diff --git a/figures/counts-by-pathogen-and-study.py b/figures/counts-by-pathogen-and-study.py index 7559a60..b703cec 100755 --- a/figures/counts-by-pathogen-and-study.py +++ b/figures/counts-by-pathogen-and-study.py @@ -86,9 +86,9 @@ def start(): matching_reads = mgs_data.viral_reads(bioproject, taxids) viral_samples = mgs_data.sample_attributes( bioproject, - enrichment=None - if study == "brinch" - else mgs.Enrichment.VIRAL, + enrichment=( + None if study == "brinch" else mgs.Enrichment.VIRAL + ), ) n_samples += len(viral_samples) counts = [ diff --git a/mgs.py b/mgs.py index 055ca5c..d597f55 100644 --- a/mgs.py +++ b/mgs.py @@ -106,9 +106,11 @@ def make_count_tree( taxtree: Tree[TaxID], sample_counts: SampleCounts ) -> Tree[tuple[TaxID, Counter[Sample]]]: return taxtree.map( - lambda taxid: (taxid, Counter(sample_counts[taxid])) - if taxid in sample_counts - else (taxid, Counter()), + lambda taxid: ( + (taxid, Counter(sample_counts[taxid])) + if taxid in sample_counts + else (taxid, Counter()) + ), ) diff --git a/pathogen_properties.py b/pathogen_properties.py index 37df4a3..bd90c17 100755 --- a/pathogen_properties.py +++ b/pathogen_properties.py @@ -301,8 +301,7 @@ def average(in1: "Scalar", in2: "Scalar"): class Predictor(abc.ABC, Variable): @abc.abstractmethod - def get_data(self) -> float: - ... + def get_data(self) -> float: ... @dataclass(kw_only=True, eq=True, frozen=True) diff --git a/pathogens/aav2.py b/pathogens/aav2.py index f144104..239038e 100644 --- a/pathogens/aav2.py +++ b/pathogens/aav2.py @@ -29,7 +29,7 @@ # (93K%2C%20docx)-,Supplemental%20data%3A,-Click%20here%20to date="2022", active=Active.LATENT, - source="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9063149/#:~:text=Seropositivity%20for%20(A)%20the%20global%20population" + source="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9063149/#:~:text=Seropositivity%20for%20(A)%20the%20global%20population", # This number matches AAV-2 seroprevalence in a study of 101 males with # Duchenne Muscular Dystrophy, showing a seroprevalence of 56%: # "https://pubmed.ncbi.nlm.nih.gov/36324212/#:~:text=We%20prospectively%20enrolled,and%20AAV8%20(47%25)." diff --git a/pathogens/bkv.py b/pathogens/bkv.py index 756b246..45f9b4a 100644 --- a/pathogens/bkv.py +++ b/pathogens/bkv.py @@ -61,7 +61,7 @@ date="2007", # Study is from 2009, sera are from 2007 active=Active.LATENT, - source="https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1000363#:~:text=We%20found%20the%20seroprevalence%20(%2B/%E2%88%92%201%25)%20in%20healthy%20adult%20blood%20donors%20(1501)%20was%20SV40%20(9%25)%2C%20BKV%20(82%25)%2C%20JCV%20(39%25)%2C%20LPV" + source="https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1000363#:~:text=We%20found%20the%20seroprevalence%20(%2B/%E2%88%92%201%25)%20in%20healthy%20adult%20blood%20donors%20(1501)%20was%20SV40%20(9%25)%2C%20BKV%20(82%25)%2C%20JCV%20(39%25)%2C%20LPV", # A