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evdspy

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    evdspy

A versatile interface for the 'EDDS' (EVDS) API of the Central Bank of the Republic of Türkiye (https://evds2.tcmb.gov.tr/index.php?/evds/userDocs). This package allows users to easily access and manage economic data through a user-friendly menu function. It features a robust caching mechanism to enhance the efficiency of data requests by storing frequently accessed data for selected periods. Required API keys can be obtained by registering on the EVDS website.


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Python package PyPI Supported Python Versions Downloads

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Documentation

evdspy

Updated on this version

* The API key parameter has been moved to the HTTP header as required by recent updates from EDDS data provider.
This change enhances security by ensuring that sensitive information is not exposed in URLs.
* `get_series` function was added
* [soon will be deprecated] **get_datagroup** function will be depreciated in the future versions.
**get_series** function will be able to handle both series and datagroups.

! get_series function can be used for both datagroups and series

api_key

api_key will be saved to a file if it was given to get_series function. It will ignore later calls if it was saved before. Alternatively save function can be used.

save("MyApiKey"):
Program will store your api key in your environment in a safe folder
called APIKEY_FOLDER
and only use it when you run a new request which was not requested
recently depending on your cache preference.

.

from evdspy import save
save("MyApiKey")
from evdspy import get_series, default_start_date_fnc, default_end_date_fnc
# datagroup `bie_gsyhgycf`
df1 = get_series("bie_gsyhgycf", cache=False, api_key="YOUR_API_KEY_HERE")
# series    `TP_GSYIH01_GY_CF ...`
template = """TP_GSYIH01_GY_CF
        TP_GSYIH02_GY_CF
        TP_GSYIH03_GY_CF
        TP_GSYIH04_GY_CF
        TP_GSYIH05_GY_CF
        TP_GSYIH06_GY_CF
        TP_GSYIH07_GY_CF
        TP_GSYIH08_GY_CF
        TP_GSYIH09_GY_CF
        TP_GSYIH10_GY_CF
        TP_GSYIH11_GY_CF
        TP_GSYIH14_GY_CF
        TP_GSYIH15_GY_CF
        TP_GSYIH16_GY_CF
"""
df2 = get_series(template, debug=False, cache=False)
from evdspy import get_series, default_start_date_fnc, default_end_date_fnc
index1 = "TP.ODEMGZS.BDTTOPLAM", "TP.ODEMGZS.ABD"
index2 = """
    TP.ODEMGZS.BDTTOPLAM #
    TP.ODEMGZS.ABD #
    """
cache = True
df = get_series(index1,
                frequency="monthly",
                start_date=default_start_date_fnc(),
                end_date=default_end_date_fnc(),
                aggregation=("avg",),
                cache=cache,
                debug=False)
print(df)

Some more examples

from evdspy import get_series
template = '''
    TP.ODEMGZS.BDTTOPLAM
    TP.ODEMGZS.ABD
    TP.ODEMGZS.ARJANTIN
    '''
df = get_series(index=template)
df1 = get_series(index=template, start_date="01-01-2000", frequency="monthly")
df2a = get_series(index='TP.ODEMGZS.BDTTOPLAM', start_date="01-01-2000", frequency="monthly", cache=True)
df2b = get_series(index=('TP.ODEMGZS.BDTTOPLAM', 'TP.ODEMGZS.ARJANTIN',),
                  start_date="01-01-2000",
                  frequency="monthly",
                  cache=True)
df3 = get_series(template, start_date="01-01-2000", frequency="monthly", aggregation="avg")
df4 = get_series(template, start_date="01-01-2000", frequency="monthly", aggregation=("avg", "min", "avg"))
df5 = get_series(template, proxy="http://proxy.example.com:80")
df6 = get_series(template, proxies={
    'http': "http://proxy.example.com:80",
    'https': "http://proxy.example.com:80",
})

