diff --git a/.github/workflows/black.yml b/.github/workflows/black.yml index b9222ca..54086fd 100644 --- a/.github/workflows/black.yml +++ b/.github/workflows/black.yml @@ -1,9 +1,6 @@ name: Black -on: - push: - pull_request: - merge_group: +on: [push, pull_request] jobs: black: @@ -11,21 +8,16 @@ jobs: runs-on: ubuntu-latest steps: - uses: actions/checkout@v3 - with: - submodules: recursive - - name: Install poetry - run: pipx install poetry - name: Set up Python 3.11 uses: actions/setup-python@v4 with: - python-version: "3.11" - cache: "poetry" + python-version: 3.11 + cache: 'pip' + cache-dependency-path: pyproject.toml - name: Install dependencies run: | pip install --upgrade pip - python -m pip install --upgrade poetry - poetry config installer.modern-installation false - poetry install + pip install --editable ".[dev]" - name: Reformat the code with black run: | - poetry run black . --check + black . --check diff --git a/.github/workflows/continous_integration.yml b/.github/workflows/continous_integration.yml deleted file mode 100644 index e4e5d5d..0000000 --- a/.github/workflows/continous_integration.yml +++ /dev/null @@ -1,92 +0,0 @@ -# This is a basic workflow to help you get started with Actions - -name: CI - -# Controls when the action will run. -on: - # Triggers the workflow on push or pull request events but only for the master branch - push: - pull_request: - merge_group: - - # run the pipeline on the 0th minute of the 0th hour of day 1 and 15 every month - schedule: - - cron: '0 0 1,15 * *' - - # Allows you to run this workflow manually from the Actions tab - workflow_dispatch: - -# A workflow run is made up of one or more jobs that can run sequentially or in parallel -jobs: - # This workflow contains a single job called "build" - ci: - # The type of runner that the job will run on - runs-on: ubuntu-22.04 - - # Specify the python versions to test - strategy: - matrix: - python-version: ["3.10", "3.11"] - - # Steps represent a sequence of tasks that will be executed as part of the job - steps: - # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it - - - uses: actions/checkout@v3 - with: - submodules: recursive - - - name: Install poetry - run: pipx install poetry - - # Set up the python versions - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v4 - with: - python-version: ${{ matrix.python-version }} - cache: "poetry" - - - name: install packages - run: | - pip install --upgrade pip - python -m pip install --upgrade poetry coveralls - poetry install - - # Runs a set of commands using the runners shell - - name: Test the code - env: - KOWALSKI_API_TOKEN: ${{ secrets.KOWALSKI_API_TOKEN }} - run: | - poetry run coverage run -m unittest discover tests/ - - - name: Run Coveralls - if: ${{ success() }} - run: | - poetry run coveralls --service=github - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} -# -# - name: Echo tag name -# run: echo "Tag is ${{ github.ref }}, Deploy is ${{ startsWith(github.ref, 'refs/tags/') && matrix.python-version == 3.9}}" -# -# - name: Install pypa/build -# run: >- -# python -m -# pip install -# build -# --user -# -# - name: Build a binary wheel and a source tarball -# run: >- -# python -m -# build -# --sdist -# --wheel -# --outdir dist/ -# . -# -# - name: Publish distribution 📦 to PyPI -# if: ${{ startsWith(github.ref, 'refs/tags/') && success() && matrix.python-version == 3.9}} -# uses: pypa/gh-action-pypi-publish@master -# with: -# password: ${{ secrets.PYPI_API_TOKEN }} diff --git a/.github/workflows/continuous_integration.yml b/.github/workflows/continuous_integration.yml new file mode 100644 index 0000000..5d85e19 --- /dev/null +++ b/.github/workflows/continuous_integration.yml @@ -0,0 +1,82 @@ +# This is a basic workflow to help you get started with Actions + +name: CI + +# Controls when the action will run. +on: + # Triggers the workflow on push or pull request events + push: + + pull_request: + + # Allows you to run this workflow manually from the Actions tab + workflow_dispatch: + +# A workflow run is made up of one or more jobs that can run sequentially or in parallel +jobs: + # This workflow contains a single job called "build" + build: + # The type of runner that the job will run on + runs-on: ubuntu-latest + + # Specify the python versions to test + strategy: + matrix: + python-version: ["3.10", "3.11"] + + # Steps represent a sequence of tasks that will be executed as part of the job + steps: + # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it + - uses: actions/checkout@v3 + + # Set up the python versions + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + cache-dependency-path: pyproject.toml + + - name: install packages + run: | + pip install --editable ".[dev]" + + # Runs a set of commands using the runners shell + - name: Test the code + env: + KOWALSKI_API_TOKEN: ${{ secrets.KOWALSKI_API_TOKEN }} + run: | + coverage run -m unittest discover tests + + - name: Run Coveralls + continue-on-error: true + if: ${{ success() }} + run: | + coveralls --service=github + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + + - name: Echo tag name + run: echo "Tag is ${{ github.ref }}, Deploy is ${{ startsWith(github.ref, 'refs/tags/') && matrix.python-version == 3.9}}" + + - name: Install pypa/build + run: >- + python -m + pip install + build + --user + + - name: Build a binary wheel and a source tarball + run: >- + python -m + build + --sdist + --wheel + --outdir dist/ + . + + - name: Publish distribution 📦 to PyPI + if: ${{ startsWith(github.ref, 'refs/tags/') && success() && matrix.python-version == 3.9}} + uses: pypa/gh-action-pypi-publish@master + with: + password: ${{ secrets.PYPI_API_TOKEN }} diff --git a/.gitmodules b/.gitmodules deleted file mode 100644 index 0fec73e..0000000 --- a/.gitmodules +++ /dev/null @@ -1,5 +0,0 @@ - -[submodule "snipergw/gwemopt"] - path = snipergw/gwemopt - url = git@github.com:mcoughlin/gwemopt.git - shallow = true diff --git a/README.md b/README.md index f861826..11055fe 100644 --- a/README.md +++ b/README.md @@ -19,25 +19,21 @@ We suggest using a conda environment to install `snipergw`, with python>=3.10. You can then install the package using `pip` and `poetry`: ``` -git clone --recurse-submodules git@github.com:robertdstein/snipergw.git +git clone git@github.com:robertdstein/snipergw.git cd snipergw -pip install poetry -poetry install +pip install -e . pre-commit install ``` -Make sure not to miss the `--recurse-submodules` flag, as this is required to download the `gwemopt` submodule. - -Sometimes, if you are using a conda environment, you might need to run `poetry install` twice. If you still have problems, try installing troublesome packages with `conda`, and then do `pip install -e .` instead of `poetry install`. -Note for ARM-based macs: The installation of `fiona` might fail if you do not have [gdal](https://gdal.org/) installed. In that case, consider using a `conda` and running `conda install -c conda-forge gdal` before running `poetry install`. +Note for ARM-based macs: The installation of `fiona` might fail if you do not have [gdal](https://gdal.org/) installed. In that case, consider using a `conda` and running `conda install -c conda-forge gdal` before running `pip install`. If you want to generate movies, you also need to install `ffmpeg`, which you can do via `brew install ffmpeg` or `conda install -c conda-forge ffmpeg`. ## Usage -To use this functionality, you must first configure the connection details. Thos is instrument-specific. +To use this functionality, you must first configure the connection details. This is instrument-specific. ### ZTF You need both an API token, and to know the address of the Kowalski host address. 