In [23]:
import networkx as nx
import custom_funcs as cf
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import seaborn
seaborn.set_context('paper')
seaborn.set_style('white')
from tqdm import tqdm
from numba import jit, autojit
from time import time
from collections import defaultdict, Counter
from joblib import Parallel, delayed
from Bio import SeqIO
from Levenshtein import distance
from random import shuffle
from scipy.stats import percentileofscore
%load_ext autoreload
%autoreload 2
%matplotlib inline
The autoreload extension is already loaded. To reload it, use:
%reload_ext autoreload
In [24]:
# Read in the graph data and clean it.
G = nx.read_gpickle('20150902_all_ird Final Graph.pkl')
G = cf.clean_host_species_names(G)
G = cf.impute_reassortant_status(G)
G = cf.impute_weights(G)
G = cf.remove_zero_weighted_edges(G)
In [25]:
all_hosts = set([d['host_species'] for n, d in G.nodes(data=True)])
len(all_hosts)
Out[25]:
152
In [26]:
len(G.edges())
Out[26]:
25683
In [27]:
cf.count_edges(G, attr='host_species')
Out[27]:
{'full_complement': {'diff_attr': 3114.633333333333,
'same_attr': 13106.366666666665},
'reassortant': {'diff_attr': 1456.040476190476,
'same_attr': 735.9595238095237}}
In [28]:
# Proportion reassortant in data
data_props = cf.edge_proportion_reassortant(G, attr='host_species')
data_props
Out[28]:
{'diff_attr': 0.31856144998939934, 'same_attr': 0.05316732994746788}
In [29]:
## Note: I know that this is bad practice, to have mixed variable scopes. Bear with me for a while...
excluded_hosts = ['Aquatic Bird', 'Avian', 'Bird', 'Duck', 'Environment', 'Mallard-Black Duck Hybrid', 'Sea Mammal',
'Unknown', 'Waterfowl']
def null_distribution_proportion_reassortant(G, equally=False):
G_shuffled = cf.shuffle_node_attribute_label(G, 'host_species', equally)
props = cf.edge_proportion_reassortant(G_shuffled, 'host_species', exclusions=excluded_hosts)
return props
In [30]:
# Proportion reassortant under null
start = time()
props_null = Parallel(n_jobs=-1)(delayed(null_distribution_proportion_reassortant)(G, equally=True) for i in range(100))
end = time()
print(end - start)
288.4284179210663
In [31]:
null = pd.DataFrame(props_null)
null.mean()
Out[31]:
diff_attr 0.124810
same_attr 0.122291
dtype: float64
In [32]:
null.quantile(0.995)
Out[32]:
diff_attr 0.127529
same_attr 0.170617
dtype: float64
In [33]:
data_samediff = pd.DataFrame([data_props])
data_samediff.mean()
Out[33]:
diff_attr 0.318561
same_attr 0.053167
dtype: float64
In [34]:
seaborn.set_context("paper")
seaborn.set_style('white')
fig1 = plt.figure(figsize=(2,2))
ax1 = fig1.add_subplot(1,1,1)
ind = np.arange(2)
width = 0.35
ax1.bar(ind, null.mean(), width,
color='blue', label='Null', alpha=0.3,
yerr=[null.mean() - null.quantile(0.005),
null.quantile(0.995) - null.mean(),])
# yerr=null.std()*3)
ax1.bar(ind+width, data_samediff.mean(), width, color='blue', label='Data')
ax1.set_xticks(ind+width)
ax1.set_xticklabels(['Different', 'Same'])
ax1.set_xlabel('Hosts Pair')
ax1.set_ylabel('Proportion Reassortant')
ax1.legend()
ax1.annotate('A', ha='left', va='top', xy=(0,1), xycoords='figure fraction')
plt.subplots_adjust(left=0.25, bottom=0.2, right=0.98)
plt.savefig('figures/Proportion Reassortant.pdf')
In [35]:
# Compute exact stats
percentileofscore(a=null['same_attr'], score=data_samediff['same_attr'].values)
Out[35]:
0.0
In [36]:
null['same_attr'].mean() - data_samediff['same_attr']
Out[36]:
0 0.069124
Name: same_attr, dtype: float64
In [37]:
null['diff_attr'].mean() - data_samediff['diff_attr']
Out[37]:
0 -0.193752
Name: diff_attr, dtype: float64
In [38]:
# Open the bird vs. mammal CSV file
host_classes = pd.read_csv('supp_data/host_groups.csv').drop_duplicates()
# I suspected there may have been duplicates, so I added the drop_duplicates() function call.
host_classes.set_index(['Country', 'Species'], inplace=True)
host_classes.ix['Canada'].ix['American Black Duck']
Out[38]:
Habitat/setting Wild
Bird, Mammal, Human Bird
Name: American Black Duck, dtype: object
In [39]:
# Impute each node with the appropriate metadata. We will create a new node field: "host_class".
# The try/except coding pattern allows me to iteratively identify things for which we have no labels yet.
for n, d in G.nodes(data=True):
c = d['country']
s = d['host_species']
try:
hc = host_classes.ix[c].ix[s]
habt = hc['Habitat/setting']
host = hc['Bird, Mammal, Human']
host_class = habt + ' ' + host
G.node[n]['host_class'] = host_class
except:
print(c,s)
In the revisions to the paper, Reviewer #2 requested that we use accurate host group metadata rather than the heuristic we used in the cell above. As such, we have incorporated new surveillance data from the influenza research database that explicitly overwrites the host_class from the cell above with the correct metadata.
In [40]:
#### THIS IS WHERE THE CODE SHOULD GO ####
# Read in the bird surveillance data
birds = pd.read_csv('supp_data/20160210_avian_surveillance.tsv', sep='\t')
birds = birds[['Strain Name', 'Bird Behavior']]
birds['Strain Name'] = birds['Strain Name'].str.split('(').str[0]
birds.columns = ['Strain Name', 'Behavior']
# Read in the mammal surveillance data
mammals = pd.read_csv('supp_data/20160210_mammal_surveillance.tsv', sep='\t')
mammals = mammals[['Strain Name', 'Behavior']]
mammals['Strain Name'] = mammals['Strain Name'].str.split('(').str[0]
# Join the two data tables together
behavior = birds.append(mammals)
behavior.reset_index(drop=True, inplace=True)
behavior = behavior.drop_duplicates()
behavior.head() # only show the last 5 entries
Out[40]:
Strain Name
Behavior
0
A/quail/Lebanon/273/2010
Domestic
1
A/quail/Lebanon/272/2010
Domestic
2
A/chicken/Romania/543-2/2010
Domestic
3
A/duck/Thailand/CU-LM7291T/2010
Domestic
4
A/duck/Thailand/CU-LM7294T/2010
Domestic
In [41]:
# Count the number of nodes that will be re-checked.
strains = list(behavior['Strain Name'])
counter = 0
for n, d in G.nodes(data=True):
if n in strains:
counter += 1
print("There are {0} strains that will be re-checked".format(counter))
There are 2983 strains that will be re-checked
In [42]:
# Do the actual changing of host class
num_checked = 0
num_changed = 0
for r, d in behavior.iterrows():
strain_name = d['Strain Name']
behavior = d['Behavior']
if strain_name in G.nodes():
host_class = G.node[strain_name]['host_class']
animal_behavior = host_class.split(' ')[0] # i.e. the "Domestic" in "Domestic Bird"
animal_type = host_class.split(' ')[1] # i.e. the "Bird" in "Domestic Bird"
num_checked += 1
if behavior != animal_behavior: # this is where we do the overwrite.
host_class = behavior + ' ' + animal_type
G.node[strain_name]['host_class'] = host_class
num_changed += 1
print('Number checked: {0}'.format(num_checked))
print('Number changed: {0}'.format(num_changed))
Number checked: 2983
Number changed: 23
In [43]:
data_props = cf.edge_proportion_reassortant(G, attr='host_class')
data_props
Out[43]:
{'diff_attr': 0.30981404958677683, 'same_attr': 0.10072620488501755}
In [44]:
# A function that computes the proportion reassortant across different node attributes.
def counts_reassortant_domain_graph(G, node_attr):
"""
Computes the weighted counts of reassortant edges when going between different node attributes.
Returns a "domain graph" with counts of weighted reasosrtant edges and sum weighted edges.
"""
hg_graph = nx.DiGraph()
for n, node_d in G.nodes(data=True):
in_edges = G.in_edges(n, data=True)
total_edges = len(in_edges)
is_reassortant = node_d['reassortant']
sk_hg = G.node[n][node_attr]
if sk_hg not in hg_graph.nodes():
hg_graph.add_node(sk_hg)
for sc, _, edge_d in in_edges:
sc_hg = G.node[sc][node_attr]
if sc_hg not in hg_graph.nodes():
hg_graph.add_node(sc_hg)
if (sc_hg, sk_hg) not in hg_graph.edges():
hg_graph.add_edge(sc_hg, sk_hg, total=edge_d['weight'], reassortant=0)
if (sc_hg, sk_hg) in hg_graph.edges():
hg_graph.edge[sc_hg][sk_hg]['total'] += edge_d['weight']
if is_reassortant:
hg_graph.edge[sc_hg][sk_hg]['reassortant'] += edge_d['weight']
for sc, sk, d in hg_graph.edges(data=True):
hg_graph.edge[sc][sk]['p_reassortant'] = d['reassortant'] / d['total']
return hg_graph
In [45]:
# Compute the proportion reassortant across different host class pairs.
hg = counts_reassortant_domain_graph(G, 'host_class')
# We will ignore edges that involve "unknown" hosts.
for n in hg.nodes():
if 'Unknown' in n:
hg.remove_node(n)
# hg.edges(data=True)
hg.edges(data=True)
Out[45]:
[('Wild Bird',
'Wild Bird',
{'p_reassortant': 0.30572414613828447,
'reassortant': 1284.5000000000002,
'total': 4201.499999999994}),
('Wild Bird',
'Wild Mammal',
{'p_reassortant': 0.5, 'reassortant': 1.5, 'total': 3.0}),
('Wild Bird',
'Domestic Bird',
{'p_reassortant': 0.4415781487101668,
'reassortant': 145.5,
'total': 329.50000000000006}),
('Wild Bird',
'Human Human',
{'p_reassortant': 0.625, 'reassortant': 5.0, 'total': 8.0}),
('Wild Bird',
'Domestic Mammal',
{'p_reassortant': 0.38461538461538464, 'reassortant': 5.0, 'total': 13.0}),
('Domestic Bird',
'Wild Bird',
{'p_reassortant': 0.26970954356846477,
'reassortant': 65.0,
'total': 240.99999999999997}),
('Domestic Bird',
'Wild Mammal',
{'p_reassortant': 0.07142857142857142, 'reassortant': 0.5, 'total': 7.0}),
('Domestic Bird',
'Domestic Bird',
{'p_reassortant': 0.1260005688513266,
'reassortant': 258.4166666666664,
'total': 2050.916666666665}),
('Domestic Bird',
'Human Human',
{'p_reassortant': 0.15957446808510584,
'reassortant': 7.499999999999988,
'total': 47.000000000000085}),
('Domestic Bird',
'Domestic Mammal',
{'p_reassortant': 0.1829787234042553, 'reassortant': 10.75, 'total': 58.75}),
('Wild Mammal',
'Wild Bird',
{'p_reassortant': 0.4642857142857143, 'reassortant': 6.5, 'total': 14.0}),
('Wild Mammal',
'Domestic Bird',
{'p_reassortant': 0.5454545454545454, 'reassortant': 3.0, 'total': 5.5}),
('Wild Mammal',
'Wild Mammal',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Wild Mammal',
'Human Human',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 5.0}),
('Wild Mammal',
'Domestic Mammal',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Human Human',
'Wild Bird',
{'p_reassortant': 0.14285714285714285, 'reassortant': 1.0, 'total': 7.0}),
('Human Human',
'Domestic Bird',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 46.0}),
('Human Human',
'Wild Mammal',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 4.0}),
('Human Human',
'Human Human',
{'p_reassortant': 0.0005271481286241267,
'reassortant': 4.5,
'total': 8536.50000000027}),
('Human Human',
'Domestic Mammal',
{'p_reassortant': 0.1349999999999999,
'reassortant': 27.00000000000001,
'total': 200.00000000000023}),
('Domestic Mammal',
'Wild Mammal',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 4.0}),
('Domestic Mammal',
'Wild Bird',
{'p_reassortant': 0.5263157894736842, 'reassortant': 5.0, 'total': 9.5}),
('Domestic Mammal',
'Human Human',
{'p_reassortant': 0.047619047619047616, 'reassortant': 1.0, 'total': 21.0}),
('Domestic Mammal',
'Domestic Bird',
{'p_reassortant': 0.43157894736842106,
'reassortant': 10.25,
'total': 23.75}),
('Domestic Mammal',
'Domestic Mammal',
{'p_reassortant': 0.07272017692207625,
'reassortant': 139.74999999999997,
'total': 1921.749999999999})]
In [46]:
# A helper function for computing the null distribution.
def null_proportion_domain_graph_reassortant(G, node_attr, equally=False):
G_shuffled = cf.shuffle_node_attribute_label(G, node_attr, equally)
hg_graph_shuf = counts_reassortant_domain_graph(G_shuffled, node_attr)
return hg_graph_shuf
In [47]:
# Compute the null distribution.
### CAUTION! YOU WILL HAVE TO WAIT 3 MINUTES FOR THIS TO FINISH!
start = time()
results = Parallel(n_jobs=-1)(delayed(null_proportion_domain_graph_reassortant)(G, 'host_class', equally=True) for i in range(100))
len(results)
end = time()
print(end - start)
311.8551239967346
In [48]:
# Summarize the proportion reassortant distribution under null.
def distr_null_p_reassortant(list_of_hg_graphs):
hg_graph = nx.DiGraph()
for g in tqdm(list_of_hg_graphs):
hg_graph.add_nodes_from(g.nodes())
for sc, sk, d in g.edges(data=True):
if (sc, sk) not in hg_graph.edges():
hg_graph.add_edge(sc, sk, p_reassortant=[d['p_reassortant']])
else:
hg_graph.edge[sc][sk]['p_reassortant'].append(d['p_reassortant'])
return hg_graph
In [49]:
summaryG = distr_null_p_reassortant(results)
In [50]:
# Remove "unknowns" from consideration
for n, d in summaryG.nodes(data=True):
if 'Unknown' in n:
summaryG.remove_node(n)
summaryG.nodes(data=True)
Out[50]:
[('Wild Bird', {}),
('Domestic Bird', {}),
('Wild Mammal', {}),
('Human Human', {}),
('Domestic Mammal', {})]
In [51]:
# Grab out the "null" model statistics.
means = [] # mean of the distribution under null.
stds = [] # standard deviation of distribution under null.
names = [] # names
# grab out the 1st, 5th, 95th and 99th percentile of null distribution
percs = dict()
for p in [0.5, 5, 95, 99.5]:
percs[p] = []
name_map = {'Domestic Bird': 'DB',
'Wild Bird': 'WB',
'Human Human': 'H',
'Domestic Mammal': 'DM',
'Wild Mammal': 'WM'}
# Reverse name_map for convenience
key_map = {v:k for k, v in name_map.items()}
for sc, sk, d in sorted(summaryG.edges(data=True), key=lambda x:(x[0], x[1])):
mean = np.mean(d['p_reassortant'])
std = np.std(d['p_reassortant'])
names.append('{0}:{1}'.format(name_map[sc], name_map[sk]))
means.append(mean)
stds.append(std)
for p in [0.5, 5, 95, 99.5]:
percs[p].append(np.percentile(d['p_reassortant'], p))
In [52]:
summaryG.edges(data=True)
Out[52]:
[('Wild Bird',
'Wild Bird',
{'p_reassortant': [0.12476030549573748,
0.1574864956811072,
0.12329115538901694,
0.12043238292963217,
0.1682247190637205,
0.11063800099473152,
0.15051918210639598,
0.08401485318740483,
0.11636795733998448,
0.135051571148974,
0.13367949943512641,
0.10578633940784032,
0.1548000251372618,
0.09074228255798035,
0.0988544384979433,
0.1219175731431471,
0.1226737202469818,
0.1091945982549048,
0.11531619178243632,
0.11439071210065196,
0.17234186378518007,
0.18034369537361938,
0.10875580145796676,
0.07764390952713275,
0.12694458856751661,
0.10351989708051094,
0.11953181740036554,
0.11135183267727684,
0.10263293408605431,
0.09513991057242363,
0.08788298238293342,
0.09817717226193143,
0.20284162849158915,
0.15126262113519406,
0.13394810499496673,
0.12129805622126633,
0.12825685695536898,
0.1278697128899252,
0.09819637816983073,
0.1231422156395914,
0.09827906675280051,
0.1052327818391689,
0.09369286042020485,
0.17687549666029526,
0.13390338007749975,
0.12331165759392235,
0.10445809781273037,
0.08634648806748338,
0.10675122579376556,
0.10928969221249407,
0.16958102328226793,
0.10293465886871815,
0.0958238640926331,
0.12555766536391122,
0.1328165109354143,
0.14255674739432986,
0.1383317998928243,
0.12931768131577503,
0.1392646865607909,
0.15062049210555659,
0.1541200437424157,
0.11995285969422365,
0.08668324890830512,
0.11026620724559212,
0.12020695647346509,
0.12443719530716829,
0.10366376432022938,
0.13207324128601078,
0.10210382393154858,
0.1114599844521398,
0.14867555127245985,
0.14474790422839834,
0.14095338344327882,
0.10649885465293807,
0.12383960680120687,
0.11936830294423968,
0.1256839807776991,
0.11007894757642363,
0.10518700501261886,
0.08951998704242735,
0.15789615275838634,
0.09603226697745104,
0.14384452527618566,
0.11526053523833017,
0.10764388868824544,
0.1272810967613829,
0.11385816675433985,
0.11574103402925769,
0.11816749606476128,
0.10305349652495756,
0.08643864510525659,
0.15289472197106688,
0.12660056122386715,
0.1130204477321646,
0.1527234733483151,
0.16439279621186334,
0.11990681212852777,
0.1345528371071658,
0.146749017603576,
0.12901962812206832]}),
('Wild Bird',
'Domestic Bird',
{'p_reassortant': [0.11195445457511999,
0.14556116270563535,
0.11944681588389858,
0.13972403092663196,
0.18967394785728006,
0.09342730882841552,
0.12132363282813674,
0.08600571593157912,
0.10121163043643441,
0.14564212269684632,
0.11690930609337119,
0.10443905870675184,
0.13864501846615337,
0.07824294793061419,
0.14148228747609543,
0.12040084785256358,
0.11495170262718503,
0.10446496513995435,
0.12734917424846798,
0.08972276141446536,
0.10599861118871803,
0.11023386446769734,
0.07724377426750313,
0.12688142981961179,
0.15313869049849682,
0.09406711706314458,
0.0999776145922155,
0.1047547525518217,
0.13304810452094248,
0.10243840445285317,
0.1095949337315532,
0.10001875601499255,
0.15651574588258402,
0.1254527829195124,
0.1333447530425646,
0.12605164421257334,
0.1207236306369445,
0.0937497493267324,
0.13243035310917925,
0.1496715444715567,
0.11360725227204892,
0.09671299308443902,
0.09845707953286163,
0.11667450522183641,
0.11653128666426808,
0.11236948009571457,
0.13671731426053488,
0.10181460725493775,
0.09936801931958855,
0.09683369197663699,
0.12080359558971981,
0.07485300021655646,
0.10423134410000531,
0.12925257177894384,
0.1957035775666404,
0.17851653353708857,
0.09632957735314832,
0.10414757264892543,
0.11978234552321677,
0.11778098594180991,
0.1211551859323075,
0.13208735367203903,
0.09239246194834262,
0.1075209138891748,
0.16363541913177998,
0.1089660743760326,
0.15747277601543475,
0.12768070381442656,
0.10093479815871377,
0.10110979719891454,
0.1222776769509982,
0.11683050812636217,
0.15304318755555477,
0.10018212599348204,
0.13909356252555127,
0.13576989880136764,
0.12067925083419473,
0.10928054584699945,
0.10795555775671384,
0.12469046457131888,
0.1214416740267681,
0.13085033673820662,
0.14040987470727342,
0.15997360141756786,
0.1430085612298504,
0.09949822802550046,
0.12103149747979168,
0.11618166408553524,
0.15071968226597968,
0.12549944057491028,
0.11679948769033723,
0.12174710789130318,
0.12605482860440378,
0.0964716448186668,
0.12321618088728545,
0.1653289710850579,
0.10805615446560111,
0.09549773763669461,
0.1112221210652226,
0.12001716880728483]}),
('Wild Bird',
'Wild Mammal',
{'p_reassortant': [0.1031954603698582,
0.0894317555828637,
0.109533272333719,
0.14204357327329314,
0.12709870728840592,
0.14124202640163996,
0.12003149213341993,
0.13581169113176406,
0.10026418160802315,
0.12203611316353509,
0.14034896740482705,
0.13592586205674684,
0.13792507453657696,
0.10436287863437724,
0.12606332158616157,
0.11102399522552935,
0.13772506282281172,
0.0805914431562593,
0.09187985732868102,
0.11522982054057897,
0.1344353964729937,
0.11583876525543048,
0.09939902570506029,
0.11308778931466386,
0.13228355904337602,
0.10237866736869518,
0.121326151194938,
0.0908419061132789,
0.09375467582872495,
0.10451274838067558,
0.13882456775226523,
0.09996872653353626,
0.13003883974085256,
0.11067466095941908,
0.11981085800133061,
0.15361797902391744,
0.16795498987480956,
0.10904962896153121,
0.16904116799148286,
0.15297003756543254,
0.13622071707836492,
0.08535555102397531,
0.07490575876242515,
0.10555850601751549,
0.1440936516230231,
0.10582742521182777,
0.10896632670864592,
0.10462064049942241,
0.09878543713856719,
0.13302403121560244,
0.1030002157815836,
0.10744783125035345,
0.11327777514318482,
0.1404300404086862,
0.10721314871724043,
0.14902825192871158,
0.13962435231545808,
0.09930558864400173,
0.14043028686363956,
0.089837402607088,
0.15890333128744608,
0.11080210858742366,
0.09848382481296813,
0.1154835253955222,
0.1384492600405706,
0.12106102055909479,
0.11091216038579124,
0.09451329593824219,
0.1323068699796588,
0.10045189365526426,
0.12495268179978852,
0.10805726449952072,
0.09586883137759203,
0.08846907609290491,
0.13001396949953858,
0.15020771229970617,
0.1083383948642068,
0.09080677193199024,
0.13427147371341427,
0.10264493482209082,
0.14152779259065887,
0.13577911348451824,
0.1564113861745975,
0.1527041261120945,
0.0869006099873368,
0.12216690617960081,
0.13392008603392036,
0.08561462541659076,
0.12522475145300463,
0.13538893486975973,
0.14170404727918945,
0.1538878571615861,
0.11401353976752585,
0.1338133143959431,
0.13911670598266448,
0.13148416402480892,
0.11781942901233357,
0.0894336149920522,
0.13061610609530497,
0.09542482653725506]}),
('Wild Bird',
'Human Human',
{'p_reassortant': [0.12126965165639203,
0.0803923168804576,
0.12175330790918869,
0.10341468053146981,
0.12784501030683254,
0.11536828009786107,
0.1279971441806058,
0.07379046450134012,
0.09869641925437439,
0.1481558456067485,
0.08602485451592047,
0.12391513894003946,
0.12864014249673497,
0.08035545807517187,
0.11203521969746327,
0.13559579621289805,
0.12285907438197735,
0.1491714353706424,
0.11558498395141617,
0.11380754871616929,
0.1554243444247835,
0.13784651845832183,
0.07906985235193378,
0.09249485891430996,
0.1026010260102601,
0.10865189868895225,
0.12193742371468555,
0.12272196200565647,
0.12951101379375488,
0.12965958247131842,
0.15631660447162202,
0.12872400592375619,
0.1314303159822928,
0.12628312960263194,
0.12956003067305732,
0.11361211483406375,
0.10694300688097445,
0.14151741644337898,
0.12168116339063527,
0.13924879537612808,
0.12438208573925034,
0.11600035263535363,
0.11738553882115352,
0.10941147049016339,
0.1253521282966972,
0.11724706569676917,
0.10080469066988038,
0.12228716812703568,
0.10152727301255432,
0.11541311397951075,
0.08548072806074748,
0.08015073556054783,
0.10560356888736099,
0.14734866564053484,
0.1291285408071542,
0.1734668746011109,
0.12862918598965659,
0.08869058137480121,
0.1365108351672248,
0.11199084538241369,
0.12254409211368007,
0.13661133359333155,
0.08713291637144858,
0.09716083509586972,
0.10877879657868336,
0.16023788475180697,
0.13873489725532148,
0.14232230366001933,
0.14704075120929963,
0.11026227973017998,
0.14033119977021583,
0.11635122225823515,
0.15751944845076982,
0.09189507659587608,
0.1306716894823585,
0.12228751900405874,
0.11904249523147671,
0.10182343290430936,
0.10537938655425316,
0.154966609457041,
0.1178334533113945,
0.16262900321251034,
0.16100728650975765,
0.11379199792831252,
0.11461820093467819,
0.10929216113805945,
0.1013267810759843,
0.08618520305638183,
0.1546167579692674,
0.1369688912753538,
0.10904761882890907,
0.14165310727950664,
0.11885808995827861,
0.1511137644117757,
0.120247785912296,
0.1523504687760575,
0.14399235889113088,
0.11597197249790589,
0.11411244250432132,
0.12177979595201184]}),
('Wild Bird',
'Domestic Mammal',
{'p_reassortant': [0.09416504413562217,
0.133838991304756,
0.15127313727332523,
0.13911897796816622,
0.1731395713590393,
0.1249271770970945,
0.14327422746948268,
0.062175333502984,
0.09569204116458775,
0.1333679785218114,
0.1393761512282888,
0.09894679767002104,
0.13003609535980332,
0.0843752039377641,
0.1385542298775866,
0.11245443395736052,
0.11122753073778234,
0.10415799510595364,
0.11789029908981022,
0.1518043762340055,
0.14810914545221515,
0.12609653483063857,
0.07862611137939922,
0.10378378616392317,
0.14086371445914111,
0.08031924260256565,
0.11019092379329436,
0.13922864619107098,
0.09533197004693039,
0.12211238170262131,
0.09041011137805885,
0.11013890731245929,
0.12466183863152175,
0.11140960950599818,
0.09485718496028986,
0.12485827633557557,
0.12871783117879496,
0.11364313375037234,
0.12008184846873719,
0.13634014265827585,
0.11326660061743886,
0.10869884532212659,
0.11255623025958983,
0.14073005716035653,
0.12833750040037759,
0.11552127228330043,
0.13207199319955246,
0.1099191894357494,
0.12640498453964435,
0.10695968010769318,
0.13392222344842958,
0.09254168108086776,
0.13564528065277406,
0.12749833492832352,
0.1448735519918884,
0.15398232779692766,
0.10976584540154226,
0.11459019964605315,
0.17259438671369773,
0.10974753009878371,
0.13321241813406032,
0.1404215447878445,
0.08430393439323808,
0.08870728839889368,
0.12115896733886623,
0.13992973007090115,
0.13607658743001233,
0.11933637333850779,
0.1097869971920847,
0.12224663269648833,
0.13247873501853563,
0.13578174582222474,
0.17728168816804493,
0.13714109441590605,
0.11474495958375916,
0.12364897564123244,
0.12170257818683078,
0.09685234169178886,
0.09285895380708739,
0.0902650983066931,
0.10135915735758803,
0.1406901987450932,
0.162109034599522,
0.10691418408181409,
0.10186186305337601,
0.12049225410919212,
0.11394424680049607,
0.11383419801593331,
0.1621145046687251,
0.10874317988658776,
0.13726377457932934,
0.14083219781315431,
0.1021372991755638,
0.17843822245311367,
0.11245275465269262,
0.13854015480207393,
0.14962895542326982,
0.11736571501679735,
0.10009692134572695,
0.10392502535056364]}),
('Domestic Bird',
'Wild Bird',
{'p_reassortant': [0.1154275556326349,
0.15129320328383555,
0.09101103508800441,
0.0802864272539872,
0.12566909939591997,
0.108722319696207,
0.13985565923342466,
0.12035957645959869,
0.10016194511613462,
0.13289586588942717,
0.13068306248984488,
0.09814139308667709,
0.0963721066506022,
0.1339474645152276,
0.10545212327185137,
0.1596925417135012,
0.12789247146406965,
0.1486805838667866,
0.12301895639165292,
0.10370273090911634,
0.06828591256072174,
0.1129823044433219,
0.10787322472810006,
0.11694442988824856,
0.12248070352006192,
0.13752399557478512,
0.15882624225708739,
0.09106590652568285,
0.11447975897172838,
0.10516342759595552,
0.07761405606730032,
0.10241802124619732,
0.12233760582930643,
0.13240784435750014,
0.13386578641735014,
0.08860311549733026,
0.13447057728969586,
0.18938285452516684,
0.12449712480396391,
0.09032019029713233,
0.07464122630480242,
0.12652514782397037,
0.11245449036392749,
0.11895539844860681,
0.10187635234617046,
0.14373544228373328,
0.10889488258870213,
0.0957958277492472,
0.10815039000451032,
0.08187827354945235,
0.07880891246742501,
0.1424171630457496,
0.14145844060243545,
0.10908824402692537,
0.12846714351967473,
0.1192656824320208,
0.13198298264800637,
0.08473722247335945,
0.0862136476274116,
0.1267652856169664,
0.12652846091011968,
0.12027990122606683,
0.12128202913687282,
0.0986560526954832,
0.13725420498651317,
0.13696203621787095,
0.08968110100524619,
0.15264476518208608,
0.14245645674370153,
0.12733215991953734,
0.10056680599272065,
0.09034495399305609,
0.12018313620755434,
0.12262277816791436,
0.11416690492608352,
0.1338127999173302,
0.07690429687499997,
0.12402354527948298,
0.08463581342924964,
0.06925647464574246,
0.16888669447814017,
0.12373449988377329,
0.12474946270314653,
0.11039456132042981,
0.1316380728132218,
0.1412854142117937,
0.10528404363064402,
0.11427742061786537,
0.1575971970424156,
0.1108174457682129,
0.11776238187962162,
0.08373768407670301,
0.1138948955083009,
0.0900060219223014,
0.14772731945349254,
0.09932261531507976,
0.08070257553549212,
0.15792061290559598,
0.09475758526255677,
0.12451046728588715]}),
('Domestic Bird',
'Domestic Bird',
{'p_reassortant': [0.11976679199268368,
0.16123423905684414,
0.0878197175241377,
0.12177637829608702,
0.12920699585445053,
0.10527940929230085,
0.12193464231154591,
0.10916692691636,
0.12200700669043037,
0.09335644362942785,
0.1137401537877535,
0.1213417625657144,
0.1010305414050632,
0.09361812633902485,
0.10274076203462575,
0.10894535441287506,
0.10530867651921752,
0.11313860360155589,
0.10953127135613103,
0.12889444156975957,
0.1011053172066027,
0.12269721759093107,
0.12258030373654982,
0.12219924561921476,
0.09979748858955997,
0.10958438444885764,
0.1400170805007899,
0.09891729323308272,
0.10130218773390912,
0.1112407397335046,
0.12069563708907972,
0.160577811809527,
0.12912453599988824,
0.12097303750870557,
0.13805942051939943,
0.0918213368045479,
0.10013251441128361,
0.13125505098618412,
0.0952106811062942,
0.11723337572358773,
0.10836090134042037,
0.10402444444087917,
0.09725085470632673,
0.08419965842138433,
0.11689662976759312,
0.13543135043698903,
0.10750310077003701,
0.09399811799030393,
0.11099780078229156,
0.07808089636496499,
0.1132595640512691,
0.11577943504230695,
0.11973510860668832,
0.08637641301490362,
0.0911622532066107,
0.10819743354219177,
0.16277638464588695,
0.14919973107549644,
0.10384148228973347,
0.10043641550080183,
0.10330245674014478,
0.13229063513418796,
0.12316582589109024,
0.16635300443608012,
0.1599116120128803,
0.12976213349729093,
0.13753119408917103,
0.09946003769548169,
0.11742048302737487,
0.14524294395236814,
0.0780203763752623,
0.10337231946623335,
0.13946356909899027,
0.1001116805944059,
0.12001517130883858,
0.14780089316848438,
0.09353512402696591,
0.1320514811507552,
0.10430271245032835,
0.09241413425144482,
0.1475379750409397,
0.10912396408693102,
0.10051563530370114,
0.11526793536889918,
0.09547001706792427,
0.13738292607422734,
0.11623119501059445,
0.12267611516637635,
0.1555790311295257,
0.11717341783780036,
0.15292712602315534,
0.11893727879012375,
0.12751227243709684,
0.08878659124529274,
0.08714011682400134,
0.12574825065860104,
0.07427195424787418,
0.1790029753137207,
0.09867172675521825,
0.12434418758208862]}),
('Domestic Bird',
'Wild Mammal',
{'p_reassortant': [0.1440285729733478,
0.09558399604125867,
0.11502849002849011,
0.12756961656218108,
0.13978362306645956,
0.1111193184593062,
0.14142581797888756,
0.13218523742167654,
0.14988306948348,
0.11178450824794783,
0.13629738789655224,
0.0889357433449128,
0.09013284690209604,
0.12325149173432456,
0.14942996426564414,
0.1349776330892714,
0.10177500264413086,
0.14377140448869244,
0.1400534200441297,
0.14586061517408713,
0.1170071091744576,
0.08092268878741027,
0.14711529339483279,
0.08427624112552466,
0.12808440041125338,
0.09658736525512969,
0.11628171030257757,
0.09023610446909276,
0.10999920188491807,
0.16345223454199925,
0.12113164636647314,
0.12570131919927302,
0.09395214628046043,
0.1367486535880275,
0.10906942525545446,
0.10175408328637789,
0.11205503420874258,
0.13600231978392396,
0.07900943441384059,
0.10533857262636245,
0.10938089258322857,
0.09188030204157735,
0.09862317187380797,
0.0750976978553186,
0.0906477121923852,
0.1138758056519584,
0.11326809591394638,
0.09900090678921862,
0.07120583737091134,
0.08802360619399634,
0.08448075646980756,
0.13692052570353686,
0.0976703699472348,
0.10462349798308551,
0.09423850456768262,
0.12348345214829133,
0.16608731282016875,
0.09350707692940095,
0.10884436855669676,
0.09852500106996435,
0.12179639775448556,
0.09952445563308741,
0.10398627917853746,
0.12097119869440005,
0.14550736241518167,
0.11123675151292485,
0.11160131714682281,
0.13141227252022658,
0.14857240973312397,
0.1515613492436735,
0.12665641799566554,
0.09539469657713386,
0.1216518444456139,
0.09733689149858714,
0.13452974520156244,
0.1390141900997425,
0.07816566124976783,
0.13392212871242073,
0.10363093418849383,
0.104923674534734,
0.11362282346385737,
0.10305191089854902,
0.08138905019446624,
0.1159781851269559,
0.09609149834359834,
0.12093771900315457,
0.12129074078824276,
0.12588454774621402,
0.13783919628791916,
0.15912842484932785,
0.11732805045637965,
0.09949163704450795,
0.11687628566923411,
0.11646368555392833,
0.133259137894994,
0.12595573555579034,
0.11167917618477828,
0.14549051038317173,
0.13857953072120535,
0.11331166368477681]}),
('Domestic Bird',
'Human Human',
{'p_reassortant': [0.13814157880233785,
0.0704970161174305,
0.1042357756244335,
0.09485553027317678,
0.096537419960653,
0.11866065499283514,
0.12456365954755005,
0.11416117577891217,
0.13762624257630138,
0.12942845478723902,
0.13108857441657806,
0.14459836394747871,
0.10872546855824017,
0.08725814663951119,
0.14886070366218343,
0.10843681386521083,
0.07188223091039657,
0.11932581785804297,
0.13625110840204002,
0.11164161577019885,
0.08629720735060048,
0.1309067442997348,
0.13534810879990866,
0.1147370400304784,
0.11102624011502521,
0.11774244411973339,
0.131382664636231,
0.10087913665015595,
0.11519845708511578,
0.10275494334592312,
0.09578828465386477,
0.15309949141408744,
0.11983905881673082,
0.09490429832699335,
0.10923039761840224,
0.1089063596979008,
0.08795036587245432,
0.17772747163968108,
0.10155903415932567,
0.12812950793396377,
0.11047657687237693,
0.11647158478361325,
0.11427807236992651,
0.0933310975056232,
0.09038859445251984,
0.12784782275324538,
0.11714946249710029,
0.1043367767136504,
0.1273821181741967,
0.07644364929624813,
0.11040646555266073,
0.11929440691156404,
0.12194119259411114,
0.13677059428747423,
0.10383288396449851,
0.11291483623929914,
0.1940024966374081,
0.1550493213904313,
0.08636731802623823,
0.09377721854850109,
0.1056840272028749,
0.11032064415416269,
0.1047666373531804,
0.11730900010033563,
0.12522547031269946,
0.12767228158473384,
0.1278299871849637,
0.1121810350775175,
0.1269339854014223,
0.11963949733525615,
0.08691410793907506,
0.11025344881477821,
0.1269222929359273,
0.14275617147576378,
0.13073161929564933,
0.14600273358976687,
0.0951160579791333,
0.14264276086020322,
0.08983772294492338,
0.12060703876488243,
0.12540978813807088,
0.12985626619639934,
0.08605522747137435,
0.10096700583073931,
0.09854232933478226,
0.14377526446041528,
0.09149620869342799,
0.13392049879328094,
0.12993760846211055,
0.17072483730432036,
0.10144451369521709,
0.12351610598999971,
0.1701278594880282,
0.10582165702395495,
0.12281001316390043,
0.12331487904210865,
0.10654196084758069,
0.13448911209040887,
0.1461557904753409,
0.12088588884509274]}),
('Domestic Bird',
'Domestic Mammal',
{'p_reassortant': [0.1593376936406964,
0.09670495280444931,
0.16470442704543473,
0.13770435059708422,
0.13474569201660838,
0.10321914951226119,
0.11648338255424583,
0.12253538538905599,
0.1356287733054119,
0.12083088981236054,
0.13915751843009835,
0.10808940017390864,
0.08882072122510742,
0.1087123601342076,
0.11605274594019951,
0.11085925400268799,
0.09761083880245683,
0.14210869792712397,
0.08217740950562571,
0.10913544833447744,
0.09215382298944015,
0.1340338669052922,
0.14776828532078207,
0.1260967213749408,
0.11000835433869853,
0.11070621372497107,
0.13569834607965756,
0.1138225775122987,
0.1209822728870587,
0.1270248417562177,
0.12194066775945353,
0.13003577703918537,
0.09444101804596829,
0.10300909673237066,
0.13459530825396288,
0.0787603009162036,
0.11394280486834776,
0.1488855951064388,
0.08189012597371734,
0.11293253718058077,
0.12249691204063941,
0.1458555510609349,
0.093989211832077,
0.11247486839293692,
0.08565830313329052,
0.12061672378404076,
0.11189051049666167,
0.09796681424160124,
0.09397931081838733,
0.08874478102513993,
0.08525340951833521,
0.13654593133946288,
0.14284946443213414,
0.09123068708593575,
0.11219680220476376,
0.12433349355048058,
0.15589905496461412,
0.11587212298222858,
0.09484306641636189,
0.138551094840054,
0.09542798204188867,
0.0984874944140852,
0.10665193854182044,
0.15193296041191548,
0.14897206848379396,
0.12632841789552615,
0.11345174656423666,
0.13915360379633596,
0.14918319700354404,
0.14024965008997686,
0.1261598970380437,
0.13923276116200198,
0.14480695169618854,
0.08881255907236218,
0.13521731353961722,
0.11467663992860172,
0.08720386733046478,
0.13212632035884822,
0.059524126367338254,
0.12649414122197158,
0.11353067228654123,
0.10062245128006848,
0.10540339364672596,
0.1396948439466748,
0.07901567313900427,
0.12090613946367007,
0.09991170202822032,
0.12134342657090694,
0.12424731272893737,
0.13822915507602831,
0.09175768498279387,
0.11561573292626182,
0.16421186682082473,
0.12632723376719415,
0.1363609226785392,
0.0911761468772321,
0.12888645391042328,
0.1665124861869855,
0.09094146994114666,
0.13398764085787004]}),
('Wild Mammal',
'Wild Bird',
{'p_reassortant': [0.0882001321014048,
0.14295996099367517,
0.09870441246554681,
0.09020289466125166,
0.1116995875532613,
0.11344212597155483,
0.1303176896115385,
0.1350934292277543,
0.10362791786142392,
0.09968306273527161,
0.1615594735585925,
0.11027234715787099,
0.14967070990002576,
0.12828690381780594,
0.10137302707558063,
0.0790633017131431,
0.14047398108663245,
0.12949862247024382,
0.13314442871446808,
0.11803191324234,
0.12364210989925789,
0.10461372982227672,
0.08392582469680593,
0.11613446453883194,
0.12953822446396707,
0.12048651604781602,
0.14212897002012576,
0.15350838175169512,
0.10134821987931464,
0.09304299389595276,
0.10766084621051941,
0.14108091239547152,
0.13104414244290274,
0.1363201069479764,
0.08418181522856846,
0.11325846025777594,
0.1377469368180549,
0.1217767270350238,
0.11549515948951108,
0.09601550554876066,
0.11847229068692199,
0.15051220113984945,
0.08897886537427746,
0.10352127265099073,
0.11589227480192889,
0.1259332519609909,
0.09616602523505623,
0.10989423480315313,
0.10831085001700586,
0.10145133548451298,
0.07333669384199733,
0.12681100732181494,
0.10662676484581915,
0.11999419265855253,
0.11448095426614109,
0.12293694810743792,
0.14563265325335992,
0.1150567575920623,
0.1415369053911127,
0.10212098267236815,
0.1100660637161216,
0.15466343932729334,
0.1013717601048771,
0.11977902708503549,
0.1372209313022861,
0.10797924037740683,
0.14505237210803323,
0.1579175376561721,
0.09696521307167136,
0.14729431433758697,
0.1187733042858938,
0.13114991108256696,
0.09329974328040225,
0.1373365357939582,
0.12312572624368816,
0.1026406188719154,
0.11933762889398367,
0.10743035506599866,
0.12018605414942486,
0.12125553563341657,
0.12144746744536387,
0.1331569147358849,
0.15545977355061633,
0.10074001163522632,
0.10711006834642454,
0.09137856437099368,
0.09189734025287664,
0.10618651178797504,
0.11498288311467741,
0.10749926107847897,
0.12533310410040396,
0.14252833298844783,
0.10691713953586306,
0.08279033661696791,
0.0876469108780326,
0.11311320193754662,
0.11563840095427505,
0.1006843638043562,
0.11684484692551916,
0.12384765098921721]}),
('Wild Mammal',
'Wild Mammal',
{'p_reassortant': [0.10658972657087727,
0.09752751523442357,
0.09042932158218328,
0.09555879140880966,
0.1257906999350619,
0.1404731111954226,
0.13162424354153301,
0.14840140040758132,
0.09909150904624545,
0.10747831419651675,
0.13164468514580954,
0.17480711581570443,
0.11363744116821692,
0.12098322877992569,
0.07119141290716714,
0.08483643670388132,
0.1310631682745904,
0.10796593736434318,
0.11799279443714206,
0.13243478720247653,
0.11270796385455181,
0.09409745110417636,
0.13212663474498773,
0.13861630282717874,
0.13533933142297458,
0.12546361908497308,
0.13056932081976658,
0.1334008919376875,
0.12392976846115836,
0.12335269393623007,
0.12759359812489077,
0.09649424736537247,
0.1259624265084256,
0.12057811154159803,
0.10901782081140375,
0.0931168156446907,
0.09237962910742754,
0.10529162589718188,
0.12985000196742433,
0.11369919631148935,
0.09404568887645717,
0.10447793181150186,
0.09779612117630837,
0.1250275181489595,
0.15498931279160105,
0.13427586132028713,
0.1656035734257452,
0.11637213401960889,
0.10776251931714234,
0.1091512646735767,
0.11809956024446211,
0.12292577556927188,
0.13951415408898465,
0.14411167686374704,
0.06211922290277605,
0.1179299290130525,
0.16082130058007305,
0.11890996709479648,
0.13033610751065955,
0.09351929691282063,
0.09650795570922621,
0.13789101960236483,
0.08391294250128704,
0.09944613714258782,
0.13253277284251527,
0.12072923128490849,
0.09126572478602663,
0.1254902331952621,
0.09065456005711223,
0.14700214520572366,
0.11505733235529014,
0.1391714972298556,
0.08072564369829899,
0.10337858845476215,
0.10155723737385541,
0.09532227207124563,
0.10259413794638364,
0.08882590648068271,
0.1518556909701355,
0.10543609842823079,
0.10181209816680094,
0.12867568411866773,
0.0874916195766689,
0.21038146320313578,
0.11817819124805326,
0.09766805732481926,
0.13032932418962004,
0.11520260821097493,
0.13634606356833184,
0.11146952615818216,
0.14661648385326065,
0.1690091008469205,
0.13658221580056248,
0.09805616448906705,
0.1022337537662879,
0.10403720198424853,
0.10045142604901387,
0.13211822660098527,
0.10711274236872699,
0.13105820081296662]}),
('Wild Mammal',
'Human Human',
{'p_reassortant': [0.07767484662980818,
0.09647376317502854,
0.09707178185787674,
0.12060479536100943,
0.10188133860476062,
0.14006138148192435,
0.12058929427332384,
0.15668254193487444,
0.1475851131538037,
0.12580389057662608,
0.10371393919940847,
0.14879526621111977,
0.11744676384678103,
0.12524945260783235,
0.1141637775575616,
0.12693904921545562,
0.11093445756444387,
0.1309159215159053,
0.13891540568988853,
0.10143065742954153,
0.13084364090050976,
0.10473445294618515,
0.10159956061419244,
0.10626537033334552,
0.13081783394144342,
0.14953899444781285,
0.09048571822823237,
0.12656970101505297,
0.12478536129582556,
0.13918483107270016,
0.11237829999769833,
0.13444779614961577,
0.15621039158566638,
0.07797785541239333,
0.12609460394317343,
0.11104383754772154,
0.09584857598393538,
0.0922660609232871,
0.0987323373506265,
0.14420265217661904,
0.11038549409907941,
0.12152472020439142,
0.1036963778960957,
0.11740179942944917,
0.12597069008184597,
0.1657580230907928,
0.10721016447209265,
0.13391740288535592,
0.0859692430352187,
0.12669562051227617,
0.11832798327796651,
0.12310816796119657,
0.13458740846914413,
0.1035361177274578,
0.0683410128726987,
0.1556473109287618,
0.12372440333102155,
0.13304893622802486,
0.12299238663844411,
0.09432363616612477,
0.12103733899995665,
0.11486916619063317,
0.10967017180303522,
0.1043780058157556,
0.06687491750626955,
0.13861662180854054,
0.10380896672745415,
0.1350422554656863,
0.092043347813023,
0.14881399645646007,
0.13069388786184247,
0.1534062105988328,
0.11477568892896406,
0.10835855845955468,
0.13623456434902875,
0.0809932358473929,
0.12903468108850555,
0.07974427088456335,
0.13856959150507683,
0.15882793398962824,
0.09999939526248626,
0.13810142931803718,
0.1394665725816796,
0.12285515606422195,
0.15599175784551556,
0.10643603176361745,
0.09084861006893574,
0.11503208715238922,
0.13518099427546085,
0.10333359212345596,
0.09918320071907297,
0.1423657739060979,
0.15318789265273827,
0.12576346474181016,
0.09645467170955317,
0.13228522607383084,
0.10917362955807773,
0.13846338118061657,
0.10581481525050879,
0.12481180204282794]}),
('Wild Mammal',
'Domestic Mammal',
{'p_reassortant': [0.11214249659316296,
0.09058938907677533,
0.1284244796176358,
0.1567185207803638,
0.12218030556316462,
0.143071891977425,
0.15249359077945734,
0.12657784720494233,
0.1380771717058833,
0.11608814653005518,
0.1174091989002027,
0.10595358079288876,
0.10667306674935911,
0.09175864151138505,
0.09262521392791143,
0.08616944862739444,
0.11916878658324688,
0.14978112516737793,
0.13489795786366118,
0.13324132253990106,
0.10880956183990624,
0.09184542109595402,
0.0982347775974983,
0.11075974480320047,
0.12690323937216288,
0.13972396038260615,
0.13441172808215618,
0.11841533704506392,
0.1106526709623779,
0.13249009779840298,
0.1380571197128826,
0.09982058025083793,
0.15897008402833895,
0.10491601275865804,
0.14000089540990646,
0.09136668846950208,
0.13408633664779698,
0.1787234042553191,
0.10348000475355248,
0.1226621778833049,
0.09173932237059926,
0.0874542111530122,
0.11392273488479528,
0.10784989266689642,
0.0876566448352328,
0.10802495510448101,
0.11812460817341483,
0.0947300866847725,
0.10255466161775247,
0.10997207931624367,
0.12573869181618638,
0.12538937841518227,
0.1294341060435934,
0.12458073179989143,
0.08958574944233938,
0.09109780793915812,
0.12784836348570644,
0.13223869523133994,
0.13039122366379235,
0.09625478133588058,
0.11539889995224868,
0.14553839011860117,
0.13336463958675746,
0.10629492086151514,
0.11331254887225678,
0.16483006424259786,
0.10363713789677126,
0.15127676731475673,
0.09247275326494656,
0.13348358923792084,
0.12239288085759105,
0.12375252556174636,
0.11375421904552918,
0.11741878230982687,
0.12912886068028426,
0.09523794946051724,
0.09390840184631065,
0.12953043228168926,
0.15246680317390712,
0.12885098693811808,
0.097394448679098,
0.13569751411646966,
0.12462172502063959,
0.12339210474187784,
0.13135084615796974,
0.10757228023253756,
0.11466520116236062,
0.09487577639751554,
0.1309668477839692,
0.12025090037390353,
0.13729887349543318,
0.14945772787520553,
0.14996805248555112,
0.12468530235790046,
0.10885569347323648,
0.12134154507493096,
0.11858791040272451,
0.11554040320380526,
0.11450926216493039,
0.1017435928336728]}),
('Wild Mammal',
'Domestic Bird',
{'p_reassortant': [0.13752566394583124,
0.11332646357363675,
0.0794483585669315,
0.1266664439146985,
0.1552545698849941,
0.1386526520453623,
0.09761938677397533,
0.13458278997522866,
0.11215318922541709,
0.10311444731367161,
0.10774488410083576,
0.11320150992999496,
0.11415890636312306,
0.09598652110156425,
0.07370991718854027,
0.09586326710739117,
0.13713855941196199,
0.12761041570866513,
0.13945699936919345,
0.14006180568505747,
0.12306635605771304,
0.08702499481843018,
0.14922208101165169,
0.150297362269495,
0.11223158584291812,
0.13105553953409602,
0.11364847506230664,
0.15993020570070474,
0.11864653138241452,
0.1149953903447509,
0.08993081285983014,
0.1386425607113442,
0.11266288480143774,
0.12398213507111795,
0.10160436903020592,
0.09350968957229648,
0.18034603859578333,
0.11819289944235963,
0.12602567538013346,
0.08733483898213112,
0.10669169260549602,
0.10228123783782066,
0.10323592485966851,
0.10394072033294434,
0.11341900234479917,
0.11699613302185534,
0.1439401865643129,
0.13733888931107532,
0.09635840969707031,
0.11553451030827393,
0.10237148214041177,
0.10932531835994415,
0.1148524416466702,
0.07679828468801847,
0.10450006562806055,
0.15168354596869657,
0.1450978772300725,
0.1253789235594711,
0.14749919588229327,
0.09252947857029088,
0.1142634402849325,
0.10945390000455883,
0.12558622151642165,
0.1068589060260034,
0.08761191168011329,
0.1596978169262633,
0.11743507107919855,
0.13134029903777425,
0.11115427316904461,
0.13808859110366647,
0.11387141314450575,
0.1088682254139852,
0.09997340043183069,
0.10251581024982236,
0.15588479612869155,
0.09689193778557749,
0.11739555390981234,
0.14109731928653388,
0.12045078018688571,
0.12381868553040082,
0.12028611599623212,
0.13538503061779406,
0.11956848713219287,
0.1490485044978609,
0.09989215014840634,
0.11620278391543042,
0.09065493610152511,
0.11095640998179292,
0.1442438387490421,
0.11776928536430174,
0.1467028486979564,
0.10830462041037163,
0.16268754343649078,
0.10061051454242588,
0.07437499297022751,
0.12835149943191532,
0.09917541152788985,
0.12192778039494313,
0.10430644678078994,
0.12036091084765521]}),
('Human Human',
'Wild Bird',
{'p_reassortant': [0.07717376930128725,
0.11710843373493969,
0.11844314019180019,
0.08144542220557947,
0.10606014602856938,
0.111490576919747,
0.13447249826406152,
0.09347461505743614,
0.12014430513165845,
0.1416040348493073,
0.10547507847633121,
0.0915826266487406,
0.11461204268242661,
0.1133502707677706,
0.1260197612383071,
0.1111878073842823,
0.1443702937140249,
0.13332740445310018,
0.1083179568738564,
0.1409446409847412,
0.10030561642255802,
0.11632007264222918,
0.12096065131712995,
0.12888108747236537,
0.10371962391878596,
0.11776766956466289,
0.09110470181167891,
0.10145506859097982,
0.14549053370745743,
0.09643400493284235,
0.0968870059201195,
0.1484387425117956,
0.11835874756051962,
0.08357086266403184,
0.1424347543737255,
0.11400050972729589,
0.11115783643515414,
0.1365836140704893,
0.1285421758372416,
0.13648426628750288,
0.1262621869128218,
0.11128724553513278,
0.16607951894825268,
0.1265001877581675,
0.08805683914773225,
0.12862314746600018,
0.10651449520773583,
0.08071290725394482,
0.16224496428146867,
0.09847251555832592,
0.1352521650534897,
0.12939487135524388,
0.13916627781096105,
0.10359846520792283,
0.18383644785178097,
0.11733697584633056,
0.11625632856489439,
0.09688531377834138,
0.10890518335594168,
0.10603526627044046,
0.15183915518569074,
0.14273562107298213,
0.14907946801999977,
0.14143403334639623,
0.12050626585737688,
0.11498290214451735,
0.10453826462936197,
0.09677188064493002,
0.09571260003792983,
0.14198977718787947,
0.12871137762305412,
0.13040130053257362,
0.11290452679439443,
0.12364389761389671,
0.11901445655828251,
0.14131849310097921,
0.12967216537899356,
0.11205745482557995,
