diff --git a/.github/workflows/python-ci.yml b/.github/workflows/python-ci.yml index 3457ca045..d6dd7260e 100644 --- a/.github/workflows/python-ci.yml +++ b/.github/workflows/python-ci.yml @@ -16,7 +16,7 @@ jobs: if: github.event.pull_request.draft == false strategy: matrix: - packages: [_delphi_utils_python, changehc, claims_hosp, combo_cases_and_deaths, covid_act_now, doctor_visits, google_symptoms, hhs_hosp, hhs_facilities, jhu, nchs_mortality, nowcast, quidel, quidel_covidtest, safegraph, safegraph_patterns, usafacts] + packages: [_delphi_utils_python, changehc, claims_hosp, combo_cases_and_deaths, covid_act_now, doctor_visits, google_symptoms, hhs_hosp, hhs_facilities, jhu, nchs_mortality, nowcast, quidel, quidel_covidtest, safegraph_patterns, usafacts] defaults: run: working-directory: ${{ matrix.packages }} diff --git a/Jenkinsfile b/Jenkinsfile index 86d58398e..6d5562f16 100644 --- a/Jenkinsfile +++ b/Jenkinsfile @@ -9,7 +9,7 @@ - Keep in sync with '.github/workflows/python-ci.yml'. - TODO: #527 Get this list automatically from python-ci.yml at runtime. */ -def indicator_list = ["cdc_covidnet", "changehc", "claims_hosp", "combo_cases_and_deaths", "covid_act_now", "google_symptoms", "hhs_hosp", "jhu", "nchs_mortality", "quidel", "quidel_covidtest", "safegraph", "safegraph_patterns", "sir_complainsalot", "usafacts"] +def indicator_list = ["cdc_covidnet", "changehc", "claims_hosp", "combo_cases_and_deaths", "covid_act_now", "google_symptoms", "hhs_hosp", "jhu", "nchs_mortality", "quidel", "quidel_covidtest", "safegraph_patterns", "sir_complainsalot", "usafacts"] def build_package = [:] def deploy_staging = [:] def deploy_production = [:] diff --git a/ansible/templates/sir_complainsalot-params-prod.json.j2 b/ansible/templates/sir_complainsalot-params-prod.json.j2 index a15c7d70f..8a0553638 100644 --- a/ansible/templates/sir_complainsalot-params-prod.json.j2 +++ b/ansible/templates/sir_complainsalot-params-prod.json.j2 @@ -29,7 +29,8 @@ }, "safegraph": { "max_age": 11, - "maintainers": ["U01AP8GSWG3","U01069KCRS7"] + "maintainers": ["U01AP8GSWG3","U01069KCRS7"], + "retired-signals": ["completely_home_prop", "full_time_work_prop", "part_time_work_prop", "median_home_dwell_time", "completely_home_prop_7dav", "full_time_work_prop_7dav", "part_time_work_prop_7dav", "median_home_dwell_time_7dav"] }, "fb-survey": { "max_age": 3, diff --git a/facebook/delphiFacebook/R/contingency_variables.R b/facebook/delphiFacebook/R/contingency_variables.R index 95220056d..58f257c46 100644 --- a/facebook/delphiFacebook/R/contingency_variables.R +++ b/facebook/delphiFacebook/R/contingency_variables.R @@ -293,9 +293,9 @@ remap_responses <- function(df) { "3"="Some college", "4"="2 year degree", "5"="4 year degree", - "6"="Master's degree", - "7"="Professional degree", - "8"="Doctorate"), + "8"="Master's degree", + "6"="Professional degree", + "7"="Doctorate"), "default"=NULL, "type"="mc" ), diff --git a/safegraph/.gitignore b/safegraph/.gitignore deleted file mode 100644 index 552154e09..000000000 --- a/safegraph/.gitignore +++ /dev/null @@ -1,120 +0,0 @@ -# You should hard commit a prototype for this file, but we -# want to avoid accidental adding of API tokens and other -# private data parameters -params.json - -# Do not commit output files -receiving/*.csv - -# Remove macOS files -.DS_Store - -# virtual environment -dview/ - -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -coverage.xml -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -.hypothesis/ -.pytest_cache/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -.static_storage/ -.media/ -local_settings.py - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# pyenv -.python-version - -# celery beat schedule file -celerybeat-schedule - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ diff --git a/safegraph/.pylintrc b/safegraph/.pylintrc deleted file mode 100644 index f30837c7e..000000000 --- a/safegraph/.pylintrc +++ /dev/null @@ -1,22 +0,0 @@ - -[MESSAGES CONTROL] - -disable=logging-format-interpolation, - too-many-locals, - too-many-arguments, - # Allow pytest functions to be part of a class. - no-self-use, - # Allow pytest classes to have one test. - too-few-public-methods - -[BASIC] - -# Allow arbitrarily short-named variables. -variable-rgx=[a-z_][a-z0-9_]* -argument-rgx=[a-z_][a-z0-9_]* -attr-rgx=[a-z_][a-z0-9_]* - -[DESIGN] - -# Don't complain about pytest "unused" arguments. -ignored-argument-names=(_.*|run_as_module) \ No newline at end of file diff --git a/safegraph/DETAILS.md b/safegraph/DETAILS.md deleted file mode 100644 index 88331a99e..000000000 --- a/safegraph/DETAILS.md +++ /dev/null @@ -1,39 +0,0 @@ -# Safegraph Mobility Data - -We import census block group-level raw mobility indicators from Safegraph, -calculate functions of the raw data, and then aggregate the data to the -county, state, HHS, and nation levels. - -## Geographical Levels -* `county`: reported using zero-padded FIPS codes. The FIPS codes are - obtained by zero-padding the census block group codes and taking the first - five digits, which are by construction the corresponding county FIPS code. -* `hhs`: reported using HHS region number -* `state`: reported using two-letter postal code -* `nation`: reported using two-letter nation code. Just 'us' for now - -## Metrics -* `completely_home_prop`, defined as: - `completely_home_device_count / device_count` -* `full_time_work_prop`, defined as: - `full_time_work_behavior_devices / device_count` -* `part_time_work_prop`, defined as: - `part_time_work_behavior_devices / device_count` -* `median_home_dwell_time` - -The raw mobility indicators are documented by -[Safegraph](https://docs.safegraph.com/docs/social-distancing-metrics). - -After computing each metric on the census block group (CBG) level, we -aggregate to the county-level by taking the mean over CBGs in a county -to obtain the value and taking `sd / sqrt(n)` for the standard error, where -`sd` is the standard deviation over the metric values and `n` is the number -of CBGs in the county. In doing so, we make the simplifying assumption -that each CBG contributes an iid observation to the county-level -distribution. `n` also serves as the sample size. - -## API Key - -We access the Safegraph data using an AWS key-secret pair which is valid -until June 15, 2021. The AWS credentials have been issued under -@huisaddison's Safegraph Data Catalog account. diff --git a/safegraph/Makefile b/safegraph/Makefile deleted file mode 100644 index 72814c37b..000000000 --- a/safegraph/Makefile +++ /dev/null @@ -1,24 +0,0 @@ -.PHONY = venv, lint, test, clean - -dir = $(shell find ./delphi_* -name __init__.py | grep -o 'delphi_[_[:alnum:]]*') - -venv: - python3.8 -m venv env - -install: venv - . env/bin/activate; \ - pip install wheel ; \ - pip install -e ../_delphi_utils_python ;\ - pip install -e . - -lint: - . env/bin/activate; pylint $(dir) - . env/bin/activate; pydocstyle $(dir) - -test: - . env/bin/activate ;\ - (cd tests && ../env/bin/pytest --cov=$(dir) --cov-report=term-missing) - -clean: - rm -rf env - rm -f params.json diff --git a/safegraph/README.md b/safegraph/README.md deleted file mode 100644 index cc86d0ed8..000000000 --- a/safegraph/README.md +++ /dev/null @@ -1,72 +0,0 @@ -# Safegraph Mobility Data - -We import raw mobility data from Safegraph, calculate some statistics upon it, -and aggregate the data from the Census Block Group to County and State levels. -For detailed information see the files `DETAILS.md` contained -in this directory. - -## Running the Indicator - -The indicator is run by directly executing the Python module contained in this -directory. The safest way to do this is to create a virtual environment, -installed the common DELPHI tools, and then install the module and its -dependencies. To do this, run the following command from this directory: - -``` -make install -``` - -This command will install the package in editable mode, so you can make changes that -will automatically propagate to the installed package. - -One must also install the -[AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-welcome.html). -Please refer to OS-specific instructions to install this command line -interface, and verify that it is installed by calling `which aws`. -If `aws` is not installed prior to running the pipeline, it will raise -a `FileNotFoundError`. - -All of the user-changable parameters are stored in `params.json`. To execute -the module and produce the output datasets (by default, in `receiving`), run -the following: - -``` -env/bin/python -m delphi_safegraph -``` - -If you want to enter the virtual environment in your shell, -you can run `source env/bin/activate`. Run `deactivate` to leave the virtual environment. - -Once you are finished, you can remove the virtual environment and -params file with the following: - -``` -make clean -``` - -## Testing the code - -To run static tests of the code style, run the following command: - -``` -make lint -``` - -Unit tests are also included in the module. To execute these, run the following -command from this directory: - -``` -make test -``` - -To run individual tests, run the following: - -``` -(cd tests && ../env/bin/pytest .py --cov=delphi_safegraph --cov-report=term-missing) -``` - -The output will show the number of unit tests that passed and failed, along -with the percentage of code covered by the tests. - -None of the linting or unit tests should fail, and the code lines that are not covered by unit tests should be small and -should not include critical sub-routines. diff --git a/safegraph/REVIEW.md b/safegraph/REVIEW.md deleted file mode 100644 index 93a5a6579..000000000 --- a/safegraph/REVIEW.md +++ /dev/null @@ -1,39 +0,0 @@ -## Code Review (Python) - -A code review of this module should include a careful look at the code and the -output. To assist in the process, but certainly not in replace of it, please -check the following items. - -**Documentation** - -- [ ] the README.md file template is filled out and currently accurate; it is -possible to load and test the code using only the instructions given -- [ ] minimal docstrings (one line describing what the function does) are -included for all functions; full docstrings describing the inputs and expected -outputs should be given for non-trivial functions - -**Structure** - -- [ ] code should use 4 spaces for indentation; other style decisions are -flexible, but be consistent within a module -- [ ] any required metadata files are checked into the repository and placed -within the directory `static` -- [ ] any intermediate files that are