# Helperbiblioteek

[! [Lisensie: MIT] (https://img.shields.io/badge/license-mit-ylow.svg)] (lisensie)  
[! [Pypi] (https://img.shields.io/pypi/v/pyhelper-tools-jbhm?style=for-the-badge&label=pypi&color=blue)] (https://pypi.org/project/pyhelper-tools-jbhm/)  

## 🌍 Beskikbare tale

[! [En] (https://img.shields.io/badge/lang-en-red.svg)] (readme.md)  
[! [es] (https://img.shields.io/badge/lang-es-ylow.svg)] (readme.es.md)  
[! [FR] (https://img.shields.io/badge/lang-fr-blue.svg)] (readme.fr.md)  
[! [De] (https://img.shields.io/badge/lang-de-green.svg)] (readme.de.md)  
[! [Ru] (https://img.shields.io/badge/langu-purple.svg)] (readme.ru.md)  
[! [TR] (https://img.shields.io/badge/lang-tr-orange.svg)] (readme.tr.md)  
[! [ZH] (https://img.shields.io/badge/lang-zh-black.svg)] (readme.zh.md)  
[! [It] (https://img.shields.io/badge/lang-it-lightgrey.svg)] (readme.it.md)  
[! [PT] (https://img.shields.io/badge/lang-pt-brightgreen.svg)] (readme.pt.md)  
[! [Sv] (https://img.shields.io/badge/lang-sv-blue.svg)] (readme.sv.md)  
[! [JA] (https://img.shields.io/badge/lang-ja-red.svg)] (readme.ja.md)  
[! [AR] (https://img.shields.io/badge/lang-ar-brown.svg)] (readme.ar.md)  
[! [AF] (https://img.shields.io/badge/lang-af-orange.svg)] (readme.af.md)  
[! [SQ] (https://img.shields.io/badge/lang-speq-blue.svg)] (readme.sq.md)  
[! [Am] (https://img.shields.io/badge/lang-am-green.svg)] (readme.am.md)  
[! [Hy] (https://img.shields.io/badge/lang-hy-red.svg)] (readme.hy.md)  
[! [As] (https://img.shields.io/badge/lang-as-purple.svg)] (readme.as.md)  
[! [Ay] (https://img.shields.io/badge/lang-ay-brown.svg)] (readme.ay.md)  
[! [AZ] (https://img.shields.io/badge/lang-az-lightblue.svg)] (readme.az.md)  
[! [BM] (https://img.shields.io/badge/lang-bm-darkgreen.svg)] (readme.bm.md)  
[! [EU] (https://img.shields.io/badge/lang-eu-pink.svg)] (readme.eu.md)  
[! [BE] (https://img.shields.io/badge/lang-be-darkblue.svg)] (readme.be.md)  
[! [Bn] (https://img.shields.io/badge/lang-bn-teal.svg)] (readme.bn.md)  
[! [Bho] (https://img.shields.io/badge/lang-bho-orange.svg)] (readme.bho.md)  
[! [BS] (https://img.shields.io/badge/lang-bs-purple.svg)] (readme.bm.md)  
[! [BG] (https://img.shields.io/badge/lang-bg-green.svg)] (readme.bg.md)  
[! [Ca] (https://img.shields.io/badge/lang-ca-yow.svg)] (readme.ca.md)  
[! [CEB] (https://img.shields.io/badge/lang-ceb-blue.svg)] (readme.ceb.md)  
[! [NY] (https://img.shields.io/badge/lang-ny-red.svg)] (readme.ny.md)  
