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update to neutcurve 1.0 and snakemake 8.0 (#19)
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* update `snakemake` to 8.0 and `neutcurve` to 1.0

* re-run pipeline

* lint directly with `ruff` rather than via `nbqa`
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jbloom authored Dec 26, 2023
1 parent 743728d commit 3babd8a
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6 changes: 1 addition & 5 deletions .github/workflows/test.yaml
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Expand Up @@ -28,16 +28,12 @@ jobs:
auto-update-conda: true
channel-priority: strict

- name: lint code with ruff
- name: lint with ruff
# NOTE: must specify the shell so that conda init updates bashrc see:
# https://github.com/conda-incubator/setup-miniconda#IMPORTANT
shell: bash -el {0}
run: ruff check .

- name: lint Jupyter notebooks with ruff
shell: bash -el {0}
run: nbqa ruff .

- name: check code format with black
shell: bash -el {0}
run: black --check .
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4 changes: 4 additions & 0 deletions CHANGELOG.md
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@@ -1,5 +1,9 @@
# CHANGELOG

### version 1.1.0
- Update software environment to include `neutcurve` 1.0 and `snakemake` 8.0.
- Fix linting of notebooks with `ruff`

## version 1.0.0
The initial version of this pipeline was created from prior code from Andrea Loes and Will Hannon.
The pipeline was re-factored into this initial version with the following design goals:
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8 changes: 5 additions & 3 deletions README.md
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Expand Up @@ -53,12 +53,14 @@ This creates a file called `gitmodules` and the `seqneut-pipeline` submodule, wh
If at some point you want to updated the version of the pipeline, simply `cd` into the `seqneut-pipeline` subdirectory and pull or checkout the version you want.

To use the pipeline, you then need to add a few things to your main-level repo.
The first is a top-level `Snakefile` that includes `seqneut-pipeline`, reads in your configuration, file, and contains as some of its targets the outputs of `seqneut-pipeline`.
The first is a top-level `Snakefile` that includes your configuration, `seqneut-pipeline`, and outputs of `seqneut-pipeline` as targets of the `all` rule.
So minimally that top-level `Snakefile` should contain the following lines (it can also contain additional stuff if you also have it running project-specific analyses on the output of the pipeline):
```
import os
configfile: "config.yml"
include: "seqneut-pipeline/seqneut-pipeline.smk"
include: os.path.join(config["seqneut-pipeline"], "seqneut-pipeline.smk")
rule all:
input:
Expand All @@ -78,7 +80,7 @@ Finally, you need to create a `conda` environment that minimally includes the pa
You can either create your own environment containing these, or simply build and use the one specified in [environment.yml](environment.yml) file of `seqneut-pipeline`, which is named `seqneut-pipeline`. So if you are using that environment, you can simply run the pipeline with:
```
conda activate seqneut-pipeline
snakemake -j <n_jobs> --use-conda --keep-going
snakemake -j <n_jobs> --software-deployment-method conda --keep-going
```

The use of `--keep-going` is recommended for the QC steps below as it will create the notebooks helpful for manually doing the QC.
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166 changes: 83 additions & 83 deletions docs/process_counts_plate11.html

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166 changes: 83 additions & 83 deletions docs/process_counts_plate2.html

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92 changes: 16 additions & 76 deletions docs/serum_titers_M099d0.html

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92 changes: 16 additions & 76 deletions docs/serum_titers_M099d30.html

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92 changes: 16 additions & 76 deletions docs/serum_titers_Y044d30.html

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92 changes: 16 additions & 76 deletions docs/serum_titers_Y154d182.html

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4 changes: 2 additions & 2 deletions docs/titers.html

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7 changes: 3 additions & 4 deletions environment.yml
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Expand Up @@ -6,20 +6,19 @@ channels:
- defaults

dependencies:
- altair=5.1.2
- altair=5.2
- black-jupyter
- jupyterlab
- mamba
- markdown=3.5
- nbqa
- pandas=2.1
- papermill=2.4
- pip
- python=3.11
- ruamel.yaml=0.18.5
- snakefmt
- snakemake=7.32
- snakemake=8.0.1
- ruff
- pip:
- dms_variants==1.4.3
- neutcurve==0.10.1
- neutcurve==1.0.0
2 changes: 2 additions & 0 deletions ruff.toml
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Expand Up @@ -4,3 +4,5 @@ builtins = [
"snakemake", # may appear undefined as passed to scripts via `Snakefile`
"display", # builtin of Jupyter notebooks
]

extend-include = ["*.ipynb"]
2 changes: 1 addition & 1 deletion seqneut-pipeline.smk
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Expand Up @@ -8,7 +8,7 @@ Designed to be included in another ``Snakefile`` that specifies the config.