get_series

all parameters of get_series function

from typing import Union
import pandas as pd
def get_series(
        index: Union[str, tuple[str]],
        start_date: str = '01-01-2000',
        end_date: str = '01-01-2100',
        frequency: str = None,  # | monthly | weekly | annually | semimonthly | semiannually | business
        formulas: str = None,  # | level | percentage_change | difference |
        #   | year_to_year_percent_change | year_to_year_differences |
        aggregation: str = None,  # | avg      |min    | max    | first    | last    |    sum
        cache: bool = False,
        proxy: str = None,
        proxies: dict = None,
        debug: bool = False
) -> pd.DataFrame:
    ...
"""proxy
proxy = "http://proxy.example.com:80"
"""
"""proxies
proxies = {
            'http':  "http://proxy.example.com:80",
            'https':  "http://proxy.example.com:80",
        }
"""

Menu

from evdspy.main import menu
menu()

image

Visual Menu to request data

image image

About

evdspy is an open source python interface which helps you make efficient requests by caching results (storing a dict using hashable parameters in order to avoid redundant requests), it provides a user friendly menu to ask data from the institution's API service. It is a Python interface to make requests from (CBRT) EVDS API Server. Fast, efficient and user friendly solution. Caches results to avoid redundant requests. Creates excel files reading configuration text file that can be easily created from the menu or console. Provides visual menu to the user. It is extendable and importable for user's own python projects.

Please see the disclaimer below

installation

pip install evdspy

importing

from evdspy import *
check()
get()
help_evds()

or import evdspy as ev ev.check() ev.get() ev.help_evds()

menu

from evdspy import *
menu()

or import evdspy as ev ev.menu() Menu function will display a friendly menu to setup project, creating output folders and some setup files to create some set of series to make a request and download from EVDS server save your api key to get data from EVDS. Than it will convert this data to a pandas dataframe and create some folders on your local area.

menu()

image image

OPTION 1


FROM THE CONSOLE
create_series_file()

or csf() or from selection menu choose create series file (config_series.cfg) option. With this command program will create file similar to below. You may later add new series info or modify this file or delete and create a new on from menu or console using commands summarized in this file.

config_series.cfg content example
#Series_config_file
E V D S P Y  _  C O N F I G  _  F I L E  ---------------------------------------------
#
# This file will be used by evdspy package (python) in order to help updating
# your series.
# Script will be adding this file when you setup a new project.
# Deleting or modifying its content may require to setup configuration from the beginning
# ----------------------------------------------------------------------------------------
#
#About alternative params
# ----------------------------------------------------------------------------------------
          Frequencies
          -----------------
          Daily: 1
          Business: 2
          Weekly(Friday): 3
          Twicemonthly: 4
          Monthly: 5
          Quarterly: 6
          Semiannual: 7
          Annual: 8
          `Formulas`s
          -----------------
          Level: 0
          Percentage change: 1
          Difference: 2
          Year-to-year Percent Change: 3
          Year-to-year Differences: 4
          Percentage Change Compared to End-of-Previous Year: 5
          Difference Compared to End-of-Previous Year : 6
          Moving Average: 7
          Moving Sum: 8
          Aggregate types
          -----------------
          Average: avg,
          Minimum: min,
          Maximum: max
          Beginning: first,
          End: last,
          Cumulative: sum
#Begin_series
---Series---------------------------------
foldername : visitors\annual
abs_path : visitors\annual
subject  : visitors
prefix   : EVPY_
frequency : 8 # annually
formulas : 0 # Level
aggregateType : avg
------------SERIES CODES------------------
TP.ODEMGZS.BDTTOPLAM
TP.ODEMGZS.ABD
TP.ODEMGZS.ARJANTIN
TP.ODEMGZS.BREZILYA
TP.ODEMGZS.KANADA
TP.ODEMGZS.KOLOMBIYA
TP.ODEMGZS.MEKSIKA
TP.ODEMGZS.SILI
------------/SERIES CODES------------------
---/Series---------------------------------
--++--
---Series---------------------------------
foldername : visitors\monthly
abs_path : C:\Users\User\SeriesData\visitors\monthly
subject  : visitors
prefix   : EVPY_
frequency : 5 # Monthly
formulas : 0 # Level
aggregateType : avg
------------SERIES CODES------------------
TP.ODEMGZS.BDTTOPLAM
TP.ODEMGZS.ABD
TP.ODEMGZS.ARJANTIN
TP.ODEMGZS.BREZILYA
TP.ODEMGZS.KANADA
TP.ODEMGZS.KOLOMBIYA
TP.ODEMGZS.MEKSIKA
TP.ODEMGZS.SILI
------------/SERIES CODES------------------
---/Series---------------------------------
--++--

