# Helper Library

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[! [hi] (https://imp.Io/badge  
[! [HMN] (https://img.Io/badge/lang-HRreen.Svg)]  
[! [HU] (HTTPS://IMG.IONSTES.IO/BADGE/LANGU-HU-BU-BU-BUE)  
[! [https://img.Iofields.io/badge/lang-is-red.svg)] (Readme.is.md)  
[! [i] (https://imp.io/go/badge/lang-ig-purple.svg)] (Readme.IG.  
[! [ILO] (https://imp.Shields.io/badge/lang-ilo-usaragerange.SVG)  
[! [ID] (HTTPS://IMG.IE/BadgeS  
[![ga](https://img.shields.io/badge/lang-ga-blue.svg)](README.ga.md)  
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[! [Kri] (https://img.Io/badge  
[! [KU] (https://imp.io/badge/lang -ku-green.svg) (Readme.KU.  
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[! [MK] (https://img.Io/badge/lang-mk-green.svg)  
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[! [mn] (https://imp.io/badge/lang-mmange.svg)] (Readme.md)  
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[! [NE] (https://imp.io/badge/lang-ne-blue-ble.svg)] (Readme.MD.  
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[! [OM] (HTTPS://IMG.IONSTES.IO/BADGE/LANG-OM-ORANGE.SVG)] (Readme.Mga.Mga.MD)  
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---

# # 📖 Sulud

Ang ** pyhelper ** usa ka bersyon nga toolkit sa Python nga gidisenyo aron mapagaan ang ** data pagtuki, paghanduraw, estadistika nga operasyon, ug utility workflows **.  
Nag-uban kini nga hapsay sa akademiko, panukiduki, ug propesyonal nga mga proyekto, nga nagtugot kanimo sa pag-focus sa mga panan-aw imbis sa boilerplate code.

KURSO NGA MGA BUTANGA:
- 🧮 Gitukod-sa ** statistics ug mga gamit sa matematika **
- 📊 dali nga paggamit ** data nga mga wrappers **
- 🗂 Handy ** file nga pagdumala ug pagpangita sa **
- 🔍 ** syntax validation ** alang sa mga file sa python
- 🌍 ** suporta sa multi-sinultian ** nga adunay andam nga paggamit nga mga hubad
- 🚀 Optimized alang sa ** paspas nga prototyping ** ug ** mga katuyoan sa edukasyon **

---

# # ✨ mga bahin

### 📊 data nga paghanduraw
- Horizontal & Vertical Bar Charts (`Hbar`,` Vbar`)
- mga tsart sa pie (`pie`)
- Mga Plots sa Kahon (`Boxplot`)
- Mga Histograms (`Histo` ')
- Heatmaps (`Heatmap`)
- Mga lamesa sa datos (`Table`)
- Advanced Visualizations (Sabado, Violin, Kde, Pairplot, ug uban pa)

### 📈 istatistika pagtuki
- Mga sukod sa sentral nga hilig:  
  MET_Media`, `get_median`,` get_Moda`
- Mga sukod sa pagkatibulaag:  
  `Kuhaa_rans`,` Kuhaa_var`, Kuhaa_desv`
- Pag-normalisasyon sa datos (`normal`)
- Outlier Detection (IQR & Z-Score Paagi)
- Mga pagbag-o sa datos sa kondisyon (`kondisyon`)

### 🛠 Utility
- Discovery Discovery ug Loading (`Tawga ')
- gipalambo ang ** switch / asyncswitch ** sistema
- Syntax pagsusi & pagtuki (`PythonfileChecker`,` check_syntax`)
- Sayup nga nagreport sa konteksto
- Integrated System System (`Tabang`, Previews, Docs)

### 🌍 suporta sa sinultian nga multi-sinultian
- gitukod-sa mga paghubad alang sa ** 12 nga mga sinultian **
- Ihatag sa `load_user_translations ()
- Dynamic nga pagpili uban ang `Set_lenguage (Lang_code)`
- Default nga Fallback sa Ingles

---

## 🚀 Pag-instalar

I-install gikan sa PyPI:

`` bash
Pag-install sa PIP Pyhelper-Tools-JBHM
`` `

---

## 🔧 Mga Ehemplo sa Paggamit

### nga set nga sinultian
`` python
gikan sa helper import nga set_lenguage

Set_lenguage ("en") # English
Set_lenguage ("es") # Espanyol
Set_lenguage ("Fr") # Pranses
Set_lenguage ("de") # German
Set_lenguage ("RU") # Ruso
Set_lenguage ("TR") # Turkish
Set_lenguage ("ZH") # Intsik
Set_lenguage ("kini") # Italyano
Set_lenguage ("Pt") # Portuguese
Set_lenguage ("SV") # Swedish
Set_lenguage ("JA") # Hapon
Set_lenguage ("ar") # Arabiko
# ... Suporta alang sa 100+ Mga Sinultian
`` `

### Basic Statistics
`` python
import relo ingon hp

Data = [1, 2, 2, 3, 4, 5]

I-print (HP.GET_MedIA (Data)) #
I-print (HP.GET_Median (Data)) # Median
I-print (HP.GET_MODA (Data)) # MODE
`` `

### nga paghanduraw
`` python
import relo ingon hp
gikan sa helper.submodules nag-import graph ingon gr

DF = HP.PD.DTAFRAME ({"mga mithi": [5, 3, 7, 9, 9])
Gr.histo (DF, "mga kantidad", Bins = 5, Pamagat = "Sample Histogram")
`` `

### nga pagdumala sa file
`` python
Gikan sa Tell Insport sa Helper

Data = Tawag ("My_DATA", Type = "CSV") # nakit-an ug nag-load sa usa ka CSV file nga awtomatiko
`` `

### Custom Translations
`` python
Gikan sa Helper Import Load_user_Translations

# Pag-load sa kostumbre nga mga hubad gikan sa Lang.json
load_user_translations ("Custom / lang.json"))
`` `

---

# # 📂 istruktura sa proyekto

`` `
Helper /
 ├── Core.py # Panguna nga Mga Buhat
 ├── Mga file sa paghubad sa Lang / # (JSON)
 ├── Submodules /
 │ ├── Graph.py # Visualization Function
 │ ├── statics.py # statistical function
 │ ├── Utils.py # Utility Magtabang
 └── __Init__.py
`` `

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## 🤝 nag-ambag

Giabiabi ang mga kontribusyon!  
Palihug ablihi ang mga isyu, isugyot ang mga pag-uswag, o isumite ang mga hangyo sa pull sa [Github Exponitory] (https://githubp.com/jbhmdev/plichelper-Tours).

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# # 📜 Lisensya

Kini nga proyekto lisensyado sa ilawom sa Lisensya sa ** Mit Lisensya **.  
Tan-awa ang [Lisensya] (Lisensya) file alang sa mga detalye.

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⚡ Andam nga Supertcharge ang imong Python Workflows nga adunay ** Pyhelper **? Magsugod sa pagsuhid karon!