import pandas as pd


snakemake.utils.min_version("7.32")
snakemake.utils.min_version("8.0")


include: "funcs.smk" # include functions
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224 changes: 112 additions & 112 deletions test_example/results/aggregated_titers/titers.csv
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@@ -1,145 +1,145 @@
serum,virus,nt50,n_replicates,nt50_stderr,nt50_bound
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M099d0,A/Bangladesh/8036/2021,288.4,6,63.42,interpolated
M099d0,A/Belgium/H0017/2022,566.2,6,38.86,interpolated
M099d0,A/Belgium/H0038/2022,820.1,6,202.5,interpolated
M099d0,A/Brisbane/02/2018,703.4,8,254.7,interpolated
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M099d0,A/California/07/2009,649.2,8,76.09,interpolated
M099d0,A/Chester/5355/2022,387,6,84.57,interpolated
M099d0,A/Cote_DIvoire/1448/2021,601.3,6,138.4,interpolated
M099d0,A/England/220200318/2022,632.2,6,189.4,interpolated
M099d0,A/Ghana/138/2020,702.2,6,83.55,interpolated
M099d0,A/Ghana/2080/2020,637.9,6,51.58,interpolated
M099d0,A/Hawaii/70/2019,635.9,8,127,interpolated
M099d0,A/India-PUN-NIV328484/2021,356.4,6,72.91,interpolated
M099d0,A/India-Pune-Nivcov2221170/2022,193.8,4,23.26,interpolated
M099d0,A/India/Pun-NIV312851/2021,288.4,6,58.62,interpolated
M099d0,A/Michigan/19/2021,382.9,6,130.2,interpolated
M099d0,A/Michigan/45/2015,998,8,128.8,interpolated
M099d0,A/Newcastle/2/2022,314,6,60.64,interpolated
M099d0,A/Niger/10217/2021,704.3,6,86,interpolated
M099d0,A/Nimes/871/2021,1025,6,219.5,interpolated
M099d0,A/Norway/25089/2022,214.8,5,71.63,interpolated
M099d0,A/Paris/30353/2021,677.5,6,92.19,interpolated
M099d0,A/Bangladesh/2221/2021,218.1,6,74.02,interpolated
M099d0,A/Bangladesh/3210810034/2021,196.9,4,97.8,interpolated
M099d0,A/Bangladesh/8002/2021,290.5,6,118.1,interpolated
M099d0,A/Bangladesh/8036/2021,293.2,6,63.08,interpolated
M099d0,A/Belgium/H0017/2022,566,6,38.75,interpolated
M099d0,A/Belgium/H0038/2022,820.1,6,201.2,interpolated
M099d0,A/Brisbane/02/2018,703.4,8,254.8,interpolated
M099d0,A/Brisbane/48/2022,212.9,6,63.65,interpolated
M099d0,A/California/07/2009,647.1,8,75.85,interpolated
M099d0,A/Chester/5355/2022,387.2,6,85.05,interpolated
M099d0,A/Cote_DIvoire/1448/2021,600.6,6,138.4,interpolated
M099d0,A/England/220200318/2022,626.4,6,189.9,interpolated
M099d0,A/Ghana/138/2020,702.2,6,83.46,interpolated
M099d0,A/Ghana/2080/2020,636.5,6,51.62,interpolated
M099d0,A/Hawaii/70/2019,637.1,8,126.9,interpolated
M099d0,A/India-PUN-NIV328484/2021,339.6,6,75.18,interpolated
M099d0,A/India-Pune-Nivcov2221170/2022,193.9,4,23.26,interpolated
M099d0,A/India/Pun-NIV312851/2021,288.4,6,58.55,interpolated
M099d0,A/Michigan/19/2021,383,6,130.2,interpolated
M099d0,A/Michigan/45/2015,998,8,128.7,interpolated
M099d0,A/Newcastle/2/2022,310.1,6,61.28,interpolated
M099d0,A/Niger/10217/2021,704.3,6,85.92,interpolated