created and stored by the module should -be placed in the directory `cache` -- [ ] final expected output files to be uploaded to the API are placed in the -`receiving` directory; output files should not be committed to the respository -- [ ] all options and API keys are passed through the file `params.json` -- [ ] template parameter file (`params.json.template`) is checked into the -code; no personal (i.e., usernames) or private (i.e., API keys) information is -included in this template file - -**Testing** - -- [ ] module can be installed in a new virtual environment -- [ ] pylint with the default `.pylint` settings run over the module produces -minimal warnings; warnings that do exist have been confirmed as false positives -- [ ] reasonably high level of unit test coverage covering all of the main logic -of the code (e.g., missing coverage for raised errors that do not currently seem -possible to reach are okay; missing coverage for options that will be needed are -not) -- [ ] all unit tests run without errors diff --git a/safegraph/cache/.gitignore b/safegraph/cache/.gitignore deleted file mode 100644 index e69de29bb..000000000 diff --git a/safegraph/delphi_safegraph/__init__.py b/safegraph/delphi_safegraph/__init__.py deleted file mode 100644 index 70cd6a34d..000000000 --- a/safegraph/delphi_safegraph/__init__.py +++ /dev/null @@ -1,11 +0,0 @@ -# -*- coding: utf-8 -*- -"""Module to process Safegraph mobility data. - -This file defines the functions that are made public by the module. As the -module is intended to be executed though the main method, these are primarily -for testing. -""" - -from __future__ import absolute_import - -from . import process diff --git a/safegraph/delphi_safegraph/__main__.py b/safegraph/delphi_safegraph/__main__.py deleted file mode 100644 index fbf90e6a5..000000000 --- a/safegraph/delphi_safegraph/__main__.py +++ /dev/null @@ -1,12 +0,0 @@ -# -*- coding: utf-8 -*- -"""Call the function run_module when executed. - -This file indicates that calling the module (`python -m MODULE_NAME`) will -call the function `run_module` found within the run.py file. There should be -no need to change this template. -""" - -from delphi_utils.utils import read_params -from .run import run_module # pragma: no cover - -run_module(read_params()) # pragma: no cover diff --git a/safegraph/delphi_safegraph/constants.py b/safegraph/delphi_safegraph/constants.py deleted file mode 100644 index 8d1e80f59..000000000 --- a/safegraph/delphi_safegraph/constants.py +++ /dev/null @@ -1,22 +0,0 @@ -"""Constants for constructing Safegraph indicator.""" - -HOME_DWELL = 'median_home_dwell_time' -COMPLETELY_HOME = 'completely_home_prop' -FULL_TIME_WORK = 'full_time_work_prop' -PART_TIME_WORK = 'part_time_work_prop' - -SIGNALS = [ - HOME_DWELL, - COMPLETELY_HOME, - FULL_TIME_WORK, - PART_TIME_WORK -] - -GEO_RESOLUTIONS = [ - 'county', - 'state', - 'msa', - 'hrr', - 'hhs', - 'nation' -] diff --git a/safegraph/delphi_safegraph/process.py b/safegraph/delphi_safegraph/process.py deleted file mode 100644 index 3d53b5d4c..000000000 --- a/safegraph/delphi_safegraph/process.py +++ /dev/null @@ -1,271 +0,0 @@ -"""Internal functions for creating Safegraph indicator.""" -import datetime -import glob -import pathlib -import os -from typing import List -import numpy as np -import pandas as pd -from delphi_utils.signal import add_prefix -from delphi_utils.export import create_export_csv -from delphi_utils.geomap import GeoMapper - -from .constants import HOME_DWELL, COMPLETELY_HOME, FULL_TIME_WORK, PART_TIME_WORK, GEO_RESOLUTIONS - -# Magic number for modular arithmetic; CBG -> FIPS -MOD = 10000000 - -# Base file name for raw data CSVs. -CSV_NAME = 'social-distancing.csv.gz' - - -def validate(df): - """Confirm that a data frame has only one date.""" - timestamps = df['date_range_start'].apply(date_from_timestamp) - assert len(timestamps.unique()) == 1 - - -def date_from_timestamp(timestamp) -> datetime.date: - """Extract the date from a timestamp beginning with {YYYY}-{MM}-{DD}T.""" - return datetime.date.fromisoformat(timestamp.split('T')[0]) - - -def get_daily_source_files(path): - """ - Get daily data files in a given path, handling date collisions if they occur. - - Files are expected to be in a folder structure ending in /year/month/day/filename. If the event - there are multiple files for a given date, the most recently modified file is used. - - Parameters - ---------- - path str - Path of files. - - Returns - ------- - Dictionary where keys are the dates and values are str filenames representing the data file - for that day. - """ - all_files = glob.glob(path, recursive=True) - output = {} - for f in all_files: - _, year, month, day, _ = f.rsplit('/', 4) - file_date = datetime.date(int(year), int(month), int(day)) - if file_date in output: - new_last_modified = pathlib.Path(f).stat().st_mtime - existing_last_modified = pathlib.Path(output[file_date]).stat().st_mtime - if new_last_modified > existing_last_modified: - output[file_date] = f - else: - output[file_date] = f - return output - - -def add_suffix(signals, suffix): - """Add `suffix` to every element of `signals`.""" - return [s + suffix for s in signals] - - -def construct_signals(cbg_df, signal_names): - """Construct Census-block level signals. - - In