A research of IT labor market based especially on hh.ru. Salaries, rate of technologies and etc.

Overview

hh_ru_research

Проект реализован в учебных целях анализа рынка труда, в особенности по hh.ru

Input data

В качестве входных данных используются сериализованные json объекты вакансий, расположенные в json/
Для их генерации был использован парсер LuaSavage/hh_ru_parser
Последующие ячейки кода преобразуют эти json объекты в pandas dataframe.
Dataframe'ы сохраняются в csv/ и могут быть использованы повторно

Output data

В качестве выходных данных можно получить следующее:

  • Поисковой текст
  • Средняя зарплата
  • Медианная зарплата
  • Среднеквадратичное отклонение зарплаты
  • Число вакансий
  • Число вакансий с открытой зарплатой
    • в абсолютных значениях
    • в относительных значениях
  • Число вакансий без нижней или верхней границы зарплаты:
    • в абсолютных значениях
    • в относительных значениях
  • Вакансии с максимальной зарплатой
    Vacancies with max salary
  • Вакансии с минимальной зарплатой
    Vacancies with min salary
  • Гистограмма распределения зарплат
    Salary histogram
  • Круговые диаграммы графика работы и наличия возможности временного трудоустройства
  • Анализ списка технологий по ключевым навыкам Key skills
  • Анализ списка технологий по описанию Key skills from description
A Python toolbox for gaining geometric insights into high-dimensional data

"To deal with hyper-planes in a 14 dimensional space, visualize a 3D space and say 'fourteen' very loudly. Everyone does it." - Geoff Hinton Overview

Contextual Dynamics Laboratory 1.8k Dec 29, 2022
Python+Numpy+OpenGL: fast, scalable and beautiful scientific visualization

Python+Numpy+OpenGL: fast, scalable and beautiful scientific visualization

Glumpy 1.1k Jan 05, 2023
A workshop on data visualization in Python with notebooks and exercises for following along.

Beyond the Basics: Data Visualization in Python The human brain excels at finding patterns in visual representations, which is why data visualizations

Stefanie Molin 162 Dec 05, 2022
An XLSX spreadsheet renderer for Django REST Framework.

drf-renderer-xlsx provides an XLSX renderer for Django REST Framework. It uses OpenPyXL to create the spreadsheet and returns the data.

The Wharton School 166 Dec 01, 2022
Simple, realtime visualization of neural network training performance.

pastalog Simple, realtime visualization server for training neural networks. Use with Lasagne, Keras, Tensorflow, Torch, Theano, and basically everyth

Rewon Child 416 Dec 29, 2022
Regress.me is an easy to use data visualization tool powered by Dash/Plotly.

Regress.me Regress.me is an easy to use data visualization tool powered by Dash/Plotly. Regress.me.-.Google.Chrome.2022-05-10.15-58-59.mp4 Get Started

Amar 14 Aug 14, 2022
NumPy and Pandas interface to Big Data

Blaze translates a subset of modified NumPy and Pandas-like syntax to databases and other computing systems. Blaze allows Python users a familiar inte

Blaze 3.1k Jan 01, 2023
University of Missouri - Kansas City: CS451R: Capstone

CS451RC University of Missouri - Kansas City: CS451R: Capstone Installation cd git clone https://github.com/ala2q6/CS451RC.git cd CS451RC pip3 instal

Alex Arbuckle 1 Nov 17, 2021
Design your own matplotlib stylefile interactively

Tired of playing with font sizes and other matplotlib parameters every time you start a new project or write a new plotting function? Want all you plots have the same style? Use matplotlib configurat

yobi byte 207 Dec 08, 2022
A small collection of tools made by me, that you can use to visualize atomic orbitals in both 2D and 3D in different aspects.

Orbitals in Python A small collection of tools made by me, that you can use to visualize atomic orbitals in both 2D and 3D in different aspects, and o

Prakrisht Dahiya 1 Nov 25, 2021
A declarative (epi)genomics visualization library for Python

gos is a declarative (epi)genomics visualization library for Python. It is built on top of the Gosling JSON specification, providing a simplified interface for authoring interactive genomic visualiza

Gosling 107 Dec 14, 2022
A Python wrapper of Neighbor Retrieval Visualizer (NeRV)

PyNeRV A Python wrapper of the dimensionality reduction algorithm Neighbor Retrieval Visualizer (NeRV) Compile Set up the paths in Makefile then make.

2 Aug 29, 2021
metedraw is a project mainly for data visualization projects of Atmospheric Science, Marine Science, Environmental Science or other majors

It is mainly for data visualization projects of Atmospheric Science, Marine Science, Environmental Science or other majors.

Nephele 11 Jul 05, 2022
Curvipy - The Python package for visualizing curves and linear transformations in a super simple way

Curvipy - The Python package for visualizing curves and linear transformations in a super simple way

Dylan Tintenfich 55 Dec 28, 2022
Quickly and accurately render even the largest data.

Turn even the largest data into images, accurately Build Status Coverage Latest dev release Latest release Docs Support What is it? Datashader is a da

HoloViz 2.9k Dec 28, 2022
Gaphas is the diagramming widget library for Python.

Gaphas Gaphas is the diagramming widget library for Python. Gaphas is a library that provides the user interface component (widget) for drawing diagra

Gaphor 144 Dec 14, 2022
Gallery of applications built using bqplot and widget libraries like ipywidgets, ipydatagrid etc.

bqplot Gallery This is a gallery of bqplot examples. View the gallery at https://bqplot.github.io/bqplot-gallery. Contributing new examples Clone this

8 Aug 23, 2022
Visualise top-rated GitHub repositories in a barchart by keyword

This python script was written for simple purpose -- to visualise top-rated GitHub repositories in a barchart by keyword. Script generates html-page with barchart and information about repository own

Cur1iosity 2 Feb 07, 2022
Leyna's Visualizing Data With Python

Leyna's Visualizing Data Below is information on the number of bilingual students in three school districts in Massachusetts. You will also find infor

11 Oct 28, 2021
Exploratory analysis and data visualization of aircraft accidents and incidents in Brazil.

Exploring aircraft accidents in Brazil Occurrencies with aircraft in Brazil are investigated by the Center for Investigation and Prevention of Aircraf

Augusto Herrmann 5 Dec 14, 2021