M099d0,A/Nimes/871/2021,1025,6,219.1,interpolated
M099d0,A/Norway/25089/2022,214.8,5,71.67,interpolated
M099d0,A/Paris/30353/2021,667.9,6,91.92,interpolated
M099d0,A/Paris/31196/2021,983.3,6,138.4,interpolated
M099d0,A/Perth/1/2022,357.8,6,75.7,interpolated
M099d0,A/SouthAfrica/R14850/2021,423.2,6,69.55,interpolated
M099d0,A/SouthAfrica/R16462/2021,871.1,5,142.2,interpolated
M099d0,A/Sydney/43/2022,247.6,6,38.79,interpolated
M099d0,A/Togo/0274/2021,831.6,6,125.8,interpolated
M099d0,A/Togo/0304/2021,723.4,6,122.7,interpolated
M099d0,A/Togo/845/2020,769.5,6,177.3,interpolated
M099d0,A/Utah/27/2022,216.2,6,43.02,interpolated
M099d0,A/Washington/23/2020,420,6,74.37,interpolated
M099d0,A/Wisconsin/588/2019,271.3,5,70.55,interpolated
M099d30,A/Bangladesh/2221/2021,1534,6,187.5,interpolated
M099d0,A/Perth/1/2022,357.7,6,76.03,interpolated
M099d0,A/SouthAfrica/R14850/2021,423.2,6,69.32,interpolated
M099d0,A/SouthAfrica/R16462/2021,871.1,5,141.7,interpolated
M099d0,A/Sydney/43/2022,247.6,6,38.84,interpolated
M099d0,A/Togo/0274/2021,831.6,6,126.1,interpolated
M099d0,A/Togo/0304/2021,716.6,6,123.5,interpolated
M099d0,A/Togo/845/2020,751.5,6,180.1,interpolated
M099d0,A/Utah/27/2022,216.2,6,43.04,interpolated
M099d0,A/Washington/23/2020,419.8,6,74.06,interpolated
M099d0,A/Wisconsin/588/2019,271.3,5,71.49,interpolated
M099d30,A/Bangladesh/2221/2021,1534,6,187.4,interpolated
M099d30,A/Bangladesh/3210810034/2021,1456,4,112.7,interpolated
M099d30,A/Bangladesh/8002/2021,1646,6,233.8,interpolated
M099d30,A/Bangladesh/8036/2021,1678,6,43.23,interpolated
M099d30,A/Belgium/H0017/2022,2516,6,501.1,interpolated
M099d30,A/Belgium/H0038/2022,2525,6,614.9,interpolated
M099d30,A/Brisbane/02/2018,5376,8,1011,interpolated
M099d30,A/Brisbane/48/2022,1397,6,57.84,interpolated
M099d30,A/California/07/2009,4680,8,938.3,interpolated
M099d30,A/Chester/5355/2022,1411,5,100.6,interpolated
M099d30,A/Cote_DIvoire/1448/2021,3237,6,412.6,interpolated
M099d30,A/England/220200318/2022,2696,6,561,interpolated
M099d30,A/Ghana/138/2020,1824,6,426,interpolated
M099d30,A/Ghana/2080/2020,2974,6,496.3,interpolated
M099d30,A/Bangladesh/8002/2021,1646,6,231.2,interpolated
M099d30,A/Bangladesh/8036/2021,1676,6,43.23,interpolated
M099d30,A/Belgium/H0017/2022,2497,6,503.7,interpolated
M099d30,A/Belgium/H0038/2022,2558,6,610,interpolated
M099d30,A/Brisbane/02/2018,5376,8,1008,interpolated
M099d30,A/Brisbane/48/2022,1397,6,56,interpolated
M099d30,A/California/07/2009,4680,8,940.6,interpolated
M099d30,A/Chester/5355/2022,1411,5,100.3,interpolated
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M099d30,A/England/220200318/2022,2696,6,562.1,interpolated
M099d30,A/Ghana/138/2020,1824,6,425.8,interpolated
M099d30,A/Ghana/2080/2020,2974,6,495.4,interpolated
M099d30,A/Hawaii/70/2019,3124,8,421.2,interpolated
M099d30,A/India-PUN-NIV328484/2021,1970,6,602.3,interpolated
