩语字幕剧不停练习听说读写既成。`example` 中的例句均来自[韩国本土语料](https://www.amazon.com/Korean-book-%EB%82%98%EC%9D%98-%EC%95%84%EC%A0%80%EC%94%A8-%EC%A0%842%EA%B6%8C/dp/8933871756)

> [!NOTE]
>
> 韩语不属于汉藏语系，因其所属语系非常狭小，无法和其它语言产生足够关联，因此其数据暂时不被存入图数据库进行数据分析

License
-------

The use and distribution terms for [wilhelm-vocabulary]() are covered by the [Apache License, Version 2.0].

[Apache License Badge]: https://img.shields.io/badge/Apache%202.0-F25910.svg?style=for-the-badge&logo=Apache&logoColor=white
[Apache License, Version 2.0]: https://www.apache.org/licenses/LICENSE-2.0

[Docker Pulls Badge]: https://img.shields.io/docker/pulls/jack20191124/wilhelm-vocabulary?style=for-the-badge&logo=docker&color=2596EC
[Docker Hub URL]: https://hub.docker.com/r/jack20191124/wilhelm-vocabulary

[Hugging Face dataset badge]: https://img.shields.io/badge/Datasets-wilhelm--vocabulary-FF9D00?style=for-the-badge&logo=huggingface&logoColor=white&labelColor=6B7280
[Hugging Face dataset URL]: https://huggingface.co/datasets/QubitPi/wilhelm-vocabulary

[Hugging Face sync status badge]: https://img.shields.io/github/actions/workflow/status/QubitPi/wilhelm-vocabulary/ci-cd.yaml?branch=master&style=for-the-badge&logo=github&logoColor=white&label=Hugging%20Face%20Sync%20Up
[Hugging Face sync status URL]: https://github.com/QubitPi/wilhelm-vocabulary/actions/workflows/ci-cd.yaml

[GitHub workflow status badge]: https://img.shields.io/github/actions/workflow/status/QubitPi/wilhelm-vocabulary/ci-cd.yaml?branch=master&style=for-the-badge&logo=github&logoColor=white&label=CI/CD
[GitHub workflow status URL]: https://github.com/QubitPi/wilhelm-vocabulary/actions/workflows/ci-cd.yaml

[Vocabulary count - German]: https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fapi.paion-data.dev%2Fwilhelm%2Flanguages%2Fgerman%2Fcount&query=%24%5B0%5D.count&suffix=%20Words&style=for-the-badge&logo=neo4j&logoColor=white&label=German&color=4581C3
[Vocabulary count - Latin]: https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fapi.paion-data.dev%2Fwilhelm%2Flanguages%2Flatin%2Fcount&query=%24%5B0%5D.count&suffix=%20Words&style=for-the-badge&logo=neo4j&logoColor=white&label=Latin&color=4581C3
[Vocabulary count - Ancient Greek]: https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fapi.paion-data.dev%2Fwilhelm%2Flanguages%2FancientGreek%2Fcount&query=%24%5B0%5D.count&suffix=%20Words&style=for-the-badge&logo=neo4j&logoColor=white&label=Ancient%20Greek&color=4581C3

[wilhelmlang.com]: https://wilhelmlang.com/