0.11379634730285185,
0.1449291175280443,
0.13131395417684577,
0.11478844272762827,
0.13318419252196398,
0.10135238026723906,
0.14706604468450774,
0.10401968009862998,
0.12913382957834274,
0.11992295297538572,
0.12385149777421102,
0.09158061355242332,
0.12177917836739292,
0.10219405496003699,
0.09788239781305674,
0.17647528848241473,
0.15073447937022014,
0.11895425321064589,
0.09582084709104438,
0.10504545680048245,
0.08601622933414226,
0.11814473812331631]}),
('Human Human',
'Wild Mammal',
{'p_reassortant': [0.08895397720743692,
0.07901964610004654,
0.1478991014698499,
0.08119835910137581,
0.11647976274808797,
0.16084019981628253,
0.10751024983276854,
0.12237165819255372,
0.12303191598744516,
0.10823853322038002,
0.12256150518597697,
0.13141850245192727,
0.10126072606341105,
0.08093521446413374,
0.11845603607635273,
0.10440938654031462,
0.12177781484238899,
0.11562355954021777,
0.10873112502981086,
0.12580807788913567,
0.13389547913681987,
0.1130701609363153,
0.05952949448191355,
0.10230520607954696,
0.12586099302607043,
0.10848846981901186,
0.10051800483512305,
0.08253695222567002,
0.1392592711490226,
0.07695671178529724,
0.10307847593762348,
0.17789584437862196,
0.09286885358431321,
0.1379903928485041,
0.1354464695757486,
0.0897643823473119,
0.10036307988959381,
0.13577492867700133,
0.09373209887521483,
0.12102204386290318,
0.11890736926702689,
0.09512407284427525,
0.16514017832649902,
0.106206225342811,
0.09870252461576569,
0.09383317515010214,
0.11583337789423034,
0.1217820249375883,
0.11431066954172017,
0.11855364293210915,
0.15481034809926417,
0.13373375788494565,
0.10164868738657726,
0.14257780305944026,
0.13887344459606452,
0.12842476450947865,
0.14410750374533723,
0.11595684240497443,
0.11530738485689714,
0.09349698025369892,
0.15209803540604755,
0.12528236576190718,
0.10567637329964127,
0.12906485714025467,
0.10685854095040122,
0.13433519456968462,
0.1049628320020013,
0.09938102101882935,
0.1182500747014219,
0.15590987474330545,
0.0792443347887351,
0.13069172695994993,
0.08218721599515298,
0.11973038491101526,
0.09786463076325483,
0.10831763392842399,
0.11623499684144037,
0.07732591440962278,
0.1544223157757255,
0.1222551259244006,
0.10938068588742692,
0.08258517334982955,
0.11635801418326092,
0.09745443293589692,
0.12548979064357724,
0.12052008547114813,
0.1351867842846725,
0.1664880697862613,
0.1165273924886581,
0.10645836256634174,
0.10062555585455413,
0.12552994312547816,
0.10599661965241981,
0.12920871001307846,
0.10862875359495829,
0.1550932110429885,
0.12395849250435355,
0.10265565379959239,
0.10380291627639632,
0.0917538929082023]}),
('Human Human',
'Domestic Bird',
{'p_reassortant': [0.16862744181917577,
0.0919648986104155,
0.13521650363430748,
0.10279823735501824,
0.10750346466046326,
0.11821083985278995,
0.09834300998108157,
0.13028524095670338,
0.12954860416103667,
0.11985786671246998,
0.11411188740688533,
0.10419356739598741,
0.10871193300691014,
0.0850700568220554,
0.10645494357877006,
0.15808759310580367,
0.14098665795194593,
0.11798027223309651,
0.09310867217271729,
0.0961208039881665,
0.06323019887143565,
0.10880189803838129,
0.09201247123450376,
0.11756646272699224,
0.1317467892730042,
0.12479257299188234,
0.10175836803758075,
0.09978486704395695,
0.14297290877844998,
0.08641873245975581,
0.11008313937385512,
0.18638364921811845,
0.11163537880507503,
0.12912019579946474,
0.1125730262339008,
0.08781713987016532,
0.09360834582563773,
0.11288558156856096,
0.09842549631094545,
0.10639118062176108,
0.12458568895735339,
0.09775930887293548,
0.1493497228776821,
0.08982648451701948,
0.1204026581548844,
0.11432984312936799,
0.14237940578801692,
0.10570509249523871,
0.11160676350129232,
0.14523126074139997,
0.1650555020373363,
0.11323362454467102,
0.1576812482535448,
0.10215111879796777,
0.13444662371689167,
0.11707656246455157,
0.10242231184359948,
0.10608215233203207,
0.090947363156992,
0.11661481004632335,
0.13135296114096884,
0.11187449371390164,
0.12635853899140362,
0.1401204503410053,
0.12045456031062286,
0.08572092537645201,
0.09114641190367866,
0.0931480238489947,
0.09345719873017246,
0.14996904934269203,
0.1249890830970583,
0.13157889402510997,
0.09510782246112431,
0.10150036216404604,
0.09281507689511823,
0.08236545140278308,
0.11471038663025543,
0.11993646311330747,
0.13001035215737697,
0.11306897291476499,
0.14515991789822794,
0.12097854875664772,
0.11924480291900713,
0.0856306634459313,
0.13439025619205452,
0.12823640119029558,
0.11259386927809541,
0.12030655289352682,
0.1277531154158414,
0.13935935619954862,
0.10629672805041589,
0.1185131841969319,
0.12641550151630457,
0.09823411481062214,
0.11426612580700454,
0.10795741208111441,
0.09809588681556285,
0.14085177529128023,
0.10842325354841865,
0.07884173312514306]}),
('Human Human',
'Human Human',
{'p_reassortant': [0.11121601273521034,
0.10475885620845715,
0.1264032572972737,
0.09002006526277387,
0.08950704250469917,
0.12858742309960672,
0.14298823258922708,
0.11785464586935634,
0.14588447052353554,
0.10841158714763355,
0.11658717827175644,
0.11603736652181115,
0.0873190900135784,
0.08174918517522933,
0.12313991322430701,
0.12352403718414619,
0.12739630393439202,
0.09789376276238212,
0.1039461929569043,
0.10398536272570551,
0.10413345773390839,
0.12032532667304309,
0.1553961451309207,
0.12266829614559933,
0.09749986382700582,
0.09602387044199777,
0.114199985136742,
0.10280577674516475,
0.13934850201615628,
0.11665227484271806,
0.11800465637664909,
0.10956432245597246,
0.11447632333117706,
0.08694877441751873,
0.15889383140459323,
0.07409871763851923,
0.10435348999353239,
0.10427665426959266,
0.1266659271350015,
0.12737121759444617,
0.1554495728247723,
0.14998882355384116,
0.1535461319442578,
0.15236247561678096,
0.12877694496160982,
0.13248655816894164,
0.10715287950195848,
0.1120690590648161,
0.12291332273301142,
0.12115396149463206,
0.1397876944572237,
0.13995072157690955,
0.10689402248516991,
0.09477298307895539,
0.19621011282466813,
0.12659746813624842,
0.11618446375360636,
0.12225850704791597,
0.1270790502152926,
0.09946584485337276,
0.15863524178067587,
0.12835344404132298,
0.11897953144079798,
0.10871421604090342,
0.13980219572824482,
0.07748122390389334,
0.11552861472633262,
0.1018492996479829,
0.11496968579811881,
0.13590262155502197,
0.11027303893828136,
0.12969657309328303,
0.11140089282647758,
0.10055748775350905,
0.07464566946887977,
0.0957735043800122,
0.12197500996121736,
0.11766743515817625,
0.11394092287350384,
0.16178243996832958,
0.12538720462051312,
0.11694230273152001,
0.08757434770272257,
0.0832999999473585,
0.13439363556962902,
0.0907157086252065,
0.12604797989086663,
0.11332469523620642,
0.14818457503483323,
0.1641761984627597,
0.12076097668162628,
0.10758231515434559,
0.11305527861782193,
0.15840866073481813,
0.11899538453154324,
0.13059706154157533,
0.11351439504358282,
0.09432073857138071,
0.10372438947938332,
0.07464091585436217]}),
('Human Human',
'Domestic Mammal',
{'p_reassortant': [0.09592990085193173,
0.10135840826750242,
0.1110885870666937,
0.10377621416021998,
0.11079733103619456,
0.17197423071075793,
0.10867563760561944,
0.09405390554166551,
0.10945610558294748,
0.1309493558846185,
0.10450638085992243,
0.10948241852519604,
0.08440686850716397,
0.09909559875187113,
0.1441368965219878,
0.11892089922830426,
0.11014561222940256,
0.10576506956944673,
0.11104802295632421,
0.10920278523108726,
0.15990438418137132,
0.09137146987818673,
0.10998235431859237,
0.12557299472308742,
0.09149016549270031,
0.10945270276171779,
0.13824332095444028,
0.1485983719807568,
0.11486596099926641,
0.10317830587549207,
0.09851020313298933,
0.1773093801230443,
0.11985238051854527,
0.09314451878400515,
0.14422241435559294,
0.11845267148642522,
0.11717690976938765,
0.12405629777272173,
0.11094002494115578,
0.13894325932215543,
0.12396502270272784,
0.1195008024099194,
0.1315824409530583,
0.12792826533084212,
0.10668972312146863,
0.11985032677722401,
0.11407220671648519,
0.1304489441398404,
0.15837504501024877,
0.14268465198691124,
0.11378374875075647,
0.15668906092880633,
0.12414600228748128,
0.12290836141297845,
0.1393374363626197,
0.14064784533725322,
0.09957396235430895,
0.12677148327453852,
0.1199389654466217,
0.11549715475203252,
0.13161839162394506,
0.13904138455085666,
0.12146848524905371,
0.10756018741803045,
0.08929736249400007,
0.11932231196612736,
0.11480700423095078,
0.11183216054209014,
0.10499695830538618,
0.14139883698292727,
0.07664936753800554,
0.11973172082331883,
0.10985089789920102,
0.09093543220803305,
0.09015424164524422,
0.12724664491794374,
0.1358172875434603,
0.11704119057097599,
0.14589376131943782,
0.12031613744391248,
0.12068419799159487,
0.12416159118430252,
0.09031351781653695,
0.1060764468809469,
0.12800350505003932,
0.1442845723373749,
0.13791897870195877,
0.12372168906427548,
0.11336759508247937,
0.125676894726773,
0.06791280542976623,
0.11394137106058731,
0.11849909793618493,
0.14217222006384528,
0.1337291601050903,
0.12745425549057907,
0.11572930130357292,
0.12154078549376258,
0.09544496784014603,
0.09457225884458904]}),
('Domestic Mammal',
'Wild Bird',
{'p_reassortant': [0.09784255522365701,
0.12816669165042724,
0.09173580720270272,
0.11820588693349947,
0.10441961750241431,
0.11655459375116098,
0.15966401822504497,
0.0954642901593822,
0.11618151388426394,
0.14511556240369808,
0.10337779159005175,
0.11626318585413982,
0.0935355179570655,
0.09809041649320147,
0.14140543612084477,
0.10215176851309177,
0.18937204695713322,
0.14308526218801843,
0.1492139312711589,
0.1001156892409006,
0.13108817626243166,
0.1013173814771322,
0.1370087493256173,
0.12204402409106407,
0.09864301607456426,
0.13741718540461562,
0.12199097804492053,
0.0981470823460822,
0.09745445529920523,
0.15606456018551695,
0.10141172114580586,
0.09314165748235625,
0.10328287423515227,
0.1309059998583268,
0.1062725250448985,
0.1255305292219911,
0.10564072418560062,
0.14750028672291576,
0.13058519939882604,
0.1187469766413379,
0.11278611386977118,
0.09126481346340676,
0.09419481683657234,
0.15986009669787082,
0.09832896194168844,
0.11140648845566878,
0.1219970394781514,
0.10343503004137741,
0.09651215099764406,
0.15537174976008777,
0.11427662662508105,
0.13215029185175486,
0.12561052732478814,
0.12174101997974476,
0.10270504413807527,
0.12629999005836468,
0.134992521395742,
0.10240518475405465,
0.11909720960270168,
0.12309324715021366,
0.11963797739544856,
0.10396842903374612,
0.10346181001233724,
0.09775207178238303,
0.12659180971381243,
0.12016111173286781,
0.16729392012294114,
0.11270383213344855,
0.10088394878541578,
0.08733305697844097,
0.08301186086441802,
0.10238294109317203,
0.1093763095822508,
0.11650931386379128,
0.09788578061575486,
0.1211833791889809,
0.14127892579038606,
0.1396299566235461,
0.11542565901584516,
0.12242508509492836,
0.12835071077840804,
0.12622638822961274,
0.18013979609456376,
0.12663149416448324,
0.10597699963900781,
0.1283794449310232,
0.11302693638138846,
0.1198626272266535,
0.09213895865055667,
0.13335298480199315,
0.11294063961668628,
0.11107001012382209,
0.12125661380692816,
0.13789140315226373,
0.14611806496492094,
0.07592625708213525,
0.15623775136726914,
0.10219455144980501,
0.10054694778977878,
0.08839699941403871]}),
('Domestic Mammal',
'Domestic Bird',
{'p_reassortant': [0.10985335418002747,
0.13424991588092453,
0.1095359331043295,
0.17664575160087193,
0.13655501227946565,
0.15322232958145401,
0.13685808207601105,
0.10304370689985651,
0.15403351865721923,
0.1272165927802407,
0.10417753460024456,
0.09429764173284726,
0.09245071217108711,
0.09350272185572674,
0.13750885241863486,
0.09194198314852269,
0.11784889447225452,
0.1311132297378479,
0.1113179470313596,
0.12356316275227347,
0.11501086614582283,
0.13730679067785756,
0.11941979490222289,
0.16891312081943363,
0.1350383151363562,
0.1164536298844209,
0.142346021671991,
0.1352936827589753,
0.10647922140080636,
0.13013250393018827,
0.13023095907264667,
0.14687124118993375,
0.13033008621043,
0.10098278634820419,
0.10796238318208193,
0.09766755896792778,
0.14185801502995757,
0.13277108746373537,
0.1109918297027436,
0.10742363358355857,
0.1540472891682016,
0.10957876189062815,
0.10603526237234302,
0.11161047917094065,
0.0687546752359911,
0.12669407155244403,
0.10205414584762088,
0.09041579066302016,
0.10726094480112183,
0.15067143921012807,
0.08495599060790687,
0.12803189652466018,
0.13556070304487747,
0.11156756035599337,
0.11361332325700745,
0.14262787948637462,
0.09691609903597613,
0.10937170025408526,
0.08087777137832586,
0.1457460522075411,
0.11385580630517587,
0.1330380755943393,
0.12187938793879398,
0.12232042053487319,
0.10862607778907339,
0.11492877351354652,
0.1419311323711731,
0.10523698154869371,
0.08347459445541158,
0.10184387804084366,
0.15731536024215767,
0.11422679778812227,
0.11814474034168068,
0.0965776921468054,
0.14442446111578136,
0.11155687786441179,
0.11176519297506042,
0.12145760866376099,
0.13846405013865676,
0.09390117964355749,
0.13403352561565177,
0.0997001347806135,
0.10630394974091482,
0.10329758674109327,
0.12354901083138661,
0.1328783622710561,
0.09607896867814403,
0.11611720756130998,
0.11386709113959298,
0.1573502675654801,
0.16894048787176327,
0.11139072137824864,
0.13992148415786546,
0.09360877390290086,
0.11290473080153028,
0.08978956501729336,
0.14856883175675942,
0.10287321226277332,
0.11710382277293283,
0.11576947128337614]}),
('Domestic Mammal',
'Wild Mammal',
{'p_reassortant': [0.08964028818767036,
0.12694998761523352,
0.08341728721043364,
0.1442743780342402,
0.1342375035058298,
0.12934872593490068,
0.14560065528043126,
0.1057485404293507,
0.1373006782120859,
0.13732765501148472,
0.11670304305610207,
0.08515709508149975,
0.07004849445072041,
0.11832071294440291,
0.13370880569079596,
0.09877701709984212,
0.12320031381366398,
0.10310282648840276,
0.15656541667656207,
0.09225079685073692,
0.10859656102653459,
0.12639006847497228,
0.13429846125830827,
0.13527926345342467,
0.09131313385668147,
0.13249835530909862,
0.0972273009227235,
0.09378411459194809,
0.11190705259250203,
0.14383283195897129,
0.1125980053193439,
0.09851821696856652,
0.11457488933004287,
0.11835819644653048,
0.12365841569901824,
0.13738187524151907,
0.09897036780059301,
0.12664666554985302,
0.11064002723987572,
0.09708335971247546,
0.1185571089262976,
0.07200440281698753,
0.11910867259502553,
0.10935203344920828,
0.13802708888688853,
0.15241773432712458,
0.13338704055510794,
0.09726196585285236,
0.13040361184437896,
0.10414090175445952,
0.10267913254503092,
0.10622845621870054,
0.09992263612276893,
0.11823234017109323,
0.1359406323991004,
0.10020522935372181,
0.11781408196896231,
0.10846329438399868,
0.10277202938006486,
0.13703748333270313,
0.17549073568470866,
0.12395090874870102,
0.09962376901899175,
0.15407620096701094,
0.09645900168153144,
0.10821312095079866,
0.11460582650519174,
0.11223182701198674,
0.08194741682998087,
0.10666662081909381,
0.12161739037464007,
0.12385286876072521,
0.10535750809100426,
0.12239089184060722,
0.1684324709868197,
0.11341157436373858,
0.1254972811233784,
0.10163380209270638,
0.0991537398051342,
0.10450091012571935,
0.10106507664498295,
0.12966019259846984,
0.12210615370276111,
0.1674225612172301,
0.10067985761472595,
0.13781366268746936,
0.1179080986758819,
0.10746907863085871,
0.08865137339270522,
0.10875212474363995,
0.16691471159503132,
0.10658416764439989,
0.11910403230038445,
0.11367788318171264,
0.10790179637354458,
0.11573906787088954,
0.16405247572314394,
0.13950205093961648,
0.1030637820091897,
0.10666703105714544]}),
('Domestic Mammal',
'Human Human',
{'p_reassortant': [0.06441941641472874,
0.12231549716252922,
0.08773356989166128,
0.13098877389746597,
0.14936910934294523,
0.1332606178547157,
0.1646266745414503,
0.12353249584541039,
0.136853071237529,
0.11524477735353489,
0.11674882300743701,
0.11011434037708057,
0.10481019942463096,
0.10261439068545677,
0.11286903323514558,
0.12195559166450562,
0.16790870363262564,
0.09442346958887679,
0.13065319488401014,
0.10480447109773008,
0.10591264919423687,
0.13857407186746148,
0.13419988979987885,
0.09802432981755647,
0.0954038654165093,
0.10680282823850865,
0.1459657610205116,
0.10952190975012456,
0.11762624827946339,
0.13488541039990018,
0.15370933564629302,
0.10424769991420851,
0.16638824149070125,
0.1081476912463076,
0.13554730107352703,
0.1188561685646326,
0.11548941178510164,
0.1388870507611542,
0.13697080138354842,
0.1243362202369719,
0.11578365696264406,
0.12778773790754586,
0.14580087979459752,
0.0867710784031187,
0.09576450761001282,
0.12520358927122666,
0.11863334387851948,
0.11569008412311434,
0.1450934173155322,
0.13144125958821154,
0.12976940942269413,
0.111278754482638,
0.13488738585823043,
0.11946483159825037,
0.11514413652215183,
0.10072099687898355,
0.09118334596916854,
0.12057367803980347,
0.12028041798166662,
0.11562476639169703,
0.11193632067090734,
0.124484195767007,
0.10131415438572855,
0.14253625229495562,
0.11514388064401844,
0.11509913351811628,
0.11435356408757136,
0.11244569187588914,
0.10976218548707103,
0.08223037257185528,
0.14388334246377096,
0.15100657365393352,
0.09162245057872703,
0.09331375491952229,
0.10381938189661943,
0.11314304689688721,
0.12119750757525544,
0.10994420355303833,
0.14080009864519344,
0.07924583297239253,
0.11270252307300448,
0.13689090608046908,
0.13256028193746347,
0.1427140076291422,
0.12504259796771935,
0.11841520836872894,
0.09771496787946574,
0.16641925519056602,
0.1122156258149631,
0.11404819063339985,
0.14771263775721527,
0.14996886927803801,
0.1403143402740568,
0.10696999525305861,
0.14088279408613674,
0.0895573938566917,
0.1687769528755202,
0.11391933579175462,
0.09481008988112494,
0.1012180435327304]}),
('Domestic Mammal',
'Domestic Mammal',
{'p_reassortant': [0.10450416110793476,
0.11744429503229079,
0.13264541067094673,
0.12511881325497723,
0.13198260434862463,
0.1205157925117678,
0.1576620606262274,
0.1565096005729218,
0.14234728850814046,
0.1443655696804087,
0.10952022936810578,
0.12978077072958202,
0.09701782163837909,
0.10437569342883272,
0.1275806920616459,
0.1346049156360202,
0.14217660202932558,
0.10466709448152935,
0.112526082055334,
0.11747466695941461,
0.1162459485470875,
0.1294809575728335,
0.14984071652918857,
0.11638160544887077,
0.12746429571548587,
0.1049172760777529,
0.10518820134746695,
0.10930236135264303,
0.05917231364956438,
0.11250608724793555,
0.1218318802116459,
0.11390007231750628,
0.12934679777855584,
0.10282345848544727,
0.1093063811024998,
0.12772479140398524,
0.13038094139752585,
0.12933609558681836,
0.10200008163271838,
0.10090970433210857,
0.09876696311518972,
0.10561355236486965,
0.12622208263728887,
0.10979117006943732,
0.11321755909310179,
0.1392974337021444,
0.13294662132801785,
0.08534236754431589,
0.10639751482461471,
0.10784403158289496,
0.10785249707372165,
0.16154695967339794,
0.1258002333809554,
0.10837408040932785,
0.12011888962362131,
0.13379343590124754,
0.12256073806488176,
0.09857928965550496,
0.07790036108349564,
0.17501055524217657,
0.1312319771873435,
0.14957709766682414,
0.10317365613495441,
0.16353575673108303,
0.10325920194244696,
0.13959659710351333,
0.12021961043071816,
0.13481212352997418,
0.11483574906262241,
0.12311306672896954,
0.07508832122439499,
0.11900422467015291,
0.12874222150699083,
0.10992697941890049,
0.11507158831531136,
0.10891948338086029,
0.1366011757834399,
0.13027358617292795,
0.12331551254994703,
0.10468060173126727,
0.09469723213096935,
0.11738758707239705,
0.10911365709183156,
0.10070744933584018,
0.09945066704715698,
0.12957562731780906,
0.11089848129753951,
0.13548883561158842,
0.08661404071882998,
0.12468815184461637,
0.16494260026385102,
0.12390734054190111,
0.10858393760933274,
0.10123388108193276,
0.1282121515252256,
0.07869402663655492,
0.14177360864628605,
0.1144885683986282,
0.09614476617418456,
0.14377377445968703]})]
In [53]:
percs[99.5]
Out[53]:
[0.17274123972928856,
0.16561749691191785,
0.18594635926353315,
0.17923725530188855,
0.16478294907247484,
0.1728316460549631,
0.17002691752790539,
0.16834716950028739,
0.1848020827801613,
0.17199689465925361,
0.17759432655564175,
0.17466848116396255,
0.18035332521552333,
0.18019267396394464,
0.17224899595540338,
0.19271891086050699,
0.17786573798200464,
0.16810212826375359,
0.19170515159819401,
0.16850350982372958,
0.17160508349193343,
0.17184620094902203,
0.16232762898571632,
0.15975671528689439,
0.1927721612463571]
In [54]:
# Compile the "data" statistics.
data = []
names_data = []
log10weights = []
log10reassort = []
log10clonal = []
for sc, sk, d in sorted(hg.edges(data=True), key=lambda x:(x[0], x[1])):
if sc == 'Unknown' or sk == 'Unknown':
pass
else:
names_data.append('{0}:{1}'.format(name_map[sc], name_map[sk]))
data.append(d['p_reassortant'])
log10weights.append(np.log10(d['total']))
log10reassort.append(np.log10(d['reassortant']))
log10clonal.append(np.log10(d['total'] - d['reassortant']))
data
Out[54]:
[0.1260005688513266,
0.1829787234042553,
0.15957446808510584,
0.26970954356846477,
0.07142857142857142,
0.43157894736842106,
0.07272017692207625,
0.047619047619047616,
0.5263157894736842,
0.0,
0.0,
0.1349999999999999,
0.0005271481286241267,
0.14285714285714285,
0.0,
0.4415781487101668,
0.38461538461538464,
0.625,
0.30572414613828447,
0.5,
0.5454545454545454,
0.0,
0.0,
0.4642857142857143,
0.0]
In [55]:
# Plot data vs. null model.
fig = plt.figure(figsize=(7,3))
ind = np.arange(len(means))
width = 0.35
ax = fig.add_subplot(1,1,1)
ax.bar(ind, means, width=width,
color='blue',
label='Null',
#yerr=np.array(stds)*3,
yerr=[np.array(means) - percs[0.5],
percs[99.5] - np.array(means)],
alpha=0.3)
ax.bar(ind+width, data, width=width, color='blue', label='Data')
ax.set_xticks(ind+width)
ax.set_xticklabels(names, rotation=45, ha='right')
ax.set_ylabel('Proportion Reassortant')
ax.set_xlabel('Host Group Transition')
for i, label in enumerate(ax.get_xaxis().get_ticklabels()):
if log10weights[i] > 3 or log10reassort[i] > 1:
label.set_weight('bold')
ax2 = ax.twinx()
ax2.scatter(ind+width, log10weights, color='orange', label='Total', alpha=0.3)
ax2.scatter(ind+width, log10reassort, color='green', label='Reassortant', alpha=0.3)
ax2.set_ylabel('log10(Num. Events)')
ax.legend(loc='upper left')
ax2.legend(loc='upper right')
ax2.axhline(y=1, color='green', alpha=0.3, linestyle='--')
ax2.axhline(y=3, color='orange', alpha=0.3, linestyle='--')
ax.annotate('B', xy=(0,1), xycoords='figure fraction', va='top', ha='left')
# plt.legend()
plt.subplots_adjust(left=0.10, right=0.92, bottom=0.23)
plt.savefig('figures/Proportion Reassortant Ecological.pdf')
In [56]:
!! ls supp_data
Out[56]:
['20160210_avian_surveillance.tsv',
'20160210_mammal_surveillance.tsv',
'20160214_animal_order.csv',
'20160214_animal_order.xls',
'20160214_host_species_graphs.pkl',
'20160214_host_species_summary_graph-random.pkl',
'edgelist.csv',
'host_groups.csv',
'host_species.csv',
'hosts_with_classification-NH_EM_mods.csv',
'patristic_distances.pkl',
'sequences',
'trees',
'viz']
In [57]:
# Open the host COI data
host_coi = [s for s in SeqIO.parse('supp_data/sequences/host_coi_trimmed.fasta', 'fasta')]
# Modify the SeqRecord ID such that it only contains the host species name.
for s in host_coi:
s.id = s.id.split('.')[0].replace('_', ' ')
host_coi = SeqIO.to_dict(host_coi)
host_coi
Out[57]:
{'American Black Duck': SeqRecord(seq=Seq('ATCCGGGCAGAGCTAGGCCAGCCAGGGACCCTCCTGGGCGACGACCAAATTTAT...TTT', SingleLetterAlphabet()), id='American Black Duck', name='American_Black_Duck.Anas_rubripes', description='American_Black_Duck.Anas_rubripes', dbxrefs=[]),
'American Green-Winged Teal': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTGGGCGACGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='American Green-Winged Teal', name='American_Green-Winged_Teal.Anas_carolinensis', description='American_Green-Winged_Teal.Anas_carolinensis', dbxrefs=[]),
'American Wigeon': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGGACCCTCCTGGGCGACGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='American Wigeon', name='American_Wigeon.Anas_americana', description='American_Wigeon.Anas_americana', dbxrefs=[]),
'Baikal Teal': SeqRecord(seq=Seq('ATGGCCCCAAATATCCGCAAATCCCACCCCCTACTAAAAATAATCAACAACTCC...ACC', SingleLetterAlphabet()), id='Baikal Teal', name='Baikal_Teal.Anas_formosa', description='Baikal_Teal.Anas_formosa', dbxrefs=[]),
'Bar-Headed Goose': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGAACTCTCCTAGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Bar-Headed Goose', name='Bar-Headed_Goose.Anser_indicus', description='Bar-Headed_Goose.Anser_indicus', dbxrefs=[]),
'Barnacle Goose': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGGACTCTCCTAGGTGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Barnacle Goose', name='Barnacle_Goose.Branta_leucopsis', description='Barnacle_Goose.Branta_leucopsis', dbxrefs=[]),
'Black Scoter': SeqRecord(seq=Seq('ATCCGCGCAGAACTCGGCCAGCCGGGAACCCTCCTAGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Black Scoter', name='Black_Scoter.Melanitta_nigra', description='Black_Scoter.Melanitta_nigra', dbxrefs=[]),
'Blue-Winged Teal': SeqRecord(seq=Seq('ATCCGCGCAGAGCTTGGTCAACCCGGGACTCTCCTGGGCGATGACCAAATTTAC...---', SingleLetterAlphabet()), id='Blue-Winged Teal', name='Blue-Winged_Teal.Anas_discors', description='Blue-Winged_Teal.Anas_discors', dbxrefs=[]),
'Brown-Headed Gull': SeqRecord(seq=Seq('ATTCGTGCAGAACTTGGCCAACCCGGAACCCTCCTAGGGGACGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Brown-Headed Gull', name='Brown-Headed_Gull.Larus_brunnicephalus', description='Brown-Headed_Gull.Larus_brunnicephalus', dbxrefs=[]),
'Bufflehead': SeqRecord(seq=Seq('ATCCGCGCAGAACTCGGCCAACCAGGGACCCTCCTGGGCGATGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Bufflehead', name='Bufflehead.Bucephala_albeola', description='Bufflehead.Bucephala_albeola', dbxrefs=[]),
'Camel': SeqRecord(seq=Seq('ATTCGTGCTGAATTGGGGCAGCCTGGGACATTGCTTGGAGATGACCAAATCTAT...TTT', SingleLetterAlphabet()), id='Camel', name='Camel.Camelus_dromedarius', description='Camel.Camelus_dromedarius', dbxrefs=[]),
'Canada Goose': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGGACTCTCCTAGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Canada Goose', name='Canada_Goose.Branta_canadensis', description='Canada_Goose.Branta_canadensis', dbxrefs=[]),
'Canvasback': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTAGGTGATGACCAGATTTAC...TTC', SingleLetterAlphabet()), id='Canvasback', name='Canvasback.Aythya_valisineria', description='Canvasback.Aythya_valisineria', dbxrefs=[]),
'Chicken': SeqRecord(seq=Seq('------------------------------------------------------...TTC', SingleLetterAlphabet()), id='Chicken', name='Chicken.Gallus_gallus', description='Chicken.Gallus_gallus', dbxrefs=[]),
'Chinese Francolin': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGGCAACCCGGAACCCTCTTAGGAGACGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='Chinese Francolin', name='Chinese_Francolin.Francolinus_pintadeanus', description='Chinese_Francolin.Francolinus_pintadeanus', dbxrefs=[]),
'Cinnamon Teal': SeqRecord(seq=Seq('ATCCGCGCAGAGCTTGGTCAACCCGGGACTCTCCTGGGCGATGACCAAATTTAC...---', SingleLetterAlphabet()), id='Cinnamon Teal', name='Cinnamon_Teal.Anas_cyanoptera', description='Cinnamon_Teal.Anas_cyanoptera', dbxrefs=[]),
'Common Eider': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCCGGAACCCTCCTAGGTGATGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='Common Eider', name='Common_Eider.Somateria_mollissima', description='Common_Eider.Somateria_mollissima', dbxrefs=[]),
'Common Goldeneye': SeqRecord(seq=Seq('ATCCGCGCAGAACTCGGCCAGCCAGGGACCCTCCTGGGCGATGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Common Goldeneye', name='Common_Goldeneye.Bucephala_clangula', description='Common_Goldeneye.Bucephala_clangula', dbxrefs=[]),
'Common Murre': SeqRecord(seq=Seq('ATCCGTGCAGAACTAGGCCAACCAGGGACCCTCCTAGGAGATGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Common Murre', name='Common_Murre.Uria_aalge', description='Common_Murre.Uria_aalge', dbxrefs=[]),
'Domestic Cat': SeqRecord(seq=Seq('-TCCGGGCCGAACTGGGCCAACCTGGTACACTACTAGGAGATGATCAGATTTAC...TTC', SingleLetterAlphabet()), id='Domestic Cat', name='Domestic_Cat.Felis_catus', description='Domestic_Cat.Felis_catus', dbxrefs=[]),
'Dunlin': SeqRecord(seq=Seq('ATTCGTGCAGAACTAGGTCAACCTGGGACTCTTTTAGGAGATGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Dunlin', name='Dunlin.Calidris_alpina', description='Dunlin.Calidris_alpina', dbxrefs=[]),
'Ferret': SeqRecord(seq=Seq('ATCCGTGCTGAACTAGGTCAACCTGGCACTCTGCTAGGAGACGACCAGATTTAT...TTT', SingleLetterAlphabet()), id='Ferret', name='Ferret.Mustela_putorius', description='Ferret.Mustela_putorius', dbxrefs=[]),
'Gadwall': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAGCCAGGGACCCTCCTGGGCGACGACCAAATTTAT...TTT', SingleLetterAlphabet()), id='Gadwall', name='Gadwall.Anas_strepera', description='Gadwall.Anas_strepera', dbxrefs=[]),
'Garganey': SeqRecord(seq=Seq('ATCCGCGCAGAACTTGGTCAACCAGGAACCCTCCTGGGCGATGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='Garganey', name='Garganey.Anas_querquedula', description='Garganey.Anas_querquedula', dbxrefs=[]),
'Glaucous Gull': SeqRecord(seq=Seq('ATCCGTGCAGAACTTGGCCAACCCGGAACCCTCCTAGGAGACGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Glaucous Gull', name='Glaucous_Gull.Larus_hyperboreus', description='Glaucous_Gull.Larus_hyperboreus', dbxrefs=[]),
'Great Crested Grebe': SeqRecord(seq=Seq('ATCCGCGCAGAACTGGGCCAGCCAGGAACCCTCCTAGGAGACGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='Great Crested Grebe', name='Great_Crested_Grebe.Podiceps_cristatus', description='Great_Crested_Grebe.Podiceps_cristatus', dbxrefs=[]),
'Greater Scaup': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTAGGTGATGACCAGATTTAC...TTC', SingleLetterAlphabet()), id='Greater Scaup', name='Greater_Scaup.Aythya_marila', description='Greater_Scaup.Aythya_marila', dbxrefs=[]),
'Greater White-Fronted Goose': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAGCCAGGAACTCTCCTAGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Greater White-Fronted Goose', name='Greater_White-Fronted_Goose.Anser_albifrons', description='Greater_White-Fronted_Goose.Anser_albifrons', dbxrefs=[]),
'Green-Winged Teal': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTGGGCGACGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='Green-Winged Teal', name='Green-Winged_Teal.Anas_carolinensis', description='Green-Winged_Teal.Anas_carolinensis', dbxrefs=[]),
'Grey Heron': SeqRecord(seq=Seq('ATCCGAGCTGAACTTGGACAACCAGGGACGCTCCTAGGAGACGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='Grey Heron', name='Grey_Heron.Ardea_cinerea', description='Grey_Heron.Ardea_cinerea', dbxrefs=[]),
'Herring Gull': SeqRecord(seq=Seq('ATCCGTGCAGAACTTGGCCAACCCGGAACCCTCCTAGGAGACGACCAAATCTAT...---', SingleLetterAlphabet()), id='Herring Gull', name='Herring_Gull.Larus_smithsonianus', description='Herring_Gull.Larus_smithsonianus', dbxrefs=[]),
'Hooded Merganser': SeqRecord(seq=Seq('ATCCGCGCAGAACTCGGCCAACCAGGGACCCTCCTAGGCGATGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Hooded Merganser', name='Hooded_Merganser.Lophodytes_cucullatus', description='Hooded_Merganser.Lophodytes_cucullatus', dbxrefs=[]),
'Horse': SeqRecord(seq=Seq('ATCCGTGCTGAATTAGGCCAACCTGGGACCCTACTAGGAGATGATCAGATCTAC...TTC', SingleLetterAlphabet()), id='Horse', name='Horse.Equus_ferus_caballus', description='Horse.Equus_ferus_caballus', dbxrefs=[]),
'Human': SeqRecord(seq=Seq('TTGGTTCGGGGTATGG-----------------------GGTTAGCAGCGGTGT...GTC', SingleLetterAlphabet()), id='Human', name='Human.Homo_sapiens', description='Human.Homo_sapiens', dbxrefs=[]),
'Iceland Gull': SeqRecord(seq=Seq('ATCCGTGCAGAACTTGGCCAACCCGGAACCCTCCTAGGAGACGACCAAATCTAT...TTT', SingleLetterAlphabet()), id='Iceland Gull', name='Iceland_Gull.Larus_glaucoides', description='Iceland_Gull.Larus_glaucoides', dbxrefs=[]),
'Japanese Quail': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGCACCCTCCTAGGAGATGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='Japanese Quail', name='Japanese_Quail.Coturnix_japonica', description='Japanese_Quail.Coturnix_japonica', dbxrefs=[]),
'Kelp Gull': SeqRecord(seq=Seq('ATGGCCCCAAATCTACGAAAATCTCACCCCCTCCTCAAAATAGTTAACAACTCA...ACC', SingleLetterAlphabet()), id='Kelp Gull', name='Kelp_Gull.Larus_dominicanus', description='Kelp_Gull.Larus_dominicanus', dbxrefs=[]),
'Laughing Gull': SeqRecord(seq=Seq('ATTCGTGCAGAACTTGGCCAACCCGGAACCCTCCTAGGAGACGATCAAATCTAT...TTC', SingleLetterAlphabet()), id='Laughing Gull', name='Laughing_Gull.Larus_atricilla', description='Laughing_Gull.Larus_atricilla', dbxrefs=[]),
'Least Sandpiper': SeqRecord(seq=Seq('ATTCGTGCAGAACTAGGTCAACCCGGAACCCTTTTAGGAGATGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='Least Sandpiper', name='Least_Sandpiper.Calidris_minutilla', description='Least_Sandpiper.Calidris_minutilla', dbxrefs=[]),
'Lesser Scaup': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTAGGTGATGACCAGATTTAC...TTC', SingleLetterAlphabet()), id='Lesser Scaup', name='Lesser_Scaup.Aythya_affinis', description='Lesser_Scaup.Aythya_affinis', dbxrefs=[]),
'Little Egret': SeqRecord(seq=Seq('ATCCGAGCTGAACTTGGCCAGCCAGGAACGCTCCTAGGAGACGACCAGATCTAT...TTC', SingleLetterAlphabet()), id='Little Egret', name='Little_Egret.Egretta_garzetta', description='Little_Egret.Egretta_garzetta', dbxrefs=[]),
'Little Grebe': SeqRecord(seq=Seq('ATCCGTGCAGAACTAGGCCAACCAGGAACCCTTCTAGGAGACGACCAGATCTAC...TTC', SingleLetterAlphabet()), id='Little Grebe', name='Little_Grebe.Tachybaptus_ruficollis', description='Little_Grebe.Tachybaptus_ruficollis', dbxrefs=[]),
'Long-Tailed Duck': SeqRecord(seq=Seq('ATCCGCGCAGAACTGGGCCAACCAGGAACCCTCCTGGGTGATGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Long-Tailed Duck', name='Long-Tailed_Duck.Clangula_hyemalis', description='Long-Tailed_Duck.Clangula_hyemalis', dbxrefs=[]),
'Magpie': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGAACCCTCCTAGGCGATGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Magpie', name='Magpie.Anseranas_semipalmata', description='Magpie.Anseranas_semipalmata', dbxrefs=[]),
'Mallard': SeqRecord(seq=Seq('ATCCGGGCAGAACTAGGCCAGCCAGGGACCCTCCTGGGCGACGACCAAATTTAT...TTT', SingleLetterAlphabet()), id='Mallard', name='Mallard.Anas_platyrhynchos', description='Mallard.Anas_platyrhynchos', dbxrefs=[]),
'Muscovy Duck': SeqRecord(seq=Seq('ATTCGCGCAGAACTAGGCCAACCAGGGACTCTCCTGGGAGATGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Muscovy Duck', name='Muscovy_Duck.Cairina_moschata', description='Muscovy_Duck.Cairina_moschata', dbxrefs=[]),
'Mute Swan': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAGCCAGGAACCCTCCTCGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Mute Swan', name='Mute_Swan.Cygnus_olor', description='Mute_Swan.Cygnus_olor', dbxrefs=[]),
'Northern Shoveler': SeqRecord(seq=Seq('ATCCGCGCAGAACTTGGTCAACCAGGGACTCTCCTGGGCGATGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='Northern Shoveler', name='Northern_Shoveler.Anas_clypeata', description='Northern_Shoveler.Anas_clypeata', dbxrefs=[]),
'Ostrich': SeqRecord(seq=Seq('ATTCGTGCAGAATTAGGACAACCAGGGACACTACTTGGAGACGATCAAATCTAC...TTC', SingleLetterAlphabet()), id='Ostrich', name='Ostrich.Struthio_camelus', description='Ostrich.Struthio_camelus', dbxrefs=[]),
'Panda': SeqRecord(seq=Seq('ATCCGTGCTGAATTAGGTCAGCCTGGAGCTCTGTTAGGAGATGACCAAATTTAC...TTT', SingleLetterAlphabet()), id='Panda', name='Panda.Ailuropoda_melanoleuca', description='Panda.Ailuropoda_melanoleuca', dbxrefs=[]),
'Peregrine Falcon': SeqRecord(seq=Seq('ATTCGAACAGAACTTGGCCAACCAGGAACTCTCCTAGGAGATGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='Peregrine Falcon', name='Peregrine_Falcon.Falco_peregrinus', description='Peregrine_Falcon.Falco_peregrinus', dbxrefs=[]),
'Pink-Footed Goose': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGAACTCTCCTAGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Pink-Footed Goose', name='Pink-Footed_Goose.Anser_brachyrhynchus', description='Pink-Footed_Goose.Anser_brachyrhynchus', dbxrefs=[]),
'Red Knot': SeqRecord(seq=Seq('ATTCGCGCAGAACTAGGCCAACCCGGAACCCTCTTAGGAGATGACCAAATTTAT...TTC', SingleLetterAlphabet()), id='Red Knot', name='Red_Knot.Calidris_canutus', description='Red_Knot.Calidris_canutus', dbxrefs=[]),
'Red-Crested Pochard': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTAGGTGATGACCAGATCTAC...TTC', SingleLetterAlphabet()), id='Red-Crested Pochard', name='Red-Crested_Pochard.Netta_rufina', description='Red-Crested_Pochard.Netta_rufina', dbxrefs=[]),
'Red-Necked Stint': SeqRecord(seq=Seq('ATCCGTGCAGAACTAGGCCAGCCCGGAACCCTTCTAGGAGATGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Red-Necked Stint', name='Red-Necked_Stint.Calidris_ruficollis', description='Red-Necked_Stint.Calidris_ruficollis', dbxrefs=[]),
'Redhead': SeqRecord(seq=Seq('-CAACCTCA---------------GGACTAATCATATGATTCCACTATAACTCA...TTC', SingleLetterAlphabet()), id='Redhead', name='Redhead.Aythya_americana', description='Redhead.Aythya_americana', dbxrefs=[]),
'Ring-Billed Gull': SeqRecord(seq=Seq('ATCCGTGCAGAACTTGGCCAACCCGGGACCCTCCTAGGAGACGACCAAATCTAT...TTC', SingleLetterAlphabet()), id='Ring-Billed Gull', name='Ring-Billed_Gull.Larus_delawarensis', description='Ring-Billed_Gull.Larus_delawarensis', dbxrefs=[]),
'Ring-Necked Duck': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTAGGTGATGACCAGATTTAC...TTC', SingleLetterAlphabet()), id='Ring-Necked Duck', name='Ring-Necked_Duck.Aythya_collaris', description='Ring-Necked_Duck.Aythya_collaris', dbxrefs=[]),
'Rosy-Billed Pochard': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCGGGAACCCTCCTGGGTGATGACCAGATTTAC...TTC', SingleLetterAlphabet()), id='Rosy-Billed Pochard', name='Rosy-Billed_Pochard.Netta_peposaca', description='Rosy-Billed_Pochard.Netta_peposaca', dbxrefs=[]),
'Ruddy Turnstone': SeqRecord(seq=Seq('ATTCGCGCAGAACTAGGTCAACCGGGGACCCTCTTAGGAGACGATCAAATTTAC...TTC', SingleLetterAlphabet()), id='Ruddy Turnstone', name='Ruddy_Turnstone.Arenaria_interpres', description='Ruddy_Turnstone.Arenaria_interpres', dbxrefs=[]),
'Saker Falcon': SeqRecord(seq=Seq('ATTCGAACAGAACTTGGCCAACCAGGGACTCTCCTAGGAGATGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='Saker Falcon', name='Saker_Falcon.Falco_cherrug', description='Saker_Falcon.Falco_cherrug', dbxrefs=[]),
'Sanderling': SeqRecord(seq=Seq('ATTCGAGCAGAACTAGGTCAACCCGGGACCCTCCTAGGAGATGATCAAATCTAC...TTC', SingleLetterAlphabet()), id='Sanderling', name='Sanderling.Calidris_alba', description='Sanderling.Calidris_alba', dbxrefs=[]),
'Semipalmated Sandpiper': SeqRecord(seq=Seq('ATTCGTGCAGAACTAGGTCAACCCGGAACCCTTTTAGGAGATGACCAGATCTAC...TTC', SingleLetterAlphabet()), id='Semipalmated Sandpiper', name='Semipalmated_Sandpiper.Calidris_pusilla', description='Semipalmated_Sandpiper.Calidris_pusilla', dbxrefs=[]),
'Sharp-Tailed Sandpiper': SeqRecord(seq=Seq('ATTCGTGCAGAACTAGGCCAACCCGGAACTCTCTTAGGAGACGATCAAATCTAT...TTC', SingleLetterAlphabet()), id='Sharp-Tailed Sandpiper', name='Sharp-Tailed_Sandpiper.Calidris_acuminata', description='Sharp-Tailed_Sandpiper.Calidris_acuminata', dbxrefs=[]),
'Sloth Bear': SeqRecord(seq=Seq('ATTCGTGCCGAACTAGGTCAACCCGGGGCTCTGTTGGGGGATGATCAGATCTAC...TTC', SingleLetterAlphabet()), id='Sloth Bear', name='Sloth_Bear.Melursus_ursinus', description='Sloth_Bear.Melursus_ursinus', dbxrefs=[]),
'Snow Goose': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGACAACCAGGAACTCTCCTAGGCGACGACCAAATTTAC...TTC', SingleLetterAlphabet()), id='Snow Goose', name='Snow_Goose.Chen_caerulescens', description='Snow_Goose.Chen_caerulescens', dbxrefs=[]),
'Swine': SeqRecord(seq=Seq('ATTCGCGCTGAACTAGGTCAGCCCGGAACCCTACTTGGCGATGATCAAATCTAC...TTC', SingleLetterAlphabet()), id='Swine', name='Swine.Sus_scrofa', description='Swine.Sus_scrofa', dbxrefs=[]),
'Tufted Duck': SeqRecord(seq=Seq('ATCCGCGCAGAACTAGGCCAACCAGGAACCCTCCTGGGTGATGACCAGATTTAC...TTC', SingleLetterAlphabet()), id='Tufted Duck', name='Tufted_Duck.Aythya_fuligula', description='Tufted_Duck.Aythya_fuligula', dbxrefs=[]),
'Tundra Swan': SeqRecord(seq=Seq('ATCCGCGCAGAACTGGGACAACCGGGAACTCTCCTTGGTGACGACCAGATCTAT...TTC', SingleLetterAlphabet()), id='Tundra Swan', name='Tundra_Swan.Cygnus_columbianus', description='Tundra_Swan.Cygnus_columbianus', dbxrefs=[]),
'Turkey': SeqRecord(seq=Seq('ATCCGTGCAGAACTGGGACAACCTGGGACACTCCTAGGAGACGACCAAATCTAT...TTT', SingleLetterAlphabet()), id='Turkey', name='Turkey.Meleagris_gallopavo', description='Turkey.Meleagris_gallopavo', dbxrefs=[]),
'Whiskered Tern': SeqRecord(seq=Seq('ATTCGTGCAGAACTAGGCCAACCAGGAACCCTCCTAGGAGATGATCAAATCTAC...TTC', SingleLetterAlphabet()), id='Whiskered Tern', name='Whiskered_Tern.Chlidonias_hybrida', description='Whiskered_Tern.Chlidonias_hybrida', dbxrefs=[]),
'White-Rumped Sandpiper': SeqRecord(seq=Seq('ATTCGTGCAGAACTAGGTCAACCTGGAACTCTTTTAGGAGACGACCAAATCTAC...TTC', SingleLetterAlphabet()), id='White-Rumped Sandpiper', name='White-Rumped_Sandpiper.Calidris_fuscicollis', description='White-Rumped_Sandpiper.Calidris_fuscicollis', dbxrefs=[]),
'Whooper Swan': SeqRecord(seq=Seq('ATCCGCGCAGAACTGGGACAACCAGGAACCCTCCTTGGTGACGACCAGATCTAC...TTC', SingleLetterAlphabet()), id='Whooper Swan', name='Whooper_Swan.Cygnus_cygnus', description='Whooper_Swan.Cygnus_cygnus', dbxrefs=[]),
'Wood Duck': SeqRecord(seq=Seq('ATCCGCGCTGAACTAGGCCAGCCAGGAACCCTCCTAGGTGATGACCAAATTTAT...TTC', SingleLetterAlphabet()), id='Wood Duck', name='Wood_Duck.Aix_sponsa', description='Wood_Duck.Aix_sponsa', dbxrefs=[])}
In [58]:
# Figure out which sequences have gaps. I suspect that the alignment quality might be compromised by those sequences.
ignored = []
for k, sequence in host_coi.items():
if '-' in str(sequence.seq):
ignored.append(k)
print(sequence.seq)
print(sequence.id)
ignored
ATCCGCGCAGAGCTTGGTCAACCCGGGACTCTCCTGGGCGATGACCAAATTTACAACGTGATCGTCACCGCTCACGCCTTTGTAATAATCTTCTTCATAGTAATACCCATCATAATTGGAGGATTTGGCAACTGATTAGTCCCCCTGATAATCGGTGCCCCAGACATAGCATTCCCACGAATAAATAACATAAGCTTCTGACTCCTTCCATACTCGCCTCATCCACCGTAGAAGCTGCGCTGGTACAGGTTGGACCGTGTACCCACCCCTAGCAGGCAACCTGGCCCACGCCGGAGCCTCAGTAGACCTGGCCATTTTCTCGCTCCACCTAGCCGGTGTTTCCTCCATCCTCGGAGCCATTAACTTCATTACCACAGCCATCAACATAAAACCCCCTGCACTCTCACAGTACCAAACCCCACTTTTCGTCTGATCAGTCCTAATTACCGCCATCCTGCTTCTCCTGTCACTTCCTGTCCTTGCCGCCGGCATCACAATGCTGCTAACCGACCGAAACCTAAACACCACATTCTTCGACCCTGCTGGAGGGGGAGACCCGATCCTGTATCAACACCTA---
Cinnamon Teal
-TCCGGGCCGAACTGGGCCAACCTGGTACACTACTAGGAGATGATCAGATTTACAATGTAATCGTCACTGCCCATGCTTTTGTAATGATCTTTTTTATGGTGATGCCTATTATAATTGGAGGGTTCGGAAACTGATTGGTCCCATTAATAATTGGAGCTCCTGACATAGCATTTCCCCGAATAAACAACATGAGCTTCTGACTCCTCCCTTACTCGCCTCATCTATGGTAGAAGCCGAGCAGGAACTGGCTGAACAGTATACCCACCCCTAGCCGGCAACCTGGCTCATGCAGGAGCATCCGTAGACCTAACTATCTTTTCACTACACCTGGCAGGTGTCTCCTCAATCTTGGGTGCTATTAATTTCATTACTACTATTATTAATATAAAACCTCCTGCCATGTCCCAATATCAAACACCTCTATTTGTCTGATCAGTCTTAATCACTGCTGTCTTACTACTTCTATCACTTCCAGTCTTAGCAGCGGGAATCACTATATTACTAACAGATCGAAACCTAAACACCACATTCTTTGACCCCGCTGGGGGAGGAGATCCTATCTTATACCAACACTTATTC
Domestic Cat
ATGGCCCCAAATCTACGAAAATCTCACCCCCTCCTCAAAATAGTTAACAACTCACTAATCGACCTCCCCACCCCACCA----AACATCTCTACTTGATGAAACTTCGGATCCC--------TACTAGGCATTTGCCTACTAACACAAATCCTAACAGGACTCCTGCTAGCTTTACACCGCAGACACAACC----------------------CTAGCCTTCTCATCCGT--------CGCCCACACATGTCGAAACGTACATGGCTGACTAATCCGAAACCTCCACGCAAACGGAGCATCATTCTTCTTTATTTGTATTTACCTACACATCGGACGAGGATTCTACTATGGC--TCATACCTCTATAAAGAAACCT----GAAATACAGGAGTCATTCTCCTCTTAACCCTAATAGCAACTGCCTTCGTAGGATATGTCCTGCCATGAGGACA---------AATATCCTTCTGAGGTGCTACAGTCATCACCAACCTATTCTCAGCAATCCCATACATCGGCCAAACCCTCGTAGAATGAGCCTGAGGTGGCTTCTCAGTGGACAACCCAACACTAACC
Kelp Gull
ATCCGCGCAGAGCTTGGTCAACCCGGGACTCTCCTGGGCGATGACCAAATTTACAACGTGATCGTCACCGCTCACGCCTTTGTAATAATCTTCTTCATAGTAATACCCATCATAATTGGAGGATTTGGCAACTGATTAGTCCCCCTGATAATCGGTGCCCCAGACATAGCATTCCCACGAATAAATAACATAAGCTTCTGACTCCTTCCATACTCGCCTCATCCACCGTAGAAGCTGCGCTGGTACAGGTTGGACCGTGTACCCACCCCTAGCAGGCAACCTGGCCCACGCCGGAGCCTCAGTAGACCTGGCCATTTTCTCGCTCCACCTAGCCGGTGTTTCCTCCATCCTCGGAGCCATTAACTTCATTACCACAGCCATCAACATAAAACCCCCTGCACTCTCACAGTACCAAACCCCACTTTTCGTCTGATCAGTCCTAATTACCGCCATCCTGCTTCTCCTGTCACTTCCTGTCCTTGCCGCCGGCATCACAATGCTGCTAACCGACCGAAACCTAAACACCACATTCTTCGACCCTGCTGGAGGGGGAGACCCGATCCTGTATCAACACCTA---
Blue-Winged Teal
ATGGCCCCAAATATCCGCAAATCCCACCCCCTACTAAAAATAATCAACAACTCCCTAATTGACCTCCCCGCACCCTCT----AATATCTCCGCCTGATGAAACTTCGGATCCC--------TGCTCGCCATCTGCCTGGCCACACAAATCCTAACAAGCCTCTTACTAGCCCTACACCGCAGACACATCC----------------------CTTGCCTTCTCCTCAGT--------GGCCAACACATGCCGAAATGTCCATGGCTGACTCATCCGCAACCTACATGCCAACGGCGCCTCATTCTTCTTCATCTGCATCTACCTGCACATCGGACGAGGCTTCTACTACGGC--TCCTACCTCTACAAAGAAACCT----GAAACACAGGAGTAATCCTCCTGCTCACCCTCATAGCAACTGCCTTCGTGGGCTATGTCCTGCCATGAGGGCA---------AATATCATTCTGAGGGGCCACCGTAATCACCAACCTATTCTCGGCCCTCCCATACGTCGGACAAACCCTAGTAGAATGAGCTTGAGGGGGATTCTCGGTAGACAACCCAACCCTAACC
Baikal Teal
TTGGTTCGGGGTATGG-----------------------GGTTAGCAGCGGTGTGTGTGTTGGGTAGGATGGGCGGGGGTTGTATTGATGAGATTAGTAGTAT-------GGGAGTGGGAGGGGAAAATAA------------TGTGTTAGTTGGGGGGTGACTGTTAAAATACCGCCAAAAGATAAAATTTGAAATCTGGTTAGGCTGGTGTTAGGGTTCTTTGTTTTTGGGGTTTGGCAGAGATGT--------GTTTA-AGTGCTGTGGCCAGAAGCGGGGGAGGGGGGGTTTGGTGGAAATTTTTTGTTATGATGTCTGTGTGGAAAGCGGCTGTGCAGACATTCAATTGTCCTACAAGCATAATTAACACACTTTAGTAGGTATGTTCGCCTATAATATTAACGTAGGTGCG---ATAAATAATGGGATGAGGCAGGAATCAAAGACAGATACTGCGACATAGGGTGCTCGCTCCAGCGTCTCGCAATGCTATCGCGTGCACCCCCCCAGACGAAAATACCAAATGCATGGAGAGCTCCCGTGAGTGTAATAGGGTGATAGTCCATCGTGATGTC
Human
ATCCGTGCAGAACTTGGCCAACCCGGAACCCTCCTAGGAGACGACCAAATCTATAACGTAATTGTCACCGCCCATGCCTTCGTGATAATCTTCTTCATAGTGATACCAATCATGATCGGTGGGTTTGGAAACTGACTAGTCCCACTTATAATCGGTGCCCCTGATATAGCATTTCCACGCATAAACAACATAAGCTTCTGACTATTACCCTCCTAGCCTCTTCCACAGTAGAAGCTGAGCCGGCACAGGATGAACAGTATACCCCCCTCTAGCTGGCAATCTAGCTCATGCTGGAGCCTCAGTAGACCTAGCAATCTTCTCTCTTCACTTAGCAGGTGTGTCTTCCATTCTGGGTGCTATCAACTTTATCACTACAGCCATCAACATAAAACCCCCTGCCCTCTCACAATATCAAACCCCACTATTCGTATGATCCGTACTCATCACTGCCGTCCTATTACTACTTTCACTCCCAGTGCTTGCCGCAGGCATTACTATGCTACTTACAGACCGAAACCTAAACACAACATTCTTCGATCCCGCCGGAGGCGGTGACCCTGTACTGTACCAACACCTC---
Herring Gull
------------------------------------------------------------ATCGTCACAGCCCATGCTTTCGTCATAATCTTCTTTATAGTTATACCCATCATGATCGGTGGCTTCGGAAACTGACTAGTCCCGCTTATAATCGGTGCCCCAGACATAGCATTCCCCCGCATAAATAACATAAGCTTCTGACTCCTCCCTTACTAGCCTCATCTACCGTAGAAGCTGGGCCGGCACAGGATGGACAGTTTACCCCCCTTTAGCCGGCAACCTAGCCCACGCTGGCGCATCAGTAGACCTAGCCATCTTTTCATTACACTTAGCAGGTGTTTCCTCCATTCTAGGAGCCATCAACTTTATCACTACCATCATCAACATAAAACCCCCCGCACTGTCACAATACCAAACACCCCTATTCGTATGATCCGTCCTCATTACTGCCATCCTACTACTCCTCTCCTTACCCGTCCTAGCAGCTGGGATTACCATACTACTTACCGACCGCAACCTTAACACCACATTCTTCGACCCAGCTGGAGGAGGAGACCCAATCCTATACCAACACCTATTC
Chicken
-CAACCTCA---------------GGACTAATCATATGATTCCACTATAACTCATCCGCCCT----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ATTAGCTACCGGCCTCTTGTCCATACTCCTAGT---------------------------------------------------------------------------------------------------------------------------AATGCTCCAATGATGGCGGGATATTGTTCGAGAAAGTACC------------TTCCAAGGCCACCACACCCCCACAGTGCAAAAAGGCCTACGATACGGCATGATCCTCTCATCCGAGGCATTC
Redhead
Out[58]:
['Cinnamon Teal',
'Domestic Cat',
'Kelp Gull',
'Blue-Winged Teal',
'Baikal Teal',
'Human',
'Herring Gull',
'Chicken',
'Redhead']
In [59]:
# Impute the COI sequence based on the host species name, ignoring the sequences that have gaps in them.
for n, d in G.nodes(data=True):
try:
hs = d['host_species']
assert hs not in ignored
G.node[n]['coi_sequence'] = host_coi[hs]
except:
G.node[n]['coi_sequence'] = None
In [60]:
# Compute proportion under data.
# Load the patristic distance data.
pds = nx.read_gpickle('supp_data/patristic_distances.pkl')
def proportion_reassortant_coi(G, dist_metric, pds=None):
"""
Parameters
- G: the network data, either shuffled or not shuffled.
- dist_metric: (str) the distance metric.
- hamming: uses hamming distance between
"""
assert dist_metric in ['hamming', 'evolutionary']
data = dict()
if dist_metric == 'hamming':
bins = np.arange(0,0.3,0.05) # note: this has been hard-coded
if dist_metric == 'evolutionary':
assert isinstance(pds, nx.Graph)
bins = np.arange(0,1.4,0.1)
for b in bins:
data[b] = dict()
data[b]['reassortant'] = 0
data[b]['clonal'] = 0
for sc, sk, d in G.edges(data=True):
# Compute the appropriate distance metric.
if dist_metric == 'hamming':
sc_coi = G.node[sc]['coi_sequence']
sk_coi = G.node[sk]['coi_sequence']
if sc_coi and sk_coi:
dist = distance(str(sc_coi.seq), str(sk_coi.seq)) / len(str(sc_coi.seq))
b = bins[int(np.digitize(dist, bins)) - 1]
if d['edge_type'] == 'reassortant':
data[b]['reassortant'] += d['weight']
else:
data[b]['clonal'] += d['weight']
if dist_metric == 'evolutionary':
sc_host = G.node[sc]['host_species']
sk_host = G.node[sk]['host_species']
if pds.has_node(sc_host) and pds.has_node(sk_host):
dist = pds[sc_host][sk_host]['pd']
b = bins[int(np.digitize(dist, bins)) - 1]
if d['edge_type'] == 'reassortant':
data[b]['reassortant'] += d['weight']
else:
data[b]['clonal'] += d['weight']
return data
coi_data = proportion_reassortant_coi(G, dist_metric='hamming', pds=pds)
In [61]:
coi_data
Out[61]:
{0.0: {'clonal': 3009.9999999999986, 'reassortant': 505.95952380952383},
0.050000000000000003: {'clonal': 360.5, 'reassortant': 203.59523809523802},
0.10000000000000001: {'clonal': 44.0, 'reassortant': 30.0},
0.15000000000000002: {'clonal': 83.0, 'reassortant': 88.33333333333333},
0.20000000000000001: {'clonal': 38.0, 'reassortant': 5.5},
0.25: {'clonal': 0, 'reassortant': 0}}
In [62]:
# Temporary cell
prop_reassortant = dict()
for k, v in coi_data.items():
try:
prop_reassortant[k] = v['reassortant'] / (v['clonal'] + v['reassortant'])
except:
prop_reassortant[k] = 0
prop_reassortant
Out[62]:
{0.0: 0.14390368273105703,
0.050000000000000003: 0.36092351848725296,
0.10000000000000001: 0.40540540540540543,
0.15000000000000002: 0.5155642023346304,
0.20000000000000001: 0.12643678160919541,
0.25: 0}
In [63]:
# Computes proportion under null: shuffle host COIs
def null_proportion_reassortant_coi(G, dist_metric, pds):
if dist_metric == 'hamming':
trait = 'coi_sequence'
if dist_metric == 'evolutionary':
trait = 'host_species'
host_trait = [d[trait] for n, d in G.nodes(data=True)]
shuffle(host_trait)
G_shuffled = G.copy()
for i, (n, d) in enumerate(G_shuffled.nodes(data=True)):
G_shuffled.node[n][trait] = host_trait[i]
return proportion_reassortant_coi(G_shuffled, dist_metric, pds)
In [64]:
start = time()
results = Parallel(n_jobs=-1)(delayed(null_proportion_reassortant_coi)(G, dist_metric='hamming', pds=pds) for i in range(500))
end = time()
print(end - start)
1516.4890851974487
In [65]:
# View the results of permutation test simulation
results
Out[65]:
[{0.0: {'clonal': 464.2421957671952, 'reassortant': 61.97403381642512},
0.050000000000000003: {'clonal': 151.08969404186794,
'reassortant': 13.91111111111111},
0.10000000000000001: {'clonal': 36.650000000000006,
'reassortant': 2.388888888888889},
0.15000000000000002: {'clonal': 172.5094276094276,
'reassortant': 22.93650793650794},
0.20000000000000001: {'clonal': 689.4114749984316,
'reassortant': 92.61742581090408},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 449.92518518518455, 'reassortant': 59.64166666666672},
0.050000000000000003: {'clonal': 131.14285714285714,
'reassortant': 11.236111111111112},
0.10000000000000001: {'clonal': 27.944444444444446,
'reassortant': 5.777777777777778},
0.15000000000000002: {'clonal': 189.94867724867728,
'reassortant': 30.33611111111112},
0.20000000000000001: {'clonal': 705.5253968253966,
'reassortant': 81.88611111111115},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 456.34924085576176, 'reassortant': 70.09290890269156},
0.050000000000000003: {'clonal': 156.09579365079367,
'reassortant': 28.105072463768114},
0.10000000000000001: {'clonal': 39.38253968253969,
'reassortant': 6.916666666666666},
0.15000000000000002: {'clonal': 219.26805383022776,
'reassortant': 28.904589371980673},
0.20000000000000001: {'clonal': 603.6224269611228,
'reassortant': 80.71376811594207},
0.25: {'clonal': 0.1111111111111111, 'reassortant': 0}},
{0.0: {'clonal': 424.98886013342525, 'reassortant': 66.78550724637682},
0.050000000000000003: {'clonal': 134.00682539682538,
'reassortant': 12.577294685990339},
0.10000000000000001: {'clonal': 50.13888888888889, 'reassortant': 1.5},
0.15000000000000002: {'clonal': 202.19470899470898,
'reassortant': 31.543650793650798},
0.20000000000000001: {'clonal': 621.6452104899929,
'reassortant': 89.37294685990341},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 479.4033068783064, 'reassortant': 63.7777777777778},
0.050000000000000003: {'clonal': 151.9784103979756,
'reassortant': 18.21111111111111},
0.10000000000000001: {'clonal': 42.561640211640224, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 212.14417989417987,
'reassortant': 22.333333333333336},
0.20000000000000001: {'clonal': 696.0945882217619,
'reassortant': 79.76587301587305},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 457.63270803270774, 'reassortant': 63.74484126984128},
0.050000000000000003: {'clonal': 148.56090982286636,
'reassortant': 17.944444444444457},
0.10000000000000001: {'clonal': 40.36468253968254,
'reassortant': 1.388888888888889},
0.15000000000000002: {'clonal': 212.27738095238098,
'reassortant': 24.055555555555554},
0.20000000000000001: {'clonal': 687.0420912018736,
'reassortant': 89.32261904761909},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 450.14679664136173, 'reassortant': 58.1083333333334},
0.050000000000000003: {'clonal': 133.09071428571428,
'reassortant': 18.750000000000007},
0.10000000000000001: {'clonal': 35.016190476190474, 'reassortant': 3.625},
0.15000000000000002: {'clonal': 189.70805498044624,
'reassortant': 29.569444444444446},
0.20000000000000001: {'clonal': 741.829060271452,
'reassortant': 89.1722222222223},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.0018633540373, 'reassortant': 65.89806763285024},
0.050000000000000003: {'clonal': 143.76587301587298,
'reassortant': 13.345289855072462},
0.10000000000000001: {'clonal': 61.567552334943656,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 199.06792040487687,
'reassortant': 22.416666666666668},
0.20000000000000001: {'clonal': 698.42548884288,
'reassortant': 76.40169082125605},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 483.82829851307963, 'reassortant': 65.1952898550725},
0.050000000000000003: {'clonal': 157.70828471045868,
'reassortant': 16.981884057971016},
0.10000000000000001: {'clonal': 47.116666666666674,
'reassortant': 3.9166666666666665},
0.15000000000000002: {'clonal': 211.0337301587301,
'reassortant': 23.81340579710145},
0.20000000000000001: {'clonal': 692.5712952506437,
'reassortant': 83.00446859903387},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.5628019323669, 'reassortant': 66.9786231884058},
0.050000000000000003: {'clonal': 114.88611111111113,
'reassortant': 14.249999999999998},
0.10000000000000001: {'clonal': 40.66666666666667,
'reassortant': 6.666666666666666},
0.15000000000000002: {'clonal': 175.02870370370374,
'reassortant': 26.396428571428572},
0.20000000000000001: {'clonal': 642.6175868414996,
'reassortant': 78.63131469979298},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 419.91907062341824, 'reassortant': 51.554278812974474},
0.050000000000000003: {'clonal': 119.11031746031745,
'reassortant': 15.333333333333332},
0.10000000000000001: {'clonal': 34.34021164021164,
'reassortant': 5.543478260869565},
0.15000000000000002: {'clonal': 204.79808802308813,
'reassortant': 25.575000000000003},
0.20000000000000001: {'clonal': 653.5905279503106,
'reassortant': 89.77258454106281},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 444.2474074074075, 'reassortant': 65.77173913043481},
0.050000000000000003: {'clonal': 149.16190476190476,
'reassortant': 13.065217391304348},
0.10000000000000001: {'clonal': 50.31481481481482,
'reassortant': 4.416666666666667},
0.15000000000000002: {'clonal': 205.40164021164017,
'reassortant': 26.98792270531401},
0.20000000000000001: {'clonal': 669.0003968253966,
'reassortant': 68.52306763285029},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 450.68947089947073, 'reassortant': 60.26147342995173},
0.050000000000000003: {'clonal': 136.32142857142856,
'reassortant': 17.194444444444443},
0.10000000000000001: {'clonal': 39.03333333333333, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 174.5753968253968,
'reassortant': 24.555555555555557},
0.20000000000000001: {'clonal': 678.4611904761911,
'reassortant': 82.64625603864745},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 440.7384115481937, 'reassortant': 54.93466183574882},
0.050000000000000003: {'clonal': 142.0112433862434,
'reassortant': 17.944444444444443},
0.10000000000000001: {'clonal': 41.9957671957672, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 162.88317460317458,
'reassortant': 38.128623188405804},
0.20000000000000001: {'clonal': 626.1067184265015,
'reassortant': 81.12161835748796},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 418.2793386243386, 'reassortant': 64.36473429951691},
0.050000000000000003: {'clonal': 113.56216931216935,
'reassortant': 15.307367149758456},
0.10000000000000001: {'clonal': 42.20238095238095,
'reassortant': 3.972222222222222},
0.15000000000000002: {'clonal': 192.10912698412702,
'reassortant': 31.90458937198069},
0.20000000000000001: {'clonal': 631.3564021164023,
'reassortant': 90.61490683229816},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 470.71202208419555, 'reassortant': 56.23611111111115},
0.050000000000000003: {'clonal': 138.3968253968254,
'reassortant': 13.025362318840575},
0.10000000000000001: {'clonal': 28.53333333333333,
'reassortant': 5.916666666666666},
0.15000000000000002: {'clonal': 197.51402116402116, 'reassortant': 24.25},
0.20000000000000001: {'clonal': 679.7343501265232,
'reassortant': 86.38466183574886},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.9220347365997, 'reassortant': 62.90833333333333},
0.050000000000000003: {'clonal': 125.00092592592593, 'reassortant': 17.125},
0.10000000000000001: {'clonal': 55.43333333333333, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 204.37924315619975,
'reassortant': 17.285714285714285},
0.20000000000000001: {'clonal': 668.7676719576714,
'reassortant': 104.86309523809524},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 448.81441798941785, 'reassortant': 62.446428571428605},
0.050000000000000003: {'clonal': 138.39087301587304,
'reassortant': 15.568478260869565},
0.10000000000000001: {'clonal': 42.447751322751316, 'reassortant': 8.25},
0.15000000000000002: {'clonal': 171.34788359788357,
'reassortant': 21.89673913043478},
0.20000000000000001: {'clonal': 624.4825757575748,
'reassortant': 88.96309523809528},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 435.4480676328495, 'reassortant': 57.035628019323696},
0.050000000000000003: {'clonal': 130.57769726247986,
'reassortant': 11.277777777777779},
0.10000000000000001: {'clonal': 36.76785714285714,
'reassortant': 6.638888888888889},
0.15000000000000002: {'clonal': 216.78497239475502,
'reassortant': 21.226190476190474},
0.20000000000000001: {'clonal': 712.8498389694054,
'reassortant': 78.6443236714976},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.2691131815043, 'reassortant': 73.87028985507246},
0.050000000000000003: {'clonal': 108.08326662065792,
'reassortant': 20.527777777777803},
0.10000000000000001: {'clonal': 31.893121693121685,
'reassortant': 3.5714285714285716},
0.15000000000000002: {'clonal': 188.78439153439155,
'reassortant': 29.765873015873016},
0.20000000000000001: {'clonal': 650.5784644582477,
'reassortant': 113.89268461007595},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 490.06502530480714, 'reassortant': 68.26388888888889},
0.050000000000000003: {'clonal': 148.13452380952378,
'reassortant': 17.138888888888886},
0.10000000000000001: {'clonal': 37.833333333333336, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 207.17129629629628,
'reassortant': 33.722222222222214},
0.20000000000000001: {'clonal': 670.2718219461698,
'reassortant': 91.70833333333336},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 433.8755820105818, 'reassortant': 60.3768115942029},
0.050000000000000003: {'clonal': 134.74166666666667,
'reassortant': 22.081884057971017},
0.10000000000000001: {'clonal': 39.125, 'reassortant': 7.5},
0.15000000000000002: {'clonal': 193.219708994709,
'reassortant': 30.793478260869563},
0.20000000000000001: {'clonal': 613.9106349206353,
'reassortant': 103.44021739130434},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 458.9534572432394, 'reassortant': 68.99563492063493},
0.050000000000000003: {'clonal': 128.13452380952384,
'reassortant': 13.874999999999998},
0.10000000000000001: {'clonal': 41.75, 'reassortant': 2.7222222222222223},
0.15000000000000002: {'clonal': 202.77142857142854,
'reassortant': 26.06388888888889},
0.20000000000000001: {'clonal': 685.081820063994,
'reassortant': 104.53174603174607},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 391.00604439843573, 'reassortant': 68.28730158730158},
0.050000000000000003: {'clonal': 139.5854094778008,
'reassortant': 16.988095238095237},
0.10000000000000001: {'clonal': 38.37218196457329,
'reassortant': 3.583333333333333},
0.15000000000000002: {'clonal': 197.64555555555552,
'reassortant': 28.666666666666668},
0.20000000000000001: {'clonal': 646.5212157809982,
'reassortant': 91.52222222222223},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 432.1497354497353, 'reassortant': 67.66099033816425},
0.050000000000000003: {'clonal': 114.10846560846562,
'reassortant': 14.577294685990339},
0.10000000000000001: {'clonal': 30.920289855072465,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 174.49470899470901,
'reassortant': 24.319444444444443},
0.20000000000000001: {'clonal': 640.18523694502,
'reassortant': 82.1132850241546},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 510.7915237258712, 'reassortant': 53.29987922705316},
0.050000000000000003: {'clonal': 146.24648148148148,
'reassortant': 12.271739130434781},
0.10000000000000001: {'clonal': 34.57037037037037,
'reassortant': 4.410628019323671},
0.15000000000000002: {'clonal': 251.7133862433863,
'reassortant': 27.182367149758456},
0.20000000000000001: {'clonal': 711.013966058096,
'reassortant': 80.88502415458939},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 424.277895100069, 'reassortant': 57.506573498964805},
0.050000000000000003: {'clonal': 109.72738095238094,
'reassortant': 16.01031746031746},
0.10000000000000001: {'clonal': 39.31715550954682, 'reassortant': 8.5},
0.15000000000000002: {'clonal': 174.91359673337934,
'reassortant': 27.56944444444445},
0.20000000000000001: {'clonal': 607.3777225672876,
'reassortant': 80.44630779848171},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.1007142857133, 'reassortant': 47.70000000000001},
0.050000000000000003: {'clonal': 124.4275661375662,
'reassortant': 21.938492063492067},
0.10000000000000001: {'clonal': 41.94259259259261,
'reassortant': 5.291666666666667},
0.15000000000000002: {'clonal': 220.6835185185185,
'reassortant': 20.2876121463078},
0.20000000000000001: {'clonal': 648.1806613756613,
'reassortant': 82.54784334023466},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 434.74709611644397, 'reassortant': 56.55555555555556},
0.050000000000000003: {'clonal': 158.55719576719582, 'reassortant': 22.25},
0.10000000000000001: {'clonal': 37.74537037037037,
'reassortant': 7.916666666666666},
0.15000000000000002: {'clonal': 197.35185185185185,
'reassortant': 35.86944444444444},
0.20000000000000001: {'clonal': 638.3709512307338,
'reassortant': 91.6234126984127},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 467.7649999999998, 'reassortant': 60.83333333333333},
0.050000000000000003: {'clonal': 142.03174603174602,
'reassortant': 21.541666666666664},
0.10000000000000001: {'clonal': 31.685185185185187,
'reassortant': 7.666666666666666},
0.15000000000000002: {'clonal': 192.46939153439155,
'reassortant': 31.805555555555568},
0.20000000000000001: {'clonal': 655.5931216931207,
'reassortant': 97.16865079365081},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 446.2348366689667, 'reassortant': 58.1638888888889},
0.050000000000000003: {'clonal': 141.85978835978835,
'reassortant': 16.416666666666668},
0.10000000000000001: {'clonal': 40.25, 'reassortant': 4.571428571428571},
0.15000000000000002: {'clonal': 182.9078697952611,
'reassortant': 24.27777777777778},
0.20000000000000001: {'clonal': 706.9236853002066,
'reassortant': 88.56666666666669},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 450.08109668109654, 'reassortant': 60.3345238095238},
0.050000000000000003: {'clonal': 122.69246031746033,
'reassortant': 19.833333333333336},
0.10000000000000001: {'clonal': 41.09656084656085, 'reassortant': 7.5},
0.15000000000000002: {'clonal': 164.17817460317465,
'reassortant': 34.41666666666667},
0.20000000000000001: {'clonal': 718.9678932178925,
'reassortant': 107.72698412698412},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 469.93545412719254, 'reassortant': 63.419444444444444},
0.050000000000000003: {'clonal': 119.82010582010584,
'reassortant': 25.569444444444443},
0.10000000000000001: {'clonal': 42.10978835978836,
'reassortant': 6.305555555555555},
0.15000000000000002: {'clonal': 184.67671957671962,
'reassortant': 27.583333333333368},
0.20000000000000001: {'clonal': 716.3315957713778,
'reassortant': 75.63055555555556},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 467.4313204508852, 'reassortant': 62.99166666666669},
0.050000000000000003: {'clonal': 140.97932482171612,
'reassortant': 15.183333333333334},
0.10000000000000001: {'clonal': 42.66904761904762, 'reassortant': 8.25},
0.15000000000000002: {'clonal': 173.79960317460322,
'reassortant': 23.692857142857143},
0.20000000000000001: {'clonal': 687.761559696342,
'reassortant': 91.17777777777782},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.4723544973536, 'reassortant': 64.79792960662525},
0.050000000000000003: {'clonal': 139.7650793650794,
'reassortant': 19.343650793650788},
0.10000000000000001: {'clonal': 61.68571428571428,
'reassortant': 7.638888888888889},
0.15000000000000002: {'clonal': 229.84939153439154,
'reassortant': 21.94665286404419},
0.20000000000000001: {'clonal': 636.1256349206337,
'reassortant': 86.48788819875777},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.25663676098384, 'reassortant': 48.930124223602526},
0.050000000000000003: {'clonal': 130.14849206349203,
'reassortant': 14.118961352657005},
0.10000000000000001: {'clonal': 53.39748677248677,
'reassortant': 5.993961352657005},
0.15000000000000002: {'clonal': 205.18624338624343,
'reassortant': 25.85101794340926},
0.20000000000000001: {'clonal': 737.9979558525217,
'reassortant': 81.32479296066255},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.27873977873935, 'reassortant': 51.341183574879246},
0.050000000000000003: {'clonal': 164.5611111111112,
'reassortant': 20.01388888888889},
0.10000000000000001: {'clonal': 41.7, 'reassortant': 4.5772946859903385},
0.15000000000000002: {'clonal': 178.3190476190476,
'reassortant': 29.017857142857167},
0.20000000000000001: {'clonal': 726.5328523328517,
'reassortant': 88.35481366459629},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 402.5835185185186, 'reassortant': 64.2199792960663},
0.050000000000000003: {'clonal': 150.28181159420288,
'reassortant': 15.291666666666668},
0.10000000000000001: {'clonal': 49.299748102139404, 'reassortant': 1.625},
0.15000000000000002: {'clonal': 185.01322751322746,
'reassortant': 34.404761904761905},
0.20000000000000001: {'clonal': 693.6674856222684,
'reassortant': 107.1149068322982},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 404.5662698412695, 'reassortant': 62.64087301587302},
0.050000000000000003: {'clonal': 108.12500000000001,
'reassortant': 16.055555555555557},
0.10000000000000001: {'clonal': 25.61904761904762, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 175.50224867724864,
'reassortant': 23.597222222222232},
0.20000000000000001: {'clonal': 625.9499999999999,
'reassortant': 87.39285714285715},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.96700106656624, 'reassortant': 63.20300207039338},
0.050000000000000003: {'clonal': 141.31666666666666, 'reassortant': 11.125},
0.10000000000000001: {'clonal': 35.507936507936506,
'reassortant': 3.8333333333333326},
0.15000000000000002: {'clonal': 186.1480158730159,
'reassortant': 29.98809523809524},
0.20000000000000001: {'clonal': 646.9018116987679,
'reassortant': 79.71283643892345},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 459.8722222222217, 'reassortant': 60.34722222222224},
0.050000000000000003: {'clonal': 143.7927777777778,
'reassortant': 18.888888888888886},
0.10000000000000001: {'clonal': 40.23074074074075, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 186.55608465608466, 'reassortant': 20.85},
0.20000000000000001: {'clonal': 701.0655026455025,
'reassortant': 99.15555555555564},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 481.8281704205618, 'reassortant': 60.41865079365084},
0.050000000000000003: {'clonal': 118.90476190476193,
'reassortant': 14.916666666666666},
0.10000000000000001: {'clonal': 50.03284030784034,
'reassortant': 6.805555555555555},
0.15000000000000002: {'clonal': 183.78862433862432,
'reassortant': 21.571428571428573},
0.20000000000000001: {'clonal': 659.30146652864,
'reassortant': 94.9472222222223},
0.25: {'clonal': 0.5, 'reassortant': 0}},
{0.0: {'clonal': 507.7189989961719, 'reassortant': 59.01587301587306},
0.050000000000000003: {'clonal': 123.28091212330342,
'reassortant': 13.152777777777771},
0.10000000000000001: {'clonal': 37.9537037037037, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 187.97499581738714,
'reassortant': 22.458333333333336},
0.20000000000000001: {'clonal': 706.0511418533149,
'reassortant': 93.07341269841277},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 501.7318783068779, 'reassortant': 55.6077639751553},
0.050000000000000003: {'clonal': 130.59375661375665,
'reassortant': 21.38514492753623},
0.10000000000000001: {'clonal': 24.884523809523806,
'reassortant': 5.827294685990338},
0.15000000000000002: {'clonal': 167.46711159211165,
'reassortant': 29.98840579710145},
0.20000000000000001: {'clonal': 660.4057936507924,
'reassortant': 91.84171842650106},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 477.83373015872974, 'reassortant': 50.50084541062802},
0.050000000000000003: {'clonal': 111.84449620427883,
'reassortant': 19.333333333333336},
0.10000000000000001: {'clonal': 40.1931216931217, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 195.720594662986,
'reassortant': 29.43888888888889},
0.20000000000000001: {'clonal': 681.0132907752468,
'reassortant': 66.38514492753623},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 458.6348263170001, 'reassortant': 75.87500000000001},
0.050000000000000003: {'clonal': 146.82866344605475,
'reassortant': 16.416666666666664},
0.10000000000000001: {'clonal': 32.0, 'reassortant': 5.821428571428571},
0.15000000000000002: {'clonal': 178.49047619047616,
'reassortant': 25.16666666666667},
0.20000000000000001: {'clonal': 742.1301173222904,
'reassortant': 94.82142857142864},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 488.7511502185411, 'reassortant': 55.849206349206355},
0.050000000000000003: {'clonal': 109.24585921325054,
'reassortant': 17.863888888888894},
0.10000000000000001: {'clonal': 52.9537037037037,
'reassortant': 4.166666666666666},
0.15000000000000002: {'clonal': 167.67526455026453,
'reassortant': 26.871428571428574},
0.20000000000000001: {'clonal': 706.1815447434993,
'reassortant': 82.52261904761909},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.43896825396786, 'reassortant': 55.865873015873035},
0.050000000000000003: {'clonal': 129.07275132275134,
'reassortant': 17.34722222222222},
0.10000000000000001: {'clonal': 37.09259259259259, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 217.98089947089946,
'reassortant': 25.14166666666667},
0.20000000000000001: {'clonal': 646.9628042328043,
'reassortant': 84.84285714285718},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.3526052449964, 'reassortant': 57.22474120082817},
0.050000000000000003: {'clonal': 157.3268115942029,
'reassortant': 14.646739130434781},
0.10000000000000001: {'clonal': 41.16252587991718, 'reassortant': 2.0},
0.15000000000000002: {'clonal': 198.91944444444445,
'reassortant': 23.527777777777775},
0.20000000000000001: {'clonal': 666.2575511847251,
'reassortant': 82.24758454106282},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 494.4058201058192, 'reassortant': 66.02222222222224},
0.050000000000000003: {'clonal': 118.21574074074076,
'reassortant': 24.277777777777782},
0.10000000000000001: {'clonal': 46.833333333333336,
'reassortant': 6.777777777777777},
0.15000000000000002: {'clonal': 182.57394179894183, 'reassortant': 25.75},
0.20000000000000001: {'clonal': 700.9291005290997,
'reassortant': 91.75555555555559},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 404.2035714285712, 'reassortant': 64.19285714285715},
0.050000000000000003: {'clonal': 131.26502645502646,
'reassortant': 14.319444444444445},
0.10000000000000001: {'clonal': 40.375, 'reassortant': 6.722222222222221},
0.15000000000000002: {'clonal': 220.444708994709,
'reassortant': 29.745945479641165},
0.20000000000000001: {'clonal': 598.6566931216928,
'reassortant': 89.03060731538994},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.11649413388545, 'reassortant': 58.6800724637681},
0.050000000000000003: {'clonal': 133.49894179894181, 'reassortant': 10.75},
0.10000000000000001: {'clonal': 38.961111111111116,
'reassortant': 4.433333333333334},
0.15000000000000002: {'clonal': 210.6982401656315,
'reassortant': 24.477777777777778},
0.20000000000000001: {'clonal': 607.6948125143775,
'reassortant': 99.64763630089716},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.2255923625484, 'reassortant': 59.99956866804699},
0.050000000000000003: {'clonal': 151.01530365769497,
'reassortant': 13.333333333333332},
0.10000000000000001: {'clonal': 42.54166666666667,
'reassortant': 2.6666666666666665},
0.15000000000000002: {'clonal': 204.96364964343235, 'reassortant': 20.0},
0.20000000000000001: {'clonal': 665.1796802392458,
'reassortant': 94.28435127674264},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 507.38606667084906, 'reassortant': 66.73894064872324},
0.050000000000000003: {'clonal': 125.68726132965263,
'reassortant': 20.694444444444464},
0.10000000000000001: {'clonal': 46.177737520128815,
'reassortant': 10.916666666666666},
0.15000000000000002: {'clonal': 180.1437788861702,
'reassortant': 23.53743961352657},
0.20000000000000001: {'clonal': 726.0715038584603,
'reassortant': 82.3043305728089},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 411.6980158730158, 'reassortant': 58.000000000000014},
0.050000000000000003: {'clonal': 115.77777777777777,
'reassortant': 22.68452380952381},
0.10000000000000001: {'clonal': 45.84285714285714,
'reassortant': 6.166666666666667},
0.15000000000000002: {'clonal': 213.9222582972583,
'reassortant': 28.259834368530026},
0.20000000000000001: {'clonal': 608.9004689754693,
'reassortant': 83.38550724637682},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 481.3377375201285, 'reassortant': 73.0096618357488},
0.050000000000000003: {'clonal': 126.56027260179432,
'reassortant': 17.555486542443067},
0.10000000000000001: {'clonal': 44.796296296296305, 'reassortant': 2.0},
0.15000000000000002: {'clonal': 205.04365079365078,
'reassortant': 26.315217391304344},
0.20000000000000001: {'clonal': 698.2846779388078,
'reassortant': 96.11333678398897},
0.25: {'clonal': 2.0666666666666664, 'reassortant': 0}},
{0.0: {'clonal': 443.59423280423266, 'reassortant': 66.79070048309183},
0.050000000000000003: {'clonal': 115.66301587301588,
'reassortant': 18.02777777777778},
0.10000000000000001: {'clonal': 44.625, 'reassortant': 4.541666666666666},
0.15000000000000002: {'clonal': 186.0342592592593,
'reassortant': 20.847222222222225},
0.20000000000000001: {'clonal': 630.2285449735449,
'reassortant': 89.34718771566602},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 414.03483593700975, 'reassortant': 61.48599033816424},
0.050000000000000003: {'clonal': 95.81269841269841,
'reassortant': 13.402777777777779},
0.10000000000000001: {'clonal': 30.630434782608695,
'reassortant': 5.282367149758454},
0.15000000000000002: {'clonal': 164.88333333333333,
'reassortant': 30.211111111111112},
0.20000000000000001: {'clonal': 596.7361027458849,
'reassortant': 93.17306763285025},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 451.63518518518464, 'reassortant': 63.09920634920636},
0.050000000000000003: {'clonal': 154.65555555555557,
'reassortant': 23.194444444444443},
0.10000000000000001: {'clonal': 48.16666666666667, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 178.71111111111114,
'reassortant': 34.04365079365079},
0.20000000000000001: {'clonal': 678.4322751322741,
'reassortant': 80.57341269841271},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 472.43986772486755, 'reassortant': 54.110507246376805},
0.050000000000000003: {'clonal': 131.1686231884058,
'reassortant': 15.916666666666668},
0.10000000000000001: {'clonal': 39.828703703703695, 'reassortant': 6.25},
0.15000000000000002: {'clonal': 155.33087301587307,
'reassortant': 27.027777777777775},
0.20000000000000001: {'clonal': 709.8627110651021,
'reassortant': 92.04806763285022},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 499.52972049689447, 'reassortant': 55.472222222222236},
0.050000000000000003: {'clonal': 132.58712905452035,
'reassortant': 15.958333333333334},
0.10000000000000001: {'clonal': 52.019271911663225,
'reassortant': 4.944444444444444},
0.15000000000000002: {'clonal': 213.8935185185185,
'reassortant': 33.027777777777786},
0.20000000000000001: {'clonal': 703.0904613421997,
'reassortant': 81.0138888888889},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 440.0195767195761, 'reassortant': 63.09974120082816},
0.050000000000000003: {'clonal': 132.7850241545894,
'reassortant': 20.266666666666666},
0.10000000000000001: {'clonal': 44.0462962962963, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 210.94742005981138,
'reassortant': 29.59722222222222},
0.20000000000000001: {'clonal': 640.1998274672184,
'reassortant': 90.65940303657699},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 475.20119894598133, 'reassortant': 54.816666666666684},
0.050000000000000003: {'clonal': 112.10084656084658,
'reassortant': 21.083333333333332},
0.10000000000000001: {'clonal': 34.611111111111114, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 167.24087301587298,
'reassortant': 28.91666666666667},
0.20000000000000001: {'clonal': 662.5823077566563,
'reassortant': 101.31388888888891},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 448.8926673567973, 'reassortant': 50.49806763285025},
0.050000000000000003: {'clonal': 138.2119047619048,
'reassortant': 23.946739130434796},
0.10000000000000001: {'clonal': 40.11904761904762, 'reassortant': 5.3},
0.15000000000000002: {'clonal': 197.2661893259719,
'reassortant': 19.690389924085576},
0.20000000000000001: {'clonal': 643.9534621578098,
'reassortant': 88.28519668737064},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 430.5522084195997, 'reassortant': 60.384661835748815},
0.050000000000000003: {'clonal': 122.72235449735452,
'reassortant': 18.799516908212556},
0.10000000000000001: {'clonal': 40.91693121693122,
'reassortant': 7.111111111111111},
0.15000000000000002: {'clonal': 220.9530940878767,
'reassortant': 27.769444444444463},
0.20000000000000001: {'clonal': 663.3400506096154,
'reassortant': 95.85181159420291},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.2791005291005, 'reassortant': 65.41666666666666},
0.050000000000000003: {'clonal': 125.77526455026458,
'reassortant': 14.01388888888889},
0.10000000000000001: {'clonal': 46.31481481481482,
'reassortant': 3.666666666666667},
0.15000000000000002: {'clonal': 196.4246031746032,
'reassortant': 21.376984126984127},
0.20000000000000001: {'clonal': 687.3028138528135,
'reassortant': 87.2376811594203},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 471.51349206349124, 'reassortant': 49.83567977915803},
0.050000000000000003: {'clonal': 147.2769841269841, 'reassortant': 18.375},
0.10000000000000001: {'clonal': 37.272946859903385, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 177.29175868415004,
'reassortant': 28.97222222222225},
0.20000000000000001: {'clonal': 620.4242696112265,
'reassortant': 77.9005348516218},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 465.57819760754506, 'reassortant': 66.73188405797103},
0.050000000000000003: {'clonal': 125.42248677248675,
'reassortant': 25.983868184955142},
0.10000000000000001: {'clonal': 43.58201058201058,
'reassortant': 4.930555555555555},
0.15000000000000002: {'clonal': 184.48703703703708,
'reassortant': 23.071428571428573},
0.20000000000000001: {'clonal': 687.4738842880151,
'reassortant': 84.9118357487923},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 474.24923280423224, 'reassortant': 58.457539682539704},
0.050000000000000003: {'clonal': 137.75153439153442,
'reassortant': 17.069444444444443},
0.10000000000000001: {'clonal': 41.70370370370371, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 196.00376696572349,
'reassortant': 29.66666666666667},
0.20000000000000001: {'clonal': 711.9122866344609,
'reassortant': 89.11111111111116},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.3919312169301, 'reassortant': 67.0416666666667},
0.050000000000000003: {'clonal': 118.60304232804233,
'reassortant': 11.888888888888888},
0.10000000000000001: {'clonal': 43.13888888888889,
'reassortant': 5.055555555555555},
0.15000000000000002: {'clonal': 210.14894179894182,
'reassortant': 32.81944444444446},
0.20000000000000001: {'clonal': 653.2361743731311,
'reassortant': 96.22222222222229},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 441.3767713365538, 'reassortant': 60.47681159420292},
0.050000000000000003: {'clonal': 166.13597883597888,
'reassortant': 15.271739130434781},
0.10000000000000001: {'clonal': 37.45370370370371,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 182.66309523809522,
'reassortant': 22.82403381642512},
0.20000000000000001: {'clonal': 641.3654709622099,
'reassortant': 94.91243961352662},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 459.0875396825392, 'reassortant': 54.80132850241548},
0.050000000000000003: {'clonal': 135.06283068783068,
'reassortant': 16.466183574879224},
0.10000000000000001: {'clonal': 49.407407407407405,
'reassortant': 8.249999999999998},
0.15000000000000002: {'clonal': 210.91468253968253,
'reassortant': 19.238095238095262},
0.20000000000000001: {'clonal': 672.6865343915338,
'reassortant': 103.98157349896486},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 492.73967908902654, 'reassortant': 50.041407867494826},
0.050000000000000003: {'clonal': 129.17685185185186,
'reassortant': 17.106884057971016},
0.10000000000000001: {'clonal': 42.781084656084666,
'reassortant': 5.833333333333333},
0.15000000000000002: {'clonal': 184.80576259489297,
'reassortant': 17.05952380952381},
0.20000000000000001: {'clonal': 693.4211628709442,
'reassortant': 80.09829192546582},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 463.9915182884749, 'reassortant': 62.71575224292615},
0.050000000000000003: {'clonal': 126.11734069473204,
'reassortant': 15.666666666666668},
0.10000000000000001: {'clonal': 41.735449735449734,
'reassortant': 4.388888888888889},
0.15000000000000002: {'clonal': 172.95000000000005,
'reassortant': 27.224033816425134},
0.20000000000000001: {'clonal': 607.3245250643071,
'reassortant': 82.26483781918567},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 447.0637554635374, 'reassortant': 58.192374051069734},
0.050000000000000003: {'clonal': 128.64498504715897,
'reassortant': 12.98611111111111},
0.10000000000000001: {'clonal': 30.833333333333336,
'reassortant': 6.111111111111111},
0.15000000000000002: {'clonal': 201.1058201058202,
'reassortant': 35.132850241545896},
0.20000000000000001: {'clonal': 633.5389598887424,
'reassortant': 86.7771739130435},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.6755490725047, 'reassortant': 63.44625603864738},
0.050000000000000003: {'clonal': 122.41626984126987,
'reassortant': 18.166666666666668},
0.10000000000000001: {'clonal': 40.861111111111114, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 193.6054888428802,
'reassortant': 22.674516908212567},
0.20000000000000001: {'clonal': 642.1968531066359,
'reassortant': 98.95966183574883},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 412.874206349206, 'reassortant': 67.32536231884058},
0.050000000000000003: {'clonal': 123.1512025012025,
'reassortant': 18.930555555555554},
0.10000000000000001: {'clonal': 39.875, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 196.39999999999995,
'reassortant': 24.166666666666664},
0.20000000000000001: {'clonal': 648.9980687830689,
'reassortant': 91.11067977915805},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 465.7822486772485, 'reassortant': 57.34920634920636},
0.050000000000000003: {'clonal': 126.35502645502646,
'reassortant': 14.666666666666666},
0.10000000000000001: {'clonal': 47.699074074074076, 'reassortant': 5.25},
0.15000000000000002: {'clonal': 207.7661375661376,
'reassortant': 31.097222222222225},
0.20000000000000001: {'clonal': 683.5669047619052,
'reassortant': 89.08809523809526},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 519.770871970219, 'reassortant': 69.76230158730161},
0.050000000000000003: {'clonal': 144.67314814814816,
'reassortant': 15.749999999999998},
0.10000000000000001: {'clonal': 46.09351851851853, 'reassortant': 3.0},
0.15000000000000002: {'clonal': 227.10614603592862,
'reassortant': 21.013888888888893},
0.20000000000000001: {'clonal': 671.1584128029774,
'reassortant': 105.13888888888889},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.2888241629545, 'reassortant': 64.03761214630781},
0.050000000000000003: {'clonal': 118.54748677248678,
'reassortant': 9.305555555555554},
0.10000000000000001: {'clonal': 35.12962962962963, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 207.82920634920643,
'reassortant': 16.611111111111114},
0.20000000000000001: {'clonal': 672.86929188364,
'reassortant': 87.06671842650104},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 442.7757131354957, 'reassortant': 69.04563492063497},
0.050000000000000003: {'clonal': 167.39297561536694,
'reassortant': 21.722222222222225},
0.10000000000000001: {'clonal': 47.16666666666667,
'reassortant': 4.555555555555555},
0.15000000000000002: {'clonal': 179.0573015873016,
'reassortant': 22.974206349206348},
0.20000000000000001: {'clonal': 686.2420634920635,
'reassortant': 103.42142857142868},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 486.1192527762088, 'reassortant': 59.15821256038649},
0.050000000000000003: {'clonal': 156.95486772486777,
'reassortant': 15.196256038647341},
0.10000000000000001: {'clonal': 35.49269841269842,
'reassortant': 4.305555555555555},
0.15000000000000002: {'clonal': 190.65936089675225,
'reassortant': 32.08333333333334},
0.20000000000000001: {'clonal': 660.6980899052633,
'reassortant': 91.26557971014499},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 476.31216931216863, 'reassortant': 71.52570738440306},
0.050000000000000003: {'clonal': 153.81755233494363,
'reassortant': 14.954278812974463},
0.10000000000000001: {'clonal': 30.48333333333333, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 184.37037037037044,
'reassortant': 26.74396135265701},
0.20000000000000001: {'clonal': 653.7356337704159,
'reassortant': 85.27958937198072},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 495.89857142857085, 'reassortant': 68.30729813664595},
0.050000000000000003: {'clonal': 122.56610996089258,
'reassortant': 25.751984126984127},
0.10000000000000001: {'clonal': 39.05555555555556,
'reassortant': 5.527777777777778},
0.15000000000000002: {'clonal': 186.98792270531396,
'reassortant': 25.708333333333332},
0.20000000000000001: {'clonal': 700.4790315159869,
'reassortant': 107.65022429261565},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.95503795721135, 'reassortant': 67.2805555555556},
0.050000000000000003: {'clonal': 120.7955152979066,
'reassortant': 21.533333333333335},
0.10000000000000001: {'clonal': 40.0, 'reassortant': 5.041666666666667},
0.15000000000000002: {'clonal': 181.56152058891195,
'reassortant': 20.827777777777797},
0.20000000000000001: {'clonal': 658.9133183804917,
'reassortant': 96.0630952380953},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 427.1899988497814, 'reassortant': 71.00181159420295},
0.050000000000000003: {'clonal': 116.3835978835979,
'reassortant': 10.032539682539682},
0.10000000000000001: {'clonal': 33.47685185185185,
'reassortant': 4.361111111111111},
0.15000000000000002: {'clonal': 173.07671957671954,
'reassortant': 29.158557625948962},
0.20000000000000001: {'clonal': 662.7416379112041,
'reassortant': 100.10895445134578},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 449.8356084656079, 'reassortant': 63.0138888888889},
0.050000000000000003: {'clonal': 128.1984126984127,
'reassortant': 25.805555555555554},
0.10000000000000001: {'clonal': 37.51547619047619,
'reassortant': 9.555555555555555},
0.15000000000000002: {'clonal': 186.23902116402118,
'reassortant': 21.95833333333334},
0.20000000000000001: {'clonal': 645.8697619047613,
'reassortant': 106.74166666666672},
0.25: {'clonal': 0.07407407407407407, 'reassortant': 0}},
{0.0: {'clonal': 434.20013227513147, 'reassortant': 57.251811594202906},
0.050000000000000003: {'clonal': 126.56904761904765,
'reassortant': 16.02173913043478},
0.10000000000000001: {'clonal': 33.883597883597886,
'reassortant': 5.166666666666666},
0.15000000000000002: {'clonal': 169.2581216931218,
'reassortant': 17.013888888888918},
0.20000000000000001: {'clonal': 653.9041005290994,
'reassortant': 91.92910628019325},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 439.1086991028294, 'reassortant': 52.666666666666686},
0.050000000000000003: {'clonal': 156.36290545203587,
'reassortant': 18.114734299516908},
0.10000000000000001: {'clonal': 44.31755233494363,
'reassortant': 6.944444444444445},
0.15000000000000002: {'clonal': 172.09920634920636,
'reassortant': 23.68055555555556},
0.20000000000000001: {'clonal': 618.5801909362768,
'reassortant': 94.20229468599038},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.1271279043019, 'reassortant': 55.67729468599034},
0.050000000000000003: {'clonal': 126.34444444444446,
'reassortant': 16.083333333333336},
0.10000000000000001: {'clonal': 43.333333333333336, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 197.71190476190478,
'reassortant': 28.71388888888891},
0.20000000000000001: {'clonal': 640.1407004830911,
'reassortant': 92.02028985507245},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 488.6149470899471, 'reassortant': 58.530124223602506},
0.050000000000000003: {'clonal': 102.43055555555556,
'reassortant': 20.61111111111111},
0.10000000000000001: {'clonal': 44.2, 'reassortant': 3.9305555555555554},
0.15000000000000002: {'clonal': 179.0919312169312,
'reassortant': 21.960231193926848},
0.20000000000000001: {'clonal': 688.612037037037,
'reassortant': 84.58360938578333},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 454.2657407407405, 'reassortant': 60.1075396825397},
0.050000000000000003: {'clonal': 132.52605820105825,
'reassortant': 12.008333333333331},
0.10000000000000001: {'clonal': 62.22222222222223, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 240.92791005291005,
'reassortant': 33.52777777777779},
0.20000000000000001: {'clonal': 707.9580687830687,
'reassortant': 88.81111111111116},
0.25: {'clonal': 0.3333333333333333, 'reassortant': 0}},
{0.0: {'clonal': 450.5509374281111, 'reassortant': 58.19401311249136},
0.050000000000000003: {'clonal': 136.34502645502647,
'reassortant': 11.98611111111111},
0.10000000000000001: {'clonal': 35.26751322751324,
'reassortant': 3.0217391304347827},
0.15000000000000002: {'clonal': 169.68082010582012,
'reassortant': 29.194444444444443},
0.20000000000000001: {'clonal': 665.5558293075685,
'reassortant': 83.8288474810214},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 484.67685070163276, 'reassortant': 57.20555555555557},
0.050000000000000003: {'clonal': 128.68364849321372,
'reassortant': 15.333333333333334},
0.10000000000000001: {'clonal': 41.90238095238095,
'reassortant': 7.111111111111111},
0.15000000000000002: {'clonal': 198.56706349206348,
'reassortant': 20.419444444444444},
0.20000000000000001: {'clonal': 602.8675902921558,
'reassortant': 81.96904761904761},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.4625787899699, 'reassortant': 66.13466183574877},
0.050000000000000003: {'clonal': 135.14096503335634,
'reassortant': 15.924516908212558},
0.10000000000000001: {'clonal': 42.903703703703705,
'reassortant': 5.472222222222221},
0.15000000000000002: {'clonal': 194.65000000000003,
'reassortant': 26.688405797101478},
0.20000000000000001: {'clonal': 679.689626178974,
'reassortant': 88.66243961352657},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 435.18595008051517, 'reassortant': 51.57148033126294},
0.050000000000000003: {'clonal': 129.9160052910053,
'reassortant': 18.89673913043478},
0.10000000000000001: {'clonal': 43.66560846560848,
'reassortant': 5.541666666666666},
0.15000000000000002: {'clonal': 225.12227398205658,
'reassortant': 17.509834368530022},
0.20000000000000001: {'clonal': 666.2262939958587,
'reassortant': 94.35300207039337},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 479.8923395445125, 'reassortant': 50.54727398205661},
0.050000000000000003: {'clonal': 134.11654589371983,
'reassortant': 17.27777777777778},
0.10000000000000001: {'clonal': 38.06481481481482, 'reassortant': 7.5},
0.15000000000000002: {'clonal': 162.6682275132276,
'reassortant': 24.75992063492064},
0.20000000000000001: {'clonal': 676.0011617207259,
'reassortant': 77.70410628019326},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 491.8889912583379, 'reassortant': 49.333333333333336},
0.050000000000000003: {'clonal': 120.54944214400739,
'reassortant': 17.3768115942029},
0.10000000000000001: {'clonal': 47.976190476190474,
'reassortant': 5.166666666666667},
0.15000000000000002: {'clonal': 190.95161260639532,
'reassortant': 19.58840579710145},
0.20000000000000001: {'clonal': 698.6220048309176,
'reassortant': 74.89951690821255},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 392.54036922015166, 'reassortant': 67.51388888888891},
0.050000000000000003: {'clonal': 143.39088566827695,
'reassortant': 16.583333333333336},
0.10000000000000001: {'clonal': 43.20370370370371, 'reassortant': 7.0},
0.15000000000000002: {'clonal': 188.79296296296306,
'reassortant': 33.06944444444447},
0.20000000000000001: {'clonal': 636.094338624339,
'reassortant': 105.22681159420294},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.404788359788, 'reassortant': 60.07632850241548},
0.050000000000000003: {'clonal': 152.07769726247986,
'reassortant': 17.706884057971013},
0.10000000000000001: {'clonal': 36.666666666666664,
'reassortant': 6.916666666666666},
0.15000000000000002: {'clonal': 187.1765999539913,
'reassortant': 23.81521739130435},
0.20000000000000001: {'clonal': 764.1866252587993,
'reassortant': 91.54026915113873},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 487.9716931216928, 'reassortant': 77.42777777777782},
0.050000000000000003: {'clonal': 118.72671957671959,
'reassortant': 24.5277777777778},
0.10000000000000001: {'clonal': 39.66111111111111,
'reassortant': 9.61111111111111},
0.15000000000000002: {'clonal': 197.34933862433866,
'reassortant': 30.33333333333334},
0.20000000000000001: {'clonal': 658.4043328732457,
'reassortant': 107.45476190476192},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 422.53021895978384, 'reassortant': 69.27222222222221},
0.050000000000000003: {'clonal': 117.96296296296298,
'reassortant': 18.52777777777778},
0.10000000000000001: {'clonal': 37.82433862433862, 'reassortant': 7.75},
0.15000000000000002: {'clonal': 178.84748677248675,
'reassortant': 27.58611111111111},
0.20000000000000001: {'clonal': 718.3088414162329,
'reassortant': 97.53718081435476},
0.25: {'clonal': 0.25, 'reassortant': 0}},
{0.0: {'clonal': 466.8330400276049, 'reassortant': 46.3888888888889},
0.050000000000000003: {'clonal': 126.71685185185189,
'reassortant': 19.63888888888889},
0.10000000000000001: {'clonal': 38.144444444444446, 'reassortant': 7.75},
0.15000000000000002: {'clonal': 196.55137566137563,
'reassortant': 21.66666666666667},
0.20000000000000001: {'clonal': 666.0140441683917,
'reassortant': 90.55555555555556},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 411.7295341614907, 'reassortant': 64.36111111111113},
0.050000000000000003: {'clonal': 135.65952380952382,
'reassortant': 21.53174603174603},
0.10000000000000001: {'clonal': 30.52314814814815, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 178.06944444444446,
'reassortant': 27.944444444444443},
0.20000000000000001: {'clonal': 662.2297722567282,
'reassortant': 90.36309523809527},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 420.77182539682474, 'reassortant': 62.34920634920636},
0.050000000000000003: {'clonal': 166.55793650793652,
'reassortant': 24.30555555555558},
0.10000000000000001: {'clonal': 33.32592592592593,
'reassortant': 8.055555555555555},
0.15000000000000002: {'clonal': 180.16084656084658,
'reassortant': 29.50000000000001},
0.20000000000000001: {'clonal': 648.9629629629638,
'reassortant': 93.18253968253975},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 443.7695364619275, 'reassortant': 53.39087301587303},
0.050000000000000003: {'clonal': 160.96142857142854,
'reassortant': 19.36111111111111},
0.10000000000000001: {'clonal': 31.874074074074077,
'reassortant': 11.361111111111109},
0.15000000000000002: {'clonal': 171.43478835978834,
'reassortant': 36.958333333333336},
0.20000000000000001: {'clonal': 631.5305141476879,
'reassortant': 85.79365079365083},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.3017437313086, 'reassortant': 62.402777777777786},