[! [CO] (https://img.shields.io/badge/lang-co-green.svg)] (readme.co.md)  
[! [Hr] (https://img.shields.io/badge/lang-hr-blue.svg)] (readme.hr.md)  
[! [CS] (https://img.shields.io/badge/lang-cs-red.svg)] (readme.cs.md)  
[! [DA] (https://img.shields.io/badge/lang-da-purple.svg)] (readme.da.md)  
[! [DV] (https://img.shields.io/badge/lang-dv-orange.svg)] (readme.dv.md)  
[! [doi] (https://img.shields.io/badge/lang-doi-brown.svg)] (readme.doi.md)  
[! [NL] (https://img.shields.io/badge/lang-nl-orange.svg)] (readme.nl.md)  
[! [EO] (https://img.shields.io/badge/lang-eo-green.svg)] (readme.eo.md)  
[! [ET] (https://img.shields.io/badge/lang-et-blue.svg)] (readme.et.md)  
[! [EE] (https://img.shields.io/badge/lang-ee-red.svg)] (readme.ee.md)  
[! [TL] (https://img.shields.io/badge/lang-tl-purple.svg)] (readme.tl.md)  
[! [Fi] (https://img.shields.io/badge/lang-fi-blue.svg)] (readme.fi.md)  
[! [FY] (https://img.shields.io/badge/lang-fy-orange.svg)] (readme.fy.md)  
[! [GL] (https://img.shields.io/badge/lang-gl-green.svg)] (readme.gl.md)  
[! [KA] (https://img.shields.io/badge/lang-ka-red.svg)] (readme.ka.md)  
[! [El] (https://img.shields.io/badge/lang-el-blue.svg)] (readme.el.md)  
[! [GN] (https://img.shields.io/badge/lang-gn-purple.svg)] (readme.gn.md)  
[! [Gu] (https://img.shields.io/badge/lang-gu-orange.svg)] (readme.gu.md)  
[! [ht] (https://img.shields.io/badge/lang-ht-green.svg)] (readme.ht.md)  
[! [Ha] (https://img.shields.io/badge/lang-ha-blue.svg)] (readme.ha.md)  
[! [Haw] (https://img.shields.io/badge/lang-haw-red.svg)] (readme.haw.md)  
[! [IW] (https://img.shields.io/badge/lang-iw-purple.svg)] (readme.iw.md)  
[! [Hallo] (https://img.shields.io/badge/lang-hi-orange.svg)] (readme.hi.md)  
[! [Hmn] (https://img.shields.io/badge/lang-hmn-green.svg)] (readme.hmn.md)  
[! [Hu] (https://img.shields.io/badge/lang-hu-blue.svg)] (readme.hu.md)  
[! [Is] (https://img.shields.io/badge/lang-is-red.svg)] (readme.is.md)  
[! [ig] (https://img.shields.io/badge/lang-ig-purple.svg)] (readme.ig.md)  
[! [ilo] (https://img.shields.io/badge/lang-ilo-orange.svg)] (readme.ilo.md)  
[! [Id] (https://img.shields.io/badge/lang-id-green.svg)] (readme.id.md)  
[! [GA] (https://img.shields.io/badge/lang-ga-blue.svg)] (readme.ga.md)  
[! [JW] (https://img.shields.io/badge/lang-jw-red.svg)] (readme.jw.md)  
[! [KN] (https://img.shields.io/badge/lang-kn-purple.svg)] (readme.kn.md)  
[! [KK] (https://img.shields.io/badge/lang-kk-orange.svg)] (readme.kk.md)