its current form, we prepare the following signals in addition to those - already available in raw form from Safegraph: - - completely_home_prop, defined as: - completely_home_device_count / device_count - - full_time_work_prop, defined as: - full_time_work_behavior_devices / device_count - - part_time_work_prop, defined as: - part_time_work_behavior_devices / device_count - Documentation for the social distancing metrics: - https://docs.safegraph.com/docs/social-distancing-metrics - Parameters - ---------- - cbg_df: pd.DataFrame - Census block group-level dataframe with raw social distancing - indicators from Safegraph. - signal_names: List[str] - Names of signals to be exported. - Returns - ------- - pd.DataFrame - Dataframe with columns: timestamp, county_fips, and - {each signal described above}. - """ - # Preparation - cbg_df['county_fips'] = (cbg_df['origin_census_block_group'] // MOD).apply( - lambda x: f'{int(x):05d}') - - # Transformation: create signal not available in raw data - for signal in signal_names: - if FULL_TIME_WORK in signal: - cbg_df[signal] = (cbg_df['full_time_work_behavior_devices'] - / cbg_df['device_count']) - elif COMPLETELY_HOME in signal: - cbg_df[signal] = (cbg_df['completely_home_device_count'] - / cbg_df['device_count']) - elif PART_TIME_WORK in signal: - cbg_df[signal] = (cbg_df['part_time_work_behavior_devices'] - / cbg_df['device_count']) - elif HOME_DWELL in signal: - cbg_df[signal] = (cbg_df['median_home_dwell_time']) - - # Subsetting - return cbg_df[['county_fips'] + signal_names] - - -def aggregate(df, signal_names, geo_resolution='county'): - """Aggregate signals to appropriate resolution and produce standard errors. - - Parameters - ---------- - df: pd.DataFrame - County block group-level data with prepared signals (output of - construct_signals(). - signal_names: List[str] - Names of signals to be exported. - geo_resolution: str - One of ('county', 'state') - Returns - ------- - pd.DataFrame: - DataFrame with one row per geo_id, with columns for the individual - signals, standard errors, and sample sizes. - """ - # Prepare geo resolution - gmpr = GeoMapper() - if geo_resolution == 'county': - geo_transformed_df = df.copy() - geo_transformed_df['geo_id'] = df['county_fips'] - elif geo_resolution == 'state': - geo_transformed_df = gmpr.add_geocode(df, - from_col='county_fips', - from_code='fips', - new_code='state_id', - new_col='geo_id', - dropna=False) - elif geo_resolution in ['msa', 'nation', 'hrr', 'hhs']: - geo_transformed_df = gmpr.add_geocode(df, - from_col='county_fips', - from_code='fips', - new_code=geo_resolution, - new_col='geo_id', - dropna=False) - - else: - raise ValueError( - f'`geo_resolution` must be one of {GEO_RESOLUTIONS}.') - - # Aggregation and signal creation - grouped_df = geo_transformed_df.groupby(['geo_id'])[signal_names] - df_mean = grouped_df.mean() - df_sd = grouped_df.std() - df_n = grouped_df.count() - agg_df = pd.DataFrame.join(df_mean, df_sd, - lsuffix='_mean', rsuffix='_sd') - agg_df = pd.DataFrame.join(agg_df, df_n.rename({ - signal: signal + '_n' for signal in signal_names - }, axis=1)) - for signal in signal_names: - agg_df[f'{signal}_se'] = (agg_df[f'{signal}_sd'] - / np.sqrt(agg_df[f'{signal}_n'])) - return agg_df.reset_index() - - -def process_window(df_list: List[pd.DataFrame], - signal_names: List[str], - geo_resolutions: List[str], - export_dir: str): - """Process a list of input census block group-level data frames as a single data set and export. - - Assumes each data frame has _only_ one date of data. - - Parameters - ---------- - cbg_df: pd.DataFrame - list of census block group-level frames. - signal_names: List[str] - signal names to be processed - geo_resolutions: List[str] - List of geo resolutions to export the data. - export_dir - path where the output files are saved - Returns - ------- - None. One file is written per (signal, resolution) pair containing the - aggregated data from `df`. - """ - for df in df_list: - validate(df) - date = date_from_timestamp(df_list[0].at[0, 'date_range_start']) - cbg_df = pd.concat(construct_signals(df, signal_names) for df in df_list) - for geo_res in geo_resolutions: - aggregated_df = aggregate(cbg_df, signal_names, geo_res) - for signal in signal_names: - df_export = aggregated_df[ - ['geo_id'] - + [f'{signal}_{x}' for x in ('mean', 'se', 'n')] - ].rename({ - f'{signal}_mean': 'val', - f'{signal}_se': 'se', - f'{signal}_n': 'sample_size', - }, axis=1) - df_export["timestamp"] = date.strftime('%Y%m%d') - create_export_csv(df_export, - export_dir, - geo_res, - signal, - ) - - -def process(filenames: List[str], - signal_names: List[str], - wip_signal, - geo_resolutions: List[str], - export_dir: str): - """Create and exports signals corresponding both single day and averaged over the previous week. - - Parameters - ---------- - current_filename: List[str] - paths to files holding data. - The first entry of the list should correspond to the target date while - the remaining entries should correspond to the dates from each day in - the week preceding the target date. - signal_names: List[str] - signal names to be processed for a single date. - A second version of each such signal named {SIGNAL}_7d_avg will be - created averaging {SIGNAL} over the past 7 days. - wip_signal : List[str] or bool - a list of wip signals: [], OR - all signals in the registry: True OR - only signals that have never been published: False - geo_resolutions: List[str] - List of geo resolutions to export the data. - export_dir - path where the output files are saved. - Returns - ------- - None. For each (signal, resolution) pair, one file is written for the - single date values to {export_dir}/{date}_{resolution}_{signal}.csv and - one for the data averaged over the previous week to - {export_dir}/{date}_{resolution}_{signal}_7d_avg.csv. - """ - past_week = [] - for fname in filenames: - if os.path.exists(fname): - past_week.append(pd.read_csv(fname)) - - # First process the current file alone... - process_window(past_week[:1], - add_prefix(signal_names, wip_signal, 'wip_'), - geo_resolutions, - export_dir) - # ...then as part of the whole window. - process_window(past_week, - add_prefix(add_suffix(signal_names, '_7dav'), - wip_signal, - 'wip_'), - geo_resolutions, - export_dir) diff --git a/safegraph/delphi_safegraph/run.py b/safegraph/delphi_safegraph/run.py deleted file mode 100644 index 8b7d361d2..000000000 --- a/safegraph/delphi_safegraph/run.py +++ /dev/null @@ -1,104 +0,0 @@ -"""Functions to call when running the function. - -This module should contain a function called `run_module`, that is executed -when the module is run with `python -m MODULE_NAME`. -""" -import functools -import multiprocessing as mp -import subprocess -import time -from datetime import timedelta - -from delphi_utils import get_structured_logger - -from .constants import SIGNALS, GEO_RESOLUTIONS -from .process import process, get_daily_source_files - - -def run_module(params): - """Create the Safegraph indicator. - - The `params` argument is expected to have the following structure: - - "common": - - "export_dir": str, directory to write output - - "log_exceptions" (optional): bool, whether to log exceptions to file - - "log_filename" (optional): str, name of file to write logs - - "indicator": - - "aws_access_key_id": str, ID of access key for AWS S3 - - "aws_secret_access_key": str, access key for AWS S3 - - "aws_default_region": str, name of AWS S3 region - - "aws_endpoint": str, name of AWS S3 endpoint - - "n_core": int, number of cores to use for multithreaded processing - - "raw_data_dir": str, directory from which to read downloaded data from AWS, - - "static_file_dir": str, directory containing brand and population csv files - - "sync": bool, whether to sync S3 data before running indicator - - "wip_signal": list of str or bool, list of work-in-progress signals to be passed to - `delphi_utils.add_prefix()` - """ - start_time = time.time() - logger = get_structured_logger( - __name__, filename=params["common"].get("log_filename"), - log_exceptions=params["common"].get("log_exceptions", True)) - - # Place to write output files. - export_dir = params["common"]["export_dir"] - # Location of input files. - raw_data_dir = params["indicator"]["raw_data_dir"] - - # Number of cores to use in multiprocessing. - n_core = params["indicator"]["n_core"] - - # AWS credentials - aws_access_key_id = params["indicator"]["aws_access_key_id"] - aws_secret_access_key = params["indicator"]["aws_secret_access_key"] - aws_default_region = params["indicator"]["aws_default_region"] - aws_endpoint = params["indicator"]["aws_endpoint"] - # Whether to sync `raw_data_dir` with an AWS backend. - # Must be a bool in the JSON file (rather than the string "True" or "False") - sync = params["indicator"]["sync"] - - # List of work-in-progress signal names. - wip_signal = params["indicator"]["wip_signal"] - - # Convert `process()` to a single-argument function for use in `pool.map`. - single_arg_process = functools.partial( - process, - signal_names=SIGNALS, - wip_signal=wip_signal, - geo_resolutions=GEO_RESOLUTIONS, - export_dir=export_dir, - ) - - # Update raw data - # Why call subprocess rather than using a native Python client, e.g. boto3? - # Because boto3 does not have a simple rsync-like call that can perform - # the following behavior elegantly. - if sync: - subprocess.run( - f'aws s3 sync s3://sg-c19-response/social-distancing/v2/ ' - f'{raw_data_dir}/social-distancing/ --endpoint {aws_endpoint}', - env={ - 'AWS_ACCESS_KEY_ID': aws_access_key_id, - 'AWS_SECRET_ACCESS_KEY': aws_secret_access_key, - 'AWS_DEFAULT_REGION': aws_default_region, - }, - shell=True, - check=True, - ) - - files = get_daily_source_files(f'{raw_data_dir}/social-distancing/**/*.csv.gz') - - files_with_previous_weeks = [] - for day in files: - previous_week = [files[day]] - for i in range(1, 7): - if day - timedelta(i) in files: - previous_week.append(files[day - timedelta(i)]) - files_with_previous_weeks.append(previous_week) - - with mp.Pool(n_core) as pool: - pool.map(single_arg_process, files_with_previous_weeks) - - elapsed_time_in_seconds = round(time.time() - start_time, 2) - logger.info("Completed indicator run", - elapsed_time_in_seconds = elapsed_time_in_seconds) diff --git a/safegraph/params.json.template b/safegraph/params.json.template deleted file mode 100644 index 3649cacbd..000000000 --- a/safegraph/params.json.template +++ /dev/null @@ -1,47 +0,0 @@ -{ - "common": { - "export_dir": "./receiving", - "log_exceptions": false - }, - "indicator": { - "static_file_dir": "./static", - "raw_data_dir": "/mnt/data/safegraph/", - "n_core": 12, - "aws_access_key_id": "", - "aws_secret_access_key": "", - "aws_default_region": "", - "aws_endpoint": "", - "sync": true, - "wip_signal" : ["median_home_dwell_time_7dav", - "completely_home_prop_7dav", - "part_time_work_prop_7dav", - "full_time_work_prop_7dav"] - }, - "validation": { - "common": { - "data_source": "safegraph", - "span_length": 14, - "end_date": "today", - "suppressed_errors": [ - {"signal": "bars_visit_num"}, - {"signal": "bars_visit_prop"}, - {"signal": "restaurants_visit_num"}, - {"signal": "restaurants_visit_prop"} - ] - }, - "static": { - "minimum_sample_size": 100, - "missing_se_allowed": false, - "missing_sample_size_allowed": false - }, - "dynamic": { - "ref_window_size": 7, - "smoothed_signals": [ - "completely_home_prop_7dav", - "full_time_work_prop_7dav", - "part_time_work_prop_7dav", - "median_home_dwell_time_7dav" - ] - } - } -} diff --git a/safegraph/receiving/.gitignore b/safegraph/receiving/.gitignore deleted file mode 100644 index e69de29bb..000000000 diff --git a/safegraph/run-safegraph.sh b/safegraph/run-safegraph.sh deleted file mode 100644 index a8ba8b90e..000000000 --- a/safegraph/run-safegraph.sh +++ /dev/null @@ -1,21 +0,0 @@ -#!/usr/bin/env bash -# -# Run the Safegraph indicator -# - -#set -eo pipefail - -# Purge the receiving directory. -echo "Purging ./receiving..." -rm -f ./receiving/* - -# Run the indicator code. -echo "Running the indicator..." -env/bin/python -m delphi_safegraph -env/bin/python -m delphi_utils.validator - -# Copy the files to the ingestion directory. -echo "Copying files to the ingestion directory..." -# Hack to make cp care less about missing recent files since we don't always have them. -cp $(date +"receiving/%Y%m*") /common/covidcast/receiving/safegraph 2>/dev/null -cp $(date --date='-1 month' +"receiving/%Y%m*") /common/covidcast/receiving/safegraph diff --git a/safegraph/setup.py b/safegraph/setup.py deleted file mode 100644 index b6e079767..000000000 --- a/safegraph/setup.py +++ /dev/null @@ -1,29 +0,0 @@ -from setuptools import setup -from setuptools import find_packages - -required = [ - "covidcast", - "numpy", - "pydocstyle", - "pandas", - "pytest", - "pytest-cov", - "pylint", - "delphi-utils" -] - -setup( - name="delphi_safegraph", - version="0.0.1", - description="Mobility Indicators from Safegraph", - author="", - author_email="", - url="https://github.com/cmu-delphi/covidcast-indicators", - install_requires=required, - classifiers=[ - "Development Status :: 5 - Production/Stable", - "Intended Audience :: Developers", - "Programming Language :: Python :: 3.7", - ], - packages=find_packages(), -) diff --git a/safegraph/tests/conftest.py b/safegraph/tests/conftest.py deleted file mode 100644 index 0763d13f1..000000000 --- a/safegraph/tests/conftest.py +++ /dev/null @@ -1,13 +0,0 @@ -# -*- coding: utf-8 -*- - -import os -from os.path import join -import pytest - - -@pytest.fixture(scope="session") -def clean_receiving_dir(): - # Clean receiving directory - for fname in os.listdir("receiving"): - if ".csv" in fname: - os.remove(join("receiving", fname)) diff --git a/safegraph/tests/raw_data/sample_raw_data.csv b/safegraph/tests/raw_data/sample_raw_data.csv deleted file mode 100644 index 1761e8fdb..000000000 --- a/safegraph/tests/raw_data/sample_raw_data.csv +++ /dev/null @@ -1,5001 +0,0 @@ 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-origin_census_block_group,date_range_start,date_range_end,device_count,completely_home_device_count,median_home_dwell_time,part_time_work_behavior_devices,full_time_work_behavior_devices -10730144081,2020-06-11T00:00:00-05:00,2020-06-13T00:00:00-05:00,100,5,3,15,25 \ No newline at end of file diff --git a/safegraph/tests/raw_data/small_raw_data_3.csv b/safegraph/tests/raw_data/small_raw_data_3.csv deleted file mode 100644 index ad3004d97..000000000 --- a/safegraph/tests/raw_data/small_raw_data_3.csv +++ /dev/null @@ -1,3 +0,0 @@ -origin_census_block_group,date_range_start,date_range_end,device_count,completely_home_device_count,median_home_dwell_time,part_time_work_behavior_devices,full_time_work_behavior_devices -420430239002,2020-06-10T00:00:00-04:00,2020-06-13T00:00:00-04:00,100,10,7,20,30 -420430239002,2020-06-10T00:00:00-04:00,2020-06-13T00:00:00-04:00,100,20,8,30,40 \ No newline at end of file diff --git a/safegraph/tests/raw_data/social-distancing/2020/06/10/2020-06-10-social-distancing.csv.gz b/safegraph/tests/raw_data/social-distancing/2020/06/10/2020-06-10-social-distancing.csv.gz deleted file mode 100644 index 81f737597..000000000 Binary files a/safegraph/tests/raw_data/social-distancing/2020/06/10/2020-06-10-social-distancing.csv.gz and /dev/null differ diff --git a/safegraph/tests/raw_data/social-distancing/2020/06/11/2020-06-11-social-distancing.csv.gz b/safegraph/tests/raw_data/social-distancing/2020/06/11/2020-06-11-social-distancing.csv.gz deleted file mode 100644 index 195d12ca6..000000000 Binary files a/safegraph/tests/raw_data/social-distancing/2020/06/11/2020-06-11-social-distancing.csv.gz and /dev/null differ diff --git a/safegraph/tests/raw_data/social-distancing/2020/06/12/2020-06-12-social-distancing.csv.gz b/safegraph/tests/raw_data/social-distancing/2020/06/12/2020-06-12-social-distancing.csv.gz