tabular breakdown can be found here: "https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1000363#:~:text=original%20image-,Table%201.,-Seroprevalence%20of%20polyomaviruses" ) diff --git a/pathogens/hcv.py b/pathogens/hcv.py index 312b304..7fa9cb1 100644 --- a/pathogens/hcv.py +++ b/pathogens/hcv.py @@ -25,7 +25,7 @@ date="2020", country="United States", state="Ohio", - source="https://odh.ohio.gov/wps/wcm/connect/gov/ec0dec22-1eea-4d17-a86a-ac4bc35be4d3/HCV+5+Year+Report+2021.pdf?MOD=AJPERES&CONVERT_TO=url&CACHEID=ROOTWORKSPACE.Z18_M1HGGIK0N0JO00QO9DDDDM3000-ec0dec22-1eea-4d17-a86a-ac4bc35be4d3-oqU9kQ8" + source="https://odh.ohio.gov/wps/wcm/connect/gov/ec0dec22-1eea-4d17-a86a-ac4bc35be4d3/HCV+5+Year+Report+2021.pdf?MOD=AJPERES&CONVERT_TO=url&CACHEID=ROOTWORKSPACE.Z18_M1HGGIK0N0JO00QO9DDDDM3000-ec0dec22-1eea-4d17-a86a-ac4bc35be4d3-oqU9kQ8", # Page 1 of 8 ) diff --git a/pathogens/hiv.py b/pathogens/hiv.py index 98d714e..461b339 100644 --- a/pathogens/hiv.py +++ b/pathogens/hiv.py @@ -89,7 +89,7 @@ people=652_221, country="Denmark", date="2022", - source="https://kk.statistikbank.dk/statbank5a/SelectVarVal/Define.asp?MainTable=KKBEF1" + source="https://kk.statistikbank.dk/statbank5a/SelectVarVal/Define.asp?MainTable=KKBEF1", # Search variables: Copenhagen in total, Gender in general, Age in total, # 2022 Q4 ) diff --git a/pathogens/jcv.py b/pathogens/jcv.py index a320842..dbde073 100644 --- a/pathogens/jcv.py +++ b/pathogens/jcv.py @@ -57,7 +57,7 @@ date="2007", # Study is from 2009, sera are from 2007 active=Active.LATENT, - source="https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1000363#:~:text=We%20found%20the%20seroprevalence%20(%2B/%E2%88%92%201%25)%20in%20healthy%20adult%20blood%20donors%20(1501)%20was%20SV40%20(9%25)%2C%20BKV%20(82%25)%2C%20JCV%20(39%25)%2C%20LPV" + source="https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1000363#:~:text=We%20found%20the%20seroprevalence%20(%2B/%E2%88%92%201%25)%20in%20healthy%20adult%20blood%20donors%20(1501)%20was%20SV40%20(9%25)%2C%20BKV%20(82%25)%2C%20JCV%20(39%25)%2C%20LPV", # A tabular breakdown can be found here: "https://journals.plos.org/plospathogens/article?id=10.1371/journal.ppat.1000363#:~:text=original%20image-,Table%201.,-Seroprevalence%20of%20polyomaviruses" ) diff --git a/pathogens/mcv.py b/pathogens/mcv.py index 804b114..ec5cd64 100644 --- a/pathogens/mcv.py +++ b/pathogens/mcv.py @@ -38,7 +38,7 @@ country="United