0.050000000000000003: {'clonal': 130.90974810213947,
'reassortant': 19.236111111111114},
0.10000000000000001: {'clonal': 48.64814814814815,
'reassortant': 3.416666666666666},
0.15000000000000002: {'clonal': 147.64814814814818,
'reassortant': 23.19806763285026},
0.20000000000000001: {'clonal': 669.7167586841497,
'reassortant': 86.9916666666667},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.06716931216914, 'reassortant': 57.401328502415446},
0.050000000000000003: {'clonal': 137.28069745069746,
'reassortant': 15.605072463768115},
0.10000000000000001: {'clonal': 27.333333333333332, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 199.5849206349206,
'reassortant': 31.077294685990367},
0.20000000000000001: {'clonal': 708.525134680135,
'reassortant': 74.76949620427882},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 453.550661375661, 'reassortant': 67.01944444444446},
0.050000000000000003: {'clonal': 111.7739417989418,
'reassortant': 22.027777777777775},
0.10000000000000001: {'clonal': 39.958333333333336,
'reassortant': 2.2222222222222223},
0.15000000000000002: {'clonal': 185.00978835978833,
'reassortant': 26.416666666666664},
0.20000000000000001: {'clonal': 677.3137830687831,
'reassortant': 103.99722222222226},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 488.38134920634855, 'reassortant': 63.38888888888892},
0.050000000000000003: {'clonal': 111.55740740740742,
'reassortant': 22.078502415458942},
0.10000000000000001: {'clonal': 30.703703703703702,
'reassortant': 8.999999999999998},
0.15000000000000002: {'clonal': 166.0972222222222,
'reassortant': 25.043478260869566},
0.20000000000000001: {'clonal': 713.9861832611837,
'reassortant': 96.90640096618361},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 454.86621693121697, 'reassortant': 55.11473429951694},
0.050000000000000003: {'clonal': 146.43624338624346, 'reassortant': 20.625},
0.10000000000000001: {'clonal': 33.73015873015872, 'reassortant': 3.75},
0.15000000000000002: {'clonal': 232.3823232323233,
'reassortant': 26.013888888888907},
0.20000000000000001: {'clonal': 660.1402380952374,
'reassortant': 85.7351449275363},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 407.640079365079, 'reassortant': 54.46997929606625},
0.050000000000000003: {'clonal': 126.37791005291008,
'reassortant': 15.093167701863354},
0.10000000000000001: {'clonal': 37.74272486772486,
'reassortant': 4.021739130434783},
0.15000000000000002: {'clonal': 178.434126984127,
'reassortant': 22.95229468599034},
0.20000000000000001: {'clonal': 651.1038359788358,
'reassortant': 78.46005866114562},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 418.34616402116376, 'reassortant': 63.740700483091786},
0.050000000000000003: {'clonal': 119.68978605935129,
'reassortant': 18.65555555555556},
0.10000000000000001: {'clonal': 36.55454911433173, 'reassortant': 2.75},
0.15000000000000002: {'clonal': 168.81190476190474,
'reassortant': 36.89070048309182},
0.20000000000000001: {'clonal': 645.1442834138486,
'reassortant': 94.21195652173915},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 474.27775142731645, 'reassortant': 54.96507936507936},
0.050000000000000003: {'clonal': 132.00105401844536,
'reassortant': 16.708333333333332},
0.10000000000000001: {'clonal': 40.36904761904761,
'reassortant': 6.488095238095238},
0.15000000000000002: {'clonal': 197.3384506556247,
'reassortant': 16.13285024154589},
0.20000000000000001: {'clonal': 676.2024687872499,
'reassortant': 88.13188405797098},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.9849904845554, 'reassortant': 71.46904761904764},
0.050000000000000003: {'clonal': 118.98333333333335,
'reassortant': 12.86706349206349},
0.10000000000000001: {'clonal': 39.46230158730159,
'reassortant': 9.105555555555556},
0.15000000000000002: {'clonal': 221.07685185185187,
'reassortant': 26.04166666666667},
0.20000000000000001: {'clonal': 628.9227892799636,
'reassortant': 83.51309523809527},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.42836219336147, 'reassortant': 58.61388888888889},
0.050000000000000003: {'clonal': 132.39886243386246,
'reassortant': 12.766666666666664},
0.10000000000000001: {'clonal': 43.11507936507937, 'reassortant': 6.1},
0.15000000000000002: {'clonal': 171.86322751322746, 'reassortant': 25.75},
0.20000000000000001: {'clonal': 675.9757431457431,
'reassortant': 83.9400793650794},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.080101637493, 'reassortant': 57.89673913043481},
0.050000000000000003: {'clonal': 125.48427191166321,
'reassortant': 22.81944444444444},
0.10000000000000001: {'clonal': 33.25, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 166.512049689441,
'reassortant': 33.726017943409246},
0.20000000000000001: {'clonal': 603.6697132818871,
'reassortant': 88.38440303657698},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 466.69642857142804, 'reassortant': 70.16944444444448},
0.050000000000000003: {'clonal': 118.58664021164024,
'reassortant': 17.98809523809524},
0.10000000000000001: {'clonal': 47.392857142857146,
'reassortant': 4.182539682539682},
0.15000000000000002: {'clonal': 203.57500000000005,
'reassortant': 33.48809523809524},
0.20000000000000001: {'clonal': 651.3549470899463,
'reassortant': 90.32539682539685},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 518.2721417069237, 'reassortant': 57.993961352657},
0.050000000000000003: {'clonal': 156.06738095238097,
'reassortant': 16.64855072463768},
0.10000000000000001: {'clonal': 34.43518518518519,
'reassortant': 1.0833333333333335},
0.15000000000000002: {'clonal': 212.2936507936508,
'reassortant': 22.892512077294683},
0.20000000000000001: {'clonal': 653.9095732689213,
'reassortant': 77.6268115942029},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 433.7734126984127, 'reassortant': 56.091580400276065},
0.050000000000000003: {'clonal': 143.1761904761905,
'reassortant': 17.243961352657003},
0.10000000000000001: {'clonal': 33.111111111111114, 'reassortant': 3.05},
0.15000000000000002: {'clonal': 200.04193121693123,
'reassortant': 32.32306763285024},
0.20000000000000001: {'clonal': 717.2993386243379,
'reassortant': 102.04061421670119},
0.25: {'clonal': 3.0, 'reassortant': 0}},
{0.0: {'clonal': 483.76121693121627, 'reassortant': 72.46544168391996},
0.050000000000000003: {'clonal': 151.8666666666667,
'reassortant': 13.910628019323672},
0.10000000000000001: {'clonal': 46.29259259259259,
'reassortant': 4.271739130434783},
0.15000000000000002: {'clonal': 217.99537037037044,
'reassortant': 17.535628019323674},
0.20000000000000001: {'clonal': 687.4346031746029,
'reassortant': 82.42729468599042},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 410.56399470899476, 'reassortant': 67.64855072463769},
0.050000000000000003: {'clonal': 128.1157142857143,
'reassortant': 22.938405797101463},
0.10000000000000001: {'clonal': 38.29, 'reassortant': 4.833333333333333},
0.15000000000000002: {'clonal': 196.81640211640212,
'reassortant': 14.182056590752243},
0.20000000000000001: {'clonal': 627.5953439153434,
'reassortant': 94.14722222222228},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 432.46665830144065, 'reassortant': 68.67867494824019},
0.050000000000000003: {'clonal': 119.96759259259258,
'reassortant': 21.610144927536233},
0.10000000000000001: {'clonal': 42.554232804232804,
'reassortant': 5.638888888888888},
0.15000000000000002: {'clonal': 182.26155969634235,
'reassortant': 27.0454623878537},
0.20000000000000001: {'clonal': 687.8439660580957,
'reassortant': 95.98128019323674},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 472.58746031746017, 'reassortant': 61.820289855072495},
0.050000000000000003: {'clonal': 158.14814814814815,
'reassortant': 14.333333333333332},
0.10000000000000001: {'clonal': 44.47619047619048,
'reassortant': 3.5217391304347827},
0.15000000000000002: {'clonal': 174.01902116402118,
'reassortant': 34.06944444444444},
0.20000000000000001: {'clonal': 618.5539417989415,
'reassortant': 86.86544168391997},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 469.23247955747917, 'reassortant': 66.43604209799864},
0.050000000000000003: {'clonal': 130.03174603174602,
'reassortant': 17.124999999999996},
0.10000000000000001: {'clonal': 40.03240740740741, 'reassortant': 6.75},
0.15000000000000002: {'clonal': 181.41666666666669,
'reassortant': 35.8768115942029},
0.20000000000000001: {'clonal': 654.2108826358823,
'reassortant': 92.21473429951696},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 481.7897883597876, 'reassortant': 62.741718426501045},
0.050000000000000003: {'clonal': 151.61531746031747,
'reassortant': 15.777777777777777},
0.10000000000000001: {'clonal': 37.758518518518514,
'reassortant': 2.5555555555555554},
0.15000000000000002: {'clonal': 206.07989417989418,
'reassortant': 23.34722222222225},
0.20000000000000001: {'clonal': 662.0912169312166,
'reassortant': 84.77777777777783},
0.25: {'clonal': 0.5, 'reassortant': 0}},
{0.0: {'clonal': 441.76849206349186, 'reassortant': 56.209178743961374},
0.050000000000000003: {'clonal': 117.51156084656088,
'reassortant': 23.711111111111116},
0.10000000000000001: {'clonal': 50.28571428571429, 'reassortant': 7.5},
0.15000000000000002: {'clonal': 199.29515873015873,
'reassortant': 29.19625603864734},
0.20000000000000001: {'clonal': 649.0684126984127,
'reassortant': 78.27958937198069},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.1674603174599, 'reassortant': 53.31521739130435},
0.050000000000000003: {'clonal': 123.91772486772484,
'reassortant': 17.47222222222222},
0.10000000000000001: {'clonal': 42.324074074074076, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 204.61203703703706,
'reassortant': 25.133333333333336},
0.20000000000000001: {'clonal': 643.5248677248676,
'reassortant': 85.7836956521739},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.85050034506503, 'reassortant': 60.87681159420291},
0.050000000000000003: {'clonal': 126.92383252818037,
'reassortant': 12.833333333333332},
0.10000000000000001: {'clonal': 25.291666666666664,
'reassortant': 5.305555555555555},
0.15000000000000002: {'clonal': 168.19746031746033,
'reassortant': 26.866062801932372},
0.20000000000000001: {'clonal': 642.0979307568429,
'reassortant': 94.05954106280191},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 419.2441798941797, 'reassortant': 58.11896135265701},
0.050000000000000003: {'clonal': 166.06902116402122,
'reassortant': 28.166666666666664},
0.10000000000000001: {'clonal': 47.226190476190474,
'reassortant': 10.666666666666666},
0.15000000000000002: {'clonal': 187.9969047619048,
'reassortant': 27.95169082125604},
0.20000000000000001: {'clonal': 620.3303703703699,
'reassortant': 99.70614216701175},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.4133701403262, 'reassortant': 59.25362318840582},
0.050000000000000003: {'clonal': 123.59285714285716,
'reassortant': 25.86111111111111},
0.10000000000000001: {'clonal': 41.41666666666667,
'reassortant': 3.888888888888889},
0.15000000000000002: {'clonal': 216.75403381642514,
'reassortant': 26.805555555555557},
0.20000000000000001: {'clonal': 658.5603554175296,
'reassortant': 110.50181159420293},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.3368253968252, 'reassortant': 65.46816770186336},
0.050000000000000003: {'clonal': 118.31111111111112,
'reassortant': 22.8768115942029},
0.10000000000000001: {'clonal': 42.81481481481482,
'reassortant': 5.083333333333334},
0.15000000000000002: {'clonal': 202.37089947089947,
'reassortant': 32.61538992408558},
0.20000000000000001: {'clonal': 696.5239682539685,
'reassortant': 106.01671842650103},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 478.2078835978833, 'reassortant': 53.94299516908213},
0.050000000000000003: {'clonal': 137.81243386243386,
'reassortant': 17.938405797101446},
0.10000000000000001: {'clonal': 31.458333333333336, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 183.8130158730159,
'reassortant': 22.48611111111111},
0.20000000000000001: {'clonal': 607.0739417989419,
'reassortant': 81.556884057971},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 425.9732930756846, 'reassortant': 56.95833333333333},
0.050000000000000003: {'clonal': 147.0218253968254,
'reassortant': 16.069444444444443},
0.10000000000000001: {'clonal': 22.537037037037038,
'reassortant': 3.4583333333333335},
0.15000000000000002: {'clonal': 183.89285714285714,
'reassortant': 24.750000000000007},
0.20000000000000001: {'clonal': 638.1529366125019,
'reassortant': 93.1416666666667},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 487.36042328042276, 'reassortant': 57.26570048309179},
0.050000000000000003: {'clonal': 144.3187830687831,
'reassortant': 17.59903381642513},
0.10000000000000001: {'clonal': 31.892857142857142, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 184.9392592592593,
'reassortant': 24.50000000000004},
0.20000000000000001: {'clonal': 663.2894973544965,
'reassortant': 92.34903381642519},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 479.94365079364997, 'reassortant': 62.36111111111112},
0.050000000000000003: {'clonal': 116.86171842650104,
'reassortant': 21.27777777777778},
0.10000000000000001: {'clonal': 36.99882217621349, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 184.36955266955266,
'reassortant': 33.54166666666667},
0.20000000000000001: {'clonal': 672.0306855302498,
'reassortant': 105.10000000000001},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 449.9362208001334, 'reassortant': 67.6684782608696},
0.050000000000000003: {'clonal': 136.45600414078677,
'reassortant': 20.591183574879228},
0.10000000000000001: {'clonal': 42.82138413116674,
'reassortant': 3.7222222222222214},
0.15000000000000002: {'clonal': 202.05582010582015,
'reassortant': 27.600000000000033},
0.20000000000000001: {'clonal': 635.7982865926341,
'reassortant': 101.93633540372673},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 488.10325166781666, 'reassortant': 65.48386818495514},
0.050000000000000003: {'clonal': 141.40701058201063,
'reassortant': 18.14070048309179},
0.10000000000000001: {'clonal': 44.782671957671965,
'reassortant': 4.624999999999998},
0.15000000000000002: {'clonal': 182.62830687830686,
'reassortant': 31.235852311939272},
0.20000000000000001: {'clonal': 713.3043903841728,
'reassortant': 93.96394064872325},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 483.2807660455485, 'reassortant': 58.49577294685991},
0.050000000000000003: {'clonal': 133.7095238095238,
'reassortant': 19.541666666666664},
0.10000000000000001: {'clonal': 33.82142857142857,
'reassortant': 6.472222222222222},
0.15000000000000002: {'clonal': 211.18174603174612,
'reassortant': 24.47777777777778},
0.20000000000000001: {'clonal': 608.588834828618,
'reassortant': 77.67632850241546},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 437.86148148148135, 'reassortant': 65.74577294685994},
0.050000000000000003: {'clonal': 139.2873544973545,
'reassortant': 21.518650793650796},
0.10000000000000001: {'clonal': 36.55952380952381,
'reassortant': 3.2717391304347827},
0.15000000000000002: {'clonal': 194.32407407407405,
'reassortant': 22.638888888888893},
0.20000000000000001: {'clonal': 678.9421428571421,
'reassortant': 89.92028985507248},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 438.90748562226776, 'reassortant': 63.82734644582472},
0.050000000000000003: {'clonal': 131.47050264550265,
'reassortant': 14.668961352657005},
0.10000000000000001: {'clonal': 37.031746031746046, 'reassortant': 3.875},
0.15000000000000002: {'clonal': 183.56666666666672,
'reassortant': 16.819444444444436},
0.20000000000000001: {'clonal': 673.1756843800318,
'reassortant': 82.19630779848171},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 417.10630591630587, 'reassortant': 54.68452380952381},
0.050000000000000003: {'clonal': 125.97910052910058,
'reassortant': 12.833333333333332},
0.10000000000000001: {'clonal': 40.95238095238095,
'reassortant': 4.488095238095239},
0.15000000000000002: {'clonal': 235.2449735449736,
'reassortant': 17.84722222222222},
0.20000000000000001: {'clonal': 651.5176815776816,
'reassortant': 77.45000000000002},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 412.54015873015845, 'reassortant': 53.118650793650815},
0.050000000000000003: {'clonal': 136.30952380952382,
'reassortant': 20.847222222222225},
0.10000000000000001: {'clonal': 38.625, 'reassortant': 5.25},
0.15000000000000002: {'clonal': 214.16005291005294,
'reassortant': 26.105555555555554},
0.20000000000000001: {'clonal': 634.637486772487,
'reassortant': 96.85396825396828},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 391.4635377585379, 'reassortant': 62.95833333333335},
0.050000000000000003: {'clonal': 121.40969215969216, 'reassortant': 18.0},
0.10000000000000001: {'clonal': 44.09814814814815, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 193.81481481481487,
'reassortant': 22.944444444444446},
0.20000000000000001: {'clonal': 643.0827873977876,
'reassortant': 88.93650793650795},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.88245341614885, 'reassortant': 54.53536922015182},
0.050000000000000003: {'clonal': 116.8441798941799,
'reassortant': 17.02777777777778},
0.10000000000000001: {'clonal': 37.95785599263859, 'reassortant': 6.875},
0.15000000000000002: {'clonal': 205.70661375661382,
'reassortant': 28.513630089717047},
0.20000000000000001: {'clonal': 615.7119277662752,
'reassortant': 77.14026915113872},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 474.25159880377225, 'reassortant': 67.3777777777778},
0.050000000000000003: {'clonal': 147.09842535081668,
'reassortant': 26.688405797101446},
0.10000000000000001: {'clonal': 46.949219001610324,
'reassortant': 6.805555555555555},
0.15000000000000002: {'clonal': 218.65505175983435,
'reassortant': 24.888888888888893},
0.20000000000000001: {'clonal': 658.9019829767658,
'reassortant': 108.35640096618363},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 418.5454221302045, 'reassortant': 54.79166666666666},
0.050000000000000003: {'clonal': 122.48166551644815,
'reassortant': 25.666666666666668},
0.10000000000000001: {'clonal': 37.60449735449736,
'reassortant': 7.166666666666666},
0.15000000000000002: {'clonal': 211.55052910052916,
'reassortant': 23.182850241545893},
0.20000000000000001: {'clonal': 655.16633310329,
'reassortant': 87.44202898550728},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 460.0443121693122, 'reassortant': 50.45626293995859},
0.050000000000000003: {'clonal': 145.2324074074074, 'reassortant': 14.5},
0.10000000000000001: {'clonal': 41.027777777777764, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 168.005291005291, 'reassortant': 21.625},
0.20000000000000001: {'clonal': 664.1548941798941,
'reassortant': 89.07324016563146},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.38071428571374, 'reassortant': 83.03055555555557},
0.050000000000000003: {'clonal': 155.79259259259265,
'reassortant': 15.73611111111111},
0.10000000000000001: {'clonal': 44.78703703703704,
'reassortant': 4.383333333333333},
0.15000000000000002: {'clonal': 207.4827777777778,
'reassortant': 26.258333333333347},
0.20000000000000001: {'clonal': 661.4657671957667,
'reassortant': 112.88611111111115},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 441.6733034276508, 'reassortant': 66.06944444444446},
0.050000000000000003: {'clonal': 161.9035714285714,
'reassortant': 20.73611111111113},
0.10000000000000001: {'clonal': 43.5, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 199.0687830687831,
'reassortant': 27.541666666666664},
0.20000000000000001: {'clonal': 680.2821658615136,
'reassortant': 100.03174603174607},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 507.08040602714476, 'reassortant': 51.56799516908214},
0.050000000000000003: {'clonal': 139.25000000000003,
'reassortant': 13.222222222222221},
0.10000000000000001: {'clonal': 38.48148148148148, 'reassortant': 12.125},
0.15000000000000002: {'clonal': 190.3428283873936,
'reassortant': 30.55555555555556},
0.20000000000000001: {'clonal': 687.6886588451807,
'reassortant': 86.62862318840581},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 430.663687600644, 'reassortant': 52.95000000000001},
0.050000000000000003: {'clonal': 142.68518518518516,
'reassortant': 12.499999999999998},
0.10000000000000001: {'clonal': 31.333333333333332,
'reassortant': 4.541666666666666},
0.15000000000000002: {'clonal': 171.973544973545,
'reassortant': 20.175000000000008},
0.20000000000000001: {'clonal': 616.9701575799394,
'reassortant': 75.51666666666671},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 464.3479054520357, 'reassortant': 68.30132850241549},
0.050000000000000003: {'clonal': 133.85238095238094,
'reassortant': 13.743961352657005},
0.10000000000000001: {'clonal': 41.22089947089947,
'reassortant': 5.805555555555555},
0.15000000000000002: {'clonal': 190.8652887048539,
'reassortant': 23.59722222222223},
0.20000000000000001: {'clonal': 633.797111801242,
'reassortant': 93.05362318840581},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 491.4661736411737, 'reassortant': 54.70833333333333},
0.050000000000000003: {'clonal': 152.89259259259262,
'reassortant': 17.86111111111113},
0.10000000000000001: {'clonal': 24.987037037037034,
'reassortant': 9.23611111111111},
0.15000000000000002: {'clonal': 167.36203703703703,
'reassortant': 18.666666666666664},
0.20000000000000001: {'clonal': 640.8573400673397,
'reassortant': 106.37500000000001},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 459.4968975468973, 'reassortant': 54.582056590752266},
0.050000000000000003: {'clonal': 123.5240740740741,
'reassortant': 22.132850241545892},
0.10000000000000001: {'clonal': 39.458333333333336, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 183.4462962962963, 'reassortant': 18.25},
0.20000000000000001: {'clonal': 701.8833694083687,
'reassortant': 92.80657349896484},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.87065792500584, 'reassortant': 61.80396825396828},
0.050000000000000003: {'clonal': 123.65657349896479,
'reassortant': 8.930555555555555},
0.10000000000000001: {'clonal': 30.53968253968254,
'reassortant': 6.222222222222222},
0.15000000000000002: {'clonal': 178.11700943179204,
'reassortant': 31.800000000000036},
0.20000000000000001: {'clonal': 683.577067883807,
'reassortant': 82.53611111111115},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 450.66122613296466, 'reassortant': 73.05555555555557},
0.050000000000000003: {'clonal': 134.16596503335631,
'reassortant': 16.166666666666664},
0.10000000000000001: {'clonal': 47.33333333333333,
'reassortant': 4.166666666666667},
0.15000000000000002: {'clonal': 178.9835978835979, 'reassortant': 25.75},
0.20000000000000001: {'clonal': 630.799148838279,
'reassortant': 89.80753968253973},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.46444444444444, 'reassortant': 65.87777777777777},
0.050000000000000003: {'clonal': 127.32732689210953,
'reassortant': 14.769841269841269},
0.10000000000000001: {'clonal': 42.82818725557856,
'reassortant': 9.766666666666666},
0.15000000000000002: {'clonal': 206.51296296296294,
'reassortant': 19.001984126984127},
0.20000000000000001: {'clonal': 669.4597734069475,
'reassortant': 86.4234126984127},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 436.5792707614443, 'reassortant': 58.10507246376812},
0.050000000000000003: {'clonal': 138.0963089487003,
'reassortant': 15.299999999999999},
0.10000000000000001: {'clonal': 44.049086726478045,
'reassortant': 5.799999999999998},
0.15000000000000002: {'clonal': 238.6572210720037,
'reassortant': 34.12777777777781},
0.20000000000000001: {'clonal': 687.5030676328491,
'reassortant': 89.46473429951695},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.952037037037, 'reassortant': 63.046428571428606},
0.050000000000000003: {'clonal': 124.34074074074076,
'reassortant': 14.083333333333332},
0.10000000000000001: {'clonal': 38.333333333333336, 'reassortant': 8.5},
0.15000000000000002: {'clonal': 196.71164021164026,
'reassortant': 30.50476190476191},
0.20000000000000001: {'clonal': 694.989259259259,
'reassortant': 85.75119047619049},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.2492293535765, 'reassortant': 65.75251897860599},
0.050000000000000003: {'clonal': 118.18236714975849,
'reassortant': 18.06340579710145},
0.10000000000000001: {'clonal': 44.11159995399126,
'reassortant': 5.5772946859903385},
0.15000000000000002: {'clonal': 169.01380837359105,
'reassortant': 26.33712905452036},
0.20000000000000001: {'clonal': 684.4605244996548,
'reassortant': 101.7665804002761},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 422.0682106782105, 'reassortant': 67.83514492753625},
0.050000000000000003: {'clonal': 160.34113756613758,
'reassortant': 11.14673913043478},
0.10000000000000001: {'clonal': 39.5, 'reassortant': 4.222222222222221},
0.15000000000000002: {'clonal': 190.5595238095238,
'reassortant': 32.97222222222222},
0.20000000000000001: {'clonal': 708.5770298220299,
'reassortant': 87.81521739130437},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 409.5282516678165, 'reassortant': 72.32729468599037},
0.050000000000000003: {'clonal': 134.80010351966877,
'reassortant': 22.180555555555557},
0.10000000000000001: {'clonal': 43.17460317460317,
'reassortant': 6.611111111111111},
0.15000000000000002: {'clonal': 173.10595238095237,
'reassortant': 21.416666666666664},
0.20000000000000001: {'clonal': 640.871954221303,
'reassortant': 92.39268461007595},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 495.7582792730614, 'reassortant': 70.47222222222223},
0.050000000000000003: {'clonal': 181.16851851851854,
'reassortant': 25.27777777777779},
0.10000000000000001: {'clonal': 45.30072463768116,
'reassortant': 5.013888888888888},
0.15000000000000002: {'clonal': 177.01515642972169,
'reassortant': 30.541666666666664},
0.20000000000000001: {'clonal': 724.7577869795263,
'reassortant': 111.88888888888896},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.69887048539186, 'reassortant': 56.583557625948934},
0.050000000000000003: {'clonal': 134.12037037037038,
'reassortant': 16.833333333333336},
0.10000000000000001: {'clonal': 33.5, 'reassortant': 3.1666666666666665},
0.15000000000000002: {'clonal': 171.96044973544974,
'reassortant': 23.34722222222222},
0.20000000000000001: {'clonal': 726.6823970554404,
'reassortant': 82.92879572118703},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.7472452265927, 'reassortant': 47.225},
0.050000000000000003: {'clonal': 141.91230158730158,
'reassortant': 18.416666666666668},
0.10000000000000001: {'clonal': 43.63788244766506, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 221.23333333333326,
'reassortant': 20.73809523809523},
0.20000000000000001: {'clonal': 652.2001840349666,
'reassortant': 82.83333333333333},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 457.7771164021159, 'reassortant': 71.4464285714286},
0.050000000000000003: {'clonal': 129.4063492063492,
'reassortant': 11.874999999999998},
0.10000000000000001: {'clonal': 44.449999999999996, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 163.7963077984817,
'reassortant': 24.050000000000008},
0.20000000000000001: {'clonal': 658.3685012652397,
'reassortant': 87.12142857142861},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 449.3914941338852, 'reassortant': 48.25000000000003},
0.050000000000000003: {'clonal': 148.09570048309178,
'reassortant': 12.027777777777777},
0.10000000000000001: {'clonal': 40.831649831649834, 'reassortant': 3.75},
0.15000000000000002: {'clonal': 178.48888888888888, 'reassortant': 19.0},
0.20000000000000001: {'clonal': 684.2614243888154,
'reassortant': 88.08730158730162},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.75132160110365, 'reassortant': 65.13333333333333},
0.050000000000000003: {'clonal': 119.18650793650795,
'reassortant': 37.41666666666667},
0.10000000000000001: {'clonal': 58.470554405337026,
'reassortant': 4.555555555555555},
0.15000000000000002: {'clonal': 190.69279043018176,
'reassortant': 22.666666666666668},
0.20000000000000001: {'clonal': 685.9647204968942,
'reassortant': 104.50753968253969},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.1761111111103, 'reassortant': 54.319444444444485},
0.050000000000000003: {'clonal': 118.80026455026456,
'reassortant': 17.444444444444443},
0.10000000000000001: {'clonal': 37.78703703703704, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 185.88867724867728,
'reassortant': 23.446428571428577},
0.20000000000000001: {'clonal': 659.1189682539684,
'reassortant': 94.60555555555565},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 417.47896825396805, 'reassortant': 77.07403381642517},
0.050000000000000003: {'clonal': 138.83333333333331,
'reassortant': 16.111111111111107},
0.10000000000000001: {'clonal': 49.20238095238095,
'reassortant': 8.36111111111111},
0.15000000000000002: {'clonal': 172.41685070163328,
'reassortant': 22.16666666666667},
0.20000000000000001: {'clonal': 654.1178168852085,
'reassortant': 103.82377501725331},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 460.4909247757068, 'reassortant': 68.37777777777782},
0.050000000000000003: {'clonal': 126.4892454566368,
'reassortant': 20.47222222222222},
0.10000000000000001: {'clonal': 48.78174603174603, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 178.41071428571428, 'reassortant': 22.625},
0.20000000000000001: {'clonal': 690.5155394524954,
'reassortant': 105.25476190476192},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 496.71315965033324, 'reassortant': 58.62896825396826},
0.050000000000000003: {'clonal': 125.27005291005287,
'reassortant': 12.833333333333332},
0.10000000000000001: {'clonal': 38.33333333333333, 'reassortant': 7.0},
0.15000000000000002: {'clonal': 184.75019783758913,
'reassortant': 30.16666666666667},
0.20000000000000001: {'clonal': 678.6272210720033,
'reassortant': 91.40674603174604},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.4932010582011, 'reassortant': 55.699033816425114},
0.050000000000000003: {'clonal': 138.63210259949392,
'reassortant': 17.63888888888889},
0.10000000000000001: {'clonal': 41.75000000000001,
'reassortant': 6.055555555555555},
0.15000000000000002: {'clonal': 222.59797561536698,
'reassortant': 17.77222222222222},
0.20000000000000001: {'clonal': 648.1494253089897,
'reassortant': 81.37028985507246},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.79215550954615, 'reassortant': 65.76428571428573},
0.050000000000000003: {'clonal': 133.05582010582012,
'reassortant': 14.430555555555554},
0.10000000000000001: {'clonal': 39.26256613756614,
'reassortant': 6.738095238095237},
0.15000000000000002: {'clonal': 208.53325396825397,
'reassortant': 21.765873015873062},
0.20000000000000001: {'clonal': 628.0779595123071,
'reassortant': 76.72976190476194},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 446.6581723027368, 'reassortant': 67.8407004830918},
0.050000000000000003: {'clonal': 110.16865079365078, 'reassortant': 13.75},
0.10000000000000001: {'clonal': 33.48571428571428, 'reassortant': 3.75},
0.15000000000000002: {'clonal': 190.2320105820106, 'reassortant': 24.5},
0.20000000000000001: {'clonal': 617.7461295146073,
'reassortant': 83.28043478260871},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 517.5882919254651, 'reassortant': 48.92777777777781},
0.050000000000000003: {'clonal': 122.65537037037038,
'reassortant': 28.166666666666664},
0.10000000000000001: {'clonal': 46.161375661375665,
'reassortant': 7.805555555555555},
0.15000000000000002: {'clonal': 227.34088566827694,
'reassortant': 30.694444444444443},
0.20000000000000001: {'clonal': 695.0556866804691,
'reassortant': 84.01111111111115},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.9732919254651, 'reassortant': 74.46376811594203},
0.050000000000000003: {'clonal': 141.40079365079367,
'reassortant': 20.813888888888886},
0.10000000000000001: {'clonal': 38.37981366459627,
'reassortant': 6.555555555555555},
0.15000000000000002: {'clonal': 201.09193121693121,
'reassortant': 23.22451690821259},
0.20000000000000001: {'clonal': 620.011067402807,
'reassortant': 94.56768461007594},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.9412169312168, 'reassortant': 58.39903381642513},
0.050000000000000003: {'clonal': 155.19005291005294,
'reassortant': 12.180555555555554},
0.10000000000000001: {'clonal': 38.10119047619049, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 213.68523809523813,
'reassortant': 16.77173913043478},
0.20000000000000001: {'clonal': 653.8230158730156,
'reassortant': 72.97258454106286},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 433.250105820106, 'reassortant': 60.963405797101466},
0.050000000000000003: {'clonal': 126.16997354497359,
'reassortant': 17.376984126984127},
0.10000000000000001: {'clonal': 62.82051529790661,
'reassortant': 5.23611111111111},
0.15000000000000002: {'clonal': 212.95972049689448,
'reassortant': 25.125000000000004},
0.20000000000000001: {'clonal': 705.5427628249366,
'reassortant': 98.38452380952387},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 425.6494421440075, 'reassortant': 66.72222222222223},
0.050000000000000003: {'clonal': 110.94589947089946,
'reassortant': 20.98611111111112},
0.10000000000000001: {'clonal': 40.491666666666674, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 206.11548769266165,
'reassortant': 28.41666666666667},
0.20000000000000001: {'clonal': 709.7921267540835,
'reassortant': 89.47619047619051},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 438.3937934207493, 'reassortant': 59.02222222222225},
0.050000000000000003: {'clonal': 132.53333333333333,
'reassortant': 12.277777777777777},
0.10000000000000001: {'clonal': 33.78585921325052, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 178.95052910052914,
'reassortant': 21.736111111111114},
0.20000000000000001: {'clonal': 643.0765585461236,
'reassortant': 90.73333333333338},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 471.14256498734704, 'reassortant': 60.70833333333336},
0.050000000000000003: {'clonal': 119.72486772486772,
'reassortant': 15.835317460317459},
0.10000000000000001: {'clonal': 37.63042328042329,
'reassortant': 8.460317460317459},
0.15000000000000002: {'clonal': 224.16164021164025,
'reassortant': 35.87698412698414},
0.20000000000000001: {'clonal': 681.73682194617,
'reassortant': 97.27142857142861},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 449.536176673568, 'reassortant': 66.3388888888889},
0.050000000000000003: {'clonal': 149.56091097308487,
'reassortant': 12.522222222222222},
0.10000000000000001: {'clonal': 37.74537037037037, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 176.2479882677709,
'reassortant': 24.985024154589375},
0.20000000000000001: {'clonal': 638.6151035196684,
'reassortant': 81.95427881297448},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 507.03143589100085, 'reassortant': 52.30952380952382},
0.050000000000000003: {'clonal': 169.37989417989417,
'reassortant': 15.771428571428569},
0.10000000000000001: {'clonal': 45.28571428571429, 'reassortant': 6.75},
0.15000000000000002: {'clonal': 196.9131078904992,
'reassortant': 21.530555555555555},
0.20000000000000001: {'clonal': 706.442328042328,
'reassortant': 67.59444444444445},
0.25: {'clonal': 3.0, 'reassortant': 0}},
{0.0: {'clonal': 412.1805268000915, 'reassortant': 50.156935817805376},
0.050000000000000003: {'clonal': 140.0748274672188,
'reassortant': 21.750000000000004},
0.10000000000000001: {'clonal': 45.00908672647804, 'reassortant': 2.25},
0.15000000000000002: {'clonal': 228.66146767885903,
'reassortant': 26.558333333333337},
0.20000000000000001: {'clonal': 672.1358178053828,
'reassortant': 100.29503105590062},
0.25: {'clonal': 0.75, 'reassortant': 0}},
{0.0: {'clonal': 463.2204451345746, 'reassortant': 69.86331953071087},
0.050000000000000003: {'clonal': 142.10238095238088,
'reassortant': 26.408557625948937},
0.10000000000000001: {'clonal': 48.14814814814815,
'reassortant': 2.5217391304347827},
0.15000000000000002: {'clonal': 174.1821152518979,
'reassortant': 30.136473429951696},
0.20000000000000001: {'clonal': 691.2322176213485,
'reassortant': 98.24177018633547},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 443.87814584771075, 'reassortant': 54.037301587301606},
0.050000000000000003: {'clonal': 131.51785714285717,
'reassortant': 19.000000000000007},
0.10000000000000001: {'clonal': 37.63888888888889,
'reassortant': 7.293650793650793},
0.15000000000000002: {'clonal': 183.29087301587307,
'reassortant': 22.197222222222223},
0.20000000000000001: {'clonal': 681.2490453186094,
'reassortant': 90.70833333333337},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 446.16283068783065, 'reassortant': 52.653554175293294},
0.050000000000000003: {'clonal': 123.61931216931217,
'reassortant': 16.833333333333332},
0.10000000000000001: {'clonal': 38.53703703703704, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 190.42685185185186,
'reassortant': 24.148550724637687},
0.20000000000000001: {'clonal': 653.5086093857833,
'reassortant': 92.08816425120773},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 450.8003151598803, 'reassortant': 61.901328502415474},
0.050000000000000003: {'clonal': 150.8076455026455, 'reassortant': 13.75},
0.10000000000000001: {'clonal': 35.0, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 242.89534276512532,
'reassortant': 24.770289855072466},
0.20000000000000001: {'clonal': 677.0337773176904,
'reassortant': 89.86266390614217},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 469.50410052909984, 'reassortant': 68.95229468599035},
0.050000000000000003: {'clonal': 169.87619047619046,
'reassortant': 13.36111111111111},
0.10000000000000001: {'clonal': 36.11666666666667,
'reassortant': 6.043478260869565},
0.15000000000000002: {'clonal': 196.48973544973546,
'reassortant': 24.1183574879227},
0.20000000000000001: {'clonal': 690.5508730158731,
'reassortant': 90.19384057971017},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 500.7824729698641, 'reassortant': 57.208333333333336},
0.050000000000000003: {'clonal': 133.3318783068783,
'reassortant': 16.18333333333333},
0.10000000000000001: {'clonal': 49.89814814814815, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 180.43353117092252,
'reassortant': 27.235507246376816},
0.20000000000000001: {'clonal': 704.7056590752242,
'reassortant': 76.68333333333337},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.6277639751548, 'reassortant': 68.30560731538995},
0.050000000000000003: {'clonal': 126.8530020703934, 'reassortant': 19.0},
0.10000000000000001: {'clonal': 33.902116402116405,
'reassortant': 5.611111111111111},
0.15000000000000002: {'clonal': 228.55273752012886,
'reassortant': 26.736111111111114},
0.20000000000000001: {'clonal': 680.4213745111563,
'reassortant': 100.38743961352658},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 482.75515297906554, 'reassortant': 53.291666666666664},
0.050000000000000003: {'clonal': 145.19444444444446,
'reassortant': 17.30952380952381},
0.10000000000000001: {'clonal': 29.75, 'reassortant': 3.0833333333333335},
0.15000000000000002: {'clonal': 196.54867724867728, 'reassortant': 25.625},
0.20000000000000001: {'clonal': 651.0177490223139,
'reassortant': 95.76666666666667},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 465.55502645502594, 'reassortant': 74.5},
0.050000000000000003: {'clonal': 141.89338624338626,
'reassortant': 26.795634920634924},
0.10000000000000001: {'clonal': 38.87037037037037,
'reassortant': 7.333333333333334},
0.15000000000000002: {'clonal': 197.92857142857144,
'reassortant': 22.61111111111111},
0.20000000000000001: {'clonal': 657.7907407407395,
'reassortant': 84.72896825396828},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 484.20716931216896, 'reassortant': 70.28140096618358},
0.050000000000000003: {'clonal': 151.2327777777778,
'reassortant': 16.730072463768117},
0.10000000000000001: {'clonal': 40.16997354497355,
'reassortant': 6.371739130434783},
0.15000000000000002: {'clonal': 182.9535714285714,
'reassortant': 18.160628019323667},
0.20000000000000001: {'clonal': 714.3608730158726,
'reassortant': 77.61328502415458},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 472.4425523349432, 'reassortant': 54.75379572118704},
0.050000000000000003: {'clonal': 129.71560846560845,
'reassortant': 19.611111111111107},
0.10000000000000001: {'clonal': 36.0595238095238, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 212.73730158730154,
'reassortant': 32.48809523809524},
0.20000000000000001: {'clonal': 708.4594030365778,
'reassortant': 92.72800207039339},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 472.7118507016324, 'reassortant': 55.716666666666676},
0.050000000000000003: {'clonal': 122.86865079365081,
'reassortant': 16.336111111111112},
0.10000000000000001: {'clonal': 31.67857142857143, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 187.38506556245684,
'reassortant': 29.97222222222222},
0.20000000000000001: {'clonal': 654.5764538762363,
'reassortant': 78.8777777777778},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.90357142857084, 'reassortant': 65.02063492063495},
0.050000000000000003: {'clonal': 152.21693121693124,
'reassortant': 23.208333333333336},
0.10000000000000001: {'clonal': 39.611111111111114,
'reassortant': 6.666666666666667},
0.15000000000000002: {'clonal': 182.29457671957684,
'reassortant': 27.11111111111112},
0.20000000000000001: {'clonal': 664.628968253967,
'reassortant': 87.5242063492064},
0.25: {'clonal': 1.0, 'reassortant': 0.5}},
{0.0: {'clonal': 435.1298412698411, 'reassortant': 68.91425120772948},
0.050000000000000003: {'clonal': 140.7523015873016,
'reassortant': 13.904589371980677},
0.10000000000000001: {'clonal': 31.274074074074075,
'reassortant': 3.121739130434783},
0.15000000000000002: {'clonal': 195.55092592592592,
'reassortant': 30.736111111111118},
0.20000000000000001: {'clonal': 645.9911375661371,
'reassortant': 86.52967563837133},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 492.20685185185187, 'reassortant': 48.08611111111113},
0.050000000000000003: {'clonal': 154.0581746031746,
'reassortant': 12.624999999999998},
0.10000000000000001: {'clonal': 38.72212602212602,
'reassortant': 3.0555555555555554},
0.15000000000000002: {'clonal': 185.12433862433863,
'reassortant': 30.444444444444454},
0.20000000000000001: {'clonal': 682.5995165945168,
'reassortant': 81.15555555555558},
0.25: {'clonal': 0.25, 'reassortant': 0}},
{0.0: {'clonal': 429.97469519208653, 'reassortant': 57.00277777777779},
0.050000000000000003: {'clonal': 129.54589947089949,
'reassortant': 19.07142857142857},
0.10000000000000001: {'clonal': 31.848148148148148, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 159.50936277892797,
'reassortant': 21.166666666666668},
0.20000000000000001: {'clonal': 642.5037554635377,
'reassortant': 86.19642857142858},
0.25: {'clonal': 3.0, 'reassortant': 0}},
{0.0: {'clonal': 447.90841269841155, 'reassortant': 52.37619047619049},
0.050000000000000003: {'clonal': 135.25952380952378,
'reassortant': 17.788405797101447},
0.10000000000000001: {'clonal': 35.30489417989418,
'reassortant': 4.361111111111112},
0.15000000000000002: {'clonal': 212.51089947089952,
'reassortant': 20.730072463768117},
0.20000000000000001: {'clonal': 662.3170899470904,
'reassortant': 87.09401311249141},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 433.75468253968216, 'reassortant': 66.1666666666667},
0.050000000000000003: {'clonal': 131.2792328042328,
'reassortant': 16.336956521739133},
0.10000000000000001: {'clonal': 40.08730158730159,
'reassortant': 6.271739130434783},
0.15000000000000002: {'clonal': 208.27686450425583,
'reassortant': 19.249999999999996},
0.20000000000000001: {'clonal': 672.1982654704395,
'reassortant': 94.30314009661842},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 445.76444988184073, 'reassortant': 54.33567977915805},
0.050000000000000003: {'clonal': 115.11746031746034,
'reassortant': 16.509661835748794},
0.10000000000000001: {'clonal': 29.583333333333332, 'reassortant': 2.0},
0.15000000000000002: {'clonal': 142.5912698412699,
'reassortant': 27.120945479641136},
0.20000000000000001: {'clonal': 616.4678801472276,
'reassortant': 90.11283643892342},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 433.3209523809524, 'reassortant': 47.69444444444445},
0.050000000000000003: {'clonal': 148.17910052910054,
'reassortant': 13.904761904761903},
0.10000000000000001: {'clonal': 32.44962962962964, 'reassortant': 7.875},
0.15000000000000002: {'clonal': 218.58158730158732,
'reassortant': 19.7436507936508},
0.20000000000000001: {'clonal': 697.9938060731535,
'reassortant': 81.67632850241546},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 475.2345238095234, 'reassortant': 58.88611111111112},
0.050000000000000003: {'clonal': 129.69007936507936,
'reassortant': 17.638888888888886},
0.10000000000000001: {'clonal': 31.40740740740741, 'reassortant': 5.875},
0.15000000000000002: {'clonal': 150.8812169312169, 'reassortant': 18.575},
0.20000000000000001: {'clonal': 650.8608465608464,
'reassortant': 84.70000000000003},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 513.590211640211, 'reassortant': 67.92632850241547},
0.050000000000000003: {'clonal': 125.68703703703709,
'reassortant': 17.085317460317462},
0.10000000000000001: {'clonal': 41.08333333333333,
'reassortant': 5.791666666666667},
0.15000000000000002: {'clonal': 233.2115608465609,
'reassortant': 26.446428571428577},
0.20000000000000001: {'clonal': 731.2991005291011,
'reassortant': 115.99792960662528},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.10633237133163, 'reassortant': 54.84202898550728},
0.050000000000000003: {'clonal': 111.69060846560846,
'reassortant': 17.48611111111111},
0.10000000000000001: {'clonal': 42.87257575757576,
'reassortant': 4.507850241545894},
0.15000000000000002: {'clonal': 167.11650793650793,
'reassortant': 30.281573498964807},
0.20000000000000001: {'clonal': 644.8078306878313,
'reassortant': 77.20935127674262},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.2715205889118, 'reassortant': 73.79432367149761},
0.050000000000000003: {'clonal': 113.05953531170924,
'reassortant': 31.36944444444444},
0.10000000000000001: {'clonal': 26.357407407407404, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 179.16666666666666,
'reassortant': 25.919444444444448},
0.20000000000000001: {'clonal': 702.7914251207721,
'reassortant': 102.46538992408563},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 485.0169956291693, 'reassortant': 48.79855072463768},
0.050000000000000003: {'clonal': 153.5611111111111, 'reassortant': 22.375},
0.10000000000000001: {'clonal': 42.05141476880607,
'reassortant': 5.333333333333334},
0.15000000000000002: {'clonal': 221.63527720266848,
'reassortant': 22.916666666666668},
0.20000000000000001: {'clonal': 680.6435504109418,
'reassortant': 82.09321946169774},
0.25: {'clonal': 0.14285714285714285, 'reassortant': 0}},
{0.0: {'clonal': 423.80383597883576, 'reassortant': 63.825396825396815},
0.050000000000000003: {'clonal': 160.19470899470903,
'reassortant': 18.890700483091784},
0.10000000000000001: {'clonal': 32.25, 'reassortant': 5.166666666666666},
0.15000000000000002: {'clonal': 193.26415343915346,
'reassortant': 30.586111111111112},
0.20000000000000001: {'clonal': 621.896428571428,
'reassortant': 100.36751207729472},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.7829100529094, 'reassortant': 68.12976190476193},
0.050000000000000003: {'clonal': 139.8580917874396,
'reassortant': 17.432539682539684},
0.10000000000000001: {'clonal': 31.583333333333336,
'reassortant': 4.861111111111111},
0.15000000000000002: {'clonal': 182.86511847250975,
'reassortant': 31.654761904761926},
0.20000000000000001: {'clonal': 642.8603830227734,
'reassortant': 92.54722222222233},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 444.3322751322751, 'reassortant': 65.57910628019329},
0.050000000000000003: {'clonal': 129.8511904761905,
'reassortant': 15.416666666666666},
0.10000000000000001: {'clonal': 39.80026455026455, 'reassortant': 7.0},
0.15000000000000002: {'clonal': 202.59388888888893,
'reassortant': 30.3828502415459},
0.20000000000000001: {'clonal': 643.6450793650791,
'reassortant': 92.11181849551419},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 417.53703703703707, 'reassortant': 62.41666666666669},
0.050000000000000003: {'clonal': 120.14563492063492,
'reassortant': 16.452777777777776},
0.10000000000000001: {'clonal': 37.22777777777778,
'reassortant': 6.361111111111111},
0.15000000000000002: {'clonal': 210.4601587301587,
'reassortant': 24.632246376811594},
0.20000000000000001: {'clonal': 653.9084656084651,
'reassortant': 82.6555555555556},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.8475589225589, 'reassortant': 53.69806763285025},
0.050000000000000003: {'clonal': 109.30753968253968,
'reassortant': 10.809178743961352},
0.10000000000000001: {'clonal': 46.983333333333334, 'reassortant': 3.0},
0.15000000000000002: {'clonal': 183.5621693121693,
'reassortant': 23.096135265700486},
0.20000000000000001: {'clonal': 701.341738816739,
'reassortant': 94.879071773637},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.0518115942026, 'reassortant': 63.858091787439626},
0.050000000000000003: {'clonal': 114.78779043018176,
'reassortant': 14.333333333333332},
0.10000000000000001: {'clonal': 38.20349091327352,
'reassortant': 2.972222222222222},
0.15000000000000002: {'clonal': 184.48611111111114,
'reassortant': 26.208333333333336},
0.20000000000000001: {'clonal': 632.9928743961349,
'reassortant': 82.00379572118706},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 473.30410784867263, 'reassortant': 67.92729468599038},
0.050000000000000003: {'clonal': 119.84722222222223,
'reassortant': 23.48973429951691},
0.10000000000000001: {'clonal': 31.666666666666664,
'reassortant': 4.222222222222221},
0.15000000000000002: {'clonal': 176.81349206349205,
'reassortant': 28.84722222222223},
0.20000000000000001: {'clonal': 686.3566414664239,
'reassortant': 95.16243961352663},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 399.86503910743016, 'reassortant': 62.12862318840583},
0.050000000000000003: {'clonal': 137.3444444444445,
'reassortant': 14.819444444444443},
0.10000000000000001: {'clonal': 36.5, 'reassortant': 4.444444444444444},
0.15000000000000002: {'clonal': 176.24404761904762, 'reassortant': 31.75},
0.20000000000000001: {'clonal': 606.9326029445591,
'reassortant': 79.19625603864738},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.21874281113423, 'reassortant': 79.55555555555559},
0.050000000000000003: {'clonal': 139.8794570968484,
'reassortant': 21.555555555555557},
0.10000000000000001: {'clonal': 37.538359788359784,
'reassortant': 4.555555555555555},
0.15000000000000002: {'clonal': 192.3635438233265,
'reassortant': 24.722222222222225},
