| # Licensed to the Apache Software Foundation (ASF) under one |
| # or more contributor license agreements. See the NOTICE file |
| # distributed with this work for additional information |
| # regarding copyright ownership. The ASF licenses this file |
| # to you under the Apache License, Version 2.0 (the |
| # "License"); you may not use this file except in compliance |
| # with the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, |
| # software distributed under the License is distributed on an |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| # KIND, either express or implied. See the License for the |
| # specific language governing permissions and limitations |
| # under the License. |
| import json |
| import string |
| from random import choice, randint, random, uniform |
| from typing import Any, Dict, List |
| |
| import pandas as pd |
| import pytest |
| from pandas import DataFrame |
| from sqlalchemy import DateTime, String, TIMESTAMP |
| |
| from superset import db |
| from superset.connectors.sqla.models import SqlaTable |
| from superset.models.core import Database |
| from superset.models.dashboard import Dashboard |
| from superset.models.slice import Slice |
| from superset.utils.core import get_example_database |
| from tests.dashboard_utils import create_dashboard, create_table_for_dashboard |
| from tests.test_app import app |
| |
| |
| @pytest.fixture() |
| def load_world_bank_dashboard_with_slices(): |
| dash_id_to_delete, slices_ids_to_delete = _load_data() |
| yield |
| with app.app_context(): |
| _cleanup(dash_id_to_delete, slices_ids_to_delete) |
| |
| |
| @pytest.fixture(scope="module") |
| def load_world_bank_dashboard_with_slices_module_scope(): |
| dash_id_to_delete, slices_ids_to_delete = _load_data() |
| yield |
| with app.app_context(): |
| _cleanup(dash_id_to_delete, slices_ids_to_delete) |
| |
| |
| def _load_data(): |
| table_name = "wb_health_population" |
| |
| with app.app_context(): |
| database = get_example_database() |
| df = _get_dataframe(database) |
| dtype = { |
| "year": DateTime if database.backend != "presto" else String(255), |
| "country_code": String(3), |
| "country_name": String(255), |
| "region": String(255), |
| } |
| table = create_table_for_dashboard(df, table_name, database, dtype) |
| slices = _create_world_bank_slices(table) |
| dash = _create_world_bank_dashboard(table, slices) |
| slices_ids_to_delete = [slice.id for slice in slices] |
| dash_id_to_delete = dash.id |
| return dash_id_to_delete, slices_ids_to_delete |
| |
| |
| def _create_world_bank_slices(table: SqlaTable) -> List[Slice]: |
| from superset.examples.world_bank import create_slices |
| |
| slices = create_slices(table) |
| _commit_slices(slices) |
| return slices |
| |
| |
| def _commit_slices(slices: List[Slice]): |
| for slice in slices: |
| o = db.session.query(Slice).filter_by(slice_name=slice.slice_name).one_or_none() |
| if o: |
| db.session.delete(o) |
| db.session.add(slice) |
| db.session.commit() |
| |
| |
| def _create_world_bank_dashboard(table: SqlaTable, slices: List[Slice]) -> Dashboard: |
| from superset.examples.world_bank import dashboard_positions |
| |
| pos = dashboard_positions |
| from superset.examples.helpers import update_slice_ids |
| |
| update_slice_ids(pos, slices) |
| |
| table.fetch_metadata() |
| |
| dash = create_dashboard( |
| "world_health", "World Bank's Data", json.dumps(pos), slices |
| ) |
| dash.json_metadata = '{"mock_key": "mock_value"}' |
| db.session.commit() |
| return dash |
| |
| |
| def _cleanup(dash_id: int, slices_ids: List[int]) -> None: |
| engine = get_example_database().get_sqla_engine() |
| engine.execute("DROP TABLE IF EXISTS wb_health_population") |
| dash = db.session.query(Dashboard).filter_by(id=dash_id).first() |
| db.session.delete(dash) |
| for slice_id in slices_ids: |
| db.session.query(Slice).filter_by(id=slice_id).delete() |
| db.session.commit() |
| |
| |
| def _get_dataframe(database: Database) -> DataFrame: |
| data = _get_world_bank_data() |
| df = pd.DataFrame.from_dict(data) |
| if database.backend == "presto": |
| df.year = pd.to_datetime(df.year) |
| df.year = df.year.dt.strftime("%Y-%m-%d %H:%M%:%S") |
| else: |
| df.year = pd.to_datetime(df.year) |
| |
| return df |
| |
| |
| def _get_world_bank_data() -> List[Dict[Any, Any]]: |
| data = [] |
| for _ in range(100): |
| data.append( |
| { |
| "country_name": "".join( |
| choice(string.ascii_uppercase + string.ascii_lowercase + " ") |
| for _ in range(randint(3, 10)) |
| ), |
| "country_code": "".join( |
| choice(string.ascii_uppercase + string.ascii_lowercase) |
| for _ in range(3) |
| ), |
| "region": "".join( |
| choice(string.ascii_uppercase + string.ascii_lowercase) |
| for _ in range(randint(3, 10)) |
| ), |
| "year": "-".join( |
| [str(randint(1900, 2020)), str(randint(1, 12)), str(randint(1, 28))] |
| ), |
| "NY_GNP_PCAP_CD": get_random_float_or_none(0, 100, 0.3), |
| "SE_ADT_1524_LT_FM_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_ADT_1524_LT_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_ADT_1524_LT_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_ADT_LITR_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_ADT_LITR_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_ADT_LITR_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_ENR_ORPH": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_CMPT_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_CMPT_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_CMPT_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_ENRR": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_ENRR_FE": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_ENRR_MA": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_NENR": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_NENR_FE": get_random_float_or_none(0, 100, 0.3), |
| "SE_PRM_NENR_MA": get_random_float_or_none(0, 100, 0.3), |
| "SE_SEC_ENRR": get_random_float_or_none(0, 100, 0.3), |
| "SE_SEC_ENRR_FE": get_random_float_or_none(0, 100, 0.3), |
| "SE_SEC_ENRR_MA": get_random_float_or_none(0, 100, 0.3), |
| "SE_SEC_NENR": get_random_float_or_none(0, 100, 0.3), |
| "SE_SEC_NENR_FE": get_random_float_or_none(0, 100, 0.3), |
| "SE_SEC_NENR_MA": get_random_float_or_none(0, 100, 0.3), |
| "SE_TER_ENRR": get_random_float_or_none(0, 100, 0.3), |
| "SE_TER_ENRR_FE": get_random_float_or_none(0, 100, 0.3), |
| "SE_XPD_TOTL_GD_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_ANM_CHLD_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_ANM_NPRG_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_CON_1524_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_CON_1524_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_CON_AIDS_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_CON_AIDS_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DTH_COMM_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DTH_IMRT": get_random_float_or_none(0, 100, 0.3), |
| "SH_DTH_INJR_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DTH_MORT": get_random_float_or_none(0, 100, 0.3), |
| "SH_DTH_NCOM_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DTH_NMRT": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_AIDS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_AIDS_DH": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_AIDS_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_AIDS_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_MORT": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_MORT_FE": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_MORT_MA": get_random_float_or_none(0, 100, 0.3), |
| "SH_DYN_NMRT": get_random_float_or_none(0, 100, 0.3), |
| "SH_FPL_SATI_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_H2O_SAFE_RU_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_H2O_SAFE_UR_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_H2O_SAFE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_0014": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_1524_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_1524_KW_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_1524_KW_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_1524_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_ARTC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_KNOW_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_KNOW_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_ORPH": get_random_float_or_none(0, 100, 0.3), |
