# Hjælperbibliotek

[! [Licens: MIT] (https://img.shields.io/badge/license-mit-gen-gellow.svg)] (licens)  
[!]  

## 🌍 Tilgængelige sprog

[!  
[! [es] (https://img.shields.io/badge/lang-es-goellow.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-gren.svg)] (readme.de.md)  
[! [Ru] (https://img.shields.io/badge/lang-ru-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-svrack.svg)] (readme.zh.md)  
[! [It] (https://img.shields.io/badge/lang-t-lightgrey.svg)] (readme.it.md)  
[! [Pt] (https://img.shields.io/badge/lang-t-brightgreen.svg)] (readme.pt.md)  
[! [SV] (https://img.shields.io/badge/lang-v-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-sq-blue.svg)] (readme.sq.md)  
[! [Am] (https://img.shields.io/badge/lang-am-gren.svg)] (readme.am.md)  
[! [Hy] (https://img.shields.io/badge/lang-hy-red.svg)] (readme.hy.md)  
[! [som] (https://img.shields.io/badge/lang-as-purple.svg)] (readme.as.md)  
[! [ay] (https://img.shields.io/badge/lang-y-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)  
[! [Vær] (https://img.shields.io/badge/lang-be-darkblue.svg)] (readme.be.md)  
[!  
[! [Bho] (https://img.shields.io/badge/lang-bho-orange.svg)] (readme.bho.md)  
[! [BS] (https://img.shields.io/badge/lang-bs-burple.svg)] (readme.bm.md)  
[! [BG] (https://img.shields.io/badge/lang-bg-gren.svg)] (readme.bg.md)  
[! [CA] (https://img.shields.io/badge/lang-ca-goellow.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-gren.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-gren.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)  
[!  
[! [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-gren.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-gren.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)  
[! [Hej] (https://img.shields.io/badge/lang-hi-orange.svg)] (readme.hi.md)  
[! [hmn] (https://img.shields.io/badge/lang-hmn-gren.svg)] (readme.hmn.md)  
[! [HU] (https://img.shields.io/badge/lang-hu-blue.svg)] (readme.hu.md)  
[! [Er] (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)  
[!  
[! [Id] (https://img.shields.io/badge/lang-id-gren.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-gren.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-gren.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-gren.svg)] (readme.lv.md)  
[! [ln] (https://img.shields.io/badge/lang-ln-blue.svg)] (readme.ln.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-gren.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-gren.svg)] (readme.mt.md)  
[! [mi] (https://img.shields.io/badge/lang-mi-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-gren.svg)] (readme.my.md)  
[! [ne] (https://img.shields.io/badge/lang-ne-blue.svg)] (readme.ne.md)  
[! [Nej] (https://img.shields.io/badge/lang-no-red.svg)] (readme.no.md)  
[!  
[! [OM] (https://img.shields.io/badge/lang-om-orange.svg)] (readme.om.md)  
[! [PS] (https://img.shields.io/badge/lang-ps-grøn.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-smorange.svg)] (readme.sm.md)  
[! [SA] (https://img.shields.io/badge/lang-sa-gren.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-n-orange.svg)] (readme.sn.md)  
[! [SD] (https://img.shields.io/badge/lang-sd-gren.svg)] (readme.sd.md)  
[! [Si] (https://img.shields.io/badge/lang-si-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-l-lle.svg)] (readme.sl.md)  
[! [Så] (https://img.shields.io/badge/lang-so-orange.svg)] (readme.so.md)  
[! [Su] (https://img.shields.io/badge/lang-su-gren.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)  
[!  
[! [TT] (https://img.shields.io/badge/lang-tt-orange.svg)] (readme.tt.md)  
[! [te] (https://img.shields.io/badge/lang-te-gren.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-tspurple.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-gren.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-gren.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-gren.svg)] (readme.zu.md)

---

## 📖 Oversigt

** Pyhelper ** er en alsidig Python Toolkit designet til at forenkle ** dataanalyse, visualisering, statistiske operationer og arbejdsgange **.  
Det integreres problemfrit i akademiske, forskning og professionelle projekter, så du kan fokusere på indsigt snarere end kedelpladekode.