[! [KM] (https://img.shields.io/badge/lang-km-green.svg)] (readme.km.md)  
[! [RW] (https://img.shields.io/badge/lang-rw-blue.svg)] (readme.rw.md)  
[! [Gom] (https://img.shields.io/badge/lang-gom-red.svg)] (readme.gom.md)  
[! [KO] (https://img.shields.io/badge/lang-ko-purple.svg)] (readme.ko.md)  
[! [Kri] (https://img.shields.io/badge/lang-kri-orange.svg)] (readme.kri.md)  
[! [Ku] (https://img.shields.io/badge/lang-ku-green.svg)] (readme.ku.md)  
[! [CKB] (https://img.shields.io/badge/lang-ckb-blue.svg)] (readme.ckb.md)  
[! [KY] (https://img.shields.io/badge/lang-ky-red.svg)] (readme.ky.md)  
[! [Lo] (https://img.shields.io/badge/lang-lo-purple.svg)] (readme.lo.md)  
[! [la] (https://img.shields.io/badge/lang-la-orange.svg)] (readme.la.md)  
[! [LV] (https://img.shields.io/badge/lang-lv-gene.svg)] (readme.lv.md)  
[! [ln] (https://img.shields.io/badge/lang-ln-blue.svg)] (readme.ln.md)  
[! [LT] (https://img.shields.io/badge/lang-lt-red.svg)] (readme.lt.md)  
[! [LG] (https://img.shields.io/badge/lang-lg-purple.svg)] (readme.lg.md)  
[! [lb] (https://img.shields.io/badge/lang-lb-orange.svg)] (readme.lb.md)  
[! [Mk] (https://img.shields.io/badge/lang-mk-gene.svg)] (readme.mk.md)  
[! [Mai] (https://img.shields.io/badge/lang-mai-blue.svg)] (readme.mai.md)  
[! [Mg] (https://img.shields.io/badge/lang-mg-red.svg)] (readme.mg.md)  
[! [MS] (https://img.shields.io/badge/lang-ms-purple.svg)] (readme.ms.md)  
[! [Ml] (https://img.shields.io/badge/lang-ml-orange.svg)] (readme.ml.md)  
[! [MT] (https://img.shields.io/badge/lang-mt-green.svg)] (readme.mt.md)  
[! [Mi] (https://img.shields.io/badge/lang--i-blue.svg)] (readme.mi.md)  
[! [MR] (https://img.shields.io/badge/lang-mr-red.svg)] (readme.mr.md)  
[! [Lus] (https://img.shields.io/badge/lang-lus-purple.svg)] (readme.lus.md)  
[! [Mn] (https://img.shields.io/badge/lang-mn-orange.svg)] (readme.mn.md)  
[! [My] (https://img.shields.io/badge/lang-my-green.svg)] (readme.my.md)  
[! [NE] (https://img.shields.io/badge/lang-ne-blue.svg)] (readme.ne.md)  
[! [Nee] (https://img.shields.io/badge/lang-no-red.svg)] (readme.no.md)  
[! [OF] (https://img.shields.io/badge/lang-or-purple.svg)] (readme.or.md)  
[! [Om] (https://img.shields.io/badge/lang-om-orange.svg)] (readme.om.md)  
[! [Ps] (https://img.shields.io/badge/lang-ps-green.svg)] (readme.ps.md)  
[! [FA] (https://img.shields.io/badge/lang-fa-blue.svg)] (readme.fa.md)  
[! [Qu] (https://img.shields.io/badge/lang-qu-red.svg)] (readme.qu.md)  
[! [Ro] (https://img.shields.io/badge/lang-ro-purple.svg)] (readme.ro.md)  
[! [SM] (https://img.shields.io/badge/lang-sm-orange.svg)] (readme.sm.md)  
[! [SA] (https://img.shields.io/badge/lang-sa-green.svg)] (readme.sa.md)  
[! [GD] (https://img.shields.io/badge/lang-gd-blue.svg)] (readme.gd.md)  
[! [NSO] (https://img.shields.io/badge/lang-nso-red.svg)] (readme.nso.md)  
[! [St] (https://img.shields.io/badge/lang-st-purple.svg)] (readme.st.md)  
[! [Sn] (https://img.shields.io/badge/lang-sn-orange.svg)] (readme.sn.md)  
[! [SD] (https://img.shields.io/badge/lang-sd-green.svg)] (readme.sd.md)  
[! [Si] (https://img.shields.io/badge/lang-i-blue.svg)] (readme.si.md)  
[! [SK] (https://img.shields.io/badge/lang-sk-red.svg)] (readme.sk.md)  
[! [SL] (https://img.shields.io/badge/lang-sl-purple.svg)] (readme.sl.md)  
[! [So] (https://img.shields.io/badge/lang-so-orange.svg)] (readme.so.md)  
[! [Su] (https://img.shields.io/badge/lang-su-green.svg)] (readme.su.md)  
[! [SW] (https://img.shields.io/badge/lang-sw-blue.svg)] (readme.sw.md)  
[! [TG] (https://img.shields.io/badge/lang-tg-red.svg)] (readme.tg.md)  
[! [TA] (https://img.shields.io/badge/lang-ta-purple.svg)] (readme.ta.md)  
[! [TT] (https://img.shields.io/badge/lang-tt-orange.svg)] (readme.tt.md)  
[! [TE] (https://img.shields.io/badge/lang-te-te-green.svg)] (readme.te.md)  
[! [Th] (https://img.shields.io/badge/lang-th-blue.svg)] (readme.th.md)  
[! [Ti] (https://img.shields.io/badge/lang-ti-red.svg)] (readme.ti.md)  
[! [TS] (https://img.shields.io/badge/lang-ts-purple.svg)] (readme.ts.md)  
[! [TK] (https://img.shields.io/badge/lang-tk-orange.svg)] (readme.tk.md)  
[! [AK] (https://img.shields.io/badge/lang-ak-green.svg)] (readme.ak.md)  
[! [UK] (https://img.shields.io/badge/lang-uk-blue.svg)] (readme.uk.md)  
[! [Ur] (https://img.shields.io/badge/lang-ur-red.svg)] (readme.ur.md)  
[! [ug] (https://img.shields.io/badge/lang-ug-purple.svg)] (readme.ug.md)  
[! [UZ] (https://img.shields.io/badge/lang-uz-orange.svg)] (readme.uz.md)  
[! [VI] (https://img.shields.io/badge/lang-vi-green.svg)] (readme.vi.md)  
[! [Cy] (https://img.shields.io/badge/lang-cy-blue.svg)] (readme.cy.md)