M099d30,A/India-PUN-NIV328484/2021,1970,6,601.5,interpolated
M099d30,A/India-Pune-Nivcov2221170/2022,1015,4,21.79,interpolated
M099d30,A/India/Pun-NIV312851/2021,1658,6,599.8,interpolated
M099d30,A/Michigan/19/2021,1720,6,28,interpolated
M099d30,A/India/Pun-NIV312851/2021,1669,6,598.9,interpolated
M099d30,A/Michigan/19/2021,1720,6,26.38,interpolated
M099d30,A/Michigan/45/2015,5283,8,1399,interpolated
M099d30,A/Newcastle/2/2022,1550,6,336.4,interpolated
M099d30,A/Niger/10217/2021,1738,6,124.9,interpolated
M099d30,A/Nimes/871/2021,3310,6,392.1,interpolated
M099d30,A/Norway/25089/2022,647,6,161.9,interpolated
M099d30,A/Paris/30353/2021,1693,6,358.9,interpolated
M099d30,A/Paris/31196/2021,3300,6,1342,interpolated
M099d30,A/Perth/1/2022,1760,6,147.2,interpolated
M099d30,A/SouthAfrica/R14850/2021,1088,6,145.6,interpolated
M099d30,A/SouthAfrica/R16462/2021,1868,6,425.8,interpolated
M099d30,A/Sydney/43/2022,1187,6,346.5,interpolated
M099d30,A/Togo/0274/2021,2726,6,316.9,interpolated
M099d30,A/Togo/0304/2021,1828,6,494.7,interpolated
M099d30,A/Togo/845/2020,1972,6,169.5,interpolated
M099d30,A/Newcastle/2/2022,1550,6,333.2,interpolated
M099d30,A/Niger/10217/2021,1724,6,125.3,interpolated
M099d30,A/Nimes/871/2021,3310,6,392.7,interpolated
M099d30,A/Norway/25089/2022,643.6,6,161.1,interpolated
M099d30,A/Paris/30353/2021,1695,6,358.8,interpolated
M099d30,A/Paris/31196/2021,3300,6,1340,interpolated
M099d30,A/Perth/1/2022,1760,6,146.9,interpolated
M099d30,A/SouthAfrica/R14850/2021,1088,6,145.5,interpolated
M099d30,A/SouthAfrica/R16462/2021,1870,6,425.3,interpolated
M099d30,A/Sydney/43/2022,1187,6,346.2,interpolated
M099d30,A/Togo/0274/2021,2726,6,309.8,interpolated
M099d30,A/Togo/0304/2021,1826,6,494.8,interpolated
M099d30,A/Togo/845/2020,1968,6,170.1,interpolated
M099d30,A/Utah/27/2022,1410,6,119.8,interpolated
M099d30,A/Washington/23/2020,2549,6,433.3,interpolated
M099d30,A/Wisconsin/588/2019,2348,6,534,interpolated
M099d30,A/Washington/23/2020,2574,6,431.5,interpolated
M099d30,A/Wisconsin/588/2019,2386,6,528.4,interpolated
Y044d30,A/Bangladesh/2221/2021,2125,3,881.8,interpolated
Y044d30,A/Bangladesh/3210810034/2021,535.2,2,67.55,interpolated
Y044d30,A/Bangladesh/8002/2021,1204,3,120.3,interpolated
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Y044d30,A/Belgium/H0017/2022,1.443e+04,3,1161,interpolated
Y044d30,A/Belgium/H0038/2022,1.442e+04,3,497.9,interpolated
Y044d30,A/Belgium/H0038/2022,1.442e+04,3,500.5,interpolated
Y044d30,A/Brisbane/02/2018,1.291e+04,4,2489,interpolated
Y044d30,A/Brisbane/48/2022,986.9,3,1031,interpolated
Y044d30,A/Brisbane/48/2022,987,3,1043,interpolated
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Y044d30,A/Chester/5355/2022,2008,3,1084,interpolated
Y044d30,A/Cote_DIvoire/1448/2021,1.556e+04,3,1401,interpolated
Y044d30,A/England/220200318/2022,1.561e+04,3,629.5,interpolated
Y044d30,A/Ghana/138/2020,1.709e+04,3,2115,interpolated