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"sha256:7296b9f42cdc9096c5349527e71492c1b05ed5464027bfa5d008339796d00b9f"}, + {file = "zarr-2.15.0.tar.gz", hash = "sha256:3894001c0bb5d68d3d21a0562cc49e6ba14fee7d17ad2be8d088ab301665a4c6"}, ] [package.dependencies] @@ -4999,4 +4998,8 @@ files = [ [metadata] lock-version = "2.0" python-versions = ">3.10,<3.12" +<<<<<<< HEAD content-hash = "8492328ad211efa95fd16023f7ee9354f9955eb0419e4034cdc4a11db22cae51" +======= +content-hash = "009776d633702fae6fc52fe1a55a7a8db7377271e9e22e7e56240f19ed7132a7" +>>>>>>> abf759f (Fix for winter too) diff --git a/pyproject.toml b/pyproject.toml index 21f7adb..eca47ed 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,39 +1,65 @@ -[tool.poetry] +[build-system] +requires = ["setuptools>=45", "setuptools-scm"] +build-backend = "setuptools.build_meta" + +[project] name = "snipergw" -version = "0.2.0" +version = "1.0.0" description = "" -authors = ["Robert Stein "] -license = "MIT" +authors = [ + {name = "Robert Stein", email = "rdstein@caltech.edu"} +] +license = {text = "MIT"} readme = "README.md" -include = ["gwemopt/bin/**"] +requires-python = ">=3.10" +classifiers = [ + "Programming Language :: Python :: 3", + 'Programming Language :: Python :: 3.10', + 'Programming Language :: Python :: 3.11', + 'Intended Audience :: Science/Research', + 'Intended Audience :: End Users/Desktop', + 'Intended Audience :: Developers', + 'Natural Language :: English', + 'Topic :: Scientific/Engineering', + 'Topic :: Scientific/Engineering :: Astronomy', + 'Topic :: Scientific/Engineering :: Physics', + 'Operating System :: POSIX', + 'Operating System :: Unix', + 'Operating System :: MacOS', +] +dependencies = [ + "requests", + "backoff", + "ligo-gracedb", + "lxml", + "wget", + "astropy", + "numpy", + "gwemopt==0.2.2", + "pandas", + "pydantic>=2.2.0", + "planobs", + "winterapi >= 1.4.0", +] +[project.optional-dependencies] +dev = [ + "black == 24.4.2", + "isort == 5.13.2", + "pylint == 3.2.2", + "coveralls", +] + +[project.urls] +Homepage = "https://github.com/robertdstein/snipergw" +[tool.setuptools] +packages = ["snipergw"] -[tool.poetry.dependencies] -python = ">3.10,<3.12" -requests = "^2.31.0" -backoff = "^2.2.1" -ligo-gracedb = "^2.12.0" -jupyter = "^1.0.0" -lxml = "^4.9.3" -wget = "^3.2" -astropy = "^5.3" -numpy = "1.26.1" -gwemopt = { path = "./snipergw/gwemopt", develop = true } -pandas = ">1.4.0" -pydantic = "^1.10.9" -planobs = "^0.7.3" -black = "^23.10.1" -isort = {extras = ["pyproject"], version = "^5.12.0"} -pre-commit = "^3.5.0" -coveralls = {extras = ["toml"], version = "^3.3.1"} -winterapi = "^0.2.0" +[tool.coverage.run] +source = ["snipergw"] [tool.isort] profile = "black" -skip = ["snipergw/gwemopt"] - -[tool.black] -exclude = "snipergw/gwemopt" [tool.coverage.report] # Regexes for lines to exclude from consideration @@ -59,7 +85,3 @@ exclude_lines = [ "raise" ] ignore_errors = true - -[build-system] -requires = ["poetry-core"] -build-backend = "poetry.core.masonry.api" diff --git a/snipergw/__main__.py b/snipergw/__main__.py index 332420f..00c8450 100644 --- a/snipergw/__main__.py +++ b/snipergw/__main__.py @@ -1,6 +1,7 @@ """ This module contains the command line interface for snipergw. """ + import argparse import logging diff --git a/snipergw/gwemopt b/snipergw/gwemopt deleted file mode 160000 index a962b14..0000000 --- a/snipergw/gwemopt +++ /dev/null @@ -1 +0,0 @@ -Subproject commit a962b149b54a08dca9f16327b951d8a3870a001d diff --git a/snipergw/model.py b/snipergw/model.py index 4111183..a860d01 100644 --- a/snipergw/model.py +++ b/snipergw/model.py @@ -1,11 +1,21 @@ """ This module contains the pydantic models used to validate the input """ + from pathlib import Path +from typing import Any from astropy import units as u from astropy.time import Time -from pydantic import BaseModel, validator +from pydantic import ( + BaseModel, + ConfigDict, + ValidationInfo, + field_validator, + model_validator, + validator, +) +from