States", date="2009", active=Active.LATENT, - source="https://academic.oup.com/jnci/article/101/21/1510/963538#:~:text=A%20cut%20point%20of%2015%E2%80%89000%20median%20fluorescent%20intensity%20units%20was%20chosen%20as%20described%20above%20and%20used%20to%20identify%20268%20(59.4%25)%20of%20the%20451%20control%20subjects%20as%20seropositive%20for%20MCPyV%20VP1%3B%20this%20percentage%20was%20similar%20to%20that%20among%20women%20in%20control%20group%201%20(ie%2C%2053%25)." + source="https://academic.oup.com/jnci/article/101/21/1510/963538#:~:text=A%20cut%20point%20of%2015%E2%80%89000%20median%20fluorescent%20intensity%20units%20was%20chosen%20as%20described%20above%20and%20used%20to%20identify%20268%20(59.4%25)%20of%20the%20451%20control%20subjects%20as%20seropositive%20for%20MCPyV%20VP1%3B%20this%20percentage%20was%20similar%20to%20that%20among%20women%20in%20control%20group%201%20(ie%2C%2053%25).", # Other studies give numbers that are up to 20 percentage points smaller # or larger: # "In an early study from the United States (US), MCPyV seroprevalence in diff --git a/prevalence-data/CDC_WHO_NREVSS_Clinical_Labs.csv b/prevalence-data/CDC_WHO_NREVSS_Clinical_Labs.csv index 92ea1ca..aeb0552 100644 --- a/prevalence-data/CDC_WHO_NREVSS_Clinical_Labs.csv +++ b/prevalence-data/CDC_WHO_NREVSS_Clinical_Labs.csv @@ -9455,7 +9455,7 @@ States,Alaska,2023,6,X,X,X,X,X,X States,Arizona,2023,6,276,5,0,1.81,1.81,0 States,Arkansas,2023,6,404,9,1,2.48,2.23,0.25 States,California,2023,6,13819,130,16,1.06,0.94,0.12 -States,Colorado,2023,6,1106,22,3,2.26,1.99,0.27 +States,Colorado,2023,6,1605,26,4,1.87,1.62,0.25 States,Connecticut,2023,6,2134,15,2,0.8,0.7,0.09 States,Delaware,2023,6,X,X,X,X,X,X States,District of Columbia,2023,6,X,X,X,X,X,X @@ -9617,7 +9617,7 @@ States,Alaska,2023,9,X,X,X,X,X,X States,Arizona,2023,9,266,4,0,1.5,1.5,0 States,Arkansas,2023,9,429,12,3,3.5,2.8,0.7 States,California,2023,9,12793,65,28,0.73,0.51,0.22 -States,Colorado,2023,9,1100,11,2,1.18,1,0.18 +States,Colorado,2023,9,1553,14,5,1.22,0.9,0.32 States,Connecticut,2023,9,1855,5,4,0.49,0.27,0.22 States,Delaware,2023,9,X,X,X,X,X,X States,District of Columbia,2023,9,X,X,X,X,X,X @@ -9809,7 +9809,7 @@ States,New Mexico,2023,12,4226,10,7,0.4,0.24,0.17 States,New York,2023,12,6539,45,27,1.1,0.69,0.41 States,North Carolina,2023,12,2288,8,0,0.35,0.35,0 States,North Dakota,2023,12,X,X,X,X,X,X -States,Ohio,2023,12,3483,40,10,1.44,1.15,0.29 +States,Ohio,2023,12,3943,42,13,1.39,1.07,0.33 States,Oklahoma,2023,12,345,0,0,0,0,0 States,Oregon,2023,12,3123,9,2,0.35,0.29,0.06 States,Pennsylvania,2023,12,751,4,1,0.67,0.53,0.13 @@ -9838,7 +9838,7 @@ States,Connecticut,2023,13,1704,5,11,0.94,0.29,0.65 States,Delaware,2023,13,X,X,X,X,X,X States,District of Columbia,2023,13,X,X,X,X,X,X States,Florida,2023,13,424,7,3,2.36,1.65,0.71 -States,Georgia,2023,13,813,4,8,1.48,0.49,0.98 +States,Georgia,2023,13,838,4,8,1.43,0.48,0.95 States,Hawaii,2023,13,1576,17,5,1.4,1.08,0.32 States,Idaho,2023,13,263,1,1,0.76,0.38,0.38 States,Illinois,2023,13,262,0,2,0.76,0,0.76 @@ -9859,11 +9859,11 @@ States,Nebraska,2023,13,1490,19,4,1.54,1.28,0.27 States,Nevada,2023,13,X,X,X,X,X,X States,New Hampshire,2023,13,X,X,X,X,X,X States,New Jersey,2023,13,X,X,X,X,X,X -States,New Mexico,2023,13,X,X,X,X,X,X -States,New York,2023,13,4204,15,49,1.52,0.36,1.17 +States,New Mexico,2023,13,3959,15,11,0.66,0.38,0.28 +States,New York,2023,13,5900,35,52,1.47,0.59,0.88 States,North Carolina,2023,13,2098,10,1,0.52,0.48,0.05 States,North Dakota,2023,13,X,X,X,X,X,X -States,Ohio,2023,13,3526,22,10,0.91,0.62,0.28 +States,Ohio,2023,13,3975,26,14,1.01,0.65,0.35 States,Oklahoma,2023,13,372,1,0,0.27,0.27,0 States,Oregon,2023,13,3103,14,5,0.61,0.45,0.16 States,Pennsylvania,2023,13,635,1,6,1.1,0.16,0.94 @@ -9892,7 +9892,7 @@ States,Connecticut,2023,14,1687,4,14,1.07,0.24,0.83 States,Delaware,2023,14,X,X,X,X,X,X States,District of Columbia,2023,14,X,X,X,X,X,X States,Florida,2023,14,441,6,2,1.81,1.36,0.45 -States,Georgia,2023,14,1254,11,17,2.23,0.88,1.36 +States,Georgia,2023,14,1279,13,17,2.35,1.02,1.33 States,Hawaii,2023,14,1676,15,1,0.95,0.89,0.06 States,Idaho,2023,14,293,3,0,1.02,1.02,0 States,Illinois,2023,14,236,0,4,1.69,0,1.69 @@ -9914,10 +9914,10 @@ States,Nevada,2023,14,X,X,X,X,X,X States,New Hampshire,2023,14,X,X,X,X,X,X States,New Jersey,2023,14,X,X,X,X,X,X States,New Mexico,2023,14,3564,2,8,0.28,0.06,0.22 -States,New York,2023,14,3872,10,44,1.39,0.26,1.14 +States,New York,2023,14,5878,40,48,1.5,0.68,0.82 States,North Carolina,2023,14,1871,9,2,0.59,0.48,0.11 States,North Dakota,2023,14,X,X,X,X,X,X -States,Ohio,2023,14,3236,21,9,0.93,0.65,0.28 +States,Ohio,2023,14,3593,22,9,0.86,0.61,0.25 States,Oklahoma,2023,14,421,0,0,0,0,0 States,Oregon,2023,14,2680,4,1,0.19,0.15,0.04 States,Pennsylvania,2023,14,636,5,3,1.26,0.79,0.47 @@ -9946,7 +9946,7 @@ States,Connecticut,2023,15,1598,2,8,0.63,0.13,0.5 States,Delaware,2023,15,X,X,X,X,X,X States,District of Columbia,2023,15,X,X,X,X,X,X States,Florida,2023,15,412,5,1,1.46,1.21,0.24 -States,Georgia,2023,15,1124,15,23,3.38,1.33,2.05 +States,Georgia,2023,15,1167,16,30,3.94,1.37,2.57 States,Hawaii,2023,15,1812,5,3,0.44,0.28,0.17 States,Idaho,2023,15,259,4,0,1.54,1.54,0 States,Illinois,2023,15,255,1,3,1.57,0.39,1.18 @@ -9962,16 +9962,16 @@ States,Michigan,2023,15,686,1,5,0.87,0.15,0.73 States,Minnesota,2023,15,1408,4,38,2.98,0.28,2.7 States,Mississippi,2023,15,140,1,6,5,0.71,4.29 States,Missouri,2023,15,2229,0,3,0.13,0,0.13 -States,Montana,2023,15,509,11,1,2.36,2.16,0.2 +States,Montana,2023,15,561,11,1,2.14,1.96,0.18 States,Nebraska,2023,15,1267,16,0,1.26,1.26,0 States,Nevada,2023,15,X,X,X,X,X,X States,New Hampshire,2023,15,X,X,X,X,X,X States,New Jersey,2023,15,X,X,X,X,X,X -States,New Mexico,2023,15,X,X,X,X,X,X -States,New York,2023,15,3864,8,47,1.42,0.21,1.22 +States,New Mexico,2023,15,3402,3,7,0.29,0.09,0.21 +States,New York,2023,15,5788,22,53,1.3,0.38,0.92 States,North Carolina,2023,15,2003,5,2,0.35,0.25,0.1 States,North Dakota,2023,15,X,X,X,X,X,X -States,Ohio,2023,15,2607,16,7,0.88,0.61,0.27 +States,Ohio,2023,15,2894,16,9,0.86,0.55,0.31 States,Oklahoma,2023,15,345,0,0,0,0,0 States,Oregon,2023,15,2568,2,4,0.23,0.08,0.16 