0.20000000000000001: {'clonal': 675.1439268461006,
'reassortant': 105.58730158730165},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.5479468599031, 'reassortant': 67.15101794340927},
0.050000000000000003: {'clonal': 136.38395445134577,
'reassortant': 12.392512077294688},
0.10000000000000001: {'clonal': 43.916666666666664,
'reassortant': 6.13333333333333},
0.15000000000000002: {'clonal': 201.50445709684843,
'reassortant': 19.583333333333336},
0.20000000000000001: {'clonal': 649.8865596963425,
'reassortant': 117.21024844720507},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 490.74683689901013, 'reassortant': 69.26309523809525},
0.050000000000000003: {'clonal': 128.09510582010583, 'reassortant': 16.125},
0.10000000000000001: {'clonal': 45.85978835978836, 'reassortant': 3.0},
0.15000000000000002: {'clonal': 236.32835863814125,
'reassortant': 27.98809523809524},
0.20000000000000001: {'clonal': 646.3545203588673,
'reassortant': 98.19920634920638},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 485.57830687830557, 'reassortant': 73.59092477570738},
0.050000000000000003: {'clonal': 130.48790283790282, 'reassortant': 15.5},
0.10000000000000001: {'clonal': 52.84656084656087,
'reassortant': 4.083333333333334},
0.15000000000000002: {'clonal': 160.3452380952381,
'reassortant': 19.69565217391304},
0.20000000000000001: {'clonal': 644.6218614718609,
'reassortant': 95.69599723947553},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.8003174603174, 'reassortant': 62.76388888888889},
0.050000000000000003: {'clonal': 132.28769841269838, 'reassortant': 12.75},
0.10000000000000001: {'clonal': 31.203703703703706,
'reassortant': 3.1666666666666665},
0.15000000000000002: {'clonal': 233.59851851851857,
'reassortant': 21.222222222222218},
0.20000000000000001: {'clonal': 696.5568518518527,
'reassortant': 89.67222222222225},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 466.9757131354953, 'reassortant': 69.43333333333337},
0.050000000000000003: {'clonal': 126.39444444444446,
'reassortant': 18.791666666666664},
0.10000000000000001: {'clonal': 37.476190476190474,
'reassortant': 5.918478260869565},
0.15000000000000002: {'clonal': 176.06111111111113,
'reassortant': 19.539596273291924},
0.20000000000000001: {'clonal': 674.2182482171612,
'reassortant': 87.0245169082126},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 446.6928697952612, 'reassortant': 65.45410628019324},
0.050000000000000003: {'clonal': 135.99718196457326, 'reassortant': 15.625},
0.10000000000000001: {'clonal': 38.64285714285714, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 181.63492063492063,
'reassortant': 30.771739130434803},
0.20000000000000001: {'clonal': 649.540137712529,
'reassortant': 90.82729468599037},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 448.28547619047555, 'reassortant': 56.06206004140789},
0.050000000000000003: {'clonal': 144.87037037037038,
'reassortant': 14.916666666666668},
0.10000000000000001: {'clonal': 34.842592592592595, 'reassortant': 5.25},
0.15000000000000002: {'clonal': 206.50372670807454,
'reassortant': 32.751811594202906},
0.20000000000000001: {'clonal': 682.2850793650791,
'reassortant': 82.67443064182201},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.25136729614957, 'reassortant': 72.01473429951695},
0.050000000000000003: {'clonal': 128.67190361168628,
'reassortant': 14.291666666666668},
0.10000000000000001: {'clonal': 32.5, 'reassortant': 7.125},
0.15000000000000002: {'clonal': 201.5902242926156,
'reassortant': 23.42729468599034},
0.20000000000000001: {'clonal': 674.002295104251,
'reassortant': 77.98514492753627},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.5812964008612, 'reassortant': 59.28055555555557},
0.050000000000000003: {'clonal': 157.58333333333334,
'reassortant': 17.722222222222225},
0.10000000000000001: {'clonal': 31.3268115942029,
'reassortant': 5.666666666666666},
0.15000000000000002: {'clonal': 183.08333333333334,
'reassortant': 25.98611111111111},
0.20000000000000001: {'clonal': 677.6116877888612,
'reassortant': 85.05277777777782},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 438.34343915343896, 'reassortant': 65.29166666666669},
0.050000000000000003: {'clonal': 131.50424242424242,
'reassortant': 24.416666666666664},
0.10000000000000001: {'clonal': 36.37619047619048,
'reassortant': 3.5555555555555554},
0.15000000000000002: {'clonal': 173.27413848631244,
'reassortant': 32.23611111111114},
0.20000000000000001: {'clonal': 620.735422966728,
'reassortant': 90.14285714285718},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 494.99132275132257, 'reassortant': 50.41521739130436},
0.050000000000000003: {'clonal': 135.5373015873016, 'reassortant': 16.5},
0.10000000000000001: {'clonal': 36.56561996779388,
'reassortant': 5.861111111111111},
0.15000000000000002: {'clonal': 186.98551414768806,
'reassortant': 22.88333333333333},
0.20000000000000001: {'clonal': 661.212008281574,
'reassortant': 86.03029675638375},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 471.021428571428, 'reassortant': 61.180555555555564},
0.050000000000000003: {'clonal': 124.9111832611833,
'reassortant': 11.541666666666666},
0.10000000000000001: {'clonal': 48.02407407407408, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 188.96052188552187,
'reassortant': 28.822222222222223},
0.20000000000000001: {'clonal': 661.4346560846549,
'reassortant': 98.65198412698412},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 489.1426643244031, 'reassortant': 61.025396825396854},
0.050000000000000003: {'clonal': 147.61424545663678,
'reassortant': 16.06031746031746},
0.10000000000000001: {'clonal': 33.226190476190474,
'reassortant': 8.666666666666666},
0.15000000000000002: {'clonal': 247.32275132275134,
'reassortant': 26.555555555555568},
0.20000000000000001: {'clonal': 729.6022464813764,
'reassortant': 101.69920634920636},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 507.2615079365078, 'reassortant': 65.09722222222221},
0.050000000000000003: {'clonal': 136.53740740740744,
'reassortant': 22.666666666666664},
0.10000000000000001: {'clonal': 35.69444444444445, 'reassortant': 3.1},
0.15000000000000002: {'clonal': 184.37457912457916,
'reassortant': 16.888888888888886},
0.20000000000000001: {'clonal': 694.6221957671958,
'reassortant': 84.16865079365081},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.4236346905908, 'reassortant': 52.75396825396826},
0.050000000000000003: {'clonal': 132.09444444444443,
'reassortant': 23.19642857142857},
0.10000000000000001: {'clonal': 35.551587301587304,
'reassortant': 2.111111111111111},
0.15000000000000002: {'clonal': 206.12650793650795,
'reassortant': 36.475000000000016},
0.20000000000000001: {'clonal': 648.1311490683232,
'reassortant': 86.08730158730158},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 490.69401886358395, 'reassortant': 60.05917874396136},
0.050000000000000003: {'clonal': 127.31666666666665,
'reassortant': 15.730072463768115},
0.10000000000000001: {'clonal': 42.0, 'reassortant': 6.777777777777778},
0.15000000000000002: {'clonal': 183.96679894179894,
'reassortant': 44.75000000000003},
0.20000000000000001: {'clonal': 699.1367322291227,
'reassortant': 101.25181159420293},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 496.0692316540135, 'reassortant': 65.40555555555561},
0.050000000000000003: {'clonal': 138.95203588681852,
'reassortant': 19.90277777777778},
0.10000000000000001: {'clonal': 31.142857142857142,
'reassortant': 4.861111111111111},
0.15000000000000002: {'clonal': 173.7145502645503,
'reassortant': 28.95833333333335},
0.20000000000000001: {'clonal': 668.0478145847705,
'reassortant': 96.16111111111118},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 472.64679894179835, 'reassortant': 69.16666666666667},
0.050000000000000003: {'clonal': 133.9407119852772,
'reassortant': 15.03611111111111},
0.10000000000000001: {'clonal': 41.93518518518518,
'reassortant': 10.36111111111111},
0.15000000000000002: {'clonal': 149.91547619047617,
'reassortant': 28.329589371980678},
0.20000000000000001: {'clonal': 690.435143777318,
'reassortant': 87.21578674948243},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 419.696227283183, 'reassortant': 64.48253968253971},
0.050000000000000003: {'clonal': 115.58148148148148,
'reassortant': 15.45833333333333},
0.10000000000000001: {'clonal': 41.083333333333336, 'reassortant': 11.125},
0.15000000000000002: {'clonal': 204.9637163561077,
'reassortant': 24.083333333333336},
0.20000000000000001: {'clonal': 589.0363469059113,
'reassortant': 87.81111111111113},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 434.5719937469933, 'reassortant': 56.48007246376814},
0.050000000000000003: {'clonal': 133.26838624338623, 'reassortant': 15.925},
0.10000000000000001: {'clonal': 38.851190476190474,
'reassortant': 4.142857142857142},
0.15000000000000002: {'clonal': 188.1001322751324,
'reassortant': 26.130779848171198},
0.20000000000000001: {'clonal': 679.6651154401155,
'reassortant': 87.38355762594894},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 471.4121693121689, 'reassortant': 54.35119047619052},
0.050000000000000003: {'clonal': 145.52777777777777,
'reassortant': 18.02777777777778},
0.10000000000000001: {'clonal': 40.37301587301587,
'reassortant': 6.666666666666667},
0.15000000000000002: {'clonal': 196.0162698412698,
'reassortant': 27.56944444444445},
0.20000000000000001: {'clonal': 631.5928571428565,
'reassortant': 87.48611111111119},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 466.91777547734046, 'reassortant': 72.40555555555557},
0.050000000000000003: {'clonal': 131.70767195767195,
'reassortant': 17.416666666666668},
0.10000000000000001: {'clonal': 44.74074074074074, 'reassortant': 8.5},
0.15000000000000002: {'clonal': 223.80859788359777, 'reassortant': 24.25},
0.20000000000000001: {'clonal': 619.9397872095697,
'reassortant': 102.24444444444447},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 488.1338359788358, 'reassortant': 56.69202898550724},
0.050000000000000003: {'clonal': 136.0011502185415,
'reassortant': 14.819444444444443},
0.10000000000000001: {'clonal': 41.5, 'reassortant': 4.138888888888889},
0.15000000000000002: {'clonal': 204.71296296296296,
'reassortant': 22.819444444444443},
0.20000000000000001: {'clonal': 629.0846123763503,
'reassortant': 86.32125603864733},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 456.6952380952379, 'reassortant': 57.73611111111112},
0.050000000000000003: {'clonal': 110.24206349206354,
'reassortant': 18.66865079365079},
0.10000000000000001: {'clonal': 49.9989417989418,
'reassortant': 7.277777777777777},
0.15000000000000002: {'clonal': 173.7301587301588,
'reassortant': 34.75000000000002},
0.20000000000000001: {'clonal': 685.4225589225587,
'reassortant': 88.73373015873018},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.6731313131311, 'reassortant': 67.78514492753624},
0.050000000000000003: {'clonal': 131.72777777777773, 'reassortant': 21.5},
0.10000000000000001: {'clonal': 39.8925120772947, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 174.922619047619,
'reassortant': 30.694444444444446},
0.20000000000000001: {'clonal': 656.7152465650294,
'reassortant': 89.40917874396136},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 431.6809121233031, 'reassortant': 67.13888888888894},
0.050000000000000003: {'clonal': 127.25396825396825,
'reassortant': 19.888888888888882},
0.10000000000000001: {'clonal': 37.03703703703704,
'reassortant': 9.388888888888888},
0.15000000000000002: {'clonal': 201.17972164711298,
'reassortant': 24.555555555555557},
0.20000000000000001: {'clonal': 638.9699965493443,
'reassortant': 98.21388888888889},
0.25: {'clonal': 0, 'reassortant': 0.25}},
{0.0: {'clonal': 502.6685185185179, 'reassortant': 59.309178743961354},
0.050000000000000003: {'clonal': 124.24007936507935,
'reassortant': 15.871739130434783},
0.10000000000000001: {'clonal': 40.824074074074076,
'reassortant': 4.305555555555555},
0.15000000000000002: {'clonal': 177.44285714285718,
'reassortant': 29.482850241545897},
0.20000000000000001: {'clonal': 692.548015873015,
'reassortant': 101.24370255348518},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.8639406487233, 'reassortant': 50.3638888888889},
0.050000000000000003: {'clonal': 157.08955026455027, 'reassortant': 16.625},
0.10000000000000001: {'clonal': 36.574074074074076,
'reassortant': 7.472222222222221},
0.15000000000000002: {'clonal': 168.76097883597885,
'reassortant': 25.416666666666668},
0.20000000000000001: {'clonal': 617.6016390614213,
'reassortant': 88.22777777777779},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.6369271388835, 'reassortant': 61.83531746031749},
0.050000000000000003: {'clonal': 131.71031746031744,
'reassortant': 13.847222222222221},
0.10000000000000001: {'clonal': 43.476190476190474, 'reassortant': 7.0},
0.15000000000000002: {'clonal': 211.20572348746262,
'reassortant': 40.58333333333333},
0.20000000000000001: {'clonal': 604.1744962042785,
'reassortant': 103.41071428571433},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 475.8613534935271, 'reassortant': 45.623550724637674},
0.050000000000000003: {'clonal': 116.32646652864045,
'reassortant': 13.793478260869566},
0.10000000000000001: {'clonal': 39.851190476190474, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 169.49634920634924,
'reassortant': 19.541666666666664},
0.20000000000000001: {'clonal': 661.5072886212014,
'reassortant': 75.99792960662523},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 408.610582010582, 'reassortant': 59.67500000000001},
0.050000000000000003: {'clonal': 110.74801587301587,
'reassortant': 16.640700483091788},
0.10000000000000001: {'clonal': 31.738095238095237,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 158.47089947089947,
'reassortant': 36.47222222222222},
0.20000000000000001: {'clonal': 605.7973544973543,
'reassortant': 81.29347826086958},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 424.4428283873933, 'reassortant': 65.43091787439616},
0.050000000000000003: {'clonal': 126.20767195767196,
'reassortant': 17.591183574879228},
0.10000000000000001: {'clonal': 43.3095238095238, 'reassortant': 4.125},
0.15000000000000002: {'clonal': 193.62989417989422,
'reassortant': 33.99396135265701},
0.20000000000000001: {'clonal': 668.5573786519437,
'reassortant': 102.15614216701177},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 464.22182539682507, 'reassortant': 54.798067632850255},
0.050000000000000003: {'clonal': 142.3331216931217,
'reassortant': 20.730072463768117},
0.10000000000000001: {'clonal': 29.76190476190476,
'reassortant': 6.738888888888889},
0.15000000000000002: {'clonal': 213.4559523809524,
'reassortant': 30.188405797101453},
0.20000000000000001: {'clonal': 665.6668783068784,
'reassortant': 91.97862318840582},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 495.9085955831593, 'reassortant': 58.6346618357488},
0.050000000000000003: {'clonal': 180.0375661375662,
'reassortant': 18.57125603864734},
0.10000000000000001: {'clonal': 44.546296296296305,
'reassortant': 8.444444444444445},
0.15000000000000002: {'clonal': 196.73806763285032,
'reassortant': 23.493961352657006},
0.20000000000000001: {'clonal': 687.3042707614435,
'reassortant': 80.22403381642513},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 432.39707614446667, 'reassortant': 61.98188405797102},
0.050000000000000003: {'clonal': 141.15205627705626, 'reassortant': 19.0},
0.10000000000000001: {'clonal': 34.671084656084645, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 175.36424242424246,
'reassortant': 26.555555555555557},
0.20000000000000001: {'clonal': 660.4871490264962,
'reassortant': 95.70410628019326},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 402.10415113871665, 'reassortant': 65.56666666666666},
0.050000000000000003: {'clonal': 103.56666666666666,
'reassortant': 19.22222222222222},
0.10000000000000001: {'clonal': 34.33333333333333, 'reassortant': 2.25},
0.15000000000000002: {'clonal': 182.99646349624615,
'reassortant': 21.594444444444445},
0.20000000000000001: {'clonal': 634.3761694585605,
'reassortant': 95.62222222222223},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 445.5118518518516, 'reassortant': 53.9623015873016},
0.050000000000000003: {'clonal': 145.42373015873017,
'reassortant': 14.055555555555554},
0.10000000000000001: {'clonal': 38.44347826086957,
'reassortant': 3.1666666666666665},
0.15000000000000002: {'clonal': 184.50871102327622,
'reassortant': 18.34722222222222},
0.20000000000000001: {'clonal': 699.0256373256371,
'reassortant': 85.81507936507938},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 440.5125734571385, 'reassortant': 56.48712905452036},
0.050000000000000003: {'clonal': 124.45301587301586,
'reassortant': 24.09722222222222},
0.10000000000000001: {'clonal': 31.694444444444446,
'reassortant': 7.333333333333333},
0.15000000000000002: {'clonal': 205.13822751322755,
'reassortant': 37.49792960662526},
0.20000000000000001: {'clonal': 644.5188402660142,
'reassortant': 98.63519668737062},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 454.7189863437686, 'reassortant': 58.1846618357488},
0.050000000000000003: {'clonal': 130.01297561536694,
'reassortant': 21.243961352657003},
0.10000000000000001: {'clonal': 31.294457096848397,
'reassortant': 3.0990338164251208},
0.15000000000000002: {'clonal': 188.75952380952376,
'reassortant': 26.88514492753626},
0.20000000000000001: {'clonal': 657.6815681661321,
'reassortant': 92.79987922705317},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 442.7223659995393, 'reassortant': 69.1922015182885},
0.050000000000000003: {'clonal': 149.2725787899701,
'reassortant': 17.62681159420292},
0.10000000000000001: {'clonal': 44.33333333333333, 'reassortant': 7.75},
0.15000000000000002: {'clonal': 196.8526581550495,
'reassortant': 21.56340579710145},
0.20000000000000001: {'clonal': 575.4288486312396,
'reassortant': 82.57022084196},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 423.8461893259717, 'reassortant': 65.43055555555559},
0.050000000000000003: {'clonal': 154.07275132275134,
'reassortant': 16.416666666666664},
0.10000000000000001: {'clonal': 39.0, 'reassortant': 7.75},
0.15000000000000002: {'clonal': 165.34457671957674,
'reassortant': 25.958333333333336},
0.20000000000000001: {'clonal': 645.5674833218312,
'reassortant': 83.60277777777783},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 453.52156084656036, 'reassortant': 68.65265700483091},
0.050000000000000003: {'clonal': 123.05806878306882,
'reassortant': 14.870772946859905},
0.10000000000000001: {'clonal': 50.43703703703704, 'reassortant': 7.75},
0.15000000000000002: {'clonal': 180.6678571428571, 'reassortant': 28.05},
0.20000000000000001: {'clonal': 661.4404761904755,
'reassortant': 79.37620772946859},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.9899206349206, 'reassortant': 69.14285714285715},
0.050000000000000003: {'clonal': 107.75937773176904,
'reassortant': 12.466666666666665},
0.10000000000000001: {'clonal': 29.37037037037037,
'reassortant': 6.166666666666666},
0.15000000000000002: {'clonal': 184.57742005981137, 'reassortant': 21.25},
0.20000000000000001: {'clonal': 634.9541913963651,
'reassortant': 81.31785714285715},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.38874166091534, 'reassortant': 64.0853174603175},
0.050000000000000003: {'clonal': 152.94789625028758,
'reassortant': 18.69722222222223},
0.10000000000000001: {'clonal': 34.03333333333333, 'reassortant': 5.25},
0.15000000000000002: {'clonal': 195.15238095238098,
'reassortant': 27.9180469289165},
0.20000000000000001: {'clonal': 655.1311617207274,
'reassortant': 92.911507936508},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 424.7702645502643, 'reassortant': 61.9381469979296},
0.050000000000000003: {'clonal': 139.8064021164021, 'reassortant': 19.125},
0.10000000000000001: {'clonal': 21.19833333333333, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 172.50211640211643,
'reassortant': 36.29347826086956},
0.20000000000000001: {'clonal': 652.8755026455029,
'reassortant': 90.59648033126295},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.1535426731075, 'reassortant': 62.80952380952381},
0.050000000000000003: {'clonal': 129.41534391534395,
'reassortant': 22.016666666666666},
0.10000000000000001: {'clonal': 41.592592592592595, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 195.02499999999998,
'reassortant': 21.08611111111111},
0.20000000000000001: {'clonal': 672.5204853922243,
'reassortant': 89.91388888888892},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 415.5564009661837, 'reassortant': 54.891062801932385},
0.050000000000000003: {'clonal': 141.12103174603175,
'reassortant': 15.210317460317459},
0.10000000000000001: {'clonal': 33.912301587301585, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 217.5373015873016,
'reassortant': 24.390700483091795},
0.20000000000000001: {'clonal': 653.21873015873,
'reassortant': 75.01526915113874},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 402.49298941798924, 'reassortant': 72.10476190476193},
0.050000000000000003: {'clonal': 131.7148148148149,
'reassortant': 16.755555555555553},
0.10000000000000001: {'clonal': 35.34285714285714,
'reassortant': 5.972222222222221},
0.15000000000000002: {'clonal': 190.0345238095238,
'reassortant': 25.57777777777778},
0.20000000000000001: {'clonal': 666.2047619047613,
'reassortant': 95.1039682539683},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 440.5327616747176, 'reassortant': 60.45833333333336},
0.050000000000000003: {'clonal': 144.3011111111111,
'reassortant': 11.724206349206348},
0.10000000000000001: {'clonal': 32.76111111111111,
'reassortant': 7.208333333333333},
0.15000000000000002: {'clonal': 201.39484126984127,
'reassortant': 23.69642857142857},
0.20000000000000001: {'clonal': 658.7809109730842,
'reassortant': 80.51388888888893},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 450.0318207959512, 'reassortant': 51.736111111111114},
0.050000000000000003: {'clonal': 119.38748562226826,
'reassortant': 17.555555555555564},
0.10000000000000001: {'clonal': 44.7037037037037,
'reassortant': 8.472222222222221},
0.15000000000000002: {'clonal': 178.69066022544283,
'reassortant': 31.166666666666668},
0.20000000000000001: {'clonal': 601.7775074764199,
'reassortant': 76.17028985507254},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 434.1440476190473, 'reassortant': 50.786507936507945},
0.050000000000000003: {'clonal': 117.38915343915346,
'reassortant': 16.416666666666664},
0.10000000000000001: {'clonal': 49.00978835978836,
'reassortant': 3.1666666666666665},
0.15000000000000002: {'clonal': 191.93941798941802,
'reassortant': 19.102777777777778},
0.20000000000000001: {'clonal': 662.6072751322738,
'reassortant': 78.24166666666669},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 479.4291005291001, 'reassortant': 65.1888888888889},
0.050000000000000003: {'clonal': 123.35378306878312,
'reassortant': 19.597222222222232},
0.10000000000000001: {'clonal': 49.5, 'reassortant': 5.961111111111111},
0.15000000000000002: {'clonal': 185.29886243386247,
'reassortant': 23.530555555555598},
0.20000000000000001: {'clonal': 662.6154761904762,
'reassortant': 108.60555555555558},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.64982945395974, 'reassortant': 64.61896135265704},
0.050000000000000003: {'clonal': 127.6588750862664,
'reassortant': 16.52777777777777},
0.10000000000000001: {'clonal': 41.34285714285714,
'reassortant': 9.611111111111109},
0.15000000000000002: {'clonal': 178.68849206349205, 'reassortant': 31.625},
0.20000000000000001: {'clonal': 657.0906790472008,
'reassortant': 96.23973429951698},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 482.06093857832985, 'reassortant': 60.61337129054519},
0.050000000000000003: {'clonal': 147.14907407407406,
'reassortant': 27.91062801932368},
0.10000000000000001: {'clonal': 35.50357142857143,
'reassortant': 8.166666666666666},
0.15000000000000002: {'clonal': 180.85967908902694,
'reassortant': 23.842995169082126},
0.20000000000000001: {'clonal': 664.6110536001834,
'reassortant': 109.06333678398897},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 436.6499037999035, 'reassortant': 73.97306763285023},
0.050000000000000003: {'clonal': 136.52910052910056,
'reassortant': 21.696739130434786},
0.10000000000000001: {'clonal': 41.166666666666664,
'reassortant': 6.571428571428571},
0.15000000000000002: {'clonal': 213.61825396825395,
'reassortant': 29.355072463768117},
0.20000000000000001: {'clonal': 627.1012626262618,
'reassortant': 90.17862318840582},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 473.7792063492056, 'reassortant': 71.72584541062803},
0.050000000000000003: {'clonal': 155.4155291005291,
'reassortant': 16.73792270531401},
0.10000000000000001: {'clonal': 38.58629629629629,
'reassortant': 4.222222222222222},
0.15000000000000002: {'clonal': 188.83452380952374,
'reassortant': 29.835144927536234},
0.20000000000000001: {'clonal': 690.8304761904764,
'reassortant': 95.81799516908214},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.7218104439835, 'reassortant': 61.09285714285715},
0.050000000000000003: {'clonal': 138.29903381642512,
'reassortant': 15.871428571428572},
0.10000000000000001: {'clonal': 35.13690476190476, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 203.45000000000002,
'reassortant': 23.15476190476191},
0.20000000000000001: {'clonal': 605.4369668737054,
'reassortant': 99.33611111111114},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 440.4535714285714, 'reassortant': 71.9184782608696},
0.050000000000000003: {'clonal': 123.1857671957672,
'reassortant': 19.855072463768117},
0.10000000000000001: {'clonal': 36.93518518518518, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 177.04470899470897,
'reassortant': 25.166666666666668},
0.20000000000000001: {'clonal': 680.928888888889,
'reassortant': 102.8649068322982},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 420.4915440115435, 'reassortant': 58.70186335403725},
0.050000000000000003: {'clonal': 125.02962962962965,
'reassortant': 22.833333333333336},
0.10000000000000001: {'clonal': 34.188148148148144,
'reassortant': 4.833333333333333},
0.15000000000000002: {'clonal': 163.0579196729197, 'reassortant': 27.5},
0.20000000000000001: {'clonal': 660.2637133237134,
'reassortant': 95.18374741200829},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 450.73806648263144, 'reassortant': 56.093478260869574},
0.050000000000000003: {'clonal': 127.49565792500576,
'reassortant': 15.05952380952381},
0.10000000000000001: {'clonal': 40.261042097998626,
'reassortant': 4.805555555555555},
0.15000000000000002: {'clonal': 202.57333333333335,
'reassortant': 29.52173913043478},
0.20000000000000001: {'clonal': 665.8765723487462,
'reassortant': 87.4719634230504},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 477.4190706234177, 'reassortant': 53.17173913043479},
0.050000000000000003: {'clonal': 109.32857142857145,
'reassortant': 17.77173913043479},
0.10000000000000001: {'clonal': 61.771296296296335,
'reassortant': 3.916666666666666},
0.15000000000000002: {'clonal': 189.82208994708998,
'reassortant': 29.00181159420291},
0.20000000000000001: {'clonal': 716.1591902461461,
'reassortant': 81.73783643892341},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.6662698412697, 'reassortant': 73.33743961352658},
0.050000000000000003: {'clonal': 133.79619047619047,
'reassortant': 22.361111111111114},
0.10000000000000001: {'clonal': 43.52777777777778,
'reassortant': 4.694444444444445},
0.15000000000000002: {'clonal': 188.63788359788362,
'reassortant': 22.097222222222225},
0.20000000000000001: {'clonal': 648.0163492063492,
'reassortant': 96.81720151828851},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 422.70685185185124, 'reassortant': 59.47879572118703},
0.050000000000000003: {'clonal': 148.4724074074074,
'reassortant': 15.61111111111111},
0.10000000000000001: {'clonal': 34.92857142857143,
'reassortant': 5.043478260869565},
0.15000000000000002: {'clonal': 178.99999999999997,
'reassortant': 27.8768115942029},
0.20000000000000001: {'clonal': 697.8178571428574,
'reassortant': 103.0625258799172},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 490.0269139636526, 'reassortant': 60.95824706694271},
0.050000000000000003: {'clonal': 124.48593857832988,
'reassortant': 20.454278812974465},
0.10000000000000001: {'clonal': 58.02760524499655, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 219.49190476190472,
'reassortant': 21.380779848171155},
0.20000000000000001: {'clonal': 670.5402990568211,
'reassortant': 105.91606280193237},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 436.5402369450195, 'reassortant': 60.188768115942054},
0.050000000000000003: {'clonal': 158.74661260639525,
'reassortant': 14.505434782608697},
0.10000000000000001: {'clonal': 44.895502645502646,
'reassortant': 6.597222222222221},
0.15000000000000002: {'clonal': 196.71071428571426,
'reassortant': 24.822222222222234},
0.20000000000000001: {'clonal': 658.4652887048535,
'reassortant': 78.00398550724638},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.42024541481044, 'reassortant': 58.944444444444464},
0.050000000000000003: {'clonal': 119.8915343915344,
'reassortant': 17.666666666666664},
0.10000000000000001: {'clonal': 45.5, 'reassortant': 2.5},
0.15000000000000002: {'clonal': 211.39276094276093, 'reassortant': 22.125},
0.20000000000000001: {'clonal': 678.8352400819786,
'reassortant': 91.91111111111115},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 436.59077681577674, 'reassortant': 65.11521739130438},
0.050000000000000003: {'clonal': 137.55978835978834,
'reassortant': 14.007763975155276},
0.10000000000000001: {'clonal': 36.33333333333333,
'reassortant': 2.3550724637681157},
0.15000000000000002: {'clonal': 156.4195767195767,
'reassortant': 18.88483436853002},
0.20000000000000001: {'clonal': 632.4169312169316,
'reassortant': 89.56856452726022},
0.25: {'clonal': 0, 'reassortant': 0.16666666666666666}},
{0.0: {'clonal': 482.844788359788, 'reassortant': 67.74396135265702},
0.050000000000000003: {'clonal': 158.05277777777783,
'reassortant': 15.66062801932367},
0.10000000000000001: {'clonal': 45.667857142857144,
'reassortant': 3.7222222222222223},
0.15000000000000002: {'clonal': 199.28867724867726,
'reassortant': 31.09722222222222},
0.20000000000000001: {'clonal': 672.7123544973534,
'reassortant': 81.49154589371983},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 495.59651640629846, 'reassortant': 54.988888888888916},
0.050000000000000003: {'clonal': 113.19092477570742,
'reassortant': 18.98611111111111},
0.10000000000000001: {'clonal': 43.14285714285714,
'reassortant': 6.166666666666666},
0.15000000000000002: {'clonal': 206.6093873517787,
'reassortant': 27.100000000000005},
0.20000000000000001: {'clonal': 640.5213281887185,
'reassortant': 90.75277777777784},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 452.4505808603628, 'reassortant': 66.2420634920635},
0.050000000000000003: {'clonal': 133.3042328042328,
'reassortant': 19.416666666666668},
0.10000000000000001: {'clonal': 40.024562916954224, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 190.5526455026455,
'reassortant': 32.45833333333333},
0.20000000000000001: {'clonal': 639.9166781688511,
'reassortant': 93.44444444444447},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 507.3500920174826, 'reassortant': 52.83333333333335},
0.050000000000000003: {'clonal': 158.59285714285718,
'reassortant': 16.583333333333332},
0.10000000000000001: {'clonal': 41.277777777777786, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 190.70326662065796, 'reassortant': 22.375},
0.20000000000000001: {'clonal': 660.2075626869106,
'reassortant': 84.45833333333337},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 406.0457503607502, 'reassortant': 55.569444444444464},
0.050000000000000003: {'clonal': 119.51558201058202,
'reassortant': 14.666666666666666},
0.10000000000000001: {'clonal': 34.35079365079365, 'reassortant': 5.125},
0.15000000000000002: {'clonal': 192.09867724867726,
'reassortant': 22.87698412698413},
0.20000000000000001: {'clonal': 645.2085209235205,
'reassortant': 81.96666666666668},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 430.0068115942028, 'reassortant': 60.767857142857196},
0.050000000000000003: {'clonal': 138.39392684610075,
'reassortant': 14.833333333333332},
0.10000000000000001: {'clonal': 41.52486772486773,
'reassortant': 5.611111111111111},
0.15000000000000002: {'clonal': 210.4116402116402,
'reassortant': 17.338768115942027},
0.20000000000000001: {'clonal': 663.5142305037958,
'reassortant': 96.54007936507944},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 495.5495100069007, 'reassortant': 64.68730158730162},
0.050000000000000003: {'clonal': 129.85481481481486,
'reassortant': 33.93333333333334},
0.10000000000000001: {'clonal': 38.08333333333333,
'reassortant': 5.605555555555555},
0.15000000000000002: {'clonal': 193.8862560386474, 'reassortant': 19.6},
0.20000000000000001: {'clonal': 679.2731446974934,
'reassortant': 92.52261904761909},
0.25: {'clonal': 1.0, 'reassortant': 0.5}},
{0.0: {'clonal': 467.48121693121675, 'reassortant': 57.20873015873017},
0.050000000000000003: {'clonal': 116.20238095238095,
'reassortant': 17.22222222222222},
0.10000000000000001: {'clonal': 37.616666666666674,
'reassortant': 5.932539682539682},
0.15000000000000002: {'clonal': 189.4752645502645,
'reassortant': 34.5436507936508},
0.20000000000000001: {'clonal': 601.2121693121693,
'reassortant': 91.45952380952384},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 487.15996936236013, 'reassortant': 55.67777777777776},
0.050000000000000003: {'clonal': 128.45366344605475,
'reassortant': 8.652777777777779},
0.10000000000000001: {'clonal': 47.379629629629626,
'reassortant': 4.8769841269841265},
0.15000000000000002: {'clonal': 188.7746837944665,
'reassortant': 17.861111111111107},
0.20000000000000001: {'clonal': 679.7840062111794,
'reassortant': 87.3242063492064},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 445.66058201058127, 'reassortant': 61.11473429951692},
0.050000000000000003: {'clonal': 132.54489417989416, 'reassortant': 22.625},
0.10000000000000001: {'clonal': 21.916666666666664, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 174.30370370370372,
'reassortant': 27.45229468599038},
0.20000000000000001: {'clonal': 690.1164550264544,
'reassortant': 81.82125603864736},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 469.93880262249763, 'reassortant': 57.25229468599036},
0.050000000000000003: {'clonal': 119.05304232804235,
'reassortant': 12.966183574879228},
0.10000000000000001: {'clonal': 46.14285714285714,
'reassortant': 7.263888888888888},
0.15000000000000002: {'clonal': 182.43775017253282,
'reassortant': 25.934523809523814},
0.20000000000000001: {'clonal': 637.9506843800317,
'reassortant': 87.65410628019326},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 474.7529859673331, 'reassortant': 54.01816770186335},
0.050000000000000003: {'clonal': 131.61293420749948,
'reassortant': 15.618961352657003},
0.10000000000000001: {'clonal': 39.03703703703704,
'reassortant': 9.882850241545892},
0.15000000000000002: {'clonal': 157.2490062111801,
'reassortant': 27.418650793650798},
0.20000000000000001: {'clonal': 636.8597688060731,
'reassortant': 83.39744651483785},
0.25: {'clonal': 0.3333333333333333, 'reassortant': 0}},
{0.0: {'clonal': 485.9403439153437, 'reassortant': 69.78253968253972},
0.050000000000000003: {'clonal': 155.05648148148148,
'reassortant': 16.458333333333332},
0.10000000000000001: {'clonal': 44.66666666666667,
'reassortant': 5.291666666666667},
0.15000000000000002: {'clonal': 215.05317460317465,
'reassortant': 26.652173913043477},
0.20000000000000001: {'clonal': 665.1710317460315,
'reassortant': 107.96689095928228},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 477.4199045318606, 'reassortant': 80.88224637681162},
0.050000000000000003: {'clonal': 135.33788244766507,
'reassortant': 17.835144927536234},
0.10000000000000001: {'clonal': 35.58333333333333, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 185.55873015873016,
'reassortant': 17.808333333333334},
0.20000000000000001: {'clonal': 644.4146537842184,
'reassortant': 99.5420289855073},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 463.5574388815693, 'reassortant': 66.46031746031747},
0.050000000000000003: {'clonal': 150.30383482861745,
'reassortant': 20.731884057971016},
0.10000000000000001: {'clonal': 31.97619047619047,
'reassortant': 7.541666666666666},
0.15000000000000002: {'clonal': 222.0013227513227,
'reassortant': 24.59792960662526},
0.20000000000000001: {'clonal': 656.1745626032571,
'reassortant': 92.13681849551418},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 444.56874281113386, 'reassortant': 67.23809523809526},
0.050000000000000003: {'clonal': 131.52738095238095,
'reassortant': 18.682539682539684},
0.10000000000000001: {'clonal': 34.64814814814815, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 244.12500000000006,
'reassortant': 22.791666666666682},
0.20000000000000001: {'clonal': 692.3903266620662,
'reassortant': 82.92142857142863},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 440.80441453876216, 'reassortant': 76.26666666666665},
0.050000000000000003: {'clonal': 147.29470899470897,
'reassortant': 17.333333333333336},
0.10000000000000001: {'clonal': 37.42857142857143, 'reassortant': 4.125},
0.15000000000000002: {'clonal': 242.87724867724873,
'reassortant': 21.39166666666667},
0.20000000000000001: {'clonal': 658.5427099148837,
'reassortant': 86.76666666666667},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 479.4979595123069, 'reassortant': 53.707539682539675},
0.050000000000000003: {'clonal': 149.306721981722,
'reassortant': 15.333333333333334},
0.10000000000000001: {'clonal': 41.0, 'reassortant': 4.625},
0.15000000000000002: {'clonal': 210.2690729238557,
'reassortant': 25.930555555555557},
0.20000000000000001: {'clonal': 757.8163626952762,
'reassortant': 78.80555555555557},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 427.8924982746721, 'reassortant': 55.59722222222222},
0.050000000000000003: {'clonal': 120.25820105820107,
'reassortant': 15.253968253968253},
0.10000000000000001: {'clonal': 37.236111111111114, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 187.59285714285713,
'reassortant': 33.113888888888894},
0.20000000000000001: {'clonal': 582.5888072233726,
'reassortant': 73.01666666666668},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 417.03750601250584, 'reassortant': 62.91243961352657},
0.050000000000000003: {'clonal': 128.95238095238102,
'reassortant': 25.21666666666667},
0.10000000000000001: {'clonal': 47.623015873015895, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 203.28455988455994,
'reassortant': 34.80555555555556},
0.20000000000000001: {'clonal': 642.0193121693115,
'reassortant': 88.60736714975845},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 485.5261904761901, 'reassortant': 61.79404761904762},
0.050000000000000003: {'clonal': 133.69113756613757,
'reassortant': 17.369444444444444},
0.10000000000000001: {'clonal': 33.044973544973544, 'reassortant': 5.325},
0.15000000000000002: {'clonal': 189.14761904761906,
'reassortant': 25.666666666666668},
0.20000000000000001: {'clonal': 653.2882275132266,
'reassortant': 89.73531746031752},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 446.93505291005243, 'reassortant': 58.375},
0.050000000000000003: {'clonal': 126.67224522659306,
'reassortant': 15.305555555555555},
0.10000000000000001: {'clonal': 41.41120312859444,
'reassortant': 11.763888888888886},
0.15000000000000002: {'clonal': 186.65619967793882,
'reassortant': 25.916666666666668},
0.20000000000000001: {'clonal': 624.4276455026449,
'reassortant': 105.93055555555559},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 499.0869277662752, 'reassortant': 56.420772946859906},
0.050000000000000003: {'clonal': 122.37962962962963,
'reassortant': 18.041666666666664},
0.10000000000000001: {'clonal': 48.083333333333336,
'reassortant': 4.111111111111111},
0.15000000000000002: {'clonal': 200.19534161490685,
'reassortant': 15.427294685990333},
0.20000000000000001: {'clonal': 668.2490970784448,
'reassortant': 99.4407004830918},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.79309523809474, 'reassortant': 58.66309523809524},
0.050000000000000003: {'clonal': 138.79171842650103,
'reassortant': 17.541666666666664},
0.10000000000000001: {'clonal': 30.780515297906604, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 192.42063492063494,
'reassortant': 27.763888888888886},
0.20000000000000001: {'clonal': 640.1646158270075,
'reassortant': 83.5888888888889},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 458.2377977497534, 'reassortant': 61.25150103519668},
0.050000000000000003: {'clonal': 136.4011502185415,
'reassortant': 15.18840579710145},
0.10000000000000001: {'clonal': 38.574074074074076,
'reassortant': 4.666666666666666},
0.15000000000000002: {'clonal': 176.3832930756844, 'reassortant': 24.125},
0.20000000000000001: {'clonal': 682.6928759646144,
'reassortant': 78.88840579710144},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.95846560846513, 'reassortant': 51.52403381642512},
0.050000000000000003: {'clonal': 118.11345180584314,
'reassortant': 14.81014492753623},
0.10000000000000001: {'clonal': 46.110248447204974,
'reassortant': 5.8888888888888875},
0.15000000000000002: {'clonal': 179.56481481481484,
'reassortant': 25.745289855072468},
0.20000000000000001: {'clonal': 696.470265805049,
'reassortant': 82.99806763285032},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.7382275132264, 'reassortant': 51.36980676328508},
0.050000000000000003: {'clonal': 142.4251322751323,
'reassortant': 19.76388888888889},
0.10000000000000001: {'clonal': 24.088624338624342, 'reassortant': 6.25},
0.15000000000000002: {'clonal': 172.45873015873022,
'reassortant': 23.638888888888893},
0.20000000000000001: {'clonal': 636.4724867724861,
'reassortant': 92.01212905452043},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.495060229625, 'reassortant': 58.44444444444446},
0.050000000000000003: {'clonal': 150.62526455026455,
'reassortant': 18.61111111111111},
0.10000000000000001: {'clonal': 44.65277777777778, 'reassortant': 7.25},
0.15000000000000002: {'clonal': 214.5294973544975,
'reassortant': 20.069444444444443},
0.20000000000000001: {'clonal': 642.9170581592325,
'reassortant': 91.79166666666671},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.3692293535762, 'reassortant': 67.38888888888889},
0.050000000000000003: {'clonal': 131.69682539682543,
'reassortant': 14.601190476190476},
0.10000000000000001: {'clonal': 43.151058201058206,
'reassortant': 2.9722222222222205},
0.15000000000000002: {'clonal': 189.47964228203358,
'reassortant': 23.90277777777778},
0.20000000000000001: {'clonal': 640.4898792270538,
'reassortant': 98.18531746031748},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 433.2692178513919, 'reassortant': 57.1900793650794},
0.050000000000000003: {'clonal': 139.41271106510237,
'reassortant': 20.069444444444443},
0.10000000000000001: {'clonal': 30.314814814814813,
'reassortant': 5.361111111111111},
0.15000000000000002: {'clonal': 167.8666666666667,
'reassortant': 29.027777777777782},
0.20000000000000001: {'clonal': 651.5252231423964,
'reassortant': 94.26587301587308},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 474.7837777359516, 'reassortant': 59.31997929606627},
0.050000000000000003: {'clonal': 139.84087301587303, 'reassortant': 14.1},
0.10000000000000001: {'clonal': 45.44047619047618,
'reassortant': 5.771739130434783},
0.15000000000000002: {'clonal': 185.87476190476198,
'reassortant': 29.847222222222218},
0.20000000000000001: {'clonal': 673.3148761946587,
'reassortant': 92.53355762594899},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 473.11604136604115, 'reassortant': 55.541062801932384},
0.050000000000000003: {'clonal': 149.39196729196732, 'reassortant': 25.5},
0.10000000000000001: {'clonal': 38.68333333333334, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 190.1748677248677,
'reassortant': 22.333333333333332},
0.20000000000000001: {'clonal': 682.3056637806635,
'reassortant': 89.52717391304348},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 470.4828042328037, 'reassortant': 56.977829537612145},
0.050000000000000003: {'clonal': 131.76574074074074,
'reassortant': 17.013888888888886},
0.10000000000000001: {'clonal': 41.25, 'reassortant': 4.305555555555555},
0.15000000000000002: {'clonal': 204.99470899470904,
'reassortant': 20.207729468599034},
0.20000000000000001: {'clonal': 690.2232516678172,
'reassortant': 79.4440131124914},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 536.800594662985, 'reassortant': 61.85966183574884},
0.050000000000000003: {'clonal': 123.19074074074074,
'reassortant': 19.446428571428577},
0.10000000000000001: {'clonal': 34.11904761904762,
'reassortant': 2.738095238095238},
0.15000000000000002: {'clonal': 176.65945594662986,
'reassortant': 19.59166666666667},
0.20000000000000001: {'clonal': 717.9881216931213,
'reassortant': 82.27686335403732},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.1131469979294, 'reassortant': 57.04007936507938},
0.050000000000000003: {'clonal': 147.86310674028064,
'reassortant': 12.777777777777777},
0.10000000000000001: {'clonal': 37.778848631239946,
'reassortant': 4.305555555555555},
0.15000000000000002: {'clonal': 151.84763170002304,
'reassortant': 27.605555555555554},
0.20000000000000001: {'clonal': 619.6814340088243,
'reassortant': 81.94642857142857},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 441.24710144927514, 'reassortant': 63.1982401656315},
0.050000000000000003: {'clonal': 131.36473429951695,
'reassortant': 24.31984126984127},
0.10000000000000001: {'clonal': 34.51851851851852, 'reassortant': 5.125},
0.15000000000000002: {'clonal': 188.1166896710375,
'reassortant': 21.37698412698413},
0.20000000000000001: {'clonal': 698.8240338164246,
'reassortant': 94.73241890959288},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 424.27244306418186, 'reassortant': 61.13888888888892},
0.050000000000000003: {'clonal': 108.62592592592596,
'reassortant': 16.83333333333333},
0.10000000000000001: {'clonal': 24.65, 'reassortant': 6.361111111111111},
0.15000000000000002: {'clonal': 165.67222222222225,
'reassortant': 27.17850241545894},
0.20000000000000001: {'clonal': 656.8597181964572,
'reassortant': 91.01984126984132},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 508.7903036576949, 'reassortant': 60.29166666666668},
0.050000000000000003: {'clonal': 125.70515873015873,
'reassortant': 23.833333333333336},
0.10000000000000001: {'clonal': 31.491402116402117, 'reassortant': 6.75},
0.15000000000000002: {'clonal': 193.85763170002303,
'reassortant': 26.447222222222226},
0.20000000000000001: {'clonal': 659.4346790890266,
'reassortant': 100.3952898550725},
0.25: {'clonal': 0, 'reassortant': 0.08695652173913043}},
{0.0: {'clonal': 407.345238095238, 'reassortant': 48.375},
0.050000000000000003: {'clonal': 128.37433862433866, 'reassortant': 16.625},
0.10000000000000001: {'clonal': 45.75, 'reassortant': 3.666666666666667},
0.15000000000000002: {'clonal': 164.9100529100529,
'reassortant': 19.72222222222222},
0.20000000000000001: {'clonal': 610.6542244390068,
'reassortant': 79.5277777777778},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 458.8244536461927, 'reassortant': 62.85833333333336},
0.050000000000000003: {'clonal': 111.70855344333607,
'reassortant': 25.12500000000001},
0.10000000000000001: {'clonal': 49.80000000000001, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 188.60670159148424,
'reassortant': 26.708333333333336},
0.20000000000000001: {'clonal': 725.7942264257476,
'reassortant': 96.91666666666671},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.2954623878534, 'reassortant': 56.16587301587304},
0.050000000000000003: {'clonal': 150.42170462387855,
'reassortant': 16.333333333333332},
0.10000000000000001: {'clonal': 51.98148148148149,
'reassortant': 4.611111111111111},
0.15000000000000002: {'clonal': 156.79612376351503,
'reassortant': 25.930555555555557},
0.20000000000000001: {'clonal': 669.3565044858518,
'reassortant': 100.27063492063498},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 466.0922582972578, 'reassortant': 60.10119047619051},
0.050000000000000003: {'clonal': 169.9079365079366,
'reassortant': 13.249999999999998},
0.10000000000000001: {'clonal': 45.98478835978836, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 187.15238095238098,
'reassortant': 33.79166666666667},
0.20000000000000001: {'clonal': 684.3943746993742,
'reassortant': 86.32142857142861},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 454.7503703703701, 'reassortant': 59.15458937198067},
0.050000000000000003: {'clonal': 116.87492063492061,
'reassortant': 24.305555555555554},
0.10000000000000001: {'clonal': 50.00296296296296,
'reassortant': 9.416666666666666},
0.15000000000000002: {'clonal': 183.60269841269843,
'reassortant': 27.868961352657003},
0.20000000000000001: {'clonal': 648.7641269841265,
'reassortant': 116.59299516908214},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 458.3685978835975, 'reassortant': 69.91218081435471},
0.050000000000000003: {'clonal': 116.269708994709, 'reassortant': 8.925},
0.10000000000000001: {'clonal': 44.17619047619048, 'reassortant': 2.875},
0.15000000000000002: {'clonal': 186.44166666666666, 'reassortant': 18.0},
0.20000000000000001: {'clonal': 689.2733597883597,
'reassortant': 99.7600241545894},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 463.7523521969167, 'reassortant': 69.84722222222223},
0.050000000000000003: {'clonal': 126.50886243386243,
'reassortant': 27.055555555555557},
0.10000000000000001: {'clonal': 44.90767195767197,
'reassortant': 4.722222222222222},
0.15000000000000002: {'clonal': 188.96755233494363,
'reassortant': 27.27777777777778},
0.20000000000000001: {'clonal': 691.9983436852996,
'reassortant': 94.94444444444447},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 385.4064888010541, 'reassortant': 56.83333333333333},
0.050000000000000003: {'clonal': 140.8587301587302, 'reassortant': 18.0},
0.10000000000000001: {'clonal': 44.0, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 179.86404416839204,
'reassortant': 20.97222222222222},
0.20000000000000001: {'clonal': 608.7698846644502,
'reassortant': 80.59661835748793},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 437.4342707614443, 'reassortant': 62.934523809523824},
0.050000000000000003: {'clonal': 138.19537037037037,
'reassortant': 14.535714285714285},
0.10000000000000001: {'clonal': 61.85867003367004, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 145.09126984126985,