typing_extensions import Self from snipergw.paths import base_output_dir @@ -39,54 +49,56 @@ class TelescopeDefault(BaseModel): class PlanConfig(BaseModel): output_dir: Path = base_output_dir telescope: str = DEFAULT_TELESCOPE - filters: str = None - exposuretime: float = None + filters: str | None = None + exposuretime: float | None = None cache: bool = False starttime: Time = DEFAULT_STARTTIME subprogram: str = "EMGW" use_both_grids: bool = False - @validator("telescope") + @field_validator("telescope") + @classmethod def telescope_must_be_known(cls, v): if v not in all_telescopes: raise ValueError(f"telescope must be in {all_telescopes}") return v - @validator("filters", always=True) - def set_default_filter(cls, field_value, values, field): - if field_value is None: - if values["telescope"] == "ZTF": - return ztf_default.filters - elif values["telescope"] == "WINTER": - return winter_default.filters + @model_validator(mode="after") + def set_default_filter(self) -> Any: + if self.filters is None: + if self.telescope == "ZTF": + self.filters = ztf_default.filters + elif self.telescope == "WINTER": + self.filters = winter_default.filters else: - raise ValueError(f"Unknown telescope {values['telescope']}") - - for filter_name in field_value.split(","): - if values["telescope"] == "ZTF": - assert ( - filter_name in ztf_default.all_filters - ), f"Unknown filter {filter_name} for telescope {values['telescope']}, acceptable filters are {ztf_default.all_filters}" - elif values["telescope"] == "WINTER": - assert ( - filter_name in winter_default.all_filters - ), f"Unknown filter {filter_name} for telescope {values['telescope']}, acceptable filters are {winter_default.all_filters}" + raise ValueError(f"Unknown telescope {self.telescope}") + + for filter_name in self.filters.split(","): + if self.telescope == "ZTF": + assert filter_name in ztf_default.all_filters, ( + f"Unknown filter {filter_name} for telescope {self.telescope}, " + f"acceptable filters are {ztf_default.all_filters}" + ) + elif self.telescope == "WINTER": + assert filter_name in winter_default.all_filters, ( + f"Unknown filter {filter_name} for telescope {self.telescope}, " + f"acceptable filters are {winter_default.all_filters}" + ) else: - raise ValueError(f"Unknown telescope {values['telescope']}") + raise ValueError(f"Unknown telescope {self.telescope}") - return field_value + return self - @validator("exposuretime", always=True) - def set_default_exposure(cls, field_value, values, field): - if field_value is None: - if values["telescope"] == "ZTF": - return ztf_default.exposuretime - elif values["telescope"] == "WINTER": - return winter_default.exposuretime + @model_validator(mode="after") + def set_default_exposure(self) -> Self: + if self.exposuretime is None: + if self.telescope == "ZTF": + self.exposuretime = ztf_default.exposuretime + elif self.telescope == "WINTER": + self.exposuretime = winter_default.exposuretime else: - raise ValueError(f"Unknown telescope {values['telescope']}") + raise ValueError(f"Unknown telescope {self.telescope}") - return field_value + return self - class Config: - arbitrary_types_allowed = True + model_config = ConfigDict(arbitrary_types_allowed=True) diff --git a/snipergw/paths.py b/snipergw/paths.py index f45677b..1987823 100644 --- a/snipergw/paths.py +++ b/snipergw/paths.py @@ -1,6 +1,7 @@ """ This module contains the paths to the data directories. """ + import os from pathlib import Path diff --git a/snipergw/plan.py b/snipergw/plan.py index 0438227..777ddca 100644 --- a/snipergw/plan.py +++ b/snipergw/plan.py @@ -1,6 +1,7 @@ """ Module to plan observations with gwemopt """ + import logging import subprocess @@ -8,16 +9,12 @@ import pandas as pd import pytz from astropy.time import Time +from gwemopt.run import run from snipergw.model import PlanConfig from snipergw.paths import base_output_dir, gwemopt_dir from snipergw.skymap