* 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
* get_datagroup function will be depreciated in the future versions. You may use get_series function for both series
datagroups.
get_series function for both datagroups and series
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)
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",
})
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:
...
""" Formulas
percentage_change = 1
difference = 2
year_to_year_percent_change = 3
year_to_year_differences = 4
percentage_change_compared = 5
difference_compared = 6
moving_average = 7
moving_sum = 8
"""
"""Frequency
daily = 1
business = 2
weekly = 3 # Friday
semimonthly = 4
monthly = 5
quarterly = 6
semiannually = 7
annual = 8
annually = 8
"""
""" Aggregation
avg : "avg"
min : "min"
max : "max"
first : "first"
last : "last"
sum : "sum"
"""
"""proxy
proxy = "http://proxy.example.com:80"
"""
"""proxies
proxies = {
'http': "http://proxy.example.com:80",
'https': "http://proxy.example.com:80",
}
"""* get_df_datagroup function was added
from evdspy.main import *
# will be deprecated in future versions.
df = get_df_datagroup(
datagroup="bie_gsyhgycf",
start_date="01-01-1998",
end_date="01-01-2030",
)
print(df)* The categories menu now goes only one step back as it should instead of returning.
* Fixed some verbose debug results.
from evdspy.main import menu
menu()
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.
pip install evdspy
from evdspy import *
check()
get()
help_evds()
or
import evdspy as ev
ev.check()
ev.get()
ev.help_evds()
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.
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.
#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---------------------------------
--++--
from evdspy import *
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',
'h',
'help_evdspy',
'help_',
'create_series_file',
'csf',
'create_options_file',
'cof'
'console',
'menu',
'version',
'save_apikey',
'save',
'remove_cache',
check setup and create required folders and see current installation status.
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()
# 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()
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")
When you call it without any argument, program will ask for your key and do the same
above
# 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()
#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()
returns all series as df to extend
params:
-----------------------
datagroup : str
e.g. `bie_dkdovytl`
start_date : str
e.g. `31-01-2010`
end_date : str
e.g. `31-01-2030`
df_exchange_rate = get_df_datagroup(
datagroup="bie_dkdovytl",
start_date = '01-01-2010',
end_date: str ='01-01-2030',
)
checking....
(Windows Command line / Linux Terminal / Mac Terminal) ( > , $ , $ as $ )
$ 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`
Get a CBRT EVDS API key https://evds2.tcmb.gov.tr/index.php?/evds/login
https://evds2.tcmb.gov.tr/index.php?/evds/userDocs
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.
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.
![@dependabot[bot]](https://avatars.githubusercontent.com/in/29110?s=64&v=4){kind=small}