deleted file mode 100644 index 56fa6ac41..000000000 Binary files a/safegraph/tests/raw_data/social-distancing/2020/06/12/2020-06-12-social-distancing.csv.gz and /dev/null differ diff --git a/safegraph/tests/receiving/.gitignore b/safegraph/tests/receiving/.gitignore deleted file mode 100644 index afed0735d..000000000 --- a/safegraph/tests/receiving/.gitignore +++ /dev/null @@ -1 +0,0 @@ -*.csv diff --git a/safegraph/tests/test_process.py b/safegraph/tests/test_process.py deleted file mode 100644 index 3b57c0450..000000000 --- a/safegraph/tests/test_process.py +++ /dev/null @@ -1,230 +0,0 @@ -"""Tests for Safegraph process functions.""" -from datetime import date -import tempfile -import os -import time - -import numpy as np -import pandas as pd - -from delphi_safegraph.process import ( - aggregate, - construct_signals, - get_daily_source_files, - process, - process_window -) -from delphi_safegraph.run import SIGNALS - - - -class TestProcess: - """Tests for processing Safegraph indicators.""" - - def test_get_source_files(self): - with tempfile.TemporaryDirectory() as tmpdir: - os.makedirs(os.path.join(tmpdir, "social-distancing/2021/01/26")) - os.makedirs(os.path.join(tmpdir, "social-distancing/2021/01/27")) - # generate fake files - open(os.path.join(tmpdir, "social-distancing/2021/01/26/file.csv.gz"), 'w').close() - open(os.path.join(tmpdir, "social-distancing/2021/01/27/file1.csv.gz"), 'w').close() - # have second file generated as second after - # since last modified time has second level resolution - time.sleep(1) - open(os.path.join(tmpdir, "social-distancing/2021/01/27/file2.csv.gz"), 'w').close() - # only second file on 1/27 should be kept since it's more recent - filepath_dict = get_daily_source_files( - os.path.join(tmpdir, "social-distancing/**/*.csv.gz") - ) - assert filepath_dict == { - date(2021, 1, 26): os.path.join(tmpdir, "social-distancing/2021/01/26/file.csv.gz"), - date(2021, 1, 27): os.path.join(tmpdir, "social-distancing/2021/01/27/file2.csv.gz") - } - - def test_construct_signals_present(self): - """Tests that all signals are constructed.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - assert 'completely_home_prop' in set(cbg_df.columns) - assert 'full_time_work_prop' in set(cbg_df.columns) - assert 'part_time_work_prop' in set(cbg_df.columns) - assert 'median_home_dwell_time' in set(cbg_df.columns) - - def test_construct_signals_proportions(self): - """Tests that constructed signals are actual proportions.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - assert np.all(cbg_df['completely_home_prop'].values <= 1) - assert np.all(cbg_df['full_time_work_prop'].values <= 1) - assert np.all(cbg_df['part_time_work_prop'].values <= 1) - - def test_aggregate_county(self): - """Tests that aggregation at the county level creates non-zero-valued - signals.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - df = aggregate(cbg_df, SIGNALS, 'county') - - assert np.all(df[f'{SIGNALS[0]}_n'].values > 0) - x = df[f'{SIGNALS[0]}_se'].values - assert np.all(x[~np.isnan(x)] >= 0) - assert df.shape == (1472, 17) - - def test_aggregate_state(self): - """Tests that aggregation at the state level creates non-zero-valued - signals.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - df = aggregate(cbg_df, SIGNALS, 'state') - - assert np.all(df[f'{SIGNALS[0]}_n'].values > 0) - x = df[f'{SIGNALS[0]}_se'].values - assert np.all(x[~np.isnan(x)] >= 0) - assert df.shape == (54, 17) - - def test_aggregate_msa(self): - """Tests that aggregation at the state level creates non-zero-valued signals.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - df = aggregate(cbg_df, SIGNALS, 'msa') - - assert np.all(df[f'{SIGNALS[0]}_n'].values > 0) - x = df[f'{SIGNALS[0]}_se'].values - assert np.all(x[~np.isnan(x)] >= 0) - assert df.shape == (372, 17) - - def test_aggregate_hrr(self): - """Tests that aggregation at the state level creates non-zero-valued signals.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - df = aggregate(cbg_df, SIGNALS, 'hrr') - - assert np.all(df[f'{SIGNALS[0]}_n'].values > 0) - x = df[f'{SIGNALS[0]}_se'].values - assert np.all(x[~np.isnan(x)] >= 0) - assert df.shape == (306, 17) - - def test_aggregate_nation(self): - """Tests that aggregation at the state level creates non-zero-valued signals.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - df = aggregate(cbg_df, SIGNALS, 'nation') - - assert np.all(df[f'{SIGNALS[0]}_n'].values > 0) - x = df[f'{SIGNALS[0]}_se'].values - assert np.all(x[~np.isnan(x)] >= 0) - assert df.shape == (1, 17) - - def test_aggregate_hhs(self): - """Tests that aggregation at the state level creates non-zero-valued signals.""" - cbg_df = construct_signals(pd.read_csv('raw_data/sample_raw_data.csv'), - SIGNALS) - df = aggregate(cbg_df, SIGNALS, 'hhs') - - assert np.all(df[f'{SIGNALS[0]}_n'].values > 0) - x = df[f'{SIGNALS[0]}_se'].values - assert np.all(x[~np.isnan(x)] >= 0) - assert df.shape == (10, 17) - - def test_process_window(self, tmp_path): - """Tests that processing over a window correctly aggregates signals.""" - export_dir = tmp_path / 'export' - export_dir.mkdir() - df1 = pd.DataFrame(data={ - 'date_range_start': ['2020-02-14T00:00:00-05:00:00']*3, - 'origin_census_block_group': [10539707003, - 10539707003, - 