'reassortant': 35.91666666666667},
0.20000000000000001: {'clonal': 645.8561881757537,
'reassortant': 72.87500000000001},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.9388888888888, 'reassortant': 52.7706866804693},
0.050000000000000003: {'clonal': 130.30846560846555,
'reassortant': 14.807367149758452},
0.10000000000000001: {'clonal': 36.269047619047626,
'reassortant': 3.5833333333333335},
0.15000000000000002: {'clonal': 172.91870255348516,
'reassortant': 22.904589371980673},
0.20000000000000001: {'clonal': 642.3686507936505,
'reassortant': 109.48360938578334},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 422.5308707154355, 'reassortant': 70.38863008971708},
0.050000000000000003: {'clonal': 102.37845117845119,
'reassortant': 21.793961352657007},
0.10000000000000001: {'clonal': 39.34995974235104,
'reassortant': 8.833333333333332},
0.15000000000000002: {'clonal': 211.1537037037037,
'reassortant': 33.8468253968254},
0.20000000000000001: {'clonal': 691.8390464688287,
'reassortant': 86.34273636991036},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 478.66040644540556, 'reassortant': 64.62981366459631},
0.050000000000000003: {'clonal': 140.52116402116403,
'reassortant': 11.305555555555555},
0.10000000000000001: {'clonal': 48.958333333333336,
'reassortant': 6.916666666666666},
0.15000000000000002: {'clonal': 196.3445767195767,
'reassortant': 26.932367149758456},
0.20000000000000001: {'clonal': 687.4076286676277,
'reassortant': 88.07584541062806},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.4999999999989, 'reassortant': 74.73091787439616},
0.050000000000000003: {'clonal': 123.07407407407408,
'reassortant': 24.833333333333336},
0.10000000000000001: {'clonal': 27.703703703703702,
'reassortant': 6.315217391304348},
0.15000000000000002: {'clonal': 183.6898148148148,
'reassortant': 26.988405797101453},
0.20000000000000001: {'clonal': 657.6705026455021,
'reassortant': 113.69287439613528},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 474.13203703703647, 'reassortant': 42.200051759834366},
0.050000000000000003: {'clonal': 126.59616402116406,
'reassortant': 18.47765700483092},
0.10000000000000001: {'clonal': 51.920634920634924,
'reassortant': 4.666666666666667},
0.15000000000000002: {'clonal': 176.67679549114328,
'reassortant': 25.670634920634924},
0.20000000000000001: {'clonal': 694.7237014032653,
'reassortant': 87.9064009661836},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 457.38724752703024, 'reassortant': 50.24951690821256},
0.050000000000000003: {'clonal': 131.05564757303887,
'reassortant': 11.611111111111107},
0.10000000000000001: {'clonal': 47.38236714975846, 'reassortant': 1.5},
0.15000000000000002: {'clonal': 217.65714285714287,
'reassortant': 22.60785024154589},
0.20000000000000001: {'clonal': 655.5453692201518,
'reassortant': 81.32862318840583},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 421.641111111111, 'reassortant': 69.68236714975848},
0.050000000000000003: {'clonal': 124.47685185185186,
'reassortant': 14.999999999999998},
0.10000000000000001: {'clonal': 39.82796296296296,
'reassortant': 5.1388888888888875},
0.15000000000000002: {'clonal': 195.26349206349212,
'reassortant': 22.59722222222223},
0.20000000000000001: {'clonal': 595.6982275132274,
'reassortant': 90.15277777777781},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 475.8079365079365, 'reassortant': 54.69722222222224},
0.050000000000000003: {'clonal': 136.87949735449737, 'reassortant': 17.125},
0.10000000000000001: {'clonal': 41.0, 'reassortant': 4.8888888888888875},
0.15000000000000002: {'clonal': 209.94087301587302,
'reassortant': 23.833333333333332},
0.20000000000000001: {'clonal': 612.641931216931,
'reassortant': 71.79577294685994},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 408.38968253968204, 'reassortant': 64.56521739130437},
0.050000000000000003: {'clonal': 128.7260582010582, 'reassortant': 23.375},
0.10000000000000001: {'clonal': 39.40574074074075,
'reassortant': 7.666666666666665},
0.15000000000000002: {'clonal': 178.35738095238096,
'reassortant': 27.771739130434792},
0.20000000000000001: {'clonal': 625.1490740740743,
'reassortant': 95.10688405797104},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 457.9376178974001, 'reassortant': 73.13611111111113},
0.050000000000000003: {'clonal': 135.32769726247986,
'reassortant': 16.460317460317462},
0.10000000000000001: {'clonal': 36.7962962962963,
'reassortant': 4.222222222222222},
0.15000000000000002: {'clonal': 192.69476075454338,
'reassortant': 22.80555555555555},
0.20000000000000001: {'clonal': 643.2780653324132,
'reassortant': 88.0555555555556},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 488.36043478260797, 'reassortant': 67.32222222222224},
0.050000000000000003: {'clonal': 129.09855762594893,
'reassortant': 16.638888888888886},
0.10000000000000001: {'clonal': 36.45833333333333,
'reassortant': 8.555555555555554},
0.15000000000000002: {'clonal': 184.94855762594892,
'reassortant': 25.898550724637683},
0.20000000000000001: {'clonal': 650.258609385784,
'reassortant': 107.05807453416152},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.59407177363613, 'reassortant': 60.01526915113872},
0.050000000000000003: {'clonal': 160.97619047619048,
'reassortant': 15.72403381642512},
0.10000000000000001: {'clonal': 32.58333333333333,
'reassortant': 6.944444444444443},
0.15000000000000002: {'clonal': 199.34437773176901,
'reassortant': 36.27173913043478},
0.20000000000000001: {'clonal': 660.4801173222916,
'reassortant': 86.1843512767426},
0.25: {'clonal': 0, 'reassortant': 1.0}},
{0.0: {'clonal': 401.1905291005291, 'reassortant': 58.574033816425136},
0.050000000000000003: {'clonal': 117.91597883597885,
'reassortant': 12.680555555555554},
0.10000000000000001: {'clonal': 42.0, 'reassortant': 7.0},
0.15000000000000002: {'clonal': 160.85306878306884,
'reassortant': 21.091183574879228},
0.20000000000000001: {'clonal': 599.639338624338,
'reassortant': 84.96243961352661},
0.25: {'clonal': 0, 'reassortant': 0.05555555555555555}},
{0.0: {'clonal': 414.5319047619046, 'reassortant': 52.674516908212574},
0.050000000000000003: {'clonal': 121.3558201058201,
'reassortant': 21.500000000000007},
0.10000000000000001: {'clonal': 58.41666666666667,
'reassortant': 4.722222222222221},
0.15000000000000002: {'clonal': 160.0525132275132,
'reassortant': 28.341183574879246},
0.20000000000000001: {'clonal': 635.3487037037038,
'reassortant': 90.53550724637684},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 459.27893949850386, 'reassortant': 65.21944444444446},
0.050000000000000003: {'clonal': 137.8200782148608,
'reassortant': 21.313888888888897},
0.10000000000000001: {'clonal': 39.16666666666667,
'reassortant': 4.194444444444445},
0.15000000000000002: {'clonal': 163.92912468368993,
'reassortant': 16.099999999999998},
0.20000000000000001: {'clonal': 644.3220600414078,
'reassortant': 92.74007936507938},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.90364619277614, 'reassortant': 57.461645962732916},
0.050000000000000003: {'clonal': 119.22505175983443,
'reassortant': 15.277777777777777},
0.10000000000000001: {'clonal': 40.202962962962964, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 178.6412031285944,
'reassortant': 24.611111111111114},
0.20000000000000001: {'clonal': 668.437308488612,
'reassortant': 91.62995169082126},
0.25: {'clonal': 0.7, 'reassortant': 0}},
{0.0: {'clonal': 467.8392305037951, 'reassortant': 65.99021739130434},
0.050000000000000003: {'clonal': 104.21342535081665,
'reassortant': 23.929589371980693},
0.10000000000000001: {'clonal': 44.19933862433863,
'reassortant': 3.9305555555555554},
0.15000000000000002: {'clonal': 154.7222222222222,
'reassortant': 32.43840579710145},
0.20000000000000001: {'clonal': 650.2452508522074,
'reassortant': 98.77028985507246},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 469.6580423280419, 'reassortant': 62.31230158730162},
0.050000000000000003: {'clonal': 152.223544973545,
'reassortant': 13.194444444444445},
0.10000000000000001: {'clonal': 37.97222222222223,
'reassortant': 4.555555555555555},
0.15000000000000002: {'clonal': 195.71111111111114,
'reassortant': 26.071428571428577},
0.20000000000000001: {'clonal': 642.9910317460312,
'reassortant': 89.58611111111118},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 437.2125373821025, 'reassortant': 53.10317460317461},
0.050000000000000003: {'clonal': 155.7624051069703,
'reassortant': 15.833333333333332},
0.10000000000000001: {'clonal': 33.35185185185185, 'reassortant': 2.5},
0.15000000000000002: {'clonal': 160.53174603174602,
'reassortant': 22.77777777777778},
0.20000000000000001: {'clonal': 693.3513975155272,
'reassortant': 66.6845238095238},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 466.39760409477776, 'reassortant': 67.62500000000003},
0.050000000000000003: {'clonal': 143.68306878306876,
'reassortant': 13.319444444444443},
0.10000000000000001: {'clonal': 37.64814814814815,
'reassortant': 6.586956521739131},
0.15000000000000002: {'clonal': 196.98242005981143,
'reassortant': 33.236111111111114},
0.20000000000000001: {'clonal': 712.7219438693348,
'reassortant': 97.60379572118708},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 470.31134920634884, 'reassortant': 59.94384057971016},
0.050000000000000003: {'clonal': 167.72332873245924,
'reassortant': 21.07142857142857},
0.10000000000000001: {'clonal': 47.69444444444445,
'reassortant': 5.916666666666666},
0.15000000000000002: {'clonal': 192.1650793650794,
'reassortant': 21.61111111111111},
0.20000000000000001: {'clonal': 681.8597469519201,
'reassortant': 87.3664596273292},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 444.3549459397283, 'reassortant': 57.12862318840579},
0.050000000000000003: {'clonal': 106.19753853232116,
'reassortant': 14.48611111111111},
0.10000000000000001: {'clonal': 28.19179894179894, 'reassortant': 5.0},
0.15000000000000002: {'clonal': 163.482631700023,
'reassortant': 26.365079365079364},
0.20000000000000001: {'clonal': 641.2758051529792,
'reassortant': 109.06116287094548},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 445.7493121693117, 'reassortant': 65.66309523809524},
0.050000000000000003: {'clonal': 124.11706349206352, 'reassortant': 15.5},
0.10000000000000001: {'clonal': 37.04034391534393,
'reassortant': 6.333333333333333},
0.15000000000000002: {'clonal': 154.84291005291004,
'reassortant': 23.383333333333336},
0.20000000000000001: {'clonal': 632.4482539682537,
'reassortant': 97.32896825396826},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 446.46819990798247, 'reassortant': 65.22584541062804},
0.050000000000000003: {'clonal': 136.45666666666668,
'reassortant': 17.999999999999996},
0.10000000000000001: {'clonal': 36.98148148148148,
'reassortant': 2.322222222222222},
0.15000000000000002: {'clonal': 196.35001265240402,
'reassortant': 23.16618357487923},
0.20000000000000001: {'clonal': 648.2477363699101,
'reassortant': 87.01147342995172},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 444.8866126063951, 'reassortant': 62.28386818495519},
0.050000000000000003: {'clonal': 142.66730158730155,
'reassortant': 17.77173913043478},
0.10000000000000001: {'clonal': 29.617724867724867,
'reassortant': 6.666666666666667},
0.15000000000000002: {'clonal': 184.03886243386245,
'reassortant': 23.52173913043478},
0.20000000000000001: {'clonal': 639.3183689901081,
'reassortant': 102.44396135265698},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 437.1104623878537, 'reassortant': 53.55952380952384},
0.050000000000000003: {'clonal': 110.97466643662298,
'reassortant': 19.16666666666667},
0.10000000000000001: {'clonal': 34.849206349206355, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 168.93386243386246,
'reassortant': 29.72958937198068},
0.20000000000000001: {'clonal': 626.2692822636297,
'reassortant': 81.86997929606628},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 445.98138716356107, 'reassortant': 60.34806763285029},
0.050000000000000003: {'clonal': 129.16666666666669,
'reassortant': 15.708333333333334},
0.10000000000000001: {'clonal': 30.61111111111111,
'reassortant': 6.055555555555555},
0.15000000000000002: {'clonal': 162.47077984817122,
'reassortant': 28.071256038647356},
0.20000000000000001: {'clonal': 650.3698941798941,
'reassortant': 84.7823671497585},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 438.4713756613757, 'reassortant': 69.11111111111111},
0.050000000000000003: {'clonal': 131.59753968253966,
'reassortant': 17.244444444444444},
0.10000000000000001: {'clonal': 31.542989417989414,
'reassortant': 3.3055555555555554},
0.15000000000000002: {'clonal': 176.93253968253964,
'reassortant': 33.744444444444454},
0.20000000000000001: {'clonal': 607.0126984126974,
'reassortant': 96.60555555555558},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 474.2867943409243, 'reassortant': 68.30917874396137},
0.050000000000000003: {'clonal': 142.18915343915344,
'reassortant': 19.62094547964114},
0.10000000000000001: {'clonal': 40.58333333333333,
'reassortant': 5.626984126984125},
0.15000000000000002: {'clonal': 222.23856912813434,
'reassortant': 25.53174603174604},
0.20000000000000001: {'clonal': 626.5553404646881,
'reassortant': 80.46799516908214},
0.25: {'clonal': 0.3333333333333333, 'reassortant': 0}},
{0.0: {'clonal': 460.21095238095205, 'reassortant': 66.22222222222226},
0.050000000000000003: {'clonal': 124.2425235794801,
'reassortant': 19.77777777777778},
0.10000000000000001: {'clonal': 49.704966329966325, 'reassortant': 5.125},
0.15000000000000002: {'clonal': 188.22202208419603,
'reassortant': 27.52777777777778},
0.20000000000000001: {'clonal': 662.8636473429955,
'reassortant': 95.96111111111117},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.355856180856, 'reassortant': 54.80833333333333},
0.050000000000000003: {'clonal': 127.9140211640212, 'reassortant': 19.375},
0.10000000000000001: {'clonal': 49.6984126984127, 'reassortant': 6.25},
0.15000000000000002: {'clonal': 195.17724867724866,
'reassortant': 22.63095238095238},
0.20000000000000001: {'clonal': 666.7323472823477,
'reassortant': 82.04761904761905},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 436.435899470899, 'reassortant': 59.666235334713654},
0.050000000000000003: {'clonal': 139.556455026455,
'reassortant': 20.565217391304348},
0.10000000000000001: {'clonal': 54.892857142857146, 'reassortant': 6.5},
0.15000000000000002: {'clonal': 169.758253968254,
'reassortant': 20.833333333333336},
0.20000000000000001: {'clonal': 644.5897354497358,
'reassortant': 96.9172532781229},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 436.2614274212094, 'reassortant': 66.08043478260873},
0.050000000000000003: {'clonal': 139.6058201058201,
'reassortant': 25.916666666666664},
0.10000000000000001: {'clonal': 44.96428571428574,
'reassortant': 4.416666666666667},
0.15000000000000002: {'clonal': 188.2298136645963,
'reassortant': 23.938405797101453},
0.20000000000000001: {'clonal': 677.1947089947092,
'reassortant': 96.90234644582476},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 505.6602140452135, 'reassortant': 56.94109730848864},
0.050000000000000003: {'clonal': 126.0670634920635,
'reassortant': 15.748723257418911},
0.10000000000000001: {'clonal': 31.427076144467446,
'reassortant': 6.002777777777778},
0.15000000000000002: {'clonal': 175.01406989146133,
'reassortant': 32.760628019323676},
0.20000000000000001: {'clonal': 644.7007871677439,
'reassortant': 90.89855072463776},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 490.7964550264549, 'reassortant': 62.2441856452726},
0.050000000000000003: {'clonal': 166.24166666666667,
'reassortant': 21.07142857142857},
0.10000000000000001: {'clonal': 41.04710144927536,
'reassortant': 2.0555555555555554},
0.15000000000000002: {'clonal': 219.5606475730389,
'reassortant': 27.621739130434786},
0.20000000000000001: {'clonal': 706.1145755693586,
'reassortant': 86.50688405797106},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 443.5381078904995, 'reassortant': 57.18452380952387},
0.050000000000000003: {'clonal': 116.01190476190477,
'reassortant': 15.055555555555554},
0.10000000000000001: {'clonal': 41.7, 'reassortant': 6.75},
0.15000000000000002: {'clonal': 192.67989417989423,
'reassortant': 23.838888888888892},
0.20000000000000001: {'clonal': 611.5039809063718,
'reassortant': 84.70039682539685},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.9085978835978, 'reassortant': 64.8768115942029},
0.050000000000000003: {'clonal': 139.8187830687831,
'reassortant': 16.055555555555557},
0.10000000000000001: {'clonal': 41.40740740740741,
'reassortant': 7.822222222222222},
0.15000000000000002: {'clonal': 179.90476190476193,
'reassortant': 27.82729468599034},
0.20000000000000001: {'clonal': 678.2185185185184,
'reassortant': 75.75362318840583},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 437.30986050985985, 'reassortant': 69.52976190476194},
0.050000000000000003: {'clonal': 140.60674603174607,
'reassortant': 23.652777777777775},
0.10000000000000001: {'clonal': 33.01018518518519,
'reassortant': 6.083333333333333},
0.15000000000000002: {'clonal': 197.18463883137792,
'reassortant': 25.244444444444444},
0.20000000000000001: {'clonal': 731.565507037246,
'reassortant': 97.02063492063495},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 464.5748941798935, 'reassortant': 59.41799516908214},
0.050000000000000003: {'clonal': 117.87526455026459,
'reassortant': 11.416666666666666},
0.10000000000000001: {'clonal': 31.80952380952381,
'reassortant': 5.466183574879226},
0.15000000000000002: {'clonal': 209.66425925925927,
'reassortant': 27.329278812974458},
0.20000000000000001: {'clonal': 630.0707407407419,
'reassortant': 84.77372325741894},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 453.54030909509123, 'reassortant': 62.56896135265703},
0.050000000000000003: {'clonal': 141.10347522847525,
'reassortant': 13.555555555555555},
0.10000000000000001: {'clonal': 49.855820105820115, 'reassortant': 2.0},
0.15000000000000002: {'clonal': 221.43376623376625,
'reassortant': 21.099206349206348},
0.20000000000000001: {'clonal': 690.6677689942902,
'reassortant': 92.81266390614219},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 454.3730687830687, 'reassortant': 67.875},
0.050000000000000003: {'clonal': 126.32195767195766,
'reassortant': 23.333333333333332},
0.10000000000000001: {'clonal': 28.952380952380953,
'reassortant': 8.583333333333334},
0.15000000000000002: {'clonal': 193.5793650793651,
'reassortant': 27.683333333333334},
0.20000000000000001: {'clonal': 607.5425132275133,
'reassortant': 98.03333333333335},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 483.09679894179794, 'reassortant': 50.88466183574881},
0.050000000000000003: {'clonal': 136.29544973544978,
'reassortant': 16.72222222222222},
0.10000000000000001: {'clonal': 45.13888888888889, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 191.0650793650794,
'reassortant': 22.39673913043478},
0.20000000000000001: {'clonal': 653.81917989418,
'reassortant': 87.97976190476192},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 431.78666321601037, 'reassortant': 61.61944444444444},
0.050000000000000003: {'clonal': 138.5436507936508,
'reassortant': 23.130917874396133},
0.10000000000000001: {'clonal': 59.64841269841269, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 214.33477110651026,
'reassortant': 27.916666666666668},
0.20000000000000001: {'clonal': 627.6804980446287,
'reassortant': 104.52355072463769},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 417.78478835978785, 'reassortant': 66.10609040717738},
0.050000000000000003: {'clonal': 134.35383597883597,
'reassortant': 17.583333333333336},
0.10000000000000001: {'clonal': 56.53015873015874,
'reassortant': 5.924516908212561},
0.15000000000000002: {'clonal': 195.88915343915346,
'reassortant': 27.40555555555559},
0.20000000000000001: {'clonal': 629.2932539682532,
'reassortant': 92.89497929606625},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.4269933287316, 'reassortant': 70.36292270531403},
0.050000000000000003: {'clonal': 133.82999769956297,
'reassortant': 16.73611111111111},
0.10000000000000001: {'clonal': 49.50000000000001,
'reassortant': 8.333333333333334},
0.15000000000000002: {'clonal': 223.31243386243383,
'reassortant': 26.164734299516933},
0.20000000000000001: {'clonal': 645.3061318150437,
'reassortant': 100.42862318840582},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 483.5653968253966, 'reassortant': 67.90676328502414},
0.050000000000000003: {'clonal': 126.15277777777777,
'reassortant': 18.6173740510697},
0.10000000000000001: {'clonal': 31.244047619047617,
'reassortant': 7.4050724637681125},
0.15000000000000002: {'clonal': 189.0476190476191,
'reassortant': 27.38333333333337},
0.20000000000000001: {'clonal': 664.3461904761904,
'reassortant': 89.88913043478263},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 496.34391189325913, 'reassortant': 71.34722222222224},
0.050000000000000003: {'clonal': 143.86376926616057,
'reassortant': 20.118478260869566},
0.10000000000000001: {'clonal': 36.13492063492064,
'reassortant': 5.21195652173913},
0.15000000000000002: {'clonal': 220.92263170002298,
'reassortant': 22.919444444444448},
0.20000000000000001: {'clonal': 654.6813618587532,
'reassortant': 101.43417874396138},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 445.0591384863122, 'reassortant': 65.07619047619048},
0.050000000000000003: {'clonal': 154.31349206349213,
'reassortant': 19.18888888888889},
0.10000000000000001: {'clonal': 42.19444444444444,
'reassortant': 5.605555555555554},
0.15000000000000002: {'clonal': 181.43417874396138,
'reassortant': 23.55555555555556},
0.20000000000000001: {'clonal': 681.7177881297437,
'reassortant': 112.36031746031749},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 500.1887301587298, 'reassortant': 55.52142857142856},
0.050000000000000003: {'clonal': 154.46222222222224,
'reassortant': 7.392857142857142},
0.10000000000000001: {'clonal': 42.544973544973544, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 200.94523809523804, 'reassortant': 25.0},
0.20000000000000001: {'clonal': 728.7713227513221,
'reassortant': 71.80833333333331},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 508.65640211640135, 'reassortant': 68.32125603864735},
0.050000000000000003: {'clonal': 136.09841269841272,
'reassortant': 17.135628019323676},
0.10000000000000001: {'clonal': 42.28703703703704,
'reassortant': 3.632850241545894},
0.15000000000000002: {'clonal': 211.26449505406032, 'reassortant': 22.875},
0.20000000000000001: {'clonal': 741.4889636530933,
'reassortant': 92.17403381642512},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 447.5448412698414, 'reassortant': 59.40455486542445},
0.050000000000000003: {'clonal': 129.17857142857142,
'reassortant': 14.664596273291925},
0.10000000000000001: {'clonal': 38.92857142857143, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 199.06563492063492,
'reassortant': 30.222222222222225},
0.20000000000000001: {'clonal': 650.5573015873018,
'reassortant': 86.9120082815735},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.4089084426042, 'reassortant': 74.48888888888891},
0.050000000000000003: {'clonal': 139.9969576719577,
'reassortant': 22.24563492063492},
0.10000000000000001: {'clonal': 55.19153439153439, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 169.8975385323212, 'reassortant': 32.25},
0.20000000000000001: {'clonal': 696.9202323441447,
'reassortant': 103.72500000000004},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 459.2493386243378, 'reassortant': 70.53174603174608},
0.050000000000000003: {'clonal': 128.1277777777778,
'reassortant': 19.04365079365079},
0.10000000000000001: {'clonal': 48.983333333333334,
'reassortant': 2.6111111111111107},
0.15000000000000002: {'clonal': 168.0197619047619,
'reassortant': 19.819444444444446},
0.20000000000000001: {'clonal': 686.6751851851852,
'reassortant': 105.1742063492064},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 437.0752898550726, 'reassortant': 57.12500000000002},
0.050000000000000003: {'clonal': 160.77867724867724,
'reassortant': 8.583333333333332},
0.10000000000000001: {'clonal': 53.61111111111111,
'reassortant': 4.666666666666666},
0.15000000000000002: {'clonal': 179.8637566137566,
'reassortant': 37.88224637681159},
0.20000000000000001: {'clonal': 627.3760432482167,
'reassortant': 98.45238095238099},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 480.55055210489945, 'reassortant': 50.63285024154589},
0.050000000000000003: {'clonal': 105.12658730158732, 'reassortant': 11.475},
0.10000000000000001: {'clonal': 28.333333333333332,
'reassortant': 5.822222222222223},
0.15000000000000002: {'clonal': 200.3601449275362,
'reassortant': 14.111111111111109},
0.20000000000000001: {'clonal': 701.2212790430182,
'reassortant': 76.1328502415459},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 432.15448125143786, 'reassortant': 61.73599033816426},
0.050000000000000003: {'clonal': 135.02910052910053,
'reassortant': 14.472222222222223},
0.10000000000000001: {'clonal': 58.216229583620894,
'reassortant': 3.0694444444444446},
0.15000000000000002: {'clonal': 198.72170577409707,
'reassortant': 23.611111111111118},
0.20000000000000001: {'clonal': 630.4551414768806,
'reassortant': 86.89710144927535},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 480.07708764665256, 'reassortant': 75.36388888888892},
0.050000000000000003: {'clonal': 144.08972164711295,
'reassortant': 17.416666666666664},
0.10000000000000001: {'clonal': 42.583333333333336, 'reassortant': 7.25},
0.15000000000000002: {'clonal': 181.35449735449737,
'reassortant': 18.47222222222222},
0.20000000000000001: {'clonal': 656.1664389233957,
'reassortant': 79.82341269841271},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 483.3144540644533, 'reassortant': 61.68333333333336},
0.050000000000000003: {'clonal': 146.42063492063494,
'reassortant': 17.14423740510697},
0.10000000000000001: {'clonal': 29.643518518518526, 'reassortant': 7.1},
0.15000000000000002: {'clonal': 221.36574074074076,
'reassortant': 30.019444444444446},
0.20000000000000001: {'clonal': 671.1678571428563,
'reassortant': 73.04956866804696},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.97834483551867, 'reassortant': 60.083333333333364},
0.050000000000000003: {'clonal': 126.93796296296298,
'reassortant': 15.642857142857142},
0.10000000000000001: {'clonal': 40.06481481481482, 'reassortant': 8.0},
0.15000000000000002: {'clonal': 192.3660052910053,
'reassortant': 26.111111111111114},
0.20000000000000001: {'clonal': 611.1019691741434,
'reassortant': 89.12738095238097},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 474.11412698412676, 'reassortant': 58.6666666666667},
0.050000000000000003: {'clonal': 124.2718253968254,
'reassortant': 10.753968253968253},
0.10000000000000001: {'clonal': 44.12751322751325,
'reassortant': 6.083333333333333},
0.15000000000000002: {'clonal': 186.75751322751321,
'reassortant': 23.9186507936508},
0.20000000000000001: {'clonal': 639.9951851851846,
'reassortant': 90.8333333333334},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 473.7530158730159, 'reassortant': 52.03174603174605},
0.050000000000000003: {'clonal': 151.6772053872054,
'reassortant': 27.490079365079364},
0.10000000000000001: {'clonal': 35.58333333333333,
'reassortant': 7.055555555555555},
0.15000000000000002: {'clonal': 187.50423280423283,
'reassortant': 19.175051759834368},
0.20000000000000001: {'clonal': 680.3425132275129,
'reassortant': 82.65476190476194},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.6458730158727, 'reassortant': 55.3042788129745},
0.050000000000000003: {'clonal': 131.9047619047619,
'reassortant': 21.97222222222222},
0.10000000000000001: {'clonal': 35.33333333333333,
'reassortant': 5.071428571428571},
0.15000000000000002: {'clonal': 215.61884863123993,
'reassortant': 13.706625258799171},
0.20000000000000001: {'clonal': 627.1439364661107,
'reassortant': 90.86785714285715},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 418.1624189095922, 'reassortant': 61.49722222222228},
0.050000000000000003: {'clonal': 133.82828282828285,
'reassortant': 15.263888888888884},
0.10000000000000001: {'clonal': 51.01866344605474,
'reassortant': 3.9166666666666665},
0.15000000000000002: {'clonal': 195.15833333333333,
'reassortant': 25.283333333333335},
0.20000000000000001: {'clonal': 675.1226317000232,
'reassortant': 78.7361111111112},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.07060846560796, 'reassortant': 61.913888888888884},
0.050000000000000003: {'clonal': 125.22182539682541,
'reassortant': 13.091666666666663},
0.10000000000000001: {'clonal': 33.152777777777786, 'reassortant': 5.75},
0.15000000000000002: {'clonal': 199.83267195767192,
'reassortant': 20.166666666666664},
0.20000000000000001: {'clonal': 657.1282804232807,
'reassortant': 85.66111111111113},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 526.1306993328719, 'reassortant': 54.204468599033824},
0.050000000000000003: {'clonal': 142.72248677248677,
'reassortant': 10.583333333333334},
0.10000000000000001: {'clonal': 47.474074074074075,
'reassortant': 4.9522946859903385},
0.15000000000000002: {'clonal': 189.60402001380277,
'reassortant': 23.771739130434792},
0.20000000000000001: {'clonal': 705.065976535542,
'reassortant': 91.79516908212561},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 509.31002415458875, 'reassortant': 78.98007246376812},
0.050000000000000003: {'clonal': 126.45419254658387,
'reassortant': 14.333333333333332},
0.10000000000000001: {'clonal': 37.904761904761905, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 227.16534391534395,
'reassortant': 26.591666666666665},
0.20000000000000001: {'clonal': 694.3420864964346,
'reassortant': 95.15869565217392},
0.25: {'clonal': 0, 'reassortant': 0.25}},
{0.0: {'clonal': 440.55883252817995, 'reassortant': 64.47500000000002},
0.050000000000000003: {'clonal': 126.25847826086961,
'reassortant': 13.902777777777773},
0.10000000000000001: {'clonal': 38.84285714285714,
'reassortant': 5.83333333333333},
0.15000000000000002: {'clonal': 240.989099378882,
'reassortant': 27.986111111111114},
0.20000000000000001: {'clonal': 698.9220991488379,
'reassortant': 101.91388888888893},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 465.01156513373877, 'reassortant': 63.08333333333337},
0.050000000000000003: {'clonal': 152.43416305916307,
'reassortant': 15.716666666666665},
0.10000000000000001: {'clonal': 43.31481481481481, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 188.4166666666667,
'reassortant': 22.583333333333332},
0.20000000000000001: {'clonal': 651.9864317083885,
'reassortant': 85.17500000000005},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.8033965953529, 'reassortant': 61.64563492063493},
0.050000000000000003: {'clonal': 118.22191741430873,
'reassortant': 16.569444444444443},
0.10000000000000001: {'clonal': 34.736111111111114,
'reassortant': 4.027777777777778},
0.15000000000000002: {'clonal': 226.81026224982756,
'reassortant': 24.04166666666667},
0.20000000000000001: {'clonal': 640.2156579250044,
'reassortant': 92.2261904761905},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 408.38765815504956, 'reassortant': 58.27173913043479},
0.050000000000000003: {'clonal': 121.93386243386243,
'reassortant': 19.97222222222222},
0.10000000000000001: {'clonal': 36.57275132275132,
'reassortant': 5.680555555555555},
0.15000000000000002: {'clonal': 162.45141476880607,
'reassortant': 28.4106280193237},
0.20000000000000001: {'clonal': 619.1445767195768,
'reassortant': 91.23743961352662},
0.25: {'clonal': 4.0, 'reassortant': 0}},
{0.0: {'clonal': 488.5037397787393, 'reassortant': 50.92500000000001},
0.050000000000000003: {'clonal': 123.83055555555555,
'reassortant': 12.97222222222222},
0.10000000000000001: {'clonal': 53.67460317460318, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 211.9225228475229,
'reassortant': 19.02777777777778},
0.20000000000000001: {'clonal': 665.4548941798944,
'reassortant': 90.59166666666674},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 490.22804232804185, 'reassortant': 71.6825396825397},
0.050000000000000003: {'clonal': 128.49682539682541, 'reassortant': 22.5},
0.10000000000000001: {'clonal': 42.46014492753623, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 232.50609615827005,
'reassortant': 38.61111111111116},
0.20000000000000001: {'clonal': 623.2044260409468,
'reassortant': 90.5337301587302},
0.25: {'clonal': 0.5, 'reassortant': 0}},
{0.0: {'clonal': 477.48243386243337, 'reassortant': 63.48514492753625},
0.050000000000000003: {'clonal': 120.31380952380952,
'reassortant': 14.374999999999998},
0.10000000000000001: {'clonal': 50.035714285714285, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 200.34912698412705,
'reassortant': 24.583333333333336},
0.20000000000000001: {'clonal': 671.5774603174614,
'reassortant': 86.23321256038648},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.9664941338851, 'reassortant': 48.896135265700494},
0.050000000000000003: {'clonal': 124.39708994708995,
'reassortant': 18.000000000000004},
0.10000000000000001: {'clonal': 50.0, 'reassortant': 7.666666666666666},
0.15000000000000002: {'clonal': 214.9031608005521,
'reassortant': 35.236111111111114},
0.20000000000000001: {'clonal': 670.6360029905688,
'reassortant': 88.68514492753623},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 483.5188888888887, 'reassortant': 60.486111111111114},
0.050000000000000003: {'clonal': 152.60198412698415, 'reassortant': 27.25},
0.10000000000000001: {'clonal': 27.333333333333332, 'reassortant': 5.25},
0.15000000000000002: {'clonal': 185.5624338624338,
'reassortant': 25.66666666666667},
0.20000000000000001: {'clonal': 645.2297883597885,
'reassortant': 82.61111111111114},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 461.99837129054515, 'reassortant': 75.43514492753626},
0.050000000000000003: {'clonal': 110.71050264550263,
'reassortant': 18.805555555555554},
0.10000000000000001: {'clonal': 35.85119047619048, 'reassortant': 10.0},
0.15000000000000002: {'clonal': 224.85500000000002,
'reassortant': 24.71666666666667},
0.20000000000000001: {'clonal': 651.3992558086036,
'reassortant': 107.19939613526574},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 469.4476190476188, 'reassortant': 63.33236714975845},
0.050000000000000003: {'clonal': 116.35318725557863,
'reassortant': 15.138888888888888},
0.10000000000000001: {'clonal': 34.176190476190484, 'reassortant': 7.0},
0.15000000000000002: {'clonal': 201.27884863123998,
'reassortant': 34.60705659075225},
0.20000000000000001: {'clonal': 681.1615458937197,
'reassortant': 97.57173913043478},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 462.4797619047616, 'reassortant': 58.05555555555555},
0.050000000000000003: {'clonal': 115.21931216931219,
'reassortant': 13.420289855072463},
0.10000000000000001: {'clonal': 44.178703703703704, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 181.386507936508,
'reassortant': 28.06944444444445},
0.20000000000000001: {'clonal': 663.2910052910055,
'reassortant': 91.29370255348516},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.9991120312853, 'reassortant': 85.51002415458939},
0.050000000000000003: {'clonal': 132.21296296296293,
'reassortant': 25.39444444444446},
0.10000000000000001: {'clonal': 30.98333333333333,
'reassortant': 6.529278812974465},
0.15000000000000002: {'clonal': 181.7799861973775,
'reassortant': 36.90640096618359},
0.20000000000000001: {'clonal': 684.7113342535073,
'reassortant': 100.07022084195998},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 460.2669576719575, 'reassortant': 63.98809523809526},
0.050000000000000003: {'clonal': 109.71296296296296,
'reassortant': 18.27355072463769},
0.10000000000000001: {'clonal': 42.386904761904766,
'reassortant': 3.6666666666666665},
0.15000000000000002: {'clonal': 191.60349206349207,
'reassortant': 19.8768115942029},
0.20000000000000001: {'clonal': 620.3343650793654,
'reassortant': 91.11490683229816},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 481.67329192546555, 'reassortant': 77.70531400966188},
0.050000000000000003: {'clonal': 127.34960317460322,
'reassortant': 15.555555555555554},
0.10000000000000001: {'clonal': 48.280423280423285,
'reassortant': 7.555555555555555},
0.15000000000000002: {'clonal': 189.92142857142866,
'reassortant': 28.627777777777784},
0.20000000000000001: {'clonal': 664.9829077524728,
'reassortant': 107.43224637681169},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 424.7646031746029, 'reassortant': 52.200051759834366},
0.050000000000000003: {'clonal': 128.92682539682542,
'reassortant': 19.392857142857142},
0.10000000000000001: {'clonal': 49.41534391534393,
'reassortant': 5.916666666666666},
0.15000000000000002: {'clonal': 200.17417989417996,
'reassortant': 29.166666666666668},
0.20000000000000001: {'clonal': 629.0603703703698,
'reassortant': 72.9047619047619},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 517.782344145387, 'reassortant': 56.13466183574879},
0.050000000000000003: {'clonal': 135.3993386243386,
'reassortant': 18.855072463768114},
0.10000000000000001: {'clonal': 68.45555555555556,
'reassortant': 7.402777777777778},
0.15000000000000002: {'clonal': 185.5873015873016,
'reassortant': 21.168478260869566},
0.20000000000000001: {'clonal': 739.6956027145148,
'reassortant': 90.21980676328504},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.4402058891186, 'reassortant': 50.06394064872327},
0.050000000000000003: {'clonal': 118.99092477570743,
'reassortant': 21.658212560386474},
0.10000000000000001: {'clonal': 46.73140096618358,
'reassortant': 4.555555555555555},
0.15000000000000002: {'clonal': 175.65740740740742,
'reassortant': 29.83333333333334},
0.20000000000000001: {'clonal': 616.0945479641127,
'reassortant': 93.76466528640441},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 438.9445997239472, 'reassortant': 57.74613526570049},
0.050000000000000003: {'clonal': 114.31216931216932,
'reassortant': 21.62777777777778},
0.10000000000000001: {'clonal': 34.5, 'reassortant': 6.896739130434783},
0.15000000000000002: {'clonal': 171.5703703703704,
'reassortant': 31.388888888888893},
0.20000000000000001: {'clonal': 640.6624568668044,
'reassortant': 82.47898550724639},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 465.14722107200373, 'reassortant': 61.118961352657},
0.050000000000000003: {'clonal': 128.7029089026915,
'reassortant': 22.42451690821256},
0.10000000000000001: {'clonal': 41.574074074074076,
'reassortant': 7.888888888888888},
0.15000000000000002: {'clonal': 175.52460317460313,
'reassortant': 22.11111111111111},
0.20000000000000001: {'clonal': 695.5579365079363,
'reassortant': 97.33554175293305},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 475.13939153439117, 'reassortant': 63.990700483091786},
0.050000000000000003: {'clonal': 112.24415343915346,
'reassortant': 16.416666666666664},
0.10000000000000001: {'clonal': 48.44867724867726,
'reassortant': 6.382850241545894},
0.15000000000000002: {'clonal': 207.11105820105828,
'reassortant': 32.158212560386474},
0.20000000000000001: {'clonal': 733.4893915343924,
'reassortant': 93.88743961352658},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.2421091871086, 'reassortant': 66.93055555555557},
0.050000000000000003: {'clonal': 117.25825396825397,
'reassortant': 22.09722222222222},
0.10000000000000001: {'clonal': 26.898148148148145, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 186.50765470439384,
'reassortant': 23.138888888888886},
0.20000000000000001: {'clonal': 623.6924001923996,
'reassortant': 79.2916666666667},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 450.0566859066857, 'reassortant': 56.02456866804694},
0.050000000000000003: {'clonal': 106.07037037037038,
'reassortant': 22.79951690821256},
0.10000000000000001: {'clonal': 36.18518518518519,
'reassortant': 6.555555555555555},
0.15000000000000002: {'clonal': 177.837962962963,
'reassortant': 24.90132850241546},
0.20000000000000001: {'clonal': 627.1342352092345,
'reassortant': 93.05812629399585},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.80006556245655, 'reassortant': 56.11944444444445},
0.050000000000000003: {'clonal': 119.29064454064455, 'reassortant': 18.05},
0.10000000000000001: {'clonal': 42.53333333333334,
'reassortant': 3.6666666666666665},
0.15000000000000002: {'clonal': 173.57222222222222,
'reassortant': 16.738095238095237},
0.20000000000000001: {'clonal': 686.287935357718,
'reassortant': 83.51666666666667},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 435.1943873517785, 'reassortant': 68.8725845410628},
0.050000000000000003: {'clonal': 133.56853545810074, 'reassortant': 17.875},
0.10000000000000001: {'clonal': 46.26785714285714,
'reassortant': 9.36111111111111},
0.15000000000000002: {'clonal': 197.64432482171614,
'reassortant': 21.73611111111111},
0.20000000000000001: {'clonal': 659.2395239140886,
'reassortant': 89.12456866804695},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 474.12871520588857, 'reassortant': 54.84021739130435},
0.050000000000000003: {'clonal': 135.49166666666667,
'reassortant': 19.212439613526588},
0.10000000000000001: {'clonal': 46.909219001610325, 'reassortant': 3.25},
0.15000000000000002: {'clonal': 242.71751207729477,
'reassortant': 18.300000000000008},
0.20000000000000001: {'clonal': 737.8042845640672,
'reassortant': 73.27946859903383},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 432.0687945709682, 'reassortant': 59.52222222222224},
0.050000000000000003: {'clonal': 136.73862433862436,
'reassortant': 16.326811594202898},
0.10000000000000001: {'clonal': 40.512433862433866,
'reassortant': 6.611111111111109},
0.15000000000000002: {'clonal': 179.93505291005292,
'reassortant': 24.935317460317467},
0.20000000000000001: {'clonal': 659.2302507476412,
'reassortant': 89.05132850241553},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 499.4355820105819, 'reassortant': 67.85904071773645},
0.050000000000000003: {'clonal': 128.01190476190476,
'reassortant': 23.628968253968257},
0.10000000000000001: {'clonal': 50.074074074074076,
'reassortant': 2.210144927536232},
0.15000000000000002: {'clonal': 217.86507936507942,
'reassortant': 26.65855762594893},
0.20000000000000001: {'clonal': 685.2751322751318,
'reassortant': 107.32729468599041},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 517.3193121693117, 'reassortant': 65.23888888888891},
0.050000000000000003: {'clonal': 160.61891534391532,
'reassortant': 20.83333333333335},
0.10000000000000001: {'clonal': 48.31481481481482,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 203.46851851851852,
'reassortant': 27.402777777777782},
0.20000000000000001: {'clonal': 625.2828042328041,
'reassortant': 86.20277777777784},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.89202982202943, 'reassortant': 67.50044858523127},
0.050000000000000003: {'clonal': 112.20793650793648,
'reassortant': 18.85458937198068},
0.10000000000000001: {'clonal': 32.5, 'reassortant': 3.7380952380952386},
0.15000000000000002: {'clonal': 185.6978571428571,
'reassortant': 28.0217391304348},
0.20000000000000001: {'clonal': 675.3203270803257,
'reassortant': 106.48709454796419},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 406.69264550264546, 'reassortant': 62.70833333333334},
0.050000000000000003: {'clonal': 110.04388773867036,
'reassortant': 18.555555555555554},
0.10000000000000001: {'clonal': 49.458333333333336, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 184.66666666666669,
'reassortant': 24.666666666666668},
0.20000000000000001: {'clonal': 601.9948148148146,
'reassortant': 94.6805555555556},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 470.21193121693085, 'reassortant': 52.61085231193927},
0.050000000000000003: {'clonal': 122.89642857142857,
'reassortant': 17.333333333333332},
0.10000000000000001: {'clonal': 32.70238095238095,
'reassortant': 4.555555555555555},
0.15000000000000002: {'clonal': 174.33404761904765,
'reassortant': 22.363095238095237},
0.20000000000000001: {'clonal': 692.6381746031741,
'reassortant': 88.6554347826087},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 412.22014921471424, 'reassortant': 59.45476190476189},
0.050000000000000003: {'clonal': 156.52884863123995,
'reassortant': 15.932539682539678},
0.10000000000000001: {'clonal': 35.64843800322061,
'reassortant': 5.47222222222222},
0.15000000000000002: {'clonal': 200.77462962962963,
'reassortant': 20.134057971014492},
0.20000000000000001: {'clonal': 607.7225590271241,
'reassortant': 91.45983436853003},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 457.8983839429491, 'reassortant': 54.40458937198072},
0.050000000000000003: {'clonal': 134.72619047619048,
'reassortant': 16.23611111111111},
0.10000000000000001: {'clonal': 31.832010582010582,
'reassortant': 3.3055555555555554},
0.15000000000000002: {'clonal': 210.47403381642516,
'reassortant': 30.944444444444446},
0.20000000000000001: {'clonal': 708.3122210720035,
'reassortant': 84.48309178743962},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 415.23290775247295, 'reassortant': 60.82927881297448},
0.050000000000000003: {'clonal': 137.84084426040948,
'reassortant': 18.01181849551415},
0.10000000000000001: {'clonal': 36.407407407407405,
'reassortant': 7.543478260869565},
0.15000000000000002: {'clonal': 207.92962962962966,
'reassortant': 28.65277777777777},
0.20000000000000001: {'clonal': 671.3530894870015,
'reassortant': 86.70679779158043},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 418.0272486772483, 'reassortant': 72.81997929606626},
0.050000000000000003: {'clonal': 154.55420634920642,
'reassortant': 15.478002070393373},
0.10000000000000001: {'clonal': 46.897407407407414,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 190.85608465608465,
'reassortant': 30.42451690821256},
0.20000000000000001: {'clonal': 613.249841269841,
'reassortant': 82.23664596273295},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 446.60184965597955, 'reassortant': 64.75688405797104},
0.050000000000000003: {'clonal': 142.21388888888887,
'reassortant': 18.158212560386474},
0.10000000000000001: {'clonal': 33.35000000000001,
'reassortant': 3.7934782608695654},
0.15000000000000002: {'clonal': 160.28002645502644,
'reassortant': 24.21618357487923},
0.20000000000000001: {'clonal': 653.8521743313046,
'reassortant': 94.39993098688754},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 486.79639563335144, 'reassortant': 67.44920634920635},
0.050000000000000003: {'clonal': 142.1320063993977,
'reassortant': 16.91865079365079},
0.10000000000000001: {'clonal': 37.78095238095238,
'reassortant': 2.2222222222222223},
0.15000000000000002: {'clonal': 184.82619047619048,
'reassortant': 24.30555555555556},
0.20000000000000001: {'clonal': 725.0970496894416,
'reassortant': 88.66865079365081},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 466.2258730158726, 'reassortant': 65.88730158730161},
0.050000000000000003: {'clonal': 160.09185185185189,
'reassortant': 14.751984126984125},
0.10000000000000001: {'clonal': 35.77777777777777,
'reassortant': 4.611111111111111},
0.15000000000000002: {'clonal': 151.8391534391534,
'reassortant': 27.055555555555582},
0.20000000000000001: {'clonal': 646.9486772486775,
'reassortant': 90.43571428571433},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.9502159273896, 'reassortant': 66.06980676328502},
0.050000000000000003: {'clonal': 127.16279043018176,
'reassortant': 20.083333333333332},
0.10000000000000001: {'clonal': 35.75624338624338,
'reassortant': 8.805555555555555},
0.15000000000000002: {'clonal': 177.24184766923895,
'reassortant': 25.472222222222225},
0.20000000000000001: {'clonal': 631.7573491645238,
'reassortant': 93.00640096618359},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 473.0436243386238, 'reassortant': 45.22681159420289},
0.050000000000000003: {'clonal': 150.59277777777783, 'reassortant': 16.25},
0.10000000000000001: {'clonal': 60.66037037037037,
'reassortant': 3.9166666666666665},
0.15000000000000002: {'clonal': 212.68333333333328,
'reassortant': 27.780555555555573},
0.20000000000000001: {'clonal': 617.5702910052908,
'reassortant': 79.34194271911664},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 518.4054761904757, 'reassortant': 62.69824016563152},
0.050000000000000003: {'clonal': 151.91666666666669, 'reassortant': 20.75},
0.10000000000000001: {'clonal': 53.53174603174603,
'reassortant': 8.668478260869565},
0.15000000000000002: {'clonal': 177.22738095238097,
'reassortant': 29.98973429951692},
0.20000000000000001: {'clonal': 712.9164550264552,
'reassortant': 95.87113526570053},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 424.60550034506525, 'reassortant': 62.846790890269155},
0.050000000000000003: {'clonal': 139.65, 'reassortant': 15.208333333333332},
0.10000000000000001: {'clonal': 36.34285714285714, 'reassortant': 4.75},
0.15000000000000002: {'clonal': 168.79215550954686,
'reassortant': 23.416666666666668},
0.20000000000000001: {'clonal': 589.3330538302273,
'reassortant': 93.61870255348519},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 455.05239559152596, 'reassortant': 53.751984126984134},
0.050000000000000003: {'clonal': 126.82275132275133,
'reassortant': 25.819444444444443},
0.10000000000000001: {'clonal': 42.49259259259259, 'reassortant': 6.0},
0.15000000000000002: {'clonal': 222.8507936507936,
'reassortant': 26.041666666666668},
0.20000000000000001: {'clonal': 667.6869194010499,
'reassortant': 77.63174603174603},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 439.254416839199, 'reassortant': 66.05753968253967},
0.050000000000000003: {'clonal': 108.94718196457329, 'reassortant': 10.0},
0.10000000000000001: {'clonal': 37.361111111111114,
'reassortant': 6.611111111111111},
0.15000000000000002: {'clonal': 215.14682539682542,
'reassortant': 17.708333333333336},
0.20000000000000001: {'clonal': 667.8702357947997,
'reassortant': 95.19920634920639},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.9255832653655, 'reassortant': 54.85000000000003},
0.050000000000000003: {'clonal': 114.94270573227101,
'reassortant': 17.93333333333333},
0.10000000000000001: {'clonal': 33.1094432942259, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 209.27789510006906,
'reassortant': 22.680555555555557},
0.20000000000000001: {'clonal': 710.1975983436857,
'reassortant': 86.69722222222227},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.2133862433861, 'reassortant': 63.68435127674258},
0.050000000000000003: {'clonal': 135.16790890269152,
'reassortant': 15.86111111111111},
0.10000000000000001: {'clonal': 30.716931216931215,
'reassortant': 4.930555555555555},
0.15000000000000002: {'clonal': 192.24550264550263,