import Skymap -gwemopt_run_path = gwemopt_dir.joinpath("bin/gwemopt_run") -gwemopt_config_dir = gwemopt_dir.joinpath("config") -gwemopt_tiling_dir = gwemopt_dir.joinpath("tiling") - - logger = logging.getLogger(__name__) timezone_format = "%Y-%m-%dT%H:%M:%S" @@ -44,40 +41,46 @@ def run_gwemopt( [str(plan_config.exposuretime) for _ in plan_config.filters.split(",")] ) - cmd = ( - f"python {gwemopt_run_path} --telescopes {plan_config.telescope} " - f"--doTiles --doPlots --doSchedule --doSkymap " - f"--timeallocationType powerlaw " - f"--scheduleType greedy -o '{gwemopt_output_dir}' " - f"--gpstime {plan_config.starttime.gps} " - f"--skymap {skymap.skymap_path} --filters {plan_config.filters} " - f"--exposuretimes {exposures} --doSingleExposure " - f"--tilingDir {gwemopt_tiling_dir} " - f"--doBalanceExposure --configDirectory {gwemopt_config_dir} " - f"--powerlaw_cl 0.9 " - f"--airmass 2.5 --mindiff 30 " - ) + gwemopt_args += [ + "--telescopes", + plan_config.telescope, + "--doTiles", + "--doPlots", + "--doSchedule", + "--timeallocationType", + "powerlaw", + "--scheduleType", + "greedy", + "-o", + f"{gwemopt_output_dir}", + "--gpstime", + f"{plan_config.starttime.gps}", + "--event", + f"{skymap.skymap_path}", + "--filters", + f"{plan_config.filters}", + "--exposuretimes", + f"{exposures}", + "--doSingleExposure", + "--doBalanceExposure", + ] - if not plan_config.telescope == "DECam": - extra_cmd = "--doAlternatingFilters " - cmd += extra_cmd + if "--airmass" not in gwemopt_args: + gwemopt_args += ["--airmass", "2.5"] - if not plan_config.use_both_grids and plan_config.telescope == "ZTF": - gwemopt_args.append("--doUsePrimary") + if "--mindiff" not in gwemopt_args: + gwemopt_args += ["--mindiff", "30"] - if skymap.is_3d: - gwemopt_args.append("--do3D") + if "--powerlaw_cl" not in gwemopt_args: + gwemopt_args += ["--powerlaw_cl", "0.9"] - cmd += " ".join(gwemopt_args) + if not plan_config.telescope == "DECam": + gwemopt_args += ["--doAlternatingFilters"] if not plan_config.cache: - logger.info(f"Running gwemopt with command '{cmd}'") - subprocess.run( - cmd, - shell=True, - # stdout=subprocess.DEVNULL, - check=True, - ) + logger.info(f"Running gwemopt with arguments: {gwemopt_args}") + + run(gwemopt_args) else: logger.info("Using cached schedule") @@ -85,10 +88,6 @@ def run_gwemopt( coverage.unlink(missing_ok=True) coverage.symlink_to(gwemopt_output_dir.joinpath("tiles_coverage.pdf")) - movie = output_dir.joinpath("coverage.mpg") - movie.unlink(missing_ok=True) - movie.symlink_to(gwemopt_output_dir.joinpath("coverage.mpg")) - logger.info(f"See coverage at {coverage}") schedule_path = gwemopt_output_dir.joinpath(f"schedule_{plan_config.telescope}.dat") diff --git a/snipergw/run.py b/snipergw/run.py index 3ed7fbe..17818db 100644 --- a/snipergw/run.py +++ b/snipergw/run.py @@ -1,6 +1,7 @@ """ This module contains the main function for running snipergw. """ + import logging import numpy as np @@ -42,7 +43,7 @@ def run_snipergw( if plan_config.telescope == "ZTF": submit_too_ztf( schedule, - event_config=event, + event_name=event.event, plan_config=plan_config, submit=submit, delete=delete, @@ -50,7 +51,7 @@ def run_snipergw( elif plan_config.telescope == "WINTER": submit_too_winter( schedule, - event_name=event, + event_name=event.event, plan_config=plan_config, submit=submit, delete=delete, diff --git a/snipergw/skymap.py b/snipergw/skymap.py index 8387e8a..ba43d32 100644 --- a/snipergw/skymap.py +++ b/snipergw/skymap.py @@ -1,6 +1,7 @@ """ This module contains the Skymap class, which downloads and parses a skymap """ + import logging #!