10730144081], - 'device_count': [100, 200, 1000], - 'completely_home_device_count': [2, 12, 40] - }) - df2 = pd.DataFrame(data={ - 'date_range_start': ['2020-02-14T00:00:00-05:00:00'], - 'origin_census_block_group': [10730144081], - 'device_count': [2000], - 'completely_home_device_count': [480] - }) - process_window([df1, df2], ['completely_home_prop'], ['county'], - export_dir) - expected = pd.DataFrame(data={ - 'geo_id': [1053, 1073], - 'val': [0.04, 0.14], - 'se': [0.02, 0.10], - 'sample_size': [2, 2] - }) - actual = pd.read_csv( - export_dir / '20200214_county_completely_home_prop.csv') - pd.testing.assert_frame_equal(expected, actual) - - def test_process(self, tmp_path): - """Tests that processing a list of current and previous file names - correctly reads and aggregates signals.""" - export_dir = tmp_path / 'export' - export_dir.mkdir() - - process(['raw_data/small_raw_data_0.csv', - 'raw_data/small_raw_data_1.csv', - # File 2 does not exist. - 'raw_data/small_raw_data_2.csv', - 'raw_data/small_raw_data_3.csv'], - SIGNALS, - ['median_home_dwell_time', - 'completely_home_prop_7dav'], - ['state'], - export_dir) - - expected = { - 'wip_median_home_dwell_time': pd.DataFrame(data={ - 'geo_id': ['al', 'ga'], - 'val': [6, 3.5], - 'se': [None, 0.5], - 'sample_size': [1, 2] - }), - 'completely_home_prop': pd.DataFrame(data={ - 'geo_id': ['al', 'ga'], - 'val': [0.15, 0.055], - 'se': [None, 0.005], - 'sample_size': [1, 2] - }), - 'part_time_work_prop': pd.DataFrame(data={ - 'geo_id': ['al', 'ga'], - 'val': [0.35, 0.055], - 'se': [None, 0.005], - 'sample_size': [1, 2] - }), - 'full_time_work_prop': pd.DataFrame(data={ - 'geo_id': ['al', 'ga'], - 'val': [0.45, 0.055], - 'se': [None, 0.005], - 'sample_size': [1, 2] - }), - 'median_home_dwell_time_7dav': pd.DataFrame(data={ - 'geo_id': ['al', 'ga', 'pa'], - 'val': [4.5, 3.5, 7.5], - 'se': [1.5, 0.5, 0.5], - 'sample_size': [2, 2, 2] - }), - 'wip_completely_home_prop_7dav': pd.DataFrame(data={ - 'geo_id': ['al', 'ga', 'pa'], - 'val': [0.1, 0.055, 0.15], - 'se': [0.05, 0.005, 0.05], - 'sample_size': [2, 2, 2] - }), - 'part_time_work_prop_7dav': pd.DataFrame(data={ - 'geo_id': ['al', 'ga', 'pa'], - 'val': [0.25, 0.055, 0.25], - 'se': [0.1, 0.005, 0.05], - 'sample_size': [2, 2, 2] - }), - 'full_time_work_prop_7dav': pd.DataFrame(data={ - 'geo_id': ['al', 'ga', 'pa'], - 'val': [0.35, 0.055, 0.35], - 'se': [0.1, 0.005, 0.05], - 'sample_size': [2, 2, 2] - }) - } - actual = {signal: pd.read_csv( - export_dir / f'20200612_state_{signal}.csv') - for signal in expected} - for signal in expected: - pd.testing.assert_frame_equal(expected[signal], actual[signal]) diff --git a/safegraph/tests/test_run.py b/safegraph/tests/test_run.py deleted file mode 100644 index f1e96e4dc..000000000 --- a/safegraph/tests/test_run.py +++ /dev/null @@ -1,63 +0,0 @@ -"""Tests for the `run_module()` function.""" -import os - -import pandas as pd - -from delphi_safegraph.constants import (SIGNALS, - GEO_RESOLUTIONS) -from delphi_safegraph.run import run_module - -class TestRun: - """Tests for the `run_module()` function.""" - - PARAMS = { - "common": { - "export_dir": "./receiving" - }, - "indicator": { - "raw_data_dir": "./raw_data", - "static_file_dir": "./static", - "n_core": 12, - "aws_access_key_id": "", - "aws_secret_access_key": "", - "aws_default_region": "", - "aws_endpoint": "", - "wip_signal" : ["median_home_dwell_time_7dav", - "completely_home_prop_7dav", - "part_time_work_prop_7dav", - "full_time_work_prop_7dav"], - "sync": False - } - } - - def test_output_files_exist(self, clean_receiving_dir): - """Tests that the outputs of `run_module` exist.""" - run_module(self.PARAMS) - csv_files = set( - x for x in os.listdir("receiving") if x.endswith(".csv")) - expected_files = set() - for date in ("20200612", "20200611", "20200610"): - for geo in GEO_RESOLUTIONS: - for signal in SIGNALS: - print(date, geo, signal) - single_date_signal = "_".join([date, geo, signal]) + ".csv" - expected_files.add(single_date_signal) - single_date_signal = "_".join( - [date, geo, "wip", signal, "7dav"]) + ".csv" - expected_files.add(single_date_signal) - - assert expected_files == csv_files - - def test_output_files_format(self, clean_receiving_dir): - """Tests that output files are in the correct format.""" - run_module(self.PARAMS) - csv_files = os.listdir("receiving") - for filename in csv_files: - if not filename.endswith(".csv"): - continue - # Print the file name so that we can tell which file (if any) - # triggered the error. - print(filename) - df = pd.read_csv(os.path.join("receiving", filename)) - assert (df.columns.values == - ["geo_id", "val", "se", "sample_size"]).all() diff --git a/sir_complainsalot/params.json.template b/sir_complainsalot/params.json.template index 1e2ee3d1a..49408b486 100644 --- a/sir_complainsalot/params.json.template +++ b/sir_complainsalot/params.json.template @@ -30,7 +30,8 @@ }, "safegraph": { "max_age": 11, - "maintainers": ["U01AP8GSWG3","U01069KCRS7"] + "maintainers": ["U01AP8GSWG3","U01069KCRS7"], + "retired-signals": ["completely_home_prop", "full_time_work_prop", "part_time_work_prop", "median_home_dwell_time", "completely_home_prop_7dav", "full_time_work_prop_7dav", "part_time_work_prop_7dav", "median_home_dwell_time_7dav"] }, "fb-survey": { "max_age": 3,