osci/postprocess/osci_change_report/process.py (69 lines of code) (raw):
"""Copyright since 2019, EPAM Systems
This file is part of OSCI.
OSCI is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
OSCI is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with OSCI. If not, see <http://www.gnu.org/licenses/>."""
from datetime import datetime, timedelta
from .osci_change_report import get_osci_ranking_change_report
from osci.datalake.reports.general.change_ranking import OSCIChangeRanking, OSCIGrowthSpeed
from osci.datalake.reports.general import OSCIChangeRankingDTD
from osci.datalake.reports.general.osci_ranking import OSCIRankingYTD
from osci.datalake.reports.excel import OSCIChangeRankingExcel
def get_previous_date(date: datetime):
if date.month == 1:
return datetime(year=date.year, month=date.month, day=1)
return datetime(year=date.year, month=date.month, day=1) - timedelta(days=1)
def get_prev_day(date: datetime):
"""Get previous day from the date except 1st January"""
if date.month == 1 and date.day == 1:
return date
return date - timedelta(days=1)
def get_change_report(date: datetime):
previous_date = get_previous_date(date=date)
ranking = OSCIRankingYTD(date=date)
ranking_df = ranking.read().reset_index().rename(columns={'index': ranking.schema.position})
old_ranking = OSCIRankingYTD(date=previous_date)
old_ranking_df = old_ranking.read().reset_index().rename(columns={'index': old_ranking.schema.position})
report = OSCIChangeRanking(date=date)
change_report = get_osci_ranking_change_report(old_report=old_ranking_df,
new_report=ranking_df,
company_field=ranking.schema.company,
active_contributors_field=ranking.schema.active,
active_contributors_change_field=report.schema.active_change,
total_community_field=ranking.schema.total,
total_community_change_field=report.schema.total_change,
rank_field=ranking.schema.position,
rank_change_field=report.schema.position_change)
report.save(df=change_report)
excel_report = OSCIChangeRankingExcel(from_date=previous_date, to_date=date)
excel_report.save(df=change_report)
def get_daily_ranking_change(date: datetime):
"""Get daily Active Contributors and Total Community changes"""
prev_date = get_prev_day(date)
prev_ranking = OSCIRankingYTD(date=prev_date)
prev_ranking_df = prev_ranking.read().reset_index().rename(columns={'index': prev_ranking.schema.position})
ranking = OSCIRankingYTD(date=date)
ranking_df = ranking.read().reset_index().rename(columns={'index': ranking.schema.position})
report = OSCIChangeRankingDTD(date=date)
change_report = get_osci_ranking_change_report(
old_report=prev_ranking_df,
new_report=ranking_df,
company_field=ranking.schema.company,
active_contributors_field=ranking.schema.active,
active_contributors_change_field=report.schema.active_change,
total_community_field=ranking.schema.total,
total_community_change_field=report.schema.total_change,
rank_field=ranking.schema.position,
rank_change_field=report.schema.position_change)
report.save(df=change_report)
return change_report
def generate_growth_speed_report(date: datetime):
"""Generate growth speed report"""
previous_date = get_prev_day(date)
ranking = OSCIChangeRanking(date=date)
ranking_df = ranking.read().reset_index()
old_ranking = OSCIChangeRanking(date=previous_date)
old_ranking_df = old_ranking.read()
report = OSCIGrowthSpeed(date=date)
change_report = get_osci_ranking_change_report(old_report=old_ranking_df,
new_report=ranking_df,
company_field=ranking.schema.company,
active_contributors_field=ranking.schema.active_change,
active_contributors_change_field=report.schema.active_growth,
total_community_field=ranking.schema.total_change,
total_community_change_field=report.schema.total_growth,
rank_field=ranking.schema.position_change,
rank_change_field=report.schema.position_growth)
report.save(df=change_report)