Vigtige fordele:
- 🧮 Indbygget ** Statistik og matematikværktøjer **
-📊 Let at bruge ** Datavisualiseringsindpakninger **
- 🗂 Handy ** Filhåndtering og søgning **
- 🔍 ** Syntaksvalidering ** For Python -filer
-🌍 ** Multi-sproglig support ** med klar til brug oversættelser
- 🚀 Optimeret til ** Hurtig prototype ** og ** Uddannelsesmæssige formål **

---

## ✨ Funktioner

### 📊 Datavisualisering
- Horisontale og lodrette søjlediagrammer (`hbar`,` vbar`)
- cirkeldiagrammer (`pie`)
- Box Plots (`BoxPlot`)
- Histogrammer (`histo`)
- Heatmaps (`Heatmap`)
- Datatabeller (`tabel`)
- Avancerede visualiseringer (spredning, violin, KDE, PairPlot osv.)

### 📈 Statistisk analyse
- Målinger af central tendens:  
  `get_media`, 'get_median`,' get_moda`
- Målinger af spredning:  
  `get_rank`, 'get_var`,' get_desv ',' disp`
- Data Normalisering (`Normalize`)
- Outlier Detection (IQR & Z-score metoder)
- Betingede datatransformationer ('Betinget')

### 🛠 Hjælpeprogrammer
- Filopdagelse og indlæsning (`opkald ')
- Forbedret ** switch / asyncswitch ** system
- Syntakskontrol & analyse (`Pythonfilechecker`,` check_syntax`)
- Fejlrapportering med kontekst
- Integreret hjælpesystem (`Hjælp ', forhåndsvisninger, dokumenter)

### 🌍 Multi-sproglig support
- Indbyggede oversættelser til ** 12 sprog **
- udvides med `load_user_translations ()`
- Dynamisk valg med `set_language (lang_code)`
- Standard Fallback til engelsk

---

## 🚀 installation

Installer fra Pypi:

`` `bash
PIP Installer Pyhelper-Tools-JBHM
`` `

---

## 🔧 Eksempler på brug

### Indstil sprog
`` `Python
Fra hjælperimport set_language

set_language ("en") # engelsk
set_language ("es") # spansk
set_language ("fr") # fransk
set_language ("de") # tysk
set_language ("ru") # russisk
set_language ("tr") # tyrkisk
set_language ("zh") # kinesisk
set_language ("it") # italiensk
set_language ("pt") # portugisisk
set_language ("sv") # svensk
set_language ("Ja") # japansk
set_language ("ar") # arabisk
# ... Support til 100+ sprog
`` `

### Grundlæggende statistik
`` `Python
Importer hjælper som HP

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

Print (hp.get_media (data)) # gennemsnit
Print (hp.get_median (data)) # median
Print (hp.get_moda (data)) # Mode
`` `

### visualisering
`` `Python
Importer hjælper som HP
Fra hjælper.submodules Importer graf som GR

df = hp.pd.dataframe ({"værdier": [5, 3, 7, 2, 9]})
Gr.Histo (DF, "Værdier", Bins = 5, title = "Prøvehistogram")
`` `

### Filhåndtering
`` `Python
Fra Helper Import Call

Data = CALL ("my_data", type = "CSV") # finder og indlæser en CSV -fil automatisk
`` `

### Brugerdefinerede oversættelser
`` `Python
Fra hjælperimport load_user_translations

# Indlæs brugerdefinerede oversættelser fra Lang.Json
load_user_translations ("Custom/Lang.json")
`` `

---

## 📂 Projektstruktur

`` `
hjælper/
 ├── Core.py # Hovedfunktioner
 ├── lang/ # oversættelsesfiler (JSON)
 ├── submodules/
 │ ├── Graph.py # visualiseringsfunktioner
 │ ├── Statics.py # statistiske funktioner
 │ ├── utils.py # hjælpehjælpere
 └── __init__.py
`` `

---

## 🤝 bidrager

Bidrag er velkomne!  
Åbn spørgsmål, foreslå forbedringer eller indsend pull-anmodninger på [GitHub Repository] (https://github.com/jbhmdev/pyhelper-tools).

---

## 📜 licens

Dette projekt er licenseret under ** MIT -licensen **.  
Se filen [licens] (licens) for detaljer.

---

⚡ Klar til at supercharge dine Python -arbejdsgange med ** Pyhelper **? Begynd at udforske i dag!