Y044d30,A/Ghana/2080/2020,1.59e+04,3,145.7,interpolated
Y044d30,A/Hawaii/70/2019,1.379e+04,4,2671,interpolated
Y044d30,A/India-PUN-NIV328484/2021,1200,3,1313,interpolated
Y044d30,A/India-Pune-Nivcov2221170/2022,1419,2,231,interpolated
Y044d30,A/India/Pun-NIV312851/2021,906.9,3,133.4,interpolated
Y044d30,A/Michigan/19/2021,886.3,3,141.8,interpolated
Y044d30,A/Chester/5355/2022,2008,3,1071,interpolated
Y044d30,A/Cote_DIvoire/1448/2021,1.552e+04,3,1393,interpolated
Y044d30,A/England/220200318/2022,1.562e+04,3,628.9,interpolated
Y044d30,A/Ghana/138/2020,1.709e+04,3,2117,interpolated
Y044d30,A/Ghana/2080/2020,1.587e+04,3,153.7,interpolated
Y044d30,A/Hawaii/70/2019,1.38e+04,4,2672,interpolated
Y044d30,A/India-PUN-NIV328484/2021,1201,3,1303,interpolated
Y044d30,A/India-Pune-Nivcov2221170/2022,1406,2,217.5,interpolated
Y044d30,A/India/Pun-NIV312851/2021,1020,3,115.9,interpolated
Y044d30,A/Michigan/19/2021,902.4,3,139.2,interpolated
Y044d30,A/Michigan/45/2015,1.37e+04,4,1383,interpolated
Y044d30,A/Newcastle/2/2022,876.9,3,127,interpolated
Y044d30,A/Newcastle/2/2022,888.9,3,126.1,interpolated
Y044d30,A/Niger/10217/2021,1.18e+04,3,840,interpolated
Y044d30,A/Nimes/871/2021,1.537e+04,3,108.7,interpolated
Y044d30,A/Nimes/871/2021,1.538e+04,3,110.2,interpolated
Y044d30,A/Norway/25089/2022,932.6,3,152.1,interpolated
Y044d30,A/Paris/30353/2021,8269,3,3439,interpolated
Y044d30,A/Paris/30353/2021,8269,3,3440,interpolated
Y044d30,A/Paris/31196/2021,1.423e+04,3,1790,interpolated
Y044d30,A/Perth/1/2022,1003,3,783.9,interpolated
Y044d30,A/SouthAfrica/R14850/2021,531.4,3,98.51,interpolated
Y044d30,A/SouthAfrica/R16462/2021,1.535e+04,3,253.1,interpolated
Y044d30,A/Sydney/43/2022,1642,3,519.6,interpolated
Y044d30,A/Perth/1/2022,973.9,3,791.7,interpolated
Y044d30,A/SouthAfrica/R14850/2021,531.4,3,98.45,interpolated
Y044d30,A/SouthAfrica/R16462/2021,1.534e+04,3,242.6,interpolated
Y044d30,A/Sydney/43/2022,1614,3,521.1,interpolated
Y044d30,A/Togo/0274/2021,1.537e+04,3,4183,interpolated
Y044d30,A/Togo/0304/2021,9236,3,3618,interpolated
Y044d30,A/Togo/845/2020,1.697e+04,3,880.8,interpolated
Y044d30,A/Utah/27/2022,1205,3,175.5,interpolated
Y044d30,A/Washington/23/2020,4382,3,1248,interpolated
Y044d30,A/Wisconsin/588/2019,867.9,3,22.54,interpolated
Y154d182,A/Bangladesh/2221/2021,191.3,3,2.345,interpolated
Y044d30,A/Utah/27/2022,1205,3,166.1,interpolated
Y044d30,A/Washington/23/2020,4368,3,1238,interpolated
Y044d30,A/Wisconsin/588/2019,845.2,3,13.35,interpolated
Y154d182,A/Bangladesh/2221/2021,191.3,3,2.61,interpolated
Y154d182,A/Bangladesh/3210810034/2021,200.9,2,7.3,interpolated
Y154d182,A/Bangladesh/8002/2021,203,3,6.536,interpolated
Y154d182,A/Bangladesh/8036/2021,208.6,3,14.14,interpolated
Y154d182,A/Bangladesh/8002/2021,202.8,3,5.659,interpolated
Y154d182,A/Bangladesh/8036/2021,208.6,3,14,interpolated