| "SH_HIV_TOTL": get_random_float_or_none(0, 100, 0.3), |
| "SH_IMM_HEPB": get_random_float_or_none(0, 100, 0.3), |
| "SH_IMM_HIB3": get_random_float_or_none(0, 100, 0.3), |
| "SH_IMM_IBCG": get_random_float_or_none(0, 100, 0.3), |
| "SH_IMM_IDPT": get_random_float_or_none(0, 100, 0.3), |
| "SH_IMM_MEAS": get_random_float_or_none(0, 100, 0.3), |
| "SH_IMM_POL3": get_random_float_or_none(0, 100, 0.3), |
| "SH_MED_BEDS_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MED_CMHW_P3": get_random_float_or_none(0, 100, 0.3), |
| "SH_MED_NUMW_P3": get_random_float_or_none(0, 100, 0.3), |
| "SH_MED_PHYS_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MLR_NETS_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MLR_PREG_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MLR_SPF2_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MLR_TRET_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MMR_DTHS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MMR_LEVE": get_random_float_or_none(0, 100, 0.3), |
| "SH_MMR_RISK": get_random_float_or_none(0, 100, 0.3), |
| "SH_MMR_RISK_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_MMR_WAGE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_PRG_ANEM": get_random_float_or_none(0, 100, 0.3), |
| "SH_PRG_ARTC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_PRG_SYPH_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_PRV_SMOK_FE": get_random_float_or_none(0, 100, 0.3), |
| "SH_PRV_SMOK_MA": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ACSN": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ACSN_RU": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ACSN_UR": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ANV4_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ANVC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ARIC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_BFED_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_BRTC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_BRTW_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_DIAB_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_IYCF_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_MALN_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_MALN_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_MALN_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_MALR": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_MMRT": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_MMRT_NE": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ORCF_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_ORTH": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_OW15_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_OW15_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_OW15_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_OWGH_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_OWGH_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_OWGH_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_PNVC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_STNT_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_STNT_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_STNT_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_WAST_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_WAST_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_STA_WAST_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_SVR_WAST_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_SVR_WAST_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_SVR_WAST_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_TBS_CURE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_TBS_DTEC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_TBS_INCD": get_random_float_or_none(0, 100, 0.3), |
| "SH_TBS_MORT": get_random_float_or_none(0, 100, 0.3), |
| "SH_TBS_PREV": get_random_float_or_none(0, 100, 0.3), |
| "SH_VAC_TTNS_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_EXTR_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_OOPC_TO_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_OOPC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PCAP": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PCAP_PP_KD": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PRIV": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PRIV_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PUBL": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PUBL_GX_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_PUBL_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_TOTL_CD": get_random_float_or_none(0, 100, 0.3), |
| "SH_XPD_TOTL_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SI_POV_NAHC": get_random_float_or_none(0, 100, 0.3), |
| "SI_POV_RUHC": get_random_float_or_none(0, 100, 0.3), |
| "SI_POV_URHC": get_random_float_or_none(0, 100, 0.3), |
| "SL_EMP_INSV_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SL_TLF_TOTL_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SL_TLF_TOTL_IN": get_random_float_or_none(0, 100, 0.3), |
| "SL_UEM_TOTL_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SL_UEM_TOTL_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SL_UEM_TOTL_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SM_POP_NETM": get_random_float_or_none(0, 100, 0.3), |
| "SN_ITK_DEFC": get_random_float_or_none(0, 100, 0.3), |
| "SN_ITK_DEFC_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SN_ITK_SALT_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SN_ITK_VITA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_ADO_TFRT": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_AMRT_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_AMRT_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_CBRT_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_CDRT_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_CONU_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_IMRT_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_IMRT_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_IMRT_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_LE00_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_LE00_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_LE00_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_SMAM_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_SMAM_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_TFRT_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_TO65_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_TO65_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_DYN_WFRT": get_random_float_or_none(0, 100, 0.3), |