States,Pennsylvania,2023,15,563,4,2,1.07,0.71,0.36 @@ -9979,7 +9979,7 @@ States,Rhode Island,2023,15,X,X,X,X,X,X States,South Carolina,2023,15,955,4,2,0.63,0.42,0.21 States,South Dakota,2023,15,84,3,1,4.76,3.57,1.19 States,Tennessee,2023,15,56,0,2,3.57,0,3.57 -States,Texas,2023,15,5653,24,45,1.22,0.42,0.8 +States,Texas,2023,15,5659,24,45,1.22,0.42,0.8 States,Utah,2023,15,X,X,X,X,X,X States,Vermont,2023,15,264,2,0,0.76,0.76,0 States,Virginia,2023,15,391,1,0,0.26,0.26,0 @@ -9994,13 +9994,13 @@ States,Alabama,2023,16,269,0,0,0,0,0 States,Alaska,2023,16,X,X,X,X,X,X States,Arizona,2023,16,227,2,0,0.88,0.88,0 States,Arkansas,2023,16,308,2,2,1.3,0.65,0.65 -States,California,2023,16,2186,12,5,0.78,0.55,0.23 -States,Colorado,2023,16,1133,3,7,0.88,0.26,0.62 +States,California,2023,16,3388,17,8,0.74,0.5,0.24 +States,Colorado,2023,16,1138,3,7,0.88,0.26,0.62 States,Connecticut,2023,16,1452,3,5,0.55,0.21,0.34 States,Delaware,2023,16,X,X,X,X,X,X States,District of Columbia,2023,16,X,X,X,X,X,X -States,Florida,2023,16,200,0,4,2,0,2 -States,Georgia,2023,16,699,3,6,1.29,0.43,0.86 +States,Florida,2023,16,410,4,5,2.2,0.98,1.22 +States,Georgia,2023,16,723,3,12,2.07,0.41,1.66 States,Hawaii,2023,16,1714,5,1,0.35,0.29,0.06 States,Idaho,2023,16,239,0,0,0,0,0 States,Illinois,2023,16,238,0,1,0.42,0,0.42 @@ -10013,19 +10013,19 @@ States,Maine,2023,16,X,X,X,X,X,X States,Maryland,2023,16,379,5,2,1.85,1.32,0.53 States,Massachusetts,2023,16,2748,5,12,0.62,0.18,0.44 States,Michigan,2023,16,657,0,5,0.76,0,0.76 -States,Minnesota,2023,16,846,5,23,3.31,0.59,2.72 +States,Minnesota,2023,16,1258,7,23,2.38,0.56,1.83 States,Mississippi,2023,16,136,0,11,8.09,0,8.09 -States,Missouri,2023,16,575,1,1,0.35,0.17,0.17 -States,Montana,2023,16,492,4,0,0.81,0.81,0 +States,Missouri,2023,16,1481,2,2,0.27,0.14,0.14 +States,Montana,2023,16,546,5,0,0.92,0.92,0 States,Nebraska,2023,16,1024,12,6,1.76,1.17,0.59 States,Nevada,2023,16,X,X,X,X,X,X States,New Hampshire,2023,16,X,X,X,X,X,X States,New Jersey,2023,16,X,X,X,X,X,X -States,New Mexico,2023,16,X,X,X,X,X,X -States,New York,2023,16,2944,5,30,1.19,0.17,1.02 +States,New Mexico,2023,16,3234,5,8,0.4,0.15,0.25 +States,New York,2023,16,5315,18,37,1.03,0.34,0.7 States,North Carolina,2023,16,1817,5,4,0.5,0.28,0.22 States,North Dakota,2023,16,X,X,X,X,X,X -States,Ohio,2023,16,2253,20,4,1.07,0.89,0.18 +States,Ohio,2023,16,2524,20,5,0.99,0.79,0.2 States,Oklahoma,2023,16,348,0,0,0,0,0 States,Oregon,2023,16,2736,0,3,0.11,0,0.11 States,Pennsylvania,2023,16,520,0,1,0.19,0,0.19 @@ -10033,53 +10033,53 @@ States,Rhode Island,2023,16,X,X,X,X,X,X States,South Carolina,2023,16,915,4,2,0.66,0.44,0.22 States,South Dakota,2023,16,84,0,1,1.19,0,1.19 States,Tennessee,2023,16,52,0,3,5.77,0,5.77 -States,Texas,2023,16,5265,28,37,1.23,0.53,0.7 +States,Texas,2023,16,5928,30,41,1.2,0.51,0.69 States,Utah,2023,16,X,X,X,X,X,X