Y154d182,A/Belgium/H0017/2022,1717,3,533.9,interpolated
Y154d182,A/Belgium/H0038/2022,3018,3,340.4,interpolated
Y154d182,A/Brisbane/02/2018,3786,4,443.6,interpolated
Y154d182,A/Brisbane/48/2022,198.9,3,3.967,interpolated
Y154d182,A/California/07/2009,4098,4,650.5,interpolated
Y154d182,A/Brisbane/48/2022,198.4,3,4.122,interpolated
Y154d182,A/California/07/2009,4098,4,652.9,interpolated
Y154d182,A/Chester/5355/2022,201.6,3,7.105,interpolated
Y154d182,A/Cote_DIvoire/1448/2021,3124,3,522.5,interpolated
Y154d182,A/England/220200318/2022,2513,3,663.2,interpolated
Y154d182,A/Cote_DIvoire/1448/2021,3124,3,519.6,interpolated
Y154d182,A/England/220200318/2022,2513,3,663.3,interpolated
Y154d182,A/Ghana/138/2020,2794,3,294.1,interpolated
Y154d182,A/Ghana/2080/2020,2762,3,665.7,interpolated
Y154d182,A/Ghana/2080/2020,2762,3,667.3,interpolated
Y154d182,A/Hawaii/70/2019,3675,4,496.1,interpolated
Y154d182,A/India-PUN-NIV328484/2021,239.5,3,40.71,interpolated
Y154d182,A/India-Pune-Nivcov2221170/2022,170.9,2,0.55,interpolated
Y154d182,A/India/Pun-NIV312851/2021,229.1,3,75.4,interpolated
Y154d182,A/Michigan/19/2021,208.9,3,72.44,interpolated
Y154d182,A/India-PUN-NIV328484/2021,239.5,3,40.8,interpolated
Y154d182,A/India-Pune-Nivcov2221170/2022,169.4,2,0.85,interpolated
Y154d182,A/India/Pun-NIV312851/2021,219.3,3,77.32,interpolated
Y154d182,A/Michigan/19/2021,208.9,3,72.25,interpolated
Y154d182,A/Michigan/45/2015,5578,4,1182,interpolated
Y154d182,A/Newcastle/2/2022,215.6,3,40.11,interpolated
Y154d182,A/Niger/10217/2021,2938,3,423,interpolated
Y154d182,A/Niger/10217/2021,2938,3,436.9,interpolated
Y154d182,A/Nimes/871/2021,3441,3,568.7,interpolated
Y154d182,A/Norway/25089/2022,197.5,3,65.9,interpolated
Y154d182,A/Paris/30353/2021,2369,3,309.1,interpolated
Y154d182,A/Paris/31196/2021,5608,3,1720,interpolated
Y154d182,A/Perth/1/2022,269.2,3,25.42,interpolated
Y154d182,A/SouthAfrica/R14850/2021,200.5,3,5.358,interpolated
Y154d182,A/Norway/25089/2022,197.5,3,65.86,interpolated
Y154d182,A/Paris/30353/2021,1880,3,331.7,interpolated
Y154d182,A/Paris/31196/2021,5608,3,1714,interpolated
Y154d182,A/Perth/1/2022,274.7,3,26.69,interpolated
Y154d182,A/SouthAfrica/R14850/2021,200.7,3,5.384,interpolated
Y154d182,A/SouthAfrica/R16462/2021,3200,3,785.8,interpolated
Y154d182,A/Sydney/43/2022,244,3,45.68,interpolated
Y154d182,A/Togo/0274/2021,3474,3,601.1,interpolated
Y154d182,A/Sydney/43/2022,227.5,3,47.18,interpolated
Y154d182,A/Togo/0274/2021,3474,3,595.8,interpolated
Y154d182,A/Togo/0304/2021,2602,3,631.4,interpolated
Y154d182,A/Togo/845/2020,1815,3,265.8,interpolated
Y154d182,A/Utah/27/2022,253.2,3,16.26,interpolated
Y154d182,A/Washington/23/2020,620.8,3,17.26,interpolated
Y154d182,A/Utah/27/2022,242.2,3,16.22,interpolated
Y154d182,A/Washington/23/2020,620.7,3,17.23,interpolated
Y154d182,A/Wisconsin/588/2019,1153,3,295.7,interpolated
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