/usr/bin/env python diff --git a/snipergw/submit/__init__.py b/snipergw/submit/__init__.py index db49248..f09f911 100644 --- a/snipergw/submit/__init__.py +++ b/snipergw/submit/__init__.py @@ -1,5 +1,6 @@ """ This module contains functions to submit ToOs to various telescopes """ + from snipergw.submit.winter import submit_too_winter from snipergw.submit.ztf import submit_too_ztf diff --git a/snipergw/submit/winter.py b/snipergw/submit/winter.py index eda9b61..2dc45e1 100644 --- a/snipergw/submit/winter.py +++ b/snipergw/submit/winter.py @@ -49,9 +49,6 @@ def submit_too_winter( t_start = min(schedule["tobs"]) t_end = max(schedule["tobs"]) - # FIXME exposure time with dithers - # FIXME t_end? - n_dithers = int(max(plan_config.exposuretime / MAX_EXPOSURE_TIME, MIN_DITHER)) print("n_dithers", n_dithers, "texp", plan_config.exposuretime) @@ -59,6 +56,7 @@ def submit_too_winter( for _, row in schedule.iterrows(): too_list.append( WinterFieldToO( + target_name=f"{event_name}_{row['field']}", field_id=row["field"], filters=[row["filter"]], t_exp=plan_config.exposuretime, diff --git a/tests/test_plan.py b/tests/test_plan.py index b48e9dc..89ccb49 100644 --- a/tests/test_plan.py +++ b/tests/test_plan.py @@ -6,7 +6,6 @@ from snipergw.model import EventConfig, PlanConfig from snipergw.plan import run_gwemopt -from snipergw.run import run_snipergw from snipergw.skymap import Skymap test_path = Path(__file__).parent.joinpath("testdata/test_schedule.csv") @@ -31,6 +30,9 @@ def test_run_snipergw(self): expected_schedule = pd.read_csv(test_path, index_col=0) + # Uncomment to update the test data + # schedule.to_csv(test_path) + pd.testing.assert_frame_equal( schedule.reset_index(drop=True), expected_schedule.reset_index(drop=True) ) diff --git a/tests/testdata/test_schedule.csv b/tests/testdata/test_schedule.csv index 697d1ad..760074d 100644 --- a/tests/testdata/test_schedule.csv +++ b/tests/testdata/test_schedule.csv @@ -1,43 +1,43 @@ ,field,ra,dec,tobs,limmag,texp,prob,airmass,filter,pid,utctime,palomartime -0,584,245.31027,18.95,58598.375,21.65,299,0.01578,1.05947,g,-1,2019-04-25T09:01:09,2019-04-25T02:01:09 -1,632,240.88114,26.15,58598.37859,21.65,299,0.01409,1.01665,g,-1,2019-04-25T09:06:19,2019-04-25T02:06:19 -2,534,250.00089,11.75,58598.38218,21.65,299,0.01408,1.11587,g,-1,2019-04-25T09:11:29,2019-04-25T02:11:29 -3,483,253.826,4.55,58598.38576,21.65,299,0.01232,1.2036,g,-1,2019-04-25T09:16:38,2019-04-25T02:16:38 -4,677,227.58979,33.35,58598.38935,21.65,299,0.01107,1.00795,g,-1,2019-04-25T09:21:49,2019-04-25T02:21:49 -5,432,256.06,-2.65,58598.39294,21.65,299,0.01003,1.30711,g,-1,2019-04-25T09:26:59,2019-04-25T02:26:59 -6,330,255.52626,-17.05,58598.39653,21.65,299,0.00899,1.65873,g,-1,2019-04-25T09:32:09,2019-04-25T02:32:09 -7,631,233.39943,26.15,58598.40012,21.65,299,0.00844,1.01332,g,-1,2019-04-25T09:37:19,2019-04-25T02:37:19 -8,380,252.34217,-9.85,58598.4037,21.65,299,0.00823,1.40188,g,-1,2019-04-25T09:42:28,2019-04-25T02:42:28 -9,676,219.7365,33.35,58598.40729,21.65,299,0.00757,1.05846,g,-1,2019-04-25T09:47:39,2019-04-25T02:47:39 -10,678,235.44307,33.35,58598.41088,21.65,299,0.00711,1.00781,g,-1,2019-04-25T09:52:49,2019-04-25T02:52:49 -11,279,250.53343,-24.25,58598.41447,21.65,299,0.00603,1.88005,g,-1,2019-04-25T09:57:59,2019-04-25T02:57:59 -12,719,218.10044,40.55,58598.41806,21.65,299,0.00484,1.09236,g,-1,2019-04-25T10:03:09,2019-04-25T03:03:09 -13,436,284.38942,-2.65,58598.42164,21.65,299,0.00214,1.55067,g,-1,2019-04-25T10:08:18,2019-04-25T03:08:18 -14,584,245.31027,18.95,58598.42234,21.65,299,0.01578,1.03368,r,-1,2019-04-25T10:09:19,2019-04-25T03:09:19 -15,632,240.88114,26.15,58598.42593,21.65,299,0.01409,1.01657,r,-1,2019-04-25T10:14:29,2019-04-25T03:14:29 -16,534,250.00089,11.75,58598.42951,21.65,299,0.01408,1.07592,r,-1,2019-04-25T10:19:38,2019-04-25T03:19:38 -17,483,253.826,4.55,58598.4331,21.65,299,0.01232,1.14213,r,-1,2019-04-25T10:24:49,2019-04-25T03:24:49 -18,677,227.58979,33.35,58598.43669,21.65,299,0.01107,1.07424,r,-1,2019-04-25T10:29:59,2019-04-25T03:29:59 -19,432,256.06,-2.65,58598.44028,21.65,299,0.01003,1.23703,r,-1,2019-04-25T10:35:09,2019-04-25T03:35:09 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