States,Vermont,2023,16,222,2,0,0.9,0.9,0 States,Virginia,2023,16,1176,9,2,0.94,0.77,0.17 -States,Washington,2023,16,3271,5,11,0.49,0.15,0.34 +States,Washington,2023,16,3486,5,12,0.49,0.14,0.34 States,West Virginia,2023,16,1039,0,1,0.1,0,0.1 -States,Wisconsin,2023,16,4812,27,13,0.83,0.56,0.27 +States,Wisconsin,2023,16,4825,27,13,0.83,0.56,0.27 States,Wyoming,2023,16,X,X,X,X,X,X States,Puerto Rico,2023,16,0,0,0,0,0,0 States,Virgin Islands,2023,16,X,X,X,X,X,X States,New York City,2023,16,X,X,X,X,X,X -States,Alabama,2023,17,263,0,0,0,0,0 +States,Alabama,2023,17,293,0,0,0,0,0 States,Alaska,2023,17,X,X,X,X,X,X States,Arizona,2023,17,189,0,3,1.59,0,1.59 States,Arkansas,2023,17,287,1,1,0.7,0.35,0.35 -States,California,2023,17,97,6,0,6.19,6.19,0 +States,California,2023,17,3325,19,11,0.9,0.57,0.33 States,Colorado,2023,17,1139,3,13,1.4,0.26,1.14 States,Connecticut,2023,17,1388,4,5,0.65,0.29,0.36 States,Delaware,2023,17,X,X,X,X,X,X States,District of Columbia,2023,17,X,X,X,X,X,X -States,Florida,2023,17,196,0,5,2.55,0,2.55 -States,Georgia,2023,17,1172,4,24,2.39,0.34,2.05 +States,Florida,2023,17,413,6,13,4.6,1.45,3.15 +States,Georgia,2023,17,1192,4,25,2.43,0.34,2.1 States,Hawaii,2023,17,1582,10,2,0.76,0.63,0.13 States,Idaho,2023,17,X,X,X,X,X,X -States,Illinois,2023,17,X,X,X,X,X,X -States,Indiana,2023,17,224,1,0,0.45,0.45,0 -States,Iowa,2023,17,1025,3,13,1.56,0.29,1.27 +States,Illinois,2023,17,234,0,4,1.71,0,1.71 +States,Indiana,2023,17,246,1,2,1.22,0.41,0.81 +States,Iowa,2023,17,1139,3,13,1.4,0.26,1.14 States,Kansas,2023,17,146,0,0,0,0,0 -States,Kentucky,2023,17,X,X,X,X,X,X +States,Kentucky,2023,17,520,1,0,0.19,0.19,0 States,Louisiana,2023,17,31,0,1,3.23,0,3.23 States,Maine,2023,17,X,X,X,X,X,X -States,Maryland,2023,17,289,2,0,0.69,0.69,0 -States,Massachusetts,2023,17,1811,3,4,0.39,0.17,0.22 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States,Puerto Rico,2023,17,0,0,0,0,0,0 States,Virgin Islands,2023,17,X,X,X,X,X,X States,New York City,2023,17,X,X,X,X,X,X +States,Alabama,2023,18,302,1,0,0.33,0.33,0 +States,Alaska,2023,18,X,X,X,X,X,X +States,Arizona,2023,18,232,3,7,4.31,1.29,3.02 +States,Arkansas,2023,18,281,0,1,0.36,0,0.36 +States,California,2023,18,3224,11,13,0.74,0.34,0.4 +States,Colorado,2023,18,1069,4,9,1.22,0.37,0.84 +States,Connecticut,2023,18,1124,3,8,0.98,0.27,0.71 +States,Delaware,2023,18,X,X,X,X,X,X +States,District of Columbia,2023,18,X,X,X,X,X,X +States,Florida,2023,18,416,5,13,4.33,1.2,3.13 +States,Georgia,2023,18,653,1,7,1.23,0.15,1.07 +States,Hawaii,2023,18,1572,6,5,0.7,0.38,0.32 +States,Idaho,2023,18,13,0,2,15.38,0,15.38 +States,Illinois,2023,18,266,0,4,1.5,0,1.5 +States,Indiana,2023,18,229,0,1,0.44,0,0.44 +States,Iowa,2023,18,1015,4,13,1.67,0.39,1.28 +States,Kansas,2023,18,173,0,1,0.58,0,0.58 +States,Kentucky,2023,18,551,0,2,0.36,0,0.36 +States,Louisiana,2023,18,41,0,0,0,0,0 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