'reassortant': 22.299516908212567},
0.20000000000000001: {'clonal': 662.3014389233955,
'reassortant': 74.64449620427884},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 478.7291660915572, 'reassortant': 79.2909247757074},
0.050000000000000003: {'clonal': 119.35714285714285,
'reassortant': 14.863888888888887},
0.10000000000000001: {'clonal': 43.30952380952381,
'reassortant': 5.416666666666667},
0.15000000000000002: {'clonal': 233.87613411548188,
'reassortant': 12.791666666666663},
0.20000000000000001: {'clonal': 572.9594708994708,
'reassortant': 80.97734644582472},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 425.8664478114477, 'reassortant': 75.30833333333334},
0.050000000000000003: {'clonal': 150.9053270803271,
'reassortant': 14.071256038647343},
0.10000000000000001: {'clonal': 37.44444444444445,
'reassortant': 5.4106280193236715},
0.15000000000000002: {'clonal': 186.5247883597883,
'reassortant': 29.780555555555555},
0.20000000000000001: {'clonal': 687.6105218855218,
'reassortant': 97.81292270531401},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 418.76764435242677, 'reassortant': 78.99444444444444},
0.050000000000000003: {'clonal': 148.0035714285714,
'reassortant': 15.236111111111109},
0.10000000000000001: {'clonal': 38.61904761904761,
'reassortant': 9.791666666666666},
0.15000000000000002: {'clonal': 206.4908201058201,
'reassortant': 25.166666666666675},
0.20000000000000001: {'clonal': 660.151111111111,
'reassortant': 97.33611111111114},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 452.505555555555, 'reassortant': 65.34118357487924},
0.050000000000000003: {'clonal': 126.18187830687833,
'reassortant': 18.27173913043478},
0.10000000000000001: {'clonal': 45.42063492063493, 'reassortant': 2.75},
0.15000000000000002: {'clonal': 189.22010582010586,
'reassortant': 31.361111111111114},
0.20000000000000001: {'clonal': 675.8829365079363,
'reassortant': 108.75966183574883},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 441.62423165401384, 'reassortant': 54.59347826086958},
0.050000000000000003: {'clonal': 106.87103174603178,
'reassortant': 15.980555555555553},
0.10000000000000001: {'clonal': 34.33333333333333,
'reassortant': 6.847222222222222},
0.15000000000000002: {'clonal': 201.27738095238095,
'reassortant': 23.652777777777782},
0.20000000000000001: {'clonal': 615.0438221762122,
'reassortant': 74.67456866804696},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 485.6499291047116, 'reassortant': 63.676328502415465},
0.050000000000000003: {'clonal': 112.79629629629629,
'reassortant': 17.93840579710145},
0.10000000000000001: {'clonal': 36.72417874396136, 'reassortant': 11.75},
0.15000000000000002: {'clonal': 174.9114370412197,
'reassortant': 31.402777777777782},
0.20000000000000001: {'clonal': 659.3617775059074,
'reassortant': 105.3925120772947},
0.25: {'clonal': 0.6054750402576488, 'reassortant': 0}},
{0.0: {'clonal': 478.8041005291007, 'reassortant': 63.481884057971044},
0.050000000000000003: {'clonal': 128.74347826086958,
'reassortant': 16.31521739130435},
0.10000000000000001: {'clonal': 55.21014492753623,
'reassortant': 3.6050724637681157},
0.15000000000000002: {'clonal': 186.53730158730158,
'reassortant': 15.541666666666668},
0.20000000000000001: {'clonal': 655.7613469059124,
'reassortant': 76.50217391304349},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 412.18813319530716, 'reassortant': 60.83333333333334},
0.050000000000000003: {'clonal': 111.81349206349206,
'reassortant': 26.750000000000004},
0.10000000000000001: {'clonal': 36.65326662065793, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 180.55185185185186,
'reassortant': 27.07125603864735},
0.20000000000000001: {'clonal': 620.3617966413615,
'reassortant': 73.66243961352656},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 491.90568783068784, 'reassortant': 59.50181159420292},
0.050000000000000003: {'clonal': 125.64478114478115,
'reassortant': 15.347222222222221},
0.10000000000000001: {'clonal': 36.53333333333333, 'reassortant': 7.25},
0.15000000000000002: {'clonal': 221.71071428571423,
'reassortant': 24.702294685990342},
0.20000000000000001: {'clonal': 655.8682539682536,
'reassortant': 97.02355072463772},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 467.9178812974462, 'reassortant': 83.22173913043483},
0.050000000000000003: {'clonal': 131.9431216931217,
'reassortant': 13.910024154589374},
0.10000000000000001: {'clonal': 42.666666666666664,
'reassortant': 5.033333333333331},
0.15000000000000002: {'clonal': 206.17535656774785,
'reassortant': 21.89673913043478},
0.20000000000000001: {'clonal': 653.7040602714512,
'reassortant': 111.21618357487928},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 456.54312169312107, 'reassortant': 66.97222222222224},
0.050000000000000003: {'clonal': 131.15238095238095,
'reassortant': 23.77536231884058},
0.10000000000000001: {'clonal': 43.726190476190474,
'reassortant': 5.188888888888888},
0.15000000000000002: {'clonal': 216.32354497354498,
'reassortant': 28.126811594202895},
0.20000000000000001: {'clonal': 648.7801587301584,
'reassortant': 86.41949620427884},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 484.1923280423279, 'reassortant': 69.70410628019326},
0.050000000000000003: {'clonal': 143.4483164983165,
'reassortant': 13.222222222222223},
0.10000000000000001: {'clonal': 59.834523809523816,
'reassortant': 5.333333333333334},
0.15000000000000002: {'clonal': 178.06997354497346,
'reassortant': 21.77777777777778},
0.20000000000000001: {'clonal': 676.6727513227504,
'reassortant': 95.89070048309185},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 410.6348412698412, 'reassortant': 46.796428571428585},
0.050000000000000003: {'clonal': 122.0512433862434, 'reassortant': 14.1},
0.10000000000000001: {'clonal': 33.111111111111114, 'reassortant': 1.25},
0.15000000000000002: {'clonal': 191.38920634920635,
'reassortant': 30.22222222222223},
0.20000000000000001: {'clonal': 694.9760606060603,
'reassortant': 74.84365079365081},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 442.05232804232793, 'reassortant': 64.04987922705317},
0.050000000000000003: {'clonal': 156.32991718426499,
'reassortant': 17.39673913043478},
0.10000000000000001: {'clonal': 43.845158730158744,
'reassortant': 5.958333333333333},
0.15000000000000002: {'clonal': 234.97144122383247,
'reassortant': 26.864906832298132},
0.20000000000000001: {'clonal': 671.0940729238556,
'reassortant': 81.95101794340927},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 448.0725999121649, 'reassortant': 64.91666666666669},
0.050000000000000003: {'clonal': 122.19854497354498, 'reassortant': 13.625},
0.10000000000000001: {'clonal': 59.680871865654474, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 178.11684955141482,
'reassortant': 21.42210144927536},
0.20000000000000001: {'clonal': 683.0291596085073,
'reassortant': 74.03055555555557},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 476.2417126754083, 'reassortant': 62.83611111111112},
0.050000000000000003: {'clonal': 127.56177248677253,
'reassortant': 15.48792270531401},
0.10000000000000001: {'clonal': 56.75489417989419,
'reassortant': 4.027777777777775},
0.15000000000000002: {'clonal': 200.41534391534393,
'reassortant': 23.611111111111118},
0.20000000000000001: {'clonal': 663.8248509944156,
'reassortant': 84.0995169082126},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 482.08923280423244, 'reassortant': 57.67077294685992},
0.050000000000000003: {'clonal': 157.93886243386245,
'reassortant': 20.96195652173913},
0.10000000000000001: {'clonal': 39.416666666666664,
'reassortant': 6.916666666666666},
0.15000000000000002: {'clonal': 183.0091005291006,
'reassortant': 22.69444444444446},
0.20000000000000001: {'clonal': 724.7628835978835,
'reassortant': 96.50495169082131},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 476.1701058201047, 'reassortant': 66.8666666666667},
0.050000000000000003: {'clonal': 148.34338624338625, 'reassortant': 13.75},
0.10000000000000001: {'clonal': 61.25277777777779,
'reassortant': 7.638888888888889},
0.15000000000000002: {'clonal': 177.6225396825397,
'reassortant': 26.449879227053145},
0.20000000000000001: {'clonal': 741.058994708994,
'reassortant': 100.27125603864738},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 451.21757763975137, 'reassortant': 60.92244651483784},
0.050000000000000003: {'clonal': 132.61252472969866,
'reassortant': 17.93055555555555},
0.10000000000000001: {'clonal': 38.861111111111114, 'reassortant': 3.75},
0.15000000000000002: {'clonal': 154.2574729698643,
'reassortant': 32.21944444444445},
0.20000000000000001: {'clonal': 716.5934483551875,
'reassortant': 88.16821946169779},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 424.4424603174601, 'reassortant': 52.06116287094549},
0.050000000000000003: {'clonal': 116.14285714285712,
'reassortant': 18.816183574879233},
0.10000000000000001: {'clonal': 37.47271106510239,
'reassortant': 5.111111111111111},
0.15000000000000002: {'clonal': 229.02194041867963, 'reassortant': 16.75},
0.20000000000000001: {'clonal': 624.8837301587298,
'reassortant': 84.66345755693584},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 481.1216241085804, 'reassortant': 63.690873015873024},
0.050000000000000003: {'clonal': 144.4718253968254,
'reassortant': 15.694444444444441},
0.10000000000000001: {'clonal': 40.777777777777786, 'reassortant': 4.25},
0.15000000000000002: {'clonal': 156.35846560846568,
'reassortant': 16.22222222222222},
0.20000000000000001: {'clonal': 618.0409362778922,
'reassortant': 86.71388888888892},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 447.83934897630456, 'reassortant': 65.11751207729472},
0.050000000000000003: {'clonal': 122.63849206349207,
'reassortant': 20.650000000000006},
0.10000000000000001: {'clonal': 47.47222222222222, 'reassortant': 8.375},
0.15000000000000002: {'clonal': 197.44330572808843,
'reassortant': 20.360507246376812},
0.20000000000000001: {'clonal': 687.6135150678621,
'reassortant': 84.32983091787445},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 468.59155969634185, 'reassortant': 71.62751897860595},
0.050000000000000003: {'clonal': 124.91842535081669,
'reassortant': 14.805555555555555},
0.10000000000000001: {'clonal': 42.47361053600184,
'reassortant': 2.111111111111111},
0.15000000000000002: {'clonal': 221.79351736830003,
'reassortant': 30.613888888888898},
0.20000000000000001: {'clonal': 678.6739809063707,
'reassortant': 91.21521739130438},
0.25: {'clonal': 0.16666666666666666, 'reassortant': 0}},
{0.0: {'clonal': 475.8295767195765, 'reassortant': 68.79563492063494},
0.050000000000000003: {'clonal': 127.48492063492067,
'reassortant': 14.708333333333332},
0.10000000000000001: {'clonal': 48.41666666666667, 'reassortant': 4.5},
0.15000000000000002: {'clonal': 174.68584656084658,
'reassortant': 18.916666666666668},
0.20000000000000001: {'clonal': 674.4949206349207,
'reassortant': 98.84563492063495},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 455.8076942300855, 'reassortant': 74.375},
0.050000000000000003: {'clonal': 147.04444444444445,
'reassortant': 13.416666666666668},
0.10000000000000001: {'clonal': 53.40111111111111, 'reassortant': 7.5},
0.15000000000000002: {'clonal': 214.56783915762173,
'reassortant': 25.85132850241546},
0.20000000000000001: {'clonal': 665.2559831231563,
'reassortant': 95.02584541062807},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 430.1870370370366, 'reassortant': 59.94642857142856},
0.050000000000000003: {'clonal': 122.45238095238096,
'reassortant': 11.335144927536232},
0.10000000000000001: {'clonal': 37.5, 'reassortant': 2.0555555555555554},
0.15000000000000002: {'clonal': 171.588544973545,
'reassortant': 24.31473429951693},
0.20000000000000001: {'clonal': 625.943386243386,
'reassortant': 90.59273636991031},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 392.1538359788359, 'reassortant': 63.04642857142857},
0.050000000000000003: {'clonal': 135.08293650793655,
'reassortant': 19.577777777777776},
0.10000000000000001: {'clonal': 45.14219576719577,
'reassortant': 8.305555555555557},
0.15000000000000002: {'clonal': 167.76746031746035,
'reassortant': 19.616666666666664},
0.20000000000000001: {'clonal': 653.1150793650793,
'reassortant': 83.22222222222227},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 429.393783068783, 'reassortant': 74.37698412698414},
0.050000000000000003: {'clonal': 133.85767195767195,
'reassortant': 19.019444444444442},
0.10000000000000001: {'clonal': 43.15, 'reassortant': 4.0},
0.15000000000000002: {'clonal': 206.58941798941794,
'reassortant': 27.738095238095262},
0.20000000000000001: {'clonal': 633.1611111111106,
'reassortant': 101.81309523809529},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 440.1334368530019, 'reassortant': 73.01062801932369},
0.050000000000000003: {'clonal': 133.0186868686869,
'reassortant': 21.48809523809524},
0.10000000000000001: {'clonal': 45.902777777777786, 'reassortant': 7.8},
0.15000000000000002: {'clonal': 206.50785599263864,
'reassortant': 26.02777777777778},
0.20000000000000001: {'clonal': 710.7154390697872,
'reassortant': 109.61575224292619},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 403.25125373821015, 'reassortant': 69.50591787439618},
0.050000000000000003: {'clonal': 103.86087186565449,
'reassortant': 20.65277777777778},
0.10000000000000001: {'clonal': 37.11666666666667, 'reassortant': 6.25},
0.15000000000000002: {'clonal': 183.49634920634924,
'reassortant': 24.79166666666667},
0.20000000000000001: {'clonal': 650.0172210720034,
'reassortant': 71.88514492753629},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 421.4878306878302, 'reassortant': 52.428140096618385},
0.050000000000000003: {'clonal': 147.91785714285714,
'reassortant': 25.69444444444445},
0.10000000000000001: {'clonal': 40.16666666666667,
'reassortant': 8.458333333333334},
0.15000000000000002: {'clonal': 184.58346560846564,
'reassortant': 21.813888888888894},
0.20000000000000001: {'clonal': 685.31366041366,
'reassortant': 86.93536922015187},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 477.2777490223137, 'reassortant': 61.13466183574878},
0.050000000000000003: {'clonal': 137.76517138256267,
'reassortant': 16.916666666666668},
0.10000000000000001: {'clonal': 33.89814814814815,
'reassortant': 5.916666666666666},
0.15000000000000002: {'clonal': 175.49788359788363,
'reassortant': 28.4666666666667},
0.20000000000000001: {'clonal': 667.3207270426831,
'reassortant': 98.91932367149758},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.2846296296287, 'reassortant': 67.31340579710148},
0.050000000000000003: {'clonal': 122.09960317460325,
'reassortant': 16.694444444444443},
0.10000000000000001: {'clonal': 43.80952380952381, 'reassortant': 3.75},
0.15000000000000002: {'clonal': 171.26190476190476,
'reassortant': 26.849206349206355},
0.20000000000000001: {'clonal': 694.8309259259248,
'reassortant': 92.16804692891652},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 472.97178513917606, 'reassortant': 58.178053830227746},
0.050000000000000003: {'clonal': 133.32310789049922,
'reassortant': 18.828674948240163},
0.10000000000000001: {'clonal': 39.09523809523809,
'reassortant': 3.111111111111111},
0.15000000000000002: {'clonal': 157.37361712361712,
'reassortant': 22.36111111111111},
0.20000000000000001: {'clonal': 621.0428168852079,
'reassortant': 92.60282953761218},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 421.4536075036075, 'reassortant': 60.87870945479642},
0.050000000000000003: {'clonal': 119.91137566137566,
'reassortant': 22.63840579710145},
0.10000000000000001: {'clonal': 37.532407407407405,
'reassortant': 8.132850241545892},
0.15000000000000002: {'clonal': 189.59219576719576,
'reassortant': 15.86111111111111},
0.20000000000000001: {'clonal': 635.1381313131311,
'reassortant': 96.78307453416154},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 462.0260582010581, 'reassortant': 53.10507246376811},
0.050000000000000003: {'clonal': 136.67846560846564,
'reassortant': 14.716183574879222},
0.10000000000000001: {'clonal': 40.54330687830688,
'reassortant': 10.321428571428571},
0.15000000000000002: {'clonal': 180.64542328042327,
'reassortant': 48.92650103519669},
0.20000000000000001: {'clonal': 609.7931746031752,
'reassortant': 81.1923740510697},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 475.86729928686395, 'reassortant': 60.178140096618364},
0.050000000000000003: {'clonal': 156.55124223602488,
'reassortant': 14.079106280193235},
0.10000000000000001: {'clonal': 40.53703703703704,
'reassortant': 9.583333333333332},
0.15000000000000002: {'clonal': 190.1335978835979,
'reassortant': 38.416235334713605},
0.20000000000000001: {'clonal': 713.1003163100982,
'reassortant': 100.9306590752243},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 489.68187830687754, 'reassortant': 56.98831953071086},
0.050000000000000003: {'clonal': 150.86425925925928,
'reassortant': 18.694444444444446},
0.10000000000000001: {'clonal': 35.38915343915344, 'reassortant': 5.5},
0.15000000000000002: {'clonal': 202.5297619047619,
'reassortant': 24.238095238095273},
0.20000000000000001: {'clonal': 687.409365079364,
'reassortant': 85.23792270531403},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 448.9527490223142, 'reassortant': 65.08338509316769},
0.050000000000000003: {'clonal': 130.61358408097541,
'reassortant': 13.093167701863354},
0.10000000000000001: {'clonal': 39.5, 'reassortant': 3.0},
0.15000000000000002: {'clonal': 178.23007821486087,
'reassortant': 22.62681159420289},
0.20000000000000001: {'clonal': 670.0879227053141,
'reassortant': 98.12094547964112},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 432.0795893719804, 'reassortant': 54.58845755693583},
0.050000000000000003: {'clonal': 140.2308201058201,
'reassortant': 20.805555555555557},
0.10000000000000001: {'clonal': 40.74074074074074, 'reassortant': 6.25},
0.15000000000000002: {'clonal': 220.32023809523818,
'reassortant': 26.448412698412703},
0.20000000000000001: {'clonal': 636.4565850011512,
'reassortant': 95.64092477570742},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 491.12804232804194, 'reassortant': 59.44625603864734},
0.050000000000000003: {'clonal': 152.51375661375658, 'reassortant': 19.625},
0.10000000000000001: {'clonal': 50.91137566137566,
'reassortant': 5.388888888888888},
0.15000000000000002: {'clonal': 192.944708994709,
'reassortant': 35.57729468599034},
0.20000000000000001: {'clonal': 658.6783068783069,
'reassortant': 91.38259144237405},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 480.6614987347593, 'reassortant': 76.57729468599032},
0.050000000000000003: {'clonal': 157.43814814814817,
'reassortant': 11.38483436853002},
0.10000000000000001: {'clonal': 47.3484126984127, 'reassortant': 6.25},
0.15000000000000002: {'clonal': 176.38526340004606,
'reassortant': 34.22222222222222},
0.20000000000000001: {'clonal': 680.2728007821482,
'reassortant': 105.46799516908214},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 506.23982516678115, 'reassortant': 63.86111111111113},
0.050000000000000003: {'clonal': 135.3715343915344,
'reassortant': 20.597222222222243},
0.10000000000000001: {'clonal': 51.87830687830689,
'reassortant': 5.111111111111111},
0.15000000000000002: {'clonal': 207.8222222222223,
'reassortant': 22.916666666666668},
0.20000000000000001: {'clonal': 777.3297584541057,
'reassortant': 102.68055555555563},
0.25: {'clonal': 1.0, 'reassortant': 0}},
{0.0: {'clonal': 449.78523809523824, 'reassortant': 60.06618357487924},
0.050000000000000003: {'clonal': 156.86970899470904,
'reassortant': 19.430555555555557},
0.10000000000000001: {'clonal': 30.733333333333334,
'reassortant': 7.305555555555555},
0.15000000000000002: {'clonal': 182.95009201748337,
'reassortant': 21.176811594202896},
0.20000000000000001: {'clonal': 670.0492569588221,
'reassortant': 90.22306763285029},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 481.7742137733436, 'reassortant': 66.85705659075224},
0.050000000000000003: {'clonal': 139.75390812890817,
'reassortant': 9.990079365079364},
0.10000000000000001: {'clonal': 33.476190476190474,
'reassortant': 5.555555555555554},
0.15000000000000002: {'clonal': 181.72380952380954,
'reassortant': 22.063405797101453},
0.20000000000000001: {'clonal': 667.1322935357709,
'reassortant': 83.78933747412009},
0.25: {'clonal': 0, 'reassortant': 0.5}},
{0.0: {'clonal': 434.2506349206348, 'reassortant': 69.28611111111113},
0.050000000000000003: {'clonal': 138.13642857142855,
'reassortant': 18.13888888888889},
0.10000000000000001: {'clonal': 44.25, 'reassortant': 8.22222222222222},
0.15000000000000002: {'clonal': 225.30082010582007, 'reassortant': 22.125},
0.20000000000000001: {'clonal': 640.2247883597884,
'reassortant': 80.04335748792272},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 426.2628042328041, 'reassortant': 38.45229468599033},
0.050000000000000003: {'clonal': 130.3585978835979,
'reassortant': 15.499999999999998},
0.10000000000000001: {'clonal': 49.16203703703704, 'reassortant': 8.5},
0.15000000000000002: {'clonal': 164.51685185185187,
'reassortant': 18.430555555555557},
0.20000000000000001: {'clonal': 629.5582804232802,
'reassortant': 82.1985507246377},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 415.42968138946344, 'reassortant': 60.442028985507264},
0.050000000000000003: {'clonal': 135.4611111111111,
'reassortant': 13.958333333333332},
0.10000000000000001: {'clonal': 39.03333333333333,
'reassortant': 6.666666666666667},
0.15000000000000002: {'clonal': 177.8069703243617,
'reassortant': 18.61896135265701},
0.20000000000000001: {'clonal': 677.4296813894638,
'reassortant': 86.70410628019326},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 453.42428571428496, 'reassortant': 60.11425120772948},
0.050000000000000003: {'clonal': 123.36142857142859,
'reassortant': 16.341183574879235},
0.10000000000000001: {'clonal': 58.06944444444444, 'reassortant': 3.5},
0.15000000000000002: {'clonal': 205.4303968253968,
'reassortant': 22.00507246376812},
0.20000000000000001: {'clonal': 686.9063492063491,
'reassortant': 71.24384057971015},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 471.50820105820094, 'reassortant': 62.60000000000003},
0.050000000000000003: {'clonal': 140.8904761904762,
'reassortant': 28.476190476190485},
0.10000000000000001: {'clonal': 43.31460317460318,
'reassortant': 4.055555555555555},
0.15000000000000002: {'clonal': 230.33402116402112,
'reassortant': 21.750000000000004},
0.20000000000000001: {'clonal': 654.0773809523805,
'reassortant': 100.7587301587302},
0.25: {'clonal': 2.0, 'reassortant': 0}},
{0.0: {'clonal': 433.86181588138106, 'reassortant': 60.20229468599035},
0.050000000000000003: {'clonal': 135.75925925925924, 'reassortant': 20.75},
0.10000000000000001: {'clonal': 50.296296296296305, 'reassortant': 9.5},
0.15000000000000002: {'clonal': 188.00119047619043,
'reassortant': 25.53055555555555},
0.20000000000000001: {'clonal': 699.8652592174328,
'reassortant': 90.69987922705316},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 469.49618817575293, 'reassortant': 57.545634920634946},
0.050000000000000003: {'clonal': 119.59978835978835,
'reassortant': 18.002777777777776},
0.10000000000000001: {'clonal': 29.666984126984154,
'reassortant': 5.611111111111111},
0.15000000000000002: {'clonal': 166.31481481481484,
'reassortant': 31.138888888888893},
0.20000000000000001: {'clonal': 699.8956268691054,
'reassortant': 92.52063492063498},
0.25: {'clonal': 0, 'reassortant': 0}},
{0.0: {'clonal': 453.4787758537755, 'reassortant': 62.696739130434786},
0.050000000000000003: {'clonal': 148.17240740740746,
'reassortant': 15.43840579710145},
0.10000000000000001: {'clonal': 33.019668737060044, 'reassortant': 8.5},
0.15000000000000002: {'clonal': 196.45356682769727,
'reassortant': 21.083333333333336},
0.20000000000000001: {'clonal': 674.6760245310243,
'reassortant': 84.5550724637681},
0.25: {'clonal': 0, 'reassortant': 0}}]
In [66]:
# Aggregate the results into clonal and reassortant
agg = dict()
agg['clonal'] = defaultdict(list)
agg['reassortant'] = defaultdict(list)
for result in results:
for dist, d in result.items():
agg['clonal'][dist].append(d['clonal'])
agg['reassortant'][dist].append(d['reassortant'])
In [67]:
agg['clonal']
Out[67]:
defaultdict(list,
{0.0: [464.2421957671952,
449.92518518518455,
456.34924085576176,
424.98886013342525,
479.4033068783064,
457.63270803270774,
450.14679664136173,
439.0018633540373,
483.82829851307963,
447.5628019323669,
419.91907062341824,
444.2474074074075,
450.68947089947073,
440.7384115481937,
418.2793386243386,
470.71202208419555,
455.9220347365997,
448.81441798941785,
435.4480676328495,
429.2691131815043,
490.06502530480714,
433.8755820105818,
458.9534572432394,
391.00604439843573,
432.1497354497353,
510.7915237258712,
424.277895100069,
462.1007142857133,
434.74709611644397,
467.7649999999998,
446.2348366689667,
450.08109668109654,
469.93545412719254,
467.4313204508852,
476.4723544973536,
429.25663676098384,
480.27873977873935,
402.5835185185186,
404.5662698412695,
456.96700106656624,
459.8722222222217,
481.8281704205618,
507.7189989961719,
501.7318783068779,
477.83373015872974,
458.6348263170001,
488.7511502185411,
451.43896825396786,
455.3526052449964,
494.4058201058192,
404.2035714285712,
461.11649413388545,
451.2255923625484,
507.38606667084906,
411.6980158730158,
481.3377375201285,
443.59423280423266,
414.03483593700975,
451.63518518518464,
472.43986772486755,
499.52972049689447,
440.0195767195761,
475.20119894598133,
448.8926673567973,
430.5522084195997,
462.2791005291005,
471.51349206349124,
465.57819760754506,
474.24923280423224,
429.3919312169301,
441.3767713365538,
459.0875396825392,
492.73967908902654,
463.9915182884749,
447.0637554635374,
461.6755490725047,
412.874206349206,
465.7822486772485,
519.770871970219,
429.2888241629545,
442.7757131354957,
486.1192527762088,
476.31216931216863,
495.89857142857085,
431.95503795721135,
427.1899988497814,
449.8356084656079,
434.20013227513147,
439.1086991028294,
431.1271279043019,
488.6149470899471,
454.2657407407405,
450.5509374281111,
484.67685070163276,
461.4625787899699,
435.18595008051517,
479.8923395445125,
491.8889912583379,
392.54036922015166,
462.404788359788,
487.9716931216928,
422.53021895978384,
466.8330400276049,
411.7295341614907,
420.77182539682474,
443.7695364619275,
462.3017437313086,
431.06716931216914,
453.550661375661,
488.38134920634855,
454.86621693121697,
407.640079365079,
418.34616402116376,
474.27775142731645,
451.9849904845554,
451.42836219336147,
426.080101637493,
466.69642857142804,
518.2721417069237,
433.7734126984127,
483.76121693121627,
410.56399470899476,
432.46665830144065,
472.58746031746017,
469.23247955747917,
481.7897883597876,
441.76849206349186,
462.1674603174599,
447.85050034506503,
419.2441798941797,
426.4133701403262,
455.3368253968252,
478.2078835978833,
425.9732930756846,
487.36042328042276,
479.94365079364997,
449.9362208001334,
488.10325166781666,
483.2807660455485,
437.86148148148135,
438.90748562226776,
417.10630591630587,
412.54015873015845,
391.4635377585379,
447.88245341614885,
474.25159880377225,
418.5454221302045,
460.0443121693122,
452.38071428571374,
441.6733034276508,
507.08040602714476,
430.663687600644,
464.3479054520357,
491.4661736411737,
459.4968975468973,
456.87065792500584,
450.66122613296466,
460.46444444444444,
436.5792707614443,
468.952037037037,
462.2492293535765,
422.0682106782105,
409.5282516678165,
495.7582792730614,
461.69887048539186,
452.7472452265927,
457.7771164021159,
449.3914941338852,
429.75132160110365,
468.1761111111103,
417.47896825396805,
460.4909247757068,
496.71315965033324,
431.4932010582011,
452.79215550954615,
446.6581723027368,
517.5882919254651,
468.9732919254651,
451.9412169312168,
433.250105820106,
425.6494421440075,
438.3937934207493,
471.14256498734704,
449.536176673568,
507.03143589100085,
412.1805268000915,
463.2204451345746,
443.87814584771075,
446.16283068783065,
450.8003151598803,
469.50410052909984,
500.7824729698641,
452.6277639751548,
482.75515297906554,
465.55502645502594,
484.20716931216896,
472.4425523349432,
472.7118507016324,
455.90357142857084,
435.1298412698411,
492.20685185185187,
429.97469519208653,
447.90841269841155,
433.75468253968216,
445.76444988184073,
433.3209523809524,
475.2345238095234,
513.590211640211,
439.10633237133163,
476.2715205889118,
485.0169956291693,
423.80383597883576,
456.7829100529094,
444.3322751322751,
417.53703703703707,
456.8475589225589,
460.0518115942026,
473.30410784867263,
399.86503910743016,
426.21874281113423,
456.5479468599031,
490.74683689901013,
485.57830687830557,
480.8003174603174,
466.9757131354953,
446.6928697952612,
448.28547619047555,
460.25136729614957,
461.5812964008612,
438.34343915343896,
494.99132275132257,
471.021428571428,
489.1426643244031,
507.2615079365078,
468.4236346905908,
490.69401886358395,
496.0692316540135,
472.64679894179835,
419.696227283183,
434.5719937469933,
471.4121693121689,
466.91777547734046,
488.1338359788358,
456.6952380952379,
452.6731313131311,
431.6809121233031,
502.6685185185179,
447.8639406487233,
431.6369271388835,
475.8613534935271,
408.610582010582,
424.4428283873933,
464.22182539682507,
495.9085955831593,
432.39707614446667,
402.10415113871665,
445.5118518518516,
440.5125734571385,
454.7189863437686,
442.7223659995393,
423.8461893259717,
453.52156084656036,
429.9899206349206,
431.38874166091534,
424.7702645502643,
447.1535426731075,
415.5564009661837,
402.49298941798924,
440.5327616747176,
450.0318207959512,
434.1440476190473,
479.4291005291001,
455.64982945395974,
482.06093857832985,
436.6499037999035,
473.7792063492056,
461.7218104439835,
440.4535714285714,
420.4915440115435,
450.73806648263144,
477.4190706234177,
426.6662698412697,
422.70685185185124,
490.0269139636526,
436.5402369450195,
447.42024541481044,
436.59077681577674,
482.844788359788,
495.59651640629846,
452.4505808603628,
507.3500920174826,
406.0457503607502,
430.0068115942028,
495.5495100069007,
467.48121693121675,
487.15996936236013,
445.66058201058127,
469.93880262249763,
474.7529859673331,
485.9403439153437,
477.4199045318606,
463.5574388815693,
444.56874281113386,
440.80441453876216,
479.4979595123069,
427.8924982746721,
417.03750601250584,
485.5261904761901,
446.93505291005243,
499.0869277662752,
468.79309523809474,
458.2377977497534,
460.95846560846513,
452.7382275132264,
480.495060229625,
456.3692293535762,
433.2692178513919,
474.7837777359516,
473.11604136604115,
470.4828042328037,
536.800594662985,
439.1131469979294,
441.24710144927514,
424.27244306418186,
508.7903036576949,
407.345238095238,
458.8244536461927,
451.2954623878534,
466.0922582972578,
454.7503703703701,
458.3685978835975,
463.7523521969167,
385.4064888010541,
437.4342707614443,
455.9388888888888,
422.5308707154355,
478.66040644540556,
480.4999999999989,
474.13203703703647,
457.38724752703024,
421.641111111111,
475.8079365079365,
408.38968253968204,
457.9376178974001,
488.36043478260797,
460.59407177363613,
401.1905291005291,
414.5319047619046,
459.27893949850386,
447.90364619277614,
467.8392305037951,
469.6580423280419,
437.2125373821025,
466.39760409477776,
470.31134920634884,
444.3549459397283,
445.7493121693117,
446.46819990798247,
444.8866126063951,
437.1104623878537,
445.98138716356107,
438.4713756613757,
474.2867943409243,
460.21095238095205,
480.355856180856,
436.435899470899,
436.2614274212094,
505.6602140452135,
490.7964550264549,
443.5381078904995,
468.9085978835978,
437.30986050985985,
464.5748941798935,
453.54030909509123,
454.3730687830687,
483.09679894179794,
431.78666321601037,
417.78478835978785,
480.4269933287316,
483.5653968253966,
496.34391189325913,
445.0591384863122,
500.1887301587298,
508.65640211640135,
447.5448412698414,
480.4089084426042,
459.2493386243378,
437.0752898550726,
480.55055210489945,
432.15448125143786,
480.07708764665256,
483.3144540644533,
439.97834483551867,
474.11412698412676,
473.7530158730159,
426.6458730158727,
418.1624189095922,
460.07060846560796,
526.1306993328719,
509.31002415458875,
440.55883252817995,
465.01156513373877,
426.8033965953529,
408.38765815504956,
488.5037397787393,
490.22804232804185,
477.48243386243337,
476.9664941338851,
483.5188888888887,
461.99837129054515,
469.4476190476188,
462.4797619047616,
476.9991120312853,
460.2669576719575,
481.67329192546555,
424.7646031746029,
517.782344145387,
439.4402058891186,
438.9445997239472,
465.14722107200373,
475.13939153439117,
476.2421091871086,
450.0566859066857,
429.80006556245655,
435.1943873517785,
474.12871520588857,
432.0687945709682,
499.4355820105819,
517.3193121693117,
480.89202982202943,
406.69264550264546,
470.21193121693085,
412.22014921471424,
457.8983839429491,
415.23290775247295,
418.0272486772483,
446.60184965597955,
486.79639563335144,
466.2258730158726,
439.9502159273896,
473.0436243386238,
518.4054761904757,
424.60550034506525,
455.05239559152596,
439.254416839199,
476.9255832653655,
468.2133862433861,
478.7291660915572,
425.8664478114477,
418.76764435242677,
452.505555555555,
441.62423165401384,
485.6499291047116,
478.8041005291007,
412.18813319530716,
491.90568783068784,
467.9178812974462,
456.54312169312107,
484.1923280423279,
410.6348412698412,
442.05232804232793,
448.0725999121649,
476.2417126754083,
482.08923280423244,
476.1701058201047,
451.21757763975137,
424.4424603174601,
481.1216241085804,
447.83934897630456,
468.59155969634185,
475.8295767195765,
455.8076942300855,
430.1870370370366,
392.1538359788359,
429.393783068783,
440.1334368530019,
403.25125373821015,
421.4878306878302,
477.2777490223137,
462.2846296296287,
472.97178513917606,
421.4536075036075,
462.0260582010581,
475.86729928686395,
489.68187830687754,
448.9527490223142,
432.0795893719804,
491.12804232804194,
480.6614987347593,
506.23982516678115,
449.78523809523824,
481.7742137733436,
434.2506349206348,
426.2628042328041,
415.42968138946344,
453.42428571428496,
471.50820105820094,
433.86181588138106,
469.49618817575293,
453.4787758537755],
0.050000000000000003: [151.08969404186794,
131.14285714285714,
156.09579365079367,
134.00682539682538,
151.9784103979756,
148.56090982286636,
133.09071428571428,
143.76587301587298,
157.70828471045868,
114.88611111111113,
119.11031746031745,
149.16190476190476,
136.32142857142856,
142.0112433862434,
113.56216931216935,
138.3968253968254,
125.00092592592593,
138.39087301587304,
130.57769726247986,
108.08326662065792,
148.13452380952378,
134.74166666666667,
128.13452380952384,
139.5854094778008,
114.10846560846562,
146.24648148148148,
109.72738095238094,
124.4275661375662,
158.55719576719582,
142.03174603174602,
141.85978835978835,
122.69246031746033,
119.82010582010584,
140.97932482171612,
139.7650793650794,
130.14849206349203,
164.5611111111112,
150.28181159420288,
108.12500000000001,
141.31666666666666,
143.7927777777778,
118.90476190476193,
123.28091212330342,
130.59375661375665,
111.84449620427883,
146.82866344605475,
109.24585921325054,
129.07275132275134,
157.3268115942029,
118.21574074074076,
131.26502645502646,
133.49894179894181,
151.01530365769497,
125.68726132965263,
115.77777777777777,
126.56027260179432,
115.66301587301588,
95.81269841269841,
154.65555555555557,
131.1686231884058,
132.58712905452035,
132.7850241545894,
112.10084656084658,
138.2119047619048,
122.72235449735452,
125.77526455026458,
147.2769841269841,
125.42248677248675,
137.75153439153442,
118.60304232804233,
166.13597883597888,
135.06283068783068,
129.17685185185186,
126.11734069473204,
128.64498504715897,
122.41626984126987,
123.1512025012025,
126.35502645502646,
144.67314814814816,
118.54748677248678,
167.39297561536694,
156.95486772486777,
153.81755233494363,
122.56610996089258,
120.7955152979066,
116.3835978835979,
128.1984126984127,
126.56904761904765,
156.36290545203587,
126.34444444444446,
102.43055555555556,
132.52605820105825,
136.34502645502647,
128.68364849321372,
135.14096503335634,
129.9160052910053,
134.11654589371983,
120.54944214400739,
143.39088566827695,
152.07769726247986,
118.72671957671959,
117.96296296296298,
126.71685185185189,
135.65952380952382,
166.55793650793652,
160.96142857142854,
130.90974810213947,
137.28069745069746,
111.7739417989418,
111.55740740740742,
146.43624338624346,
126.37791005291008,
119.68978605935129,
132.00105401844536,
118.98333333333335,
132.39886243386246,
125.48427191166321,
118.58664021164024,
156.06738095238097,
143.1761904761905,
151.8666666666667,
128.1157142857143,
119.96759259259258,
158.14814814814815,
130.03174603174602,
151.61531746031747,
117.51156084656088,
123.91772486772484,
126.92383252818037,
166.06902116402122,
123.59285714285716,
118.31111111111112,
137.81243386243386,
147.0218253968254,
144.3187830687831,
116.86171842650104,
136.45600414078677,
141.40701058201063,
133.7095238095238,
139.2873544973545,
131.47050264550265,
125.97910052910058,
136.30952380952382,
121.40969215969216,
116.8441798941799,
147.09842535081668,
122.48166551644815,
145.2324074074074,
155.79259259259265,
161.9035714285714,
139.25000000000003,
142.68518518518516,
133.85238095238094,
152.89259259259262,
123.5240740740741,
123.65657349896479,
134.16596503335631,
127.32732689210953,
138.0963089487003,
124.34074074074076,
118.18236714975849,
160.34113756613758,
134.80010351966877,
181.16851851851854,
134.12037037037038,
141.91230158730158,
129.4063492063492,
148.09570048309178,
119.18650793650795,
118.80026455026456,
138.83333333333331,
126.4892454566368,
125.27005291005287,
138.63210259949392,
133.05582010582012,
110.16865079365078,
122.65537037037038,
141.40079365079367,
155.19005291005294,
126.16997354497359,
110.94589947089946,
132.53333333333333,
119.72486772486772,
149.56091097308487,
169.37989417989417,
140.0748274672188,
142.10238095238088,
131.51785714285717,
123.61931216931217,
150.8076455026455,
169.87619047619046,
133.3318783068783,
126.8530020703934,
145.19444444444446,
141.89338624338626,
151.2327777777778,
129.71560846560845,
122.86865079365081,
152.21693121693124,
140.7523015873016,
154.0581746031746,
129.54589947089949,
135.25952380952378,
131.2792328042328,
115.11746031746034,
148.17910052910054,
129.69007936507936,
125.68703703703709,
111.69060846560846,
113.05953531170924,
153.5611111111111,
160.19470899470903,
139.8580917874396,
129.8511904761905,
120.14563492063492,
109.30753968253968,
114.78779043018176,
119.84722222222223,
137.3444444444445,
139.8794570968484,
136.38395445134577,
128.09510582010583,
130.48790283790282,
132.28769841269838,
126.39444444444446,
135.99718196457326,
144.87037037037038,
128.67190361168628,
157.58333333333334,
131.50424242424242,
135.5373015873016,
124.9111832611833,
147.61424545663678,
136.53740740740744,
132.09444444444443,
127.31666666666665,
138.95203588681852,
133.9407119852772,
115.58148148148148,
133.26838624338623,
145.52777777777777,
131.70767195767195,
136.0011502185415,
110.24206349206354,
131.72777777777773,
127.25396825396825,
124.24007936507935,
157.08955026455027,
131.71031746031744,
116.32646652864045,
110.74801587301587,
126.20767195767196,
142.3331216931217,
180.0375661375662,
141.15205627705626,
103.56666666666666,
145.42373015873017,
124.45301587301586,
130.01297561536694,
149.2725787899701,
154.07275132275134,
123.05806878306882,
107.75937773176904,
152.94789625028758,
139.8064021164021,
129.41534391534395,
141.12103174603175,
131.7148148148149,
144.3011111111111,
119.38748562226826,
117.38915343915346,
123.35378306878312,
127.6588750862664,
147.14907407407406,
136.52910052910056,
155.4155291005291,
138.29903381642512,
123.1857671957672,
125.02962962962965,
127.49565792500576,
109.32857142857145,
133.79619047619047,
148.4724074074074,
124.48593857832988,
158.74661260639525,
119.8915343915344,
137.55978835978834,
158.05277777777783,
113.19092477570742,
133.3042328042328,
158.59285714285718,
119.51558201058202,
138.39392684610075,
129.85481481481486,
116.20238095238095,
128.45366344605475,
132.54489417989416,
119.05304232804235,
131.61293420749948,
155.05648148148148,
135.33788244766507,
150.30383482861745,
131.52738095238095,
147.29470899470897,
149.306721981722,
120.25820105820107,
128.95238095238102,
133.69113756613757,
126.67224522659306,
122.37962962962963,
138.79171842650103,
136.4011502185415,
118.11345180584314,
142.4251322751323,
150.62526455026455,
131.69682539682543,
139.41271106510237,
139.84087301587303,
149.39196729196732,
131.76574074074074,
123.19074074074074,
147.86310674028064,
131.36473429951695,
108.62592592592596,
125.70515873015873,
128.37433862433866,
111.70855344333607,
150.42170462387855,
169.9079365079366,
116.87492063492061,
116.269708994709,
126.50886243386243,
140.8587301587302,
138.19537037037037,
130.30846560846555,
102.37845117845119,
140.52116402116403,
123.07407407407408,
126.59616402116406,
131.05564757303887,
124.47685185185186,
136.87949735449737,
128.7260582010582,
135.32769726247986,
129.09855762594893,
160.97619047619048,
117.91597883597885,
121.3558201058201,
137.8200782148608,
119.22505175983443,
104.21342535081665,
152.223544973545,
155.7624051069703,
143.68306878306876,
167.72332873245924,
106.19753853232116,
124.11706349206352,
136.45666666666668,
142.66730158730155,
110.97466643662298,
129.16666666666669,
131.59753968253966,
142.18915343915344,
124.2425235794801,
127.9140211640212,
139.556455026455,
139.6058201058201,
126.0670634920635,
166.24166666666667,
116.01190476190477,
139.8187830687831,
140.60674603174607,
117.87526455026459,
141.10347522847525,
126.32195767195766,
136.29544973544978,
138.5436507936508,
134.35383597883597,
133.82999769956297,
126.15277777777777,
143.86376926616057,
154.31349206349213,
154.46222222222224,
136.09841269841272,
129.17857142857142,
139.9969576719577,
128.1277777777778,
160.77867724867724,
105.12658730158732,
135.02910052910053,
144.08972164711295,
146.42063492063494,
126.93796296296298,
124.2718253968254,
151.6772053872054,
131.9047619047619,
133.82828282828285,
125.22182539682541,
142.72248677248677,
126.45419254658387,
126.25847826086961,
152.43416305916307,
118.22191741430873,
121.93386243386243,
123.83055555555555,
128.49682539682541,
120.31380952380952,
124.39708994708995,
152.60198412698415,
110.71050264550263,
116.35318725557863,
115.21931216931219,
132.21296296296293,
109.71296296296296,
127.34960317460322,
128.92682539682542,
135.3993386243386,
118.99092477570743,
114.31216931216932,
128.7029089026915,
112.24415343915346,
117.25825396825397,
106.07037037037038,
119.29064454064455,
133.56853545810074,
135.49166666666667,
136.73862433862436,
128.01190476190476,
160.61891534391532,
112.20793650793648,
110.04388773867036,
122.89642857142857,
156.52884863123995,
134.72619047619048,
137.84084426040948,
154.55420634920642,
142.21388888888887,
142.1320063993977,
160.09185185185189,
127.16279043018176,
150.59277777777783,
151.91666666666669,
139.65,
126.82275132275133,
108.94718196457329,
114.94270573227101,
135.16790890269152,
119.35714285714285,
150.9053270803271,
148.0035714285714,
126.18187830687833,
106.87103174603178,
112.79629629629629,
128.74347826086958,
111.81349206349206,
125.64478114478115,
131.9431216931217,
131.15238095238095,
143.4483164983165,
122.0512433862434,
156.32991718426499,
122.19854497354498,
127.56177248677253,
157.93886243386245,
148.34338624338625,
132.61252472969866,
116.14285714285712,
144.4718253968254,
122.63849206349207,
124.91842535081669,
127.48492063492067,
147.04444444444445,
122.45238095238096,
135.08293650793655,
133.85767195767195,
133.0186868686869,
103.86087186565449,
147.91785714285714,
137.76517138256267,
122.09960317460325,
133.32310789049922,
119.91137566137566,
136.67846560846564,
156.55124223602488,
150.86425925925928,
130.61358408097541,
140.2308201058201,
152.51375661375658,
157.43814814814817,
135.3715343915344,
156.86970899470904,
139.75390812890817,
138.13642857142855,
130.3585978835979,
135.4611111111111,
123.36142857142859,
140.8904761904762,
135.75925925925924,
119.59978835978835,
148.17240740740746],
0.10000000000000001: [36.650000000000006,
27.944444444444446,
39.38253968253969,
50.13888888888889,
42.561640211640224,
40.36468253968254,
35.016190476190474,
61.567552334943656,
47.116666666666674,
40.66666666666667,
34.34021164021164,
50.31481481481482,
39.03333333333333,
41.9957671957672,
42.20238095238095,
28.53333333333333,
55.43333333333333,
42.447751322751316,
36.76785714285714,
31.893121693121685,
37.833333333333336,
39.125,
41.75,
38.37218196457329,
30.920289855072465,
34.57037037037037,
39.31715550954682,
41.94259259259261,
37.74537037037037,
31.685185185185187,
40.25,
41.09656084656085,
42.10978835978836,
42.66904761904762,
61.68571428571428,
53.39748677248677,
41.7,
49.299748102139404,
25.61904761904762,
35.507936507936506,
40.23074074074075,
50.03284030784034,
37.9537037037037,
24.884523809523806,
40.1931216931217,
32.0,
52.9537037037037,
37.09259259259259,
41.16252587991718,
46.833333333333336,
40.375,
38.961111111111116,
42.54166666666667,
46.177737520128815,
45.84285714285714,
44.796296296296305,
44.625,
30.630434782608695,
48.16666666666667,
39.828703703703695,
52.019271911663225,
44.0462962962963,
34.611111111111114,
40.11904761904762,
40.91693121693122,
46.31481481481482,
37.272946859903385,
43.58201058201058,
41.70370370370371,
43.13888888888889,
37.45370370370371,
49.407407407407405,
42.781084656084666,
41.735449735449734,
30.833333333333336,
40.861111111111114,
39.875,
47.699074074074076,
46.09351851851853,
35.12962962962963,
47.16666666666667,
35.49269841269842,
30.48333333333333,
39.05555555555556,
40.0,
33.47685185185185,
37.51547619047619,
33.883597883597886,
44.31755233494363,
43.333333333333336,
44.2,
62.22222222222223,
35.26751322751324,
41.90238095238095,
42.903703703703705,
43.66560846560848,
38.06481481481482,
47.976190476190474,
43.20370370370371,
36.666666666666664,
39.66111111111111,
37.82433862433862,
38.144444444444446,
30.52314814814815,
33.32592592592593,
31.874074074074077,
48.64814814814815,
27.333333333333332,
39.958333333333336,
30.703703703703702,
33.73015873015872,
37.74272486772486,
36.55454911433173,
40.36904761904761,
39.46230158730159,
43.11507936507937,
33.25,
47.392857142857146,
34.43518518518519,
33.111111111111114,
46.29259259259259,
38.29,
42.554232804232804,
44.47619047619048,
40.03240740740741,
37.758518518518514,
50.28571428571429,
42.324074074074076,
25.291666666666664,
47.226190476190474,
41.41666666666667,
42.81481481481482,
31.458333333333336,
22.537037037037038,
31.892857142857142,
36.99882217621349,
42.82138413116674,
44.782671957671965,
33.82142857142857,
36.55952380952381,
37.031746031746046,
40.95238095238095,
38.625,
44.09814814814815,
37.95785599263859,
46.949219001610324,
37.60449735449736,
41.027777777777764,
44.78703703703704,
43.5,
38.48148148148148,
31.333333333333332,
41.22089947089947,
24.987037037037034,
39.458333333333336,
30.53968253968254,
47.33333333333333,
42.82818725557856,
44.049086726478045,
38.333333333333336,
44.11159995399126,
39.5,
43.17460317460317,
45.30072463768116,
33.5,
43.63788244766506,
44.449999999999996,
40.831649831649834,
58.470554405337026,
37.78703703703704,
49.20238095238095,
48.78174603174603,
38.33333333333333,
41.75000000000001,
39.26256613756614,
33.48571428571428,
46.161375661375665,
38.37981366459627,
38.10119047619049,
62.82051529790661,
40.491666666666674,
33.78585921325052,
37.63042328042329,
37.74537037037037,
45.28571428571429,
45.00908672647804,
48.14814814814815,
37.63888888888889,
38.53703703703704,
35.0,
36.11666666666667,
49.89814814814815,
33.902116402116405,
29.75,
38.87037037037037,
40.16997354497355,
36.0595238095238,
31.67857142857143,
39.611111111111114,
31.274074074074075,
38.72212602212602,
31.848148148148148,
35.30489417989418,
40.08730158730159,
29.583333333333332,
32.44962962962964,
31.40740740740741,
41.08333333333333,
42.87257575757576,
26.357407407407404,
42.05141476880607,
32.25,
31.583333333333336,
39.80026455026455,
37.22777777777778,
46.983333333333334,
38.20349091327352,
31.666666666666664,
36.5,
37.538359788359784,
43.916666666666664,
45.85978835978836,
52.84656084656087,
31.203703703703706,
37.476190476190474,
38.64285714285714,
34.842592592592595,
32.5,
31.3268115942029,
36.37619047619048,
36.56561996779388,
48.02407407407408,
33.226190476190474,
35.69444444444445,
35.551587301587304,
42.0,
31.142857142857142,
41.93518518518518,
41.083333333333336,
38.851190476190474,
40.37301587301587,
44.74074074074074,
41.5,
49.9989417989418,
39.8925120772947,
37.03703703703704,
40.824074074074076,
36.574074074074076,
43.476190476190474,
39.851190476190474,
31.738095238095237,
43.3095238095238,
29.76190476190476,
44.546296296296305,
34.671084656084645,
34.33333333333333,
38.44347826086957,
31.694444444444446,
31.294457096848397,
44.33333333333333,
39.0,
50.43703703703704,
29.37037037037037,
34.03333333333333,
21.19833333333333,
41.592592592592595,
33.912301587301585,
35.34285714285714,
32.76111111111111,
44.7037037037037,
49.00978835978836,
49.5,
41.34285714285714,
35.50357142857143,
41.166666666666664,
38.58629629629629,
35.13690476190476,
36.93518518518518,
34.188148148148144,
40.261042097998626,
61.771296296296335,
43.52777777777778,
34.92857142857143,
58.02760524499655,
44.895502645502646,
45.5,
36.33333333333333,
45.667857142857144,
43.14285714285714,
40.024562916954224,
41.277777777777786,
34.35079365079365,
41.52486772486773,
38.08333333333333,
37.616666666666674,
47.379629629629626,
21.916666666666664,
46.14285714285714,
39.03703703703704,
44.66666666666667,
35.58333333333333,
31.97619047619047,
34.64814814814815,
37.42857142857143,
41.0,
37.236111111111114,
47.623015873015895,
33.044973544973544,
41.41120312859444,
48.083333333333336,
30.780515297906604,
38.574074074074076,
46.110248447204974,
24.088624338624342,
44.65277777777778,
43.151058201058206,
30.314814814814813,
45.44047619047618,
38.68333333333334,
41.25,
34.11904761904762,
37.778848631239946,
34.51851851851852,
24.65,
31.491402116402117,
45.75,
49.80000000000001,
51.98148148148149,
45.98478835978836,
50.00296296296296,
44.17619047619048,
44.90767195767197,
44.0,
61.85867003367004,
36.269047619047626,
39.34995974235104,
48.958333333333336,
27.703703703703702,
51.920634920634924,
47.38236714975846,
39.82796296296296,
41.0,
39.40574074074075,
36.7962962962963,
36.45833333333333,
32.58333333333333,
42.0,
58.41666666666667,
39.16666666666667,
40.202962962962964,
44.19933862433863,
37.97222222222223,
33.35185185185185,
37.64814814814815,
47.69444444444445,
28.19179894179894,
37.04034391534393,
36.98148148148148,
29.617724867724867,
34.849206349206355,
30.61111111111111,
31.542989417989414,
40.58333333333333,
49.704966329966325,
49.6984126984127,
54.892857142857146,
44.96428571428574,
31.427076144467446,
41.04710144927536,
41.7,
41.40740740740741,
33.01018518518519,
31.80952380952381,
49.855820105820115,
28.952380952380953,
45.13888888888889,