| "SP_HOU_FEMA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_MTR_1519_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0004_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0004_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0004_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0004_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0014_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0014_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0014_TO": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0014_TO_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0509_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0509_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0509_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_0509_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1014_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1014_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1014_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1014_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1519_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1519_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1519_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1519_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1564_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1564_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1564_TO": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_1564_TO_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2024_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2024_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2024_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2024_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2529_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2529_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2529_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_2529_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3034_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3034_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3034_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3034_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3539_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3539_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3539_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_3539_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4044_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4044_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4044_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4044_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4549_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4549_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4549_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_4549_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5054_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5054_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5054_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5054_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5559_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5559_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5559_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_5559_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6064_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6064_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6064_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6064_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6569_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6569_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6569_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_6569_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_65UP_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_65UP_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_65UP_TO": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_65UP_TO_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7074_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7074_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7074_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7074_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7579_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7579_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7579_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_7579_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_80UP_FE": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_80UP_FE_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_80UP_MA": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_80UP_MA_5Y": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG00_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG00_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG01_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG01_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG02_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG02_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG03_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG03_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG04_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG04_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG05_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG05_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG06_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG06_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG07_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG07_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG08_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG08_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG09_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG09_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG10_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG10_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG11_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG11_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG12_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG12_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG13_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG13_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG14_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG14_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG15_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG15_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG16_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG16_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG17_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG17_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG18_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG18_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG19_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG19_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG20_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG20_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG21_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG21_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG22_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG22_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG23_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG23_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG24_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG24_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG25_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_AG25_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_BRTH_MF": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_DPND": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_DPND_OL": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_DPND_YG": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_GROW": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_TOTL": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_TOTL_FE_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_TOTL_FE_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_TOTL_MA_IN": get_random_float_or_none(0, 100, 0.3), |
| "SP_POP_TOTL_MA_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_REG_BRTH_RU_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_REG_BRTH_UR_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_REG_BRTH_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_REG_DTHS_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_RUR_TOTL": get_random_float_or_none(0, 100, 0.3), |
| "SP_RUR_TOTL_ZG": get_random_float_or_none(0, 100, 0.3), |
| "SP_RUR_TOTL_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_URB_GROW": get_random_float_or_none(0, 100, 0.3), |
| "SP_URB_TOTL": get_random_float_or_none(0, 100, 0.3), |
| "SP_URB_TOTL_IN_ZS": get_random_float_or_none(0, 100, 0.3), |
| "SP_UWT_TFRT": get_random_float_or_none(0, 100, 0.3), |
| } |
| ) |
| |
| return data |
| |
| |
| def get_random_float_or_none(min_value, max_value, none_probability): |
| if random() < none_probability: |
| return None |
| else: |
| return uniform(min_value, max_value) |