[! [xh] (https://img.shields.io/badge/lang-xh-red.svg)] (readme.xh.md)  
[! [Yi] (https://img.shields.io/badge/lang-yi-purple.svg)] (readme.yi.md)  
[! [Yo] (https://img.shields.io/badge/lang-yo-orange.svg)] (readme.yo.md)  
[! [Zu] (https://img.shields.io/badge/lang-zu-green.svg)] (readme.zu.md)

---

## 📖 Oorsig

** PyHelper ** is 'n veelsydige Python -gereedskapstel wat ontwerp is om ** data -analise, visualisering, statistiese bewerkings en werkvloei van nut ** te vereenvoudig **.  
Dit integreer naatloos in akademiese, navorsing en professionele projekte, waardeur u op insigte eerder as ketelplaatkode kan fokus.

Belangrike voordele:
- 🧮 ingeboude ** Statistiek en wiskunde-nutsfunksies **
-📊 Maklik om te gebruik ** Data-visualisering Wrappers **
- 🗂 Handig ** lêerhantering en soek **
- 🔍 ** Sintaksis Validering ** vir Python -lêers
-🌍 ** Multi-taalondersteuning ** met gereed-vir-gebruik vertalings
- 🚀 Geoptimaliseer vir ** vinnige prototipering ** en ** opvoedkundige doeleindes **

---

## ✨ Kenmerke

### 📊 Data -visualisering
- Horisontale en vertikale staafdiagramme (`Hbar`,` Vbar ')
- Pie -kaarte (`pie`))
- Box Plots (`Boxplot ')
- Histogramme (`histo ')
- Hittemaps (`hittekaart ')
- Datatabelle ('Tabel')
- Gevorderde visualisering (verstrooiing, viool, kde, paarplot, ens.)

### 📈 Statistiese analise
- Maatreëls van sentrale neiging:  
  `get_media`,` get_median`, `get_moda` '
- Maatreëls van verspreiding:  
  `get_rank`,` get_var`, `get_desv`,` disp`
- Data -normalisering ('normaliseer')
- Outlier opsporing (IQR & Z-tellingmetodes)
- Voorwaardelike data -transformasies ('voorwaardelik')

### 🛠 Utiliteite
- lêer ontdekking en laai ('oproep')
- Verbeterde ** Switch / AsyncSwitch ** System
- Sintaksiskontrole en analise (`PythonFileChecker`,` check_syntax`)
- Foutverslaggewing met konteks
- Geïntegreerde hulpstelsel ('hulp', voorskoue, dokumente)

### 🌍 Multi-taalondersteuning
- Ingeboude vertalings vir ** 12 tale **
- verlengbaar met 'load_user_translations ()'
- Dinamiese seleksie met 'set_language (Lang_code)'
- Standaard terugval na Engels

---

## 🚀 Installasie

Installeer vanaf Pypi:

`` Bash
PIP Installeer Pyhelper-Tools-Jbhm
`` `

---

## 🔧 Gebruik voorbeelde

### stel taal
`` `Python
Van Helper Import Set_Language

set_language ("en") # Engels
set_language ("es") # Spaans
set_language ("fr") # Frans
set_language ("de") # Duits
set_language ("ru") # Russies
set_language ("tr") # Turks
set_language ("zh") # Chinees
set_language ("dit") # Italiaans
set_language ("pt") # portugees
set_language ("sv") # Sweeds
set_language ("JA") # Japannees
set_language ("ar") # Arabies
# ... Ondersteuning vir 100+ tale
`` `

### Basiese statistieke
`` `Python
invoer helper as HP

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

druk (hp.get_media (data)) # gemiddeld
druk (hp.get_median (data)) # mediaan
druk (hp.get_moda (data)) # modus
`` `

### Visualisering
`` `Python
invoer helper as HP
van helper.submodules invoergrafiek as gr

df = hp.pd.dataframe ({"waardes": [5, 3, 7, 2, 9]})
gr.histo (df, "waardes", bakke = 5, titel = "monster histogram")
`` `

### lêerhantering
`` `Python
van helper -invoeroproep

data = oproep ("my_data", type = "csv") # vind en laai outomaties 'n CSV -lêer
`` `

### Pasgemaakte vertalings
`` `Python
Van Helper Import Load_user_translations

# Laai pasgemaakte vertalings van Lang.json
load_user_translations ("Custom/Lang.json")
`` `

---

## 📂 Projekstruktuur

`` `
helper/
 ├── core.py # Hooffunksies
 ├── lang/ # vertaallêers (JSON)
 ├── submodules/
 │ ├── graf.py # visualiseringsfunksies
 │ ├── statika.py # statistiese funksies
 │ ├── utils.py # nuts helpers
 └── __init__.py
`` `

---

## 🤝 Bydrae

Bydraes is welkom!  
Maak asseblief probleme oop, stel verbeterings voor, of dien versoeke in op die [GitHub-bewaarplek] (https://github.com/jbhmdev/pyhelper-tools).

---

## 📜 Lisensie

Hierdie projek is gelisensieer onder die ** MIT -lisensie **.  
Raadpleeg die [lisensie] (lisensie) -lêer vir meer inligting.

---

⚡ Gereed om u Python -werkvloei met ** PyHelper ** te vererger? Begin vandag verken!