initial commands

from evdspy import *
help_evds():
see a list of popular commands of this package to create setup folder and files, and request data.
    'easy_setup',
'setup',
'setup_series',
"setup_series_steps",
'help_evds',
'check',
'get',

help

'h',
'help_evdspy',
'help_',

series file

'create_series_file',
'csf',

options file

'create_options_file',
'cof'

menu , console

'console',
'menu',

version

'version',

api key

'save_apikey',
'save',

cache

'remove_cache',
check():
check setup and create required folders and see current installation status.
setup() :
creates folders and files
____Folders_______________
        `pickles`
            will be used to store some request results to ovoid redundant requests from the EVDS api
        `SeriesData`
            to save results of requests or caches to an excel file using information on user option files
____Files_______________
        `options.cfg`
            a text file consisting global user options such as start date, end date and caching period.
        `config_series.cfg`
            this file consists information regarding individual sets of series. From the menu user can add
        new series that will be requesting from the server. Program will produce on for example and this file
        can be modified and new sets of series can be added following the example format.
from evdspy.main import *
setup_now()
get():
# this will check for your current series.txt file
# if proper data series codes are given it will either download them
# or use the latest cache from your local environment
# to provide other cache options such as nocache / daily / hourly you may change your
# defaults or give arguments such as
    get()
save("MyApiKey"):
Program will store your api key in your environment in a safe folder
called APIKEY_FOLDER
and only use it when you run a new request which was not requested
recently depending on your cache preference.

. save("MyApiKey")

save()
    When you call it without any argument, program will ask for your key and do the same
above
create_series_file() or csf() :

# creates example `config_series.cfg` file on your work environment. evdspy input file (EIF) formatted
# you may modify it according to your preferences.

create_series_file()
# or
csf()

Options File


      #Global Options File (options.cfg)
      # G L O B A L   O P T I O N S   F I L E   -------------------------------------------------------
      cache_freq : daily
      gl_date_start : 01-01-2010
      gl_date_end : 01-12-2030

create_options

create_options()

OPTION 2


FROM THE MENU

menu()

image

checking.... image

OPTION 3


FROM THE OS COMMAND LINE

(Windows Command line / Linux Terminal / Mac Terminal) ( > , $ , $ as $ ) image $ evdspy setup -------------- creates initial folders for your environment to save data and caches $ evdspy menu -------------- Launces evdspy and loads the menu $ evdspy create series -------------- Creates series file (leaves untouched if exists) $ evdspy help -------------- shows help and some documentation from command line $ evdspy create options -------------- creates options on the current folder $ evdspy get -------------- makes request from EVDS API and creates excel files regarding information on your series file $ evdspy save -------------- asks for your api key to save a file in your environment named APIKEY_FOLDER

How to get an API key?

Get a CBRT EVDS API key https://evds2.tcmb.gov.tr/index.php?/evds/login

Main page of CBRT EVDS API

https://evds2.tcmb.gov.tr

CBRT EVDS API Docs

https://evds2.tcmb.gov.tr/index.php?/evds/userDocs

About

evdspy is an open source python interface which helps you make efficient requests by caching results (storing a dict using hashable parameters in order to avoid redundant requests), it provides a user friendly menu to ask data from the institution's API service.

Disclaimer
We would like inform you that evdspy is not an official package affiliated or endorsed by the CBRT institution.
It is an open source project with MIT LICENSE therefore following the rules of its
general MIT LICENSE you may use this interface without creator's permission, extend it or write your own modules
by importing evdspy's modules, classes or functions to request data from the mentioned API Service following the
institution's rules and parameters.

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