> **Beta Translation:** This document was translated via Machine Learning and as such may not be 100% accurate. All non-English languages are currently classified as Beta.
Maelezo ya Muundo wa Data ni lugha ya usanidi iliyo msingi ya JSON ambayo inaeleza jinsi ya kuchanganua, kubadilisha, na kuingiza data iliyo na muundo katika TrustGraph. Inatoa njia ya matangazo ya jinsi ya kuingiza data, ikisaidia aina tofauti za pembejeo na mnyororo mgumu wa mabadiliko bila kuhitaji nambari maalum.
## Dhana Muhimu
### 1. Ufafanuzi wa Aina
Inaeleza aina ya faili ya pembejeo na chaguzi za kuchanganua. Inaamua kichanganuzi gani cha kutumia na jinsi ya kutafsiri data ya chanzo.
### 2. Ramani za Uwanja
Inaunganisha njia za chanzo na uwanja wa lengo pamoja na mabadiliko. Inaeleza jinsi data inavyosonga kutoka kwa vyanzo vya pembejeo hadi kwenye uwanja wa schema ya pato.
### 3. Mnyororo wa Mabadiliko
Mnyororo wa mabadiliko ya data ambayo yanaweza kutumika kwenye thamani za uwanja, pamoja na:
Usafishaji wa data (kukata, kusawazisha)
Ubadilishaji wa aina (uchanganuzi wa tarehe, ubadilishaji wa aina)
Hesabu (hesabu, urekebishaji wa maandishi)
Utafiti (meza za rejea, mbadala)
### 4. Kanuni za Uthibitisho
Vipimo vya ubora wa data ambavyo hutumika kuhakikisha uadilifu wa data:
Uthibitisho wa aina
Vipimo vya anuwai
Ulinganishi wa muundo (regex)
Uthibitisho wa uwanja unaohitajika
Mantiki ya uthibitisho maalum
### 5. Mpangilio wa Jumla
Mpangilio ambao hutumika katika mchakato wote wa uingizaji:
Meza za utafiti kwa uboreshaji wa data
Vigezo na mara kwa mara vya kimataifa
Maelezo ya muundo wa pato
Sera za kushughulikia makosa
## Mkakati wa Utendaji
Utendaji wa programu ya uingizaji unafuata mnyororo huu:
1.**Changanua Mpangilio** - Pakia na thibitisha maelezo ya JSON
Maagizo yafuatayo yanaweza kutumika ili LLM iweze kuchanganua data ya mfano na kuunda usanidi wa maelezo:
```
I need you to analyze the provided data sample and create a Structured Data Descriptor configuration in JSON format.
The descriptor should follow this specification:
- version: "1.0"
- metadata: Configuration name, description, author, and creation date
- format: Input format type and parsing options
- globals: Variables, lookup tables, and constants
- preprocessing: Filters and transformations applied before mapping
- mappings: Field-by-field mapping from source to target with transformations and validations
- postprocessing: Operations like deduplication or aggregation
- output: Target format and error handling configuration
ANALYZE THE DATA:
1. Identify the format (CSV, JSON, XML, etc.)
2. Detect delimiters, encodings, and structure
3. Find data types for each field
4. Identify patterns and constraints
5. Look for fields that need cleaning or transformation
6. Find relationships between fields
7. Identify lookup opportunities (codes that map to values)
8. Detect required vs optional fields
CREATE THE DESCRIPTOR:
For each field in the sample data:
- Map it to an appropriate target field name
- Add necessary transformations (trim, case conversion, type casting)
- Include appropriate validations (required, patterns, ranges)
- Set defaults for missing values
Include preprocessing if needed:
- Filters to exclude invalid records
- Sorting requirements
Include postprocessing if beneficial:
- Deduplication on key fields
- Aggregation for summary data
Configure output for TrustGraph:
- format: "trustgraph-objects"
- schema_name: Based on the data entity type
- Appropriate error handling
DATA SAMPLE:
[Insert data sample here]
ADDITIONAL CONTEXT (optional):
- Target schema name: [if known]
- Business rules: [any specific requirements]
- Data quality issues to address: [known problems]
Generate a complete, valid Structured Data Descriptor configuration that will properly import this data into TrustGraph. Include comments explaining key decisions.
```
### Mfano wa Matumizi
```
I need you to analyze the provided data sample and create a Structured Data Descriptor configuration in JSON format.
[Standard instructions from above...]
DATA SAMPLE:
```csv
Kitambulisho cha Mteja,Jina,Barua pepe,Umri,Nchi,Hali,Tarehe ya Kujiunga,Ununuzi Jumla
