# Helferbibliothek

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

## 🌍 verfügbare Sprachen

[! [en] (https://img.shields.io/badge/lang-en-red.svg)] (readme.md)  
[! [Es] (https://img.shields.io/badge/lang-es-yellow.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-nreen.svg)] (readme.de.md)  
[! [Ru] (https://img.shields.io/badge/lang-- --purpurple.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-itlightgrey.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-sq-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-azlightblue.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-purpurple.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-yble.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)  
[!;  
[! [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--glreen.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-bue.svg)] (readme.el.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)  
[! [Hi] (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-purpur.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-green.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-purpel.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-green.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-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-green.svg)] (readme.my.md)  
[! [NE] (https://img.shields.io/badge/lang-ne-blue.svg)] (Readme.ne.md)  
[! [nein] (https://img.shields.io/badge/lang-no-red.svg)] (readme.no.md)  
[! [oder] (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-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)  
[!;  
[! [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-bue.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)

---

## 📖 Übersicht

** Pyhelper ** ist ein vielseitiges Python -Toolkit, mit dem ** Datenanalyse, Visualisierung, statistische Operationen und Nutzungs -Workflows ** vereinfacht wurde.  
Es integriert sich nahtlos in akademische, forschende und professionelle Projekte, sodass Sie sich eher auf Erkenntnisse als auf den Code von Boilerplate konzentrieren können.

Schlüsselvorteile:
- 🧮 integrierte ** Statistik und Mathematik-Dienstprogramme **
-📊 einfach zu bedienende ** Datenvisualisierungswrapper **
- 🗂 Handy ** Dateibehandlung und -suche **
- 🔍 ** Syntax -Validierung ** für Python -Dateien
-🌍 ** Multisprachiger Support ** mit fertigen Übersetzungen
- 🚀 optimiert für ** Schnelles Prototyping ** und ** Bildungszwecke **

---

## ✨ Funktionen

### 📊 Datenvisualisierung
- Horizontale und vertikale Balkendiagramme (`hbar`,` vbar`)
- Kreisdiagramme (`pie`)
- Box -Diagramme (`boxplot`)
- Histogramme (`histo`)
- Wärme (`heatmap`)
- Datentabellen (`table`)
- Fortgeschrittene Visualisierungen (Streuung, Geige, KDE, Paarplot usw.)

### 📈 Statistische Analyse
- Maßnahmen der zentralen Tendenz:  
  `get_media`,` get_median`, `get_moda`
- Dispersionsmaßnahmen:  
  `get_rank`,` get_var`, `get_desv`,` disp`
- Datennormalisierung ("normalisieren")
- Ausreißererkennung (IQR & Z-Score-Methoden)
- Konditionelle Datentransformationen (`Conditional`)

### 🛠 Dienstprogramme
- Dateierkennung und Laden (`call`)
- erweitert ** Switch / Asyncswitch ** System
- Syntaxprüfung & Analyse (`Pythonfilecher`,` check_syntax`)
- Fehlerberichterstattung mit Kontext
- Integriertes Hilfesystem (`help`, Vorschau, Dokumente)

### 🌍 Support mit mehrsprachiger Sprache
- Eingebaute Übersetzungen für ** 12 Sprachen **
- Erweiterbar mit `load_user_translations ()`
- Dynamische Auswahl mit `set_klanguage (Lang_code)`
- Standard -Fallback in Englisch

---

## 🚀 Installation

Installieren Sie von PYPI:

`` `bash
PIP Installieren Sie Pyhelper-Tools-JBHM
`` `

---

## 🔧 Verwendungsbeispiele

### Setzen Sie Sprache
`` `Python
von Helper Import set_Language

SET_LAUGE ("EN") # Englisch
SET_LAUGE ("ES") # Spanisch
SET_LAUGE ("FR") # Französisch
SET_LAUGE ("DE") # Deutsch
SET_LUGUAGE ("RU") # Russisch
SET_LAUGE ("TR") # TURKISH
SET_LAUGE ("ZH") # Chinesisch
SET_LAUGE ("IT") # Italienisch
SET_LAUGE ("PT") # Portugiesisch
SET_LAUGE ("SV") # Schwedisch
SET_LUGUAGE ("Ja") # Japanisch
SET_LAUGE ("AR") # Arabisch
# ... Unterstützung für mehr als 100 Sprachen
`` `

### Basisstatistik
`` `Python
Helfer als HP importieren

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

print (hp.get_media (Daten)) # Mittelwert
print (hp.get_median (data)) # median
print (hp.get_moda (data)) # modus
`` `

### Visualisierung
`` `Python
Helfer als HP importieren
von Helper.submodules importieren Sie Grafik als GR

df = hp.pd.dataframe ({"Werte": [5, 3, 7, 2, 9]})
Gr.histo (df, "Werte", Bins = 5, Titel = "Probenhistogramm"))
`` `

### Dateibehandlung
`` `Python
vom Helfer -Import Anruf

Data = call ("my_data", type = "csv") # findet und lädt eine CSV -Datei automatisch
`` `

### benutzerdefinierte Übersetzungen
`` `Python
Aus Helfer importieren load_user_translations

# Benutzerdefinierte Übersetzungen von Lang.json laden
load_user_translations ("benutzerdefinierte/lang.json")
`` `

---

## 📂 Projektstruktur

`` `
Helfer/
 ├── Core.Py # Hauptfunktionen
 ├── Lang/ # Übersetzungsdateien (JSON)
 ├── Submodules/
 │ ├── Graph.Py # Visualisierungsfunktionen
 │ ├── Statik.Py # Statistische Funktionen
 │ ├── util.py # Utility -Helfer
 └── __init__.py
`` `

---

## 🤝 beitragen

Beiträge sind willkommen!  
Bitte öffnen Sie Probleme, schlagen Sie Verbesserungen vor oder senden Sie Pull-Anfragen im [Github-Repository] (https://github.com/jbhmdev/pyhelper-tools).

---

## 📜 Lizenz

Dieses Projekt ist unter der ** MIT -Lizenz ** lizenziert.  
Weitere Informationen finden Sie in der Datei [Lizenz] (Lizenz).

---

⚡ Bereit, Ihre Python -Workflows mit ** pyhelper ** zu beenden? Beginnen Sie noch heute zu erkunden!