59.64841269841269,
56.53015873015874,
49.50000000000001,
31.244047619047617,
36.13492063492064,
42.19444444444444,
42.544973544973544,
42.28703703703704,
38.92857142857143,
55.19153439153439,
48.983333333333334,
53.61111111111111,
28.333333333333332,
58.216229583620894,
42.583333333333336,
29.643518518518526,
40.06481481481482,
44.12751322751325,
35.58333333333333,
35.33333333333333,
51.01866344605474,
33.152777777777786,
47.474074074074075,
37.904761904761905,
38.84285714285714,
43.31481481481481,
34.736111111111114,
36.57275132275132,
53.67460317460318,
42.46014492753623,
50.035714285714285,
50.0,
27.333333333333332,
35.85119047619048,
34.176190476190484,
44.178703703703704,
30.98333333333333,
42.386904761904766,
48.280423280423285,
49.41534391534393,
68.45555555555556,
46.73140096618358,
34.5,
41.574074074074076,
48.44867724867726,
26.898148148148145,
36.18518518518519,
42.53333333333334,
46.26785714285714,
46.909219001610325,
40.512433862433866,
50.074074074074076,
48.31481481481482,
32.5,
49.458333333333336,
32.70238095238095,
35.64843800322061,
31.832010582010582,
36.407407407407405,
46.897407407407414,
33.35000000000001,
37.78095238095238,
35.77777777777777,
35.75624338624338,
60.66037037037037,
53.53174603174603,
36.34285714285714,
42.49259259259259,
37.361111111111114,
33.1094432942259,
30.716931216931215,
43.30952380952381,
37.44444444444445,
38.61904761904761,
45.42063492063493,
34.33333333333333,
36.72417874396136,
55.21014492753623,
36.65326662065793,
36.53333333333333,
42.666666666666664,
43.726190476190474,
59.834523809523816,
33.111111111111114,
43.845158730158744,
59.680871865654474,
56.75489417989419,
39.416666666666664,
61.25277777777779,
38.861111111111114,
37.47271106510239,
40.777777777777786,
47.47222222222222,
42.47361053600184,
48.41666666666667,
53.40111111111111,
37.5,
45.14219576719577,
43.15,
45.902777777777786,
37.11666666666667,
40.16666666666667,
33.89814814814815,
43.80952380952381,
39.09523809523809,
37.532407407407405,
40.54330687830688,
40.53703703703704,
35.38915343915344,
39.5,
40.74074074074074,
50.91137566137566,
47.3484126984127,
51.87830687830689,
30.733333333333334,
33.476190476190474,
44.25,
49.16203703703704,
39.03333333333333,
58.06944444444444,
43.31460317460318,
50.296296296296305,
29.666984126984154,
33.019668737060044],
0.15000000000000002: [172.5094276094276,
189.94867724867728,
219.26805383022776,
202.19470899470898,
212.14417989417987,
212.27738095238098,
189.70805498044624,
199.06792040487687,
211.0337301587301,
175.02870370370374,
204.79808802308813,
205.40164021164017,
174.5753968253968,
162.88317460317458,
192.10912698412702,
197.51402116402116,
204.37924315619975,
171.34788359788357,
216.78497239475502,
188.78439153439155,
207.17129629629628,
193.219708994709,
202.77142857142854,
197.64555555555552,
174.49470899470901,
251.7133862433863,
174.91359673337934,
220.6835185185185,
197.35185185185185,
192.46939153439155,
182.9078697952611,
164.17817460317465,
184.67671957671962,
173.79960317460322,
229.84939153439154,
205.18624338624343,
178.3190476190476,
185.01322751322746,
175.50224867724864,
186.1480158730159,
186.55608465608466,
183.78862433862432,
187.97499581738714,
167.46711159211165,
195.720594662986,
178.49047619047616,
167.67526455026453,
217.98089947089946,
198.91944444444445,
182.57394179894183,
220.444708994709,
210.6982401656315,
204.96364964343235,
180.1437788861702,
213.9222582972583,
205.04365079365078,
186.0342592592593,
164.88333333333333,
178.71111111111114,
155.33087301587307,
213.8935185185185,
210.94742005981138,
167.24087301587298,
197.2661893259719,
220.9530940878767,
196.4246031746032,
177.29175868415004,
184.48703703703708,
196.00376696572349,
210.14894179894182,
182.66309523809522,
210.91468253968253,
184.80576259489297,
172.95000000000005,
201.1058201058202,
193.6054888428802,
196.39999999999995,
207.7661375661376,
227.10614603592862,
207.82920634920643,
179.0573015873016,
190.65936089675225,
184.37037037037044,
186.98792270531396,
181.56152058891195,
173.07671957671954,
186.23902116402118,
169.2581216931218,
172.09920634920636,
197.71190476190478,
179.0919312169312,
240.92791005291005,
169.68082010582012,
198.56706349206348,
194.65000000000003,
225.12227398205658,
162.6682275132276,
190.95161260639532,
188.79296296296306,
187.1765999539913,
197.34933862433866,
178.84748677248675,
196.55137566137563,
178.06944444444446,
180.16084656084658,
171.43478835978834,
147.64814814814818,
199.5849206349206,
185.00978835978833,
166.0972222222222,
232.3823232323233,
178.434126984127,
168.81190476190474,
197.3384506556247,
221.07685185185187,
171.86322751322746,
166.512049689441,
203.57500000000005,
212.2936507936508,
200.04193121693123,
217.99537037037044,
196.81640211640212,
182.26155969634235,
174.01902116402118,
181.41666666666669,
206.07989417989418,
199.29515873015873,
204.61203703703706,
168.19746031746033,
187.9969047619048,
216.75403381642514,
202.37089947089947,
183.8130158730159,
183.89285714285714,
184.9392592592593,
184.36955266955266,
202.05582010582015,
182.62830687830686,
211.18174603174612,
194.32407407407405,
183.56666666666672,
235.2449735449736,
214.16005291005294,
193.81481481481487,
205.70661375661382,
218.65505175983435,
211.55052910052916,
168.005291005291,
207.4827777777778,
199.0687830687831,
190.3428283873936,
171.973544973545,
190.8652887048539,
167.36203703703703,
183.4462962962963,
178.11700943179204,
178.9835978835979,
206.51296296296294,
238.6572210720037,
196.71164021164026,
169.01380837359105,
190.5595238095238,
173.10595238095237,
177.01515642972169,
171.96044973544974,
221.23333333333326,
163.7963077984817,
178.48888888888888,
190.69279043018176,
185.88867724867728,
172.41685070163328,
178.41071428571428,
184.75019783758913,
222.59797561536698,
208.53325396825397,
190.2320105820106,
227.34088566827694,
201.09193121693121,
213.68523809523813,
212.95972049689448,
206.11548769266165,
178.95052910052914,
224.16164021164025,
176.2479882677709,
196.9131078904992,
228.66146767885903,
174.1821152518979,
183.29087301587307,
190.42685185185186,
242.89534276512532,
196.48973544973546,
180.43353117092252,
228.55273752012886,
196.54867724867728,
197.92857142857144,
182.9535714285714,
212.73730158730154,
187.38506556245684,
182.29457671957684,
195.55092592592592,
185.12433862433863,
159.50936277892797,
212.51089947089952,
208.27686450425583,
142.5912698412699,
218.58158730158732,
150.8812169312169,
233.2115608465609,
167.11650793650793,
179.16666666666666,
221.63527720266848,
193.26415343915346,
182.86511847250975,
202.59388888888893,
210.4601587301587,
183.5621693121693,
184.48611111111114,
176.81349206349205,
176.24404761904762,
192.3635438233265,
201.50445709684843,
236.32835863814125,
160.3452380952381,
233.59851851851857,
176.06111111111113,
181.63492063492063,
206.50372670807454,
201.5902242926156,
183.08333333333334,
173.27413848631244,
186.98551414768806,
188.96052188552187,
247.32275132275134,
184.37457912457916,
206.12650793650795,
183.96679894179894,
173.7145502645503,
149.91547619047617,
204.9637163561077,
188.1001322751324,
196.0162698412698,
223.80859788359777,
204.71296296296296,
173.7301587301588,
174.922619047619,
201.17972164711298,
177.44285714285718,
168.76097883597885,
211.20572348746262,
169.49634920634924,
158.47089947089947,
193.62989417989422,
213.4559523809524,
196.73806763285032,
175.36424242424246,
182.99646349624615,
184.50871102327622,
205.13822751322755,
188.75952380952376,
196.8526581550495,
165.34457671957674,
180.6678571428571,
184.57742005981137,
195.15238095238098,
172.50211640211643,
195.02499999999998,
217.5373015873016,
190.0345238095238,
201.39484126984127,
178.69066022544283,
191.93941798941802,
185.29886243386247,
178.68849206349205,
180.85967908902694,
213.61825396825395,
188.83452380952374,
203.45000000000002,
177.04470899470897,
163.0579196729197,
202.57333333333335,
189.82208994708998,
188.63788359788362,
178.99999999999997,
219.49190476190472,
196.71071428571426,
211.39276094276093,
156.4195767195767,
199.28867724867726,
206.6093873517787,
190.5526455026455,
190.70326662065796,
192.09867724867726,
210.4116402116402,
193.8862560386474,
189.4752645502645,
188.7746837944665,
174.30370370370372,
182.43775017253282,
157.2490062111801,
215.05317460317465,
185.55873015873016,
222.0013227513227,
244.12500000000006,
242.87724867724873,
210.2690729238557,
187.59285714285713,
203.28455988455994,
189.14761904761906,
186.65619967793882,
200.19534161490685,
192.42063492063494,
176.3832930756844,
179.56481481481484,
172.45873015873022,
214.5294973544975,
189.47964228203358,
167.8666666666667,
185.87476190476198,
190.1748677248677,
204.99470899470904,
176.65945594662986,
151.84763170002304,
188.1166896710375,
165.67222222222225,
193.85763170002303,
164.9100529100529,
188.60670159148424,
156.79612376351503,
187.15238095238098,
183.60269841269843,
186.44166666666666,
188.96755233494363,
179.86404416839204,
145.09126984126985,
172.91870255348516,
211.1537037037037,
196.3445767195767,
183.6898148148148,
176.67679549114328,
217.65714285714287,
195.26349206349212,
209.94087301587302,
178.35738095238096,
192.69476075454338,
184.94855762594892,
199.34437773176901,
160.85306878306884,
160.0525132275132,
163.92912468368993,
178.6412031285944,
154.7222222222222,
195.71111111111114,
160.53174603174602,
196.98242005981143,
192.1650793650794,
163.482631700023,
154.84291005291004,
196.35001265240402,
184.03886243386245,
168.93386243386246,
162.47077984817122,
176.93253968253964,
222.23856912813434,
188.22202208419603,
195.17724867724866,
169.758253968254,
188.2298136645963,
175.01406989146133,
219.5606475730389,
192.67989417989423,
179.90476190476193,
197.18463883137792,
209.66425925925927,
221.43376623376625,
193.5793650793651,
191.0650793650794,
214.33477110651026,
195.88915343915346,
223.31243386243383,
189.0476190476191,
220.92263170002298,
181.43417874396138,
200.94523809523804,
211.26449505406032,
199.06563492063492,
169.8975385323212,
168.0197619047619,
179.8637566137566,
200.3601449275362,
198.72170577409707,
181.35449735449737,
221.36574074074076,
192.3660052910053,
186.75751322751321,
187.50423280423283,
215.61884863123993,
195.15833333333333,
199.83267195767192,
189.60402001380277,
227.16534391534395,
240.989099378882,
188.4166666666667,
226.81026224982756,
162.45141476880607,
211.9225228475229,
232.50609615827005,
200.34912698412705,
214.9031608005521,
185.5624338624338,
224.85500000000002,
201.27884863123998,
181.386507936508,
181.7799861973775,
191.60349206349207,
189.92142857142866,
200.17417989417996,
185.5873015873016,
175.65740740740742,
171.5703703703704,
175.52460317460313,
207.11105820105828,
186.50765470439384,
177.837962962963,
173.57222222222222,
197.64432482171614,
242.71751207729477,
179.93505291005292,
217.86507936507942,
203.46851851851852,
185.6978571428571,
184.66666666666669,
174.33404761904765,
200.77462962962963,
210.47403381642516,
207.92962962962966,
190.85608465608465,
160.28002645502644,
184.82619047619048,
151.8391534391534,
177.24184766923895,
212.68333333333328,
177.22738095238097,
168.79215550954686,
222.8507936507936,
215.14682539682542,
209.27789510006906,
192.24550264550263,
233.87613411548188,
186.5247883597883,
206.4908201058201,
189.22010582010586,
201.27738095238095,
174.9114370412197,
186.53730158730158,
180.55185185185186,
221.71071428571423,
206.17535656774785,
216.32354497354498,
178.06997354497346,
191.38920634920635,
234.97144122383247,
178.11684955141482,
200.41534391534393,
183.0091005291006,
177.6225396825397,
154.2574729698643,
229.02194041867963,
156.35846560846568,
197.44330572808843,
221.79351736830003,
174.68584656084658,
214.56783915762173,
171.588544973545,
167.76746031746035,
206.58941798941794,
206.50785599263864,
183.49634920634924,
184.58346560846564,
175.49788359788363,
171.26190476190476,
157.37361712361712,
189.59219576719576,
180.64542328042327,
190.1335978835979,
202.5297619047619,
178.23007821486087,
220.32023809523818,
192.944708994709,
176.38526340004606,
207.8222222222223,
182.95009201748337,
181.72380952380954,
225.30082010582007,
164.51685185185187,
177.8069703243617,
205.4303968253968,
230.33402116402112,
188.00119047619043,
166.31481481481484,
196.45356682769727],
0.20000000000000001: [689.4114749984316,
705.5253968253966,
603.6224269611228,
621.6452104899929,
696.0945882217619,
687.0420912018736,
741.829060271452,
698.42548884288,
692.5712952506437,
642.6175868414996,
653.5905279503106,
669.0003968253966,
678.4611904761911,
626.1067184265015,
631.3564021164023,
679.7343501265232,
668.7676719576714,
624.4825757575748,
712.8498389694054,
650.5784644582477,
670.2718219461698,
613.9106349206353,
685.081820063994,
646.5212157809982,
640.18523694502,
711.013966058096,
607.3777225672876,
648.1806613756613,
638.3709512307338,
655.5931216931207,
706.9236853002066,
718.9678932178925,
716.3315957713778,
687.761559696342,
636.1256349206337,
737.9979558525217,
726.5328523328517,
693.6674856222684,
625.9499999999999,
646.9018116987679,
701.0655026455025,
659.30146652864,
706.0511418533149,
660.4057936507924,
681.0132907752468,
742.1301173222904,
706.1815447434993,
646.9628042328043,
666.2575511847251,
700.9291005290997,
598.6566931216928,
607.6948125143775,
665.1796802392458,
726.0715038584603,
608.9004689754693,
698.2846779388078,
630.2285449735449,
596.7361027458849,
678.4322751322741,
709.8627110651021,
703.0904613421997,
640.1998274672184,
662.5823077566563,
643.9534621578098,
663.3400506096154,
687.3028138528135,
620.4242696112265,
687.4738842880151,
711.9122866344609,
653.2361743731311,
641.3654709622099,
672.6865343915338,
693.4211628709442,
607.3245250643071,
633.5389598887424,
642.1968531066359,
648.9980687830689,
683.5669047619052,
671.1584128029774,
672.86929188364,
686.2420634920635,
660.6980899052633,
653.7356337704159,
700.4790315159869,
658.9133183804917,
662.7416379112041,
645.8697619047613,
653.9041005290994,
618.5801909362768,
640.1407004830911,
688.612037037037,
707.9580687830687,
665.5558293075685,
602.8675902921558,
679.689626178974,
666.2262939958587,
676.0011617207259,
698.6220048309176,
636.094338624339,
764.1866252587993,
658.4043328732457,
718.3088414162329,
666.0140441683917,
662.2297722567282,
648.9629629629638,
631.5305141476879,
669.7167586841497,
708.525134680135,
677.3137830687831,
713.9861832611837,
660.1402380952374,
651.1038359788358,
645.1442834138486,
676.2024687872499,
628.9227892799636,
675.9757431457431,
603.6697132818871,
651.3549470899463,
653.9095732689213,
717.2993386243379,
687.4346031746029,
627.5953439153434,
687.8439660580957,
618.5539417989415,
654.2108826358823,
662.0912169312166,
649.0684126984127,
643.5248677248676,
642.0979307568429,
620.3303703703699,
658.5603554175296,
696.5239682539685,
607.0739417989419,
638.1529366125019,
663.2894973544965,
672.0306855302498,
635.7982865926341,
713.3043903841728,
608.588834828618,
678.9421428571421,
673.1756843800318,
651.5176815776816,
634.637486772487,
643.0827873977876,
615.7119277662752,
658.9019829767658,
655.16633310329,
664.1548941798941,
661.4657671957667,
680.2821658615136,
687.6886588451807,
616.9701575799394,
633.797111801242,
640.8573400673397,
701.8833694083687,
683.577067883807,
630.799148838279,
669.4597734069475,
687.5030676328491,
694.989259259259,
684.4605244996548,
708.5770298220299,
640.871954221303,
724.7577869795263,
726.6823970554404,
652.2001840349666,
658.3685012652397,
684.2614243888154,
685.9647204968942,
659.1189682539684,
654.1178168852085,
690.5155394524954,
678.6272210720033,
648.1494253089897,
628.0779595123071,
617.7461295146073,
695.0556866804691,
620.011067402807,
653.8230158730156,
705.5427628249366,
709.7921267540835,
643.0765585461236,
681.73682194617,
638.6151035196684,
706.442328042328,
672.1358178053828,
691.2322176213485,
681.2490453186094,
653.5086093857833,
677.0337773176904,
690.5508730158731,
704.7056590752242,
680.4213745111563,
651.0177490223139,
657.7907407407395,
714.3608730158726,
708.4594030365778,
654.5764538762363,
664.628968253967,
645.9911375661371,
682.5995165945168,
642.5037554635377,
662.3170899470904,
672.1982654704395,
616.4678801472276,
697.9938060731535,
650.8608465608464,
731.2991005291011,
644.8078306878313,
702.7914251207721,
680.6435504109418,
621.896428571428,
642.8603830227734,
643.6450793650791,
653.9084656084651,
701.341738816739,
632.9928743961349,
686.3566414664239,
606.9326029445591,
675.1439268461006,
649.8865596963425,
646.3545203588673,
644.6218614718609,
696.5568518518527,
674.2182482171612,
649.540137712529,
682.2850793650791,
674.002295104251,
677.6116877888612,
620.735422966728,
661.212008281574,
661.4346560846549,
729.6022464813764,
694.6221957671958,
648.1311490683232,
699.1367322291227,
668.0478145847705,
690.435143777318,
589.0363469059113,
679.6651154401155,
631.5928571428565,
619.9397872095697,
629.0846123763503,
685.4225589225587,
656.7152465650294,
638.9699965493443,
692.548015873015,
617.6016390614213,
604.1744962042785,
661.5072886212014,
605.7973544973543,
668.5573786519437,
665.6668783068784,
687.3042707614435,
660.4871490264962,
634.3761694585605,
699.0256373256371,
644.5188402660142,
657.6815681661321,
575.4288486312396,
645.5674833218312,
661.4404761904755,
634.9541913963651,
655.1311617207274,
652.8755026455029,
672.5204853922243,
653.21873015873,
666.2047619047613,
658.7809109730842,
601.7775074764199,
662.6072751322738,
662.6154761904762,
657.0906790472008,
664.6110536001834,
627.1012626262618,
690.8304761904764,
605.4369668737054,
680.928888888889,
660.2637133237134,
665.8765723487462,
716.1591902461461,
648.0163492063492,
697.8178571428574,
670.5402990568211,
658.4652887048535,
678.8352400819786,
632.4169312169316,
672.7123544973534,
640.5213281887185,
639.9166781688511,
660.2075626869106,
645.2085209235205,
663.5142305037958,
679.2731446974934,
601.2121693121693,
679.7840062111794,
690.1164550264544,
637.9506843800317,
636.8597688060731,
665.1710317460315,
644.4146537842184,
656.1745626032571,
692.3903266620662,
658.5427099148837,
757.8163626952762,
582.5888072233726,
642.0193121693115,
653.2882275132266,
624.4276455026449,
668.2490970784448,
640.1646158270075,
682.6928759646144,
696.470265805049,
636.4724867724861,
642.9170581592325,
640.4898792270538,
651.5252231423964,
673.3148761946587,
682.3056637806635,
690.2232516678172,
717.9881216931213,
619.6814340088243,
698.8240338164246,
656.8597181964572,
659.4346790890266,
610.6542244390068,
725.7942264257476,
669.3565044858518,
684.3943746993742,
648.7641269841265,
689.2733597883597,
691.9983436852996,
608.7698846644502,
645.8561881757537,
642.3686507936505,
691.8390464688287,
687.4076286676277,
657.6705026455021,
694.7237014032653,
655.5453692201518,
595.6982275132274,
612.641931216931,
625.1490740740743,
643.2780653324132,
650.258609385784,
660.4801173222916,
599.639338624338,
635.3487037037038,
644.3220600414078,
668.437308488612,
650.2452508522074,
642.9910317460312,
693.3513975155272,
712.7219438693348,
681.8597469519201,
641.2758051529792,
632.4482539682537,
648.2477363699101,
639.3183689901081,
626.2692822636297,
650.3698941798941,
607.0126984126974,
626.5553404646881,
662.8636473429955,
666.7323472823477,
644.5897354497358,
677.1947089947092,
644.7007871677439,
706.1145755693586,
611.5039809063718,
678.2185185185184,
731.565507037246,
630.0707407407419,
690.6677689942902,
607.5425132275133,
653.81917989418,
627.6804980446287,
629.2932539682532,
645.3061318150437,
664.3461904761904,
654.6813618587532,
681.7177881297437,
728.7713227513221,
741.4889636530933,
650.5573015873018,
696.9202323441447,
686.6751851851852,
627.3760432482167,
701.2212790430182,
630.4551414768806,
656.1664389233957,
671.1678571428563,
611.1019691741434,
639.9951851851846,
680.3425132275129,
627.1439364661107,
675.1226317000232,
657.1282804232807,
705.065976535542,
694.3420864964346,
698.9220991488379,
651.9864317083885,
640.2156579250044,
619.1445767195768,
665.4548941798944,
623.2044260409468,
671.5774603174614,
670.6360029905688,
645.2297883597885,
651.3992558086036,
681.1615458937197,
663.2910052910055,
684.7113342535073,
620.3343650793654,
664.9829077524728,
629.0603703703698,
739.6956027145148,
616.0945479641127,
640.6624568668044,
695.5579365079363,
733.4893915343924,
623.6924001923996,
627.1342352092345,
686.287935357718,
659.2395239140886,
737.8042845640672,
659.2302507476412,
685.2751322751318,
625.2828042328041,
675.3203270803257,
601.9948148148146,
692.6381746031741,
607.7225590271241,
708.3122210720035,
671.3530894870015,
613.249841269841,
653.8521743313046,
725.0970496894416,
646.9486772486775,
631.7573491645238,
617.5702910052908,
712.9164550264552,
589.3330538302273,
667.6869194010499,
667.8702357947997,
710.1975983436857,
662.3014389233955,
572.9594708994708,
687.6105218855218,
660.151111111111,
675.8829365079363,
615.0438221762122,
659.3617775059074,
655.7613469059124,
620.3617966413615,
655.8682539682536,
653.7040602714512,
648.7801587301584,
676.6727513227504,
694.9760606060603,
671.0940729238556,
683.0291596085073,
663.8248509944156,
724.7628835978835,
741.058994708994,
716.5934483551875,
624.8837301587298,
618.0409362778922,
687.6135150678621,
678.6739809063707,
674.4949206349207,
665.2559831231563,
625.943386243386,
653.1150793650793,
633.1611111111106,
710.7154390697872,
650.0172210720034,
685.31366041366,
667.3207270426831,
694.8309259259248,
621.0428168852079,
635.1381313131311,
609.7931746031752,
713.1003163100982,
687.409365079364,
670.0879227053141,
636.4565850011512,
658.6783068783069,
680.2728007821482,
777.3297584541057,
670.0492569588221,
667.1322935357709,
640.2247883597884,
629.5582804232802,
677.4296813894638,
686.9063492063491,
654.0773809523805,
699.8652592174328,
699.8956268691054,
674.6760245310243],
0.25: [0,
1.0,
0.1111111111111111,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
1.0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
1.0,
2.0666666666666664,
0,
1.0,
1.0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0.07407407407407407,
1.0,
0,
0,
0,
0.3333333333333333,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0.25,
0,
1.0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
3.0,
0,
0,
0,
1.0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
1.0,
1.0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
1.0,
0,
0,
0,
1.0,
0,
1.0,
1.0,
0,
3.0,
0.75,
1.0,
0,
1.0,
0,
0,
0,
0,
1.0,
0,
1.0,
0,
0,
1.0,
0,
0.25,
3.0,
0,
0,
0,
1.0,
1.0,
0,
0,
0,
0.14285714285714285,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
1.0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
1.0,
0,
0,
0,
0,
1.0,
0,
1.0,
1.0,
1.0,
1.0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
2.0,
0,
0,
0,
0,
0,
0,
1.0,
0,
1.0,
0,
1.0,
0,
0,
1.0,
1.0,
0,
0,
0,
1.0,
0,
1.0,
1.0,
0,
0.3333333333333333,
0,
0,
2.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0.7,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
2.0,
1.0,
0,
0.3333333333333333,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
4.0,
0,
0.5,
0,
1.0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
1.0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
2.0,
0,
0,
0,
2.0,
0.6054750402576488,
0,
0,
0,
0,
0,
1.0,
1.0,
0,
2.0,
0,
0,
0,
1.0,
0,
1.0,
0,
0.16666666666666666,
2.0,
0,
0,
0,
0,
0,
1.0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0,
0,
1.0,
1.0,
0,
0,
0,
0,
0,
0,
2.0,
0,
0,
0]})
In [68]:
agg['reassortant']
Out[68]:
defaultdict(list,
{0.0: [61.97403381642512,
59.64166666666672,
70.09290890269156,
66.78550724637682,
63.7777777777778,
63.74484126984128,
58.1083333333334,
65.89806763285024,
65.1952898550725,
66.9786231884058,
51.554278812974474,
65.77173913043481,
60.26147342995173,
54.93466183574882,
64.36473429951691,
56.23611111111115,
62.90833333333333,
62.446428571428605,
57.035628019323696,
73.87028985507246,
68.26388888888889,
60.3768115942029,
68.99563492063493,
68.28730158730158,
67.66099033816425,
53.29987922705316,
57.506573498964805,
47.70000000000001,
56.55555555555556,
60.83333333333333,
58.1638888888889,
60.3345238095238,
63.419444444444444,
62.99166666666669,
64.79792960662525,
48.930124223602526,
51.341183574879246,
64.2199792960663,
62.64087301587302,
63.20300207039338,
60.34722222222224,
60.41865079365084,
59.01587301587306,
55.6077639751553,
50.50084541062802,
75.87500000000001,
55.849206349206355,
55.865873015873035,
57.22474120082817,
66.02222222222224,
64.19285714285715,
58.6800724637681,
59.99956866804699,
66.73894064872324,
58.000000000000014,
73.0096618357488,
66.79070048309183,
61.48599033816424,
63.09920634920636,
54.110507246376805,
55.472222222222236,
63.09974120082816,
54.816666666666684,
50.49806763285025,
60.384661835748815,
65.41666666666666,
49.83567977915803,
66.73188405797103,
58.457539682539704,
67.0416666666667,
60.47681159420292,
54.80132850241548,
50.041407867494826,
62.71575224292615,
58.192374051069734,
63.44625603864738,
67.32536231884058,
57.34920634920636,
69.76230158730161,
64.03761214630781,
69.04563492063497,
59.15821256038649,
71.52570738440306,
68.30729813664595,
67.2805555555556,
71.00181159420295,
63.0138888888889,
57.251811594202906,
52.666666666666686,
55.67729468599034,
58.530124223602506,
60.1075396825397,
58.19401311249136,
57.20555555555557,
66.13466183574877,
51.57148033126294,
50.54727398205661,
49.333333333333336,
67.51388888888891,
60.07632850241548,
77.42777777777782,
69.27222222222221,
46.3888888888889,
64.36111111111113,
62.34920634920636,
53.39087301587303,
62.402777777777786,
57.401328502415446,
67.01944444444446,
63.38888888888892,
55.11473429951694,
54.46997929606625,
63.740700483091786,
54.96507936507936,
71.46904761904764,
58.61388888888889,
57.89673913043481,
70.16944444444448,
57.993961352657,
56.091580400276065,
72.46544168391996,
67.64855072463769,
68.67867494824019,
61.820289855072495,
66.43604209799864,
62.741718426501045,
56.209178743961374,
53.31521739130435,
60.87681159420291,
58.11896135265701,
59.25362318840582,
65.46816770186336,
53.94299516908213,
56.95833333333333,
57.26570048309179,
62.36111111111112,
67.6684782608696,
65.48386818495514,
58.49577294685991,
65.74577294685994,
63.82734644582472,
54.68452380952381,
53.118650793650815,
62.95833333333335,
54.53536922015182,
67.3777777777778,
54.79166666666666,
50.45626293995859,
83.03055555555557,
66.06944444444446,
51.56799516908214,
52.95000000000001,
68.30132850241549,
54.70833333333333,
54.582056590752266,
61.80396825396828,
73.05555555555557,
65.87777777777777,
58.10507246376812,
63.046428571428606,
65.75251897860599,
67.83514492753625,
72.32729468599037,
70.47222222222223,
56.583557625948934,
47.225,
71.4464285714286,
48.25000000000003,
65.13333333333333,
54.319444444444485,
77.07403381642517,
68.37777777777782,
58.62896825396826,
55.699033816425114,
65.76428571428573,
67.8407004830918,
48.92777777777781,
74.46376811594203,
58.39903381642513,
60.963405797101466,
66.72222222222223,
59.02222222222225,
60.70833333333336,
66.3388888888889,
52.30952380952382,
50.156935817805376,
69.86331953071087,
54.037301587301606,
52.653554175293294,
61.901328502415474,
68.95229468599035,
57.208333333333336,
68.30560731538995,
53.291666666666664,
74.5,
70.28140096618358,
54.75379572118704,
55.716666666666676,
65.02063492063495,
68.91425120772948,
48.08611111111113,
57.00277777777779,
52.37619047619049,
66.1666666666667,
54.33567977915805,
47.69444444444445,
58.88611111111112,
67.92632850241547,
54.84202898550728,
73.79432367149761,
48.79855072463768,
63.825396825396815,
68.12976190476193,
65.57910628019329,
62.41666666666669,
53.69806763285025,
63.858091787439626,
67.92729468599038,
62.12862318840583,
79.55555555555559,
67.15101794340927,
69.26309523809525,
73.59092477570738,
62.76388888888889,
69.43333333333337,
65.45410628019324,
56.06206004140789,
72.01473429951695,
59.28055555555557,
65.29166666666669,
50.41521739130436,
61.180555555555564,
61.025396825396854,
65.09722222222221,
52.75396825396826,
60.05917874396136,
65.40555555555561,
69.16666666666667,
64.48253968253971,
56.48007246376814,
54.35119047619052,
72.40555555555557,
56.69202898550724,
57.73611111111112,
67.78514492753624,
67.13888888888894,
59.309178743961354,
50.3638888888889,
61.83531746031749,
45.623550724637674,
59.67500000000001,
65.43091787439616,
54.798067632850255,
58.6346618357488,
61.98188405797102,
65.56666666666666,
53.9623015873016,
56.48712905452036,
58.1846618357488,
69.1922015182885,
65.43055555555559,
68.65265700483091,
69.14285714285715,
64.0853174603175,
61.9381469979296,
62.80952380952381,
54.891062801932385,
72.10476190476193,
60.45833333333336,
51.736111111111114,
50.786507936507945,
65.1888888888889,
64.61896135265704,
60.61337129054519,
73.97306763285023,
71.72584541062803,
61.09285714285715,
71.9184782608696,
58.70186335403725,
56.093478260869574,
53.17173913043479,
73.33743961352658,
59.47879572118703,
60.95824706694271,
60.188768115942054,
58.944444444444464,
65.11521739130438,
67.74396135265702,
54.988888888888916,
66.2420634920635,
52.83333333333335,
55.569444444444464,
60.767857142857196,
64.68730158730162,
57.20873015873017,
55.67777777777776,
61.11473429951692,
57.25229468599036,
54.01816770186335,
69.78253968253972,
80.88224637681162,
66.46031746031747,
67.23809523809526,
76.26666666666665,
53.707539682539675,
55.59722222222222,
62.91243961352657,
61.79404761904762,
58.375,
56.420772946859906,
58.66309523809524,
61.25150103519668,
51.52403381642512,
51.36980676328508,
58.44444444444446,
67.38888888888889,
57.1900793650794,
59.31997929606627,
55.541062801932384,
56.977829537612145,
61.85966183574884,
57.04007936507938,
63.1982401656315,
61.13888888888892,
60.29166666666668,
48.375,
62.85833333333336,
56.16587301587304,
60.10119047619051,
59.15458937198067,
69.91218081435471,
69.84722222222223,
56.83333333333333,
62.934523809523824,
52.7706866804693,
70.38863008971708,
64.62981366459631,
74.73091787439616,
42.200051759834366,
50.24951690821256,
69.68236714975848,
54.69722222222224,
64.56521739130437,
73.13611111111113,
67.32222222222224,
60.01526915113872,
58.574033816425136,
52.674516908212574,
65.21944444444446,
57.461645962732916,
65.99021739130434,
62.31230158730162,
53.10317460317461,
67.62500000000003,
59.94384057971016,
57.12862318840579,
65.66309523809524,
65.22584541062804,
62.28386818495519,
53.55952380952384,
60.34806763285029,
69.11111111111111,
68.30917874396137,
66.22222222222226,
54.80833333333333,
59.666235334713654,
66.08043478260873,
56.94109730848864,
62.2441856452726,
57.18452380952387,
64.8768115942029,
69.52976190476194,
59.41799516908214,
62.56896135265703,
67.875,
50.88466183574881,
61.61944444444444,
66.10609040717738,
70.36292270531403,
67.90676328502414,
71.34722222222224,
65.07619047619048,
55.52142857142856,
68.32125603864735,
59.40455486542445,
74.48888888888891,
70.53174603174608,
57.12500000000002,
50.63285024154589,
61.73599033816426,
75.36388888888892,
61.68333333333336,
60.083333333333364,
58.6666666666667,
52.03174603174605,
55.3042788129745,
61.49722222222228,
61.913888888888884,
54.204468599033824,
78.98007246376812,
64.47500000000002,
63.08333333333337,
61.64563492063493,
58.27173913043479,
50.92500000000001,
71.6825396825397,
63.48514492753625,
48.896135265700494,
60.486111111111114,
75.43514492753626,
63.33236714975845,
58.05555555555555,
85.51002415458939,
63.98809523809526,
77.70531400966188,
52.200051759834366,
56.13466183574879,
50.06394064872327,
57.74613526570049,
61.118961352657,
63.990700483091786,
66.93055555555557,
56.02456866804694,
56.11944444444445,
68.8725845410628,
54.84021739130435,
59.52222222222224,
67.85904071773645,
65.23888888888891,
67.50044858523127,
62.70833333333334,
52.61085231193927,
59.45476190476189,
54.40458937198072,
60.82927881297448,
72.81997929606626,
64.75688405797104,
67.44920634920635,
65.88730158730161,
66.06980676328502,
45.22681159420289,
62.69824016563152,
62.846790890269155,
53.751984126984134,
66.05753968253967,
54.85000000000003,
63.68435127674258,
79.2909247757074,
75.30833333333334,
78.99444444444444,
65.34118357487924,
54.59347826086958,
63.676328502415465,
63.481884057971044,
60.83333333333334,
59.50181159420292,
83.22173913043483,
66.97222222222224,
69.70410628019326,
46.796428571428585,
64.04987922705317,
64.91666666666669,
62.83611111111112,
57.67077294685992,
66.8666666666667,
60.92244651483784,
52.06116287094549,
63.690873015873024,
65.11751207729472,
71.62751897860595,
68.79563492063494,
74.375,
59.94642857142856,
63.04642857142857,
74.37698412698414,
73.01062801932369,
69.50591787439618,
52.428140096618385,
61.13466183574878,
67.31340579710148,
58.178053830227746,
60.87870945479642,
53.10507246376811,
60.178140096618364,
56.98831953071086,
65.08338509316769,
54.58845755693583,
59.44625603864734,
76.57729468599032,
63.86111111111113,
60.06618357487924,
66.85705659075224,
69.28611111111113,
38.45229468599033,
60.442028985507264,
60.11425120772948,
62.60000000000003,
60.20229468599035,
57.545634920634946,
62.696739130434786],
0.050000000000000003: [13.91111111111111,
11.236111111111112,
28.105072463768114,
12.577294685990339,
18.21111111111111,
17.944444444444457,
18.750000000000007,
13.345289855072462,
16.981884057971016,
14.249999999999998,
15.333333333333332,
13.065217391304348,
17.194444444444443,
17.944444444444443,
15.307367149758456,
13.025362318840575,
17.125,
15.568478260869565,
11.277777777777779,
20.527777777777803,
17.138888888888886,
22.081884057971017,
13.874999999999998,
16.988095238095237,
14.577294685990339,
12.271739130434781,
16.01031746031746,
21.938492063492067,
22.25,
21.541666666666664,
16.416666666666668,
19.833333333333336,
25.569444444444443,
15.183333333333334,
19.343650793650788,
14.118961352657005,
20.01388888888889,
15.291666666666668,
16.055555555555557,
11.125,
18.888888888888886,
14.916666666666666,
13.152777777777771,
21.38514492753623,
19.333333333333336,
16.416666666666664,
17.863888888888894,
17.34722222222222,
14.646739130434781,
24.277777777777782,
14.319444444444445,
10.75,
13.333333333333332,
20.694444444444464,
22.68452380952381,
17.555486542443067,
18.02777777777778,
13.402777777777779,
23.194444444444443,
15.916666666666668,
15.958333333333334,
20.266666666666666,
21.083333333333332,
23.946739130434796,
18.799516908212556,
14.01388888888889,
18.375,
25.983868184955142,
17.069444444444443,
11.888888888888888,
15.271739130434781,
16.466183574879224,
17.106884057971016,
15.666666666666668,
12.98611111111111,
18.166666666666668,
18.930555555555554,
14.666666666666666,
15.749999999999998,
9.305555555555554,
21.722222222222225,
15.196256038647341,
14.954278812974463,
25.751984126984127,
21.533333333333335,
10.032539682539682,
25.805555555555554,
16.02173913043478,
18.114734299516908,
16.083333333333336,
20.61111111111111,
12.008333333333331,
11.98611111111111,
15.333333333333334,
15.924516908212558,
18.89673913043478,
17.27777777777778,
17.3768115942029,
16.583333333333336,
17.706884057971013,
24.5277777777778,
18.52777777777778,
19.63888888888889,
21.53174603174603,
24.30555555555558,
19.36111111111111,
19.236111111111114,
15.605072463768115,
22.027777777777775,
22.078502415458942,
20.625,
15.093167701863354,
18.65555555555556,
16.708333333333332,
12.86706349206349,
12.766666666666664,
22.81944444444444,
17.98809523809524,
16.64855072463768,
17.243961352657003,
13.910628019323672,
22.938405797101463,
21.610144927536233,
14.333333333333332,
17.124999999999996,
15.777777777777777,
23.711111111111116,
17.47222222222222,
12.833333333333332,
28.166666666666664,
25.86111111111111,
22.8768115942029,
17.938405797101446,
16.069444444444443,
17.59903381642513,
21.27777777777778,
20.591183574879228,
18.14070048309179,
19.541666666666664,
21.518650793650796,
14.668961352657005,
12.833333333333332,
20.847222222222225,
18.0,
17.02777777777778,
26.688405797101446,
25.666666666666668,
14.5,
15.73611111111111,
20.73611111111113,
13.222222222222221,
12.499999999999998,
13.743961352657005,
17.86111111111113,
22.132850241545892,
8.930555555555555,
16.166666666666664,
14.769841269841269,
15.299999999999999,
14.083333333333332,
18.06340579710145,
11.14673913043478,
22.180555555555557,
25.27777777777779,
16.833333333333336,
18.416666666666668,
11.874999999999998,
12.027777777777777,
37.41666666666667,
17.444444444444443,
16.111111111111107,
20.47222222222222,
12.833333333333332,
17.63888888888889,
14.430555555555554,
13.75,
28.166666666666664,
20.813888888888886,
12.180555555555554,
17.376984126984127,
20.98611111111112,
12.277777777777777,
15.835317460317459,
12.522222222222222,
15.771428571428569,
21.750000000000004,
26.408557625948937,
19.000000000000007,
16.833333333333332,
13.75,
13.36111111111111,
16.18333333333333,
19.0,
17.30952380952381,
26.795634920634924,
16.730072463768117,
19.611111111111107,
16.336111111111112,
23.208333333333336,
13.904589371980677,
12.624999999999998,
19.07142857142857,
17.788405797101447,
16.336956521739133,
16.509661835748794,
13.904761904761903,
17.638888888888886,
17.085317460317462,
17.48611111111111,
31.36944444444444,
22.375,
18.890700483091784,
17.432539682539684,
15.416666666666666,
16.452777777777776,
10.809178743961352,
14.333333333333332,
23.48973429951691,
14.819444444444443,
21.555555555555557,
12.392512077294688,
16.125,
15.5,
12.75,
18.791666666666664,
15.625,
14.916666666666668,
14.291666666666668,
17.722222222222225,
24.416666666666664,
16.5,
11.541666666666666,
16.06031746031746,
22.666666666666664,
23.19642857142857,
15.730072463768115,
19.90277777777778,
15.03611111111111,
15.45833333333333,
15.925,
18.02777777777778,
17.416666666666668,
14.819444444444443,
18.66865079365079,
21.5,
19.888888888888882,
15.871739130434783,
16.625,
13.847222222222221,
13.793478260869566,
16.640700483091788,
17.591183574879228,
20.730072463768117,
18.57125603864734,
19.0,
19.22222222222222,
14.055555555555554,
24.09722222222222,
21.243961352657003,
17.62681159420292,
16.416666666666664,
14.870772946859905,
12.466666666666665,
18.69722222222223,
19.125,
22.016666666666666,
15.210317460317459,
16.755555555555553,
11.724206349206348,
17.555555555555564,
16.416666666666664,
19.597222222222232,
16.52777777777777,
27.91062801932368,
21.696739130434786,
16.73792270531401,
15.871428571428572,
19.855072463768117,
22.833333333333336,
15.05952380952381,
17.77173913043479,
22.361111111111114,
15.61111111111111,
20.454278812974465,
14.505434782608697,
17.666666666666664,
14.007763975155276,
15.66062801932367,
18.98611111111111,
19.416666666666668,
16.583333333333332,
14.666666666666666,
14.833333333333332,
33.93333333333334,
17.22222222222222,
8.652777777777779,
22.625,
12.966183574879228,
15.618961352657003,
16.458333333333332,
17.835144927536234,
20.731884057971016,
18.682539682539684,
17.333333333333336,
15.333333333333334,
15.253968253968253,
25.21666666666667,
17.369444444444444,
15.305555555555555,
18.041666666666664,
17.541666666666664,
15.18840579710145,
14.81014492753623,
19.76388888888889,
18.61111111111111,
14.601190476190476,
20.069444444444443,
14.1,
25.5,
17.013888888888886,
19.446428571428577,
12.777777777777777,
24.31984126984127,
16.83333333333333,
23.833333333333336,
16.625,
25.12500000000001,
16.333333333333332,
13.249999999999998,
24.305555555555554,
8.925,
27.055555555555557,
18.0,
14.535714285714285,
14.807367149758452,
21.793961352657007,
11.305555555555555,
24.833333333333336,
18.47765700483092,
11.611111111111107,
14.999999999999998,
17.125,
23.375,
16.460317460317462,
16.638888888888886,
15.72403381642512,
12.680555555555554,
21.500000000000007,
21.313888888888897,
15.277777777777777,
23.929589371980693,
13.194444444444445,
15.833333333333332,
13.319444444444443,
21.07142857142857,
14.48611111111111,
15.5,
17.999999999999996,
17.77173913043478,
19.16666666666667,
15.708333333333334,
17.244444444444444,
19.62094547964114,
19.77777777777778,
19.375,
20.565217391304348,
25.916666666666664,
15.748723257418911,
21.07142857142857,
15.055555555555554,
16.055555555555557,
23.652777777777775,
11.416666666666666,
13.555555555555555,
23.333333333333332,
16.72222222222222,
23.130917874396133,
17.583333333333336,
16.73611111111111,
18.6173740510697,
20.118478260869566,
19.18888888888889,
7.392857142857142,
17.135628019323676,
14.664596273291925,
22.24563492063492,
19.04365079365079,
8.583333333333332,
11.475,
14.472222222222223,
17.416666666666664,
17.14423740510697,
15.642857142857142,
10.753968253968253,
27.490079365079364,
21.97222222222222,
15.263888888888884,
13.091666666666663,
10.583333333333334,
14.333333333333332,
13.902777777777773,
15.716666666666665,
16.569444444444443,
19.97222222222222,
12.97222222222222,
22.5,
14.374999999999998,
18.000000000000004,
27.25,
18.805555555555554,
15.138888888888888,
13.420289855072463,
25.39444444444446,
18.27355072463769,
15.555555555555554,
19.392857142857142,
18.855072463768114,
21.658212560386474,
21.62777777777778,
22.42451690821256,
16.416666666666664,
22.09722222222222,
22.79951690821256,
18.05,
17.875,
19.212439613526588,
16.326811594202898,
23.628968253968257,
20.83333333333335,
18.85458937198068,
18.555555555555554,
17.333333333333332,
15.932539682539678,
16.23611111111111,
18.01181849551415,
15.478002070393373,
18.158212560386474,
16.91865079365079,
14.751984126984125,
20.083333333333332,
16.25,
20.75,
15.208333333333332,
25.819444444444443,
10.0,
17.93333333333333,
15.86111111111111,
14.863888888888887,
14.071256038647343,
15.236111111111109,
18.27173913043478,
15.980555555555553,
17.93840579710145,
16.31521739130435,
26.750000000000004,
15.347222222222221,
13.910024154589374,
23.77536231884058,
13.222222222222223,
14.1,
17.39673913043478,
13.625,
15.48792270531401,
20.96195652173913,
13.75,
17.93055555555555,
18.816183574879233,
15.694444444444441,
20.650000000000006,
14.805555555555555,
14.708333333333332,
13.416666666666668,
11.335144927536232,
19.577777777777776,
19.019444444444442,
21.48809523809524,
20.65277777777778,
25.69444444444445,
16.916666666666668,
16.694444444444443,
18.828674948240163,
22.63840579710145,
14.716183574879222,
14.079106280193235,
18.694444444444446,
13.093167701863354,
20.805555555555557,
19.625,
11.38483436853002,
20.597222222222243,
19.430555555555557,
9.990079365079364,
18.13888888888889,
15.499999999999998,
13.958333333333332,
16.341183574879235,
28.476190476190485,
20.75,
18.002777777777776,
15.43840579710145],
0.10000000000000001: [2.388888888888889,
5.777777777777778,
6.916666666666666,
1.5,
4.5,
1.388888888888889,
3.625,
4.055555555555555,
3.9166666666666665,
6.666666666666666,
5.543478260869565,
4.416666666666667,
6.5,
5.0,
3.972222222222222,
5.916666666666666,
4.75,
8.25,
6.638888888888889,
3.5714285714285716,
6.0,
7.5,
2.7222222222222223,
3.583333333333333,
4.055555555555555,
4.410628019323671,
8.5,
5.291666666666667,
7.916666666666666,
7.666666666666666,
4.571428571428571,
7.5,
6.305555555555555,
8.25,
7.638888888888889,
5.993961352657005,
4.5772946859903385,
1.625,
5.0,
3.8333333333333326,
4.25,
6.805555555555555,
3.25,
5.827294685990338,
5.75,
5.821428571428571,
4.166666666666666,
3.5,
2.0,
6.777777777777777,
6.722222222222221,
4.433333333333334,
2.6666666666666665,
10.916666666666666,
6.166666666666667,
2.0,
4.541666666666666,
5.282367149758454,
6.5,
6.25,
4.944444444444444,
6.0,
6.5,
5.3,
7.111111111111111,
3.666666666666667,
8.0,
4.930555555555555,
4.75,
5.055555555555555,
4.055555555555555,
8.249999999999998,
5.833333333333333,
4.388888888888889,
6.111111111111111,
5.5,
5.0,
5.25,
3.0,
4.5,
4.555555555555555,
4.305555555555555,
4.5,
5.527777777777778,
5.041666666666667,
4.361111111111111,
9.555555555555555,
5.166666666666666,
6.944444444444445,
8.0,
3.9305555555555554,
3.25,
3.0217391304347827,
7.111111111111111,
5.472222222222221,
5.541666666666666,
7.5,
5.166666666666667,
7.0,
6.916666666666666,
9.61111111111111,
7.75,
7.75,
4.5,
8.055555555555555,
11.361111111111109,
3.416666666666666,
5.75,
2.2222222222222223,
8.999999999999998,
3.75,
4.021739130434783,
2.75,
6.488095238095238,
9.105555555555556,
6.1,
4.0,
4.182539682539682,
1.0833333333333335,
3.05,
4.271739130434783,
4.833333333333333,
5.638888888888888,
3.5217391304347827,
6.75,
2.5555555555555554,
7.5,
6.5,
5.305555555555555,
10.666666666666666,
3.888888888888889,
5.083333333333334,
3.5,
3.4583333333333335,
4.0,
4.25,
3.7222222222222214,
4.624999999999998,
6.472222222222222,
3.2717391304347827,
3.875,
4.488095238095239,
5.25,
8.0,
6.875,
6.805555555555555,
7.166666666666666,
4.5,
4.383333333333333,
5.5,
12.125,
4.541666666666666,
5.805555555555555,
9.23611111111111,
5.75,
6.222222222222222,
4.166666666666667,
9.766666666666666,
5.799999999999998,
8.5,
5.5772946859903385,
4.222222222222221,
6.611111111111111,
5.013888888888888,
3.1666666666666665,
6.0,
4.25,
3.75,
4.555555555555555,
5.75,
8.36111111111111,
4.75,
7.0,
6.055555555555555,
6.738095238095237,
3.75,
7.805555555555555,
6.555555555555555,
8.0,
5.23611111111111,
5.5,
4.25,
8.460317460317459,
5.0,
6.75,
2.25,
2.5217391304347827,
7.293650793650793,
4.0,
4.25,
6.043478260869565,
3.25,
5.611111111111111,
3.0833333333333335,
7.333333333333334,
6.371739130434783,
4.75,
4.0,
6.666666666666667,
3.121739130434783,
3.0555555555555554,
4.5,
4.361111111111112,
6.271739130434783,
2.0,
7.875,
5.875,
5.791666666666667,
4.507850241545894,
6.5,
5.333333333333334,
5.166666666666666,
4.861111111111111,
7.0,
6.361111111111111,
3.0,
2.972222222222222,
4.222222222222221,
4.444444444444444,
4.555555555555555,
6.13333333333333,
3.0,
4.083333333333334,
3.1666666666666665,
5.918478260869565,
4.0,
5.25,
7.125,
5.666666666666666,
3.5555555555555554,
5.861111111111111,
6.0,
8.666666666666666,
3.1,
2.111111111111111,
6.777777777777778,
4.861111111111111,
10.36111111111111,
11.125,
4.142857142857142,
6.666666666666667,
8.5,
4.138888888888889,
7.277777777777777,
5.5,
9.388888888888888,
4.305555555555555,
7.472222222222221,
7.0,
6.0,
4.055555555555555,
4.125,
6.738888888888889,
8.444444444444445,
5.0,
2.25,
3.1666666666666665,
7.333333333333333,
3.0990338164251208,
7.75,
7.75,
7.75,
6.166666666666666,
5.25,
5.75,
4.5,
4.5,
5.972222222222221,
7.208333333333333,
8.472222222222221,
3.1666666666666665,
5.961111111111111,
9.611111111111109,
8.166666666666666,
6.571428571428571,
4.222222222222222,
4.0,
4.75,
4.833333333333333,
4.805555555555555,
3.916666666666666,
4.694444444444445,
5.043478260869565,
5.75,
6.597222222222221,
2.5,
2.3550724637681157,
3.7222222222222223,
6.166666666666666,
4.5,
4.5,
5.125,
5.611111111111111,
5.605555555555555,
5.932539682539682,
4.8769841269841265,
6.0,
7.263888888888888,
9.882850241545892,
5.291666666666667,
3.5,
7.541666666666666,
3.25,
4.125,
4.625,
4.0,
6.5,
5.325,
11.763888888888886,
4.111111111111111,
3.25,
4.666666666666666,
5.8888888888888875,
6.25,
7.25,
2.9722222222222205,
5.361111111111111,
5.771739130434783,
4.75,
4.305555555555555,
2.738095238095238,
4.305555555555555,
5.125,
6.361111111111111,
6.75,
3.666666666666667,
4.5,
4.611111111111111,
6.5,
9.416666666666666,
2.875,
4.722222222222222,
4.0,
8.0,
3.5833333333333335,
8.833333333333332,
6.916666666666666,
6.315217391304348,
4.666666666666667,
1.5,
5.1388888888888875,
4.8888888888888875,
7.666666666666665,
4.222222222222222,
8.555555555555554,
6.944444444444443,
7.0,
4.722222222222221,
4.194444444444445,
5.0,
3.9305555555555554,
4.555555555555555,
2.5,
6.586956521739131,
5.916666666666666,
5.0,
6.333333333333333,
2.322222222222222,
6.666666666666667,
8.0,
6.055555555555555,
3.3055555555555554,
5.626984126984125,
5.125,
6.25,
6.5,
4.416666666666667,
6.002777777777778,
2.0555555555555554,
6.75,
7.822222222222222,
6.083333333333333,
5.466183574879226,
2.0,
8.583333333333334,
5.75,
5.5,
5.924516908212561,
8.333333333333334,
7.4050724637681125,
5.21195652173913,
5.605555555555554,
6.0,
3.632850241545894,
5.75,
3.25,
2.6111111111111107,
4.666666666666666,
5.822222222222223,
3.0694444444444446,
7.25,
7.1,
8.0,
6.083333333333333,
7.055555555555555,
5.071428571428571,
3.9166666666666665,
5.75,
4.9522946859903385,
3.5,
5.83333333333333,
3.25,
4.027777777777778,
5.680555555555555,
4.25,
4.25,
3.5,
7.666666666666666,
5.25,
10.0,
7.0,
5.5,
6.529278812974465,
3.6666666666666665,
7.555555555555555,
5.916666666666666,
7.402777777777778,
4.555555555555555,
6.896739130434783,
7.888888888888888,
6.382850241545894,
3.5,
6.555555555555555,
3.6666666666666665,
9.36111111111111,
3.25,
6.611111111111109,
2.210144927536232,
4.055555555555555,
3.7380952380952386,
4.0,
4.555555555555555,
5.47222222222222,
3.3055555555555554,
7.543478260869565,
4.055555555555555,
3.7934782608695654,
2.2222222222222223,
4.611111111111111,
8.805555555555555,
3.9166666666666665,
8.668478260869565,
4.75,
6.0,
6.611111111111111,
4.5,
4.930555555555555,
5.416666666666667,
5.4106280193236715,
9.791666666666666,
2.75,
6.847222222222222,
11.75,
3.6050724637681157,
4.25,
7.25,
5.033333333333331,
5.188888888888888,
5.333333333333334,
1.25,
5.958333333333333,
4.5,
4.027777777777775,
6.916666666666666,
7.638888888888889,
3.75,
5.111111111111111,
4.25,
8.375,
2.111111111111111,
4.5,
7.5,
2.0555555555555554,
8.305555555555557,
4.0,
7.8,
6.25,
8.458333333333334,
5.916666666666666,
3.75,
3.111111111111111,
8.132850241545892,
10.321428571428571,
9.583333333333332,
5.5,
3.0,
6.25,
5.388888888888888,
6.25,
5.111111111111111,
7.305555555555555,
5.555555555555554,
8.22222222222222,
8.5,
6.666666666666667,
3.5,
4.055555555555555,
9.5,
5.611111111111111,
8.5],
0.15000000000000002: [22.93650793650794,
30.33611111111112,
28.904589371980673,
31.543650793650798,
22.333333333333336,
24.055555555555554,
29.569444444444446,
22.416666666666668,
23.81340579710145,
26.396428571428572,
25.575000000000003,
26.98792270531401,
24.555555555555557,
38.128623188405804,
31.90458937198069,
24.25,
17.285714285714285,
21.89673913043478,
21.226190476190474,
29.765873015873016,
33.722222222222214,
30.793478260869563,
26.06388888888889,
28.666666666666668,
24.319444444444443,
27.182367149758456,
27.56944444444445,
20.2876121463078,
35.86944444444444,
31.805555555555568,
24.27777777777778,
34.41666666666667,
27.583333333333368,
23.692857142857143,
21.94665286404419,
25.85101794340926,
29.017857142857167,
34.404761904761905,
23.597222222222232,
29.98809523809524,
20.85,
21.571428571428573,
22.458333333333336,
29.98840579710145,
29.43888888888889,
25.16666666666667,
26.871428571428574,
25.14166666666667,
23.527777777777775,
25.75,
29.745945479641165,
24.477777777777778,
20.0,
23.53743961352657,
28.259834368530026,
26.315217391304344,
20.847222222222225,
30.211111111111112,
34.04365079365079,
27.027777777777775,
33.027777777777786,
29.59722222222222,
28.91666666666667,
19.690389924085576,
27.769444444444463,
21.376984126984127,
28.97222222222225,
23.071428571428573,
29.66666666666667,
32.81944444444446,
22.82403381642512,
19.238095238095262,
17.05952380952381,
27.224033816425134,
35.132850241545896,
22.674516908212567,
24.166666666666664,
31.097222222222225,
21.013888888888893,
16.611111111111114,
22.974206349206348,
32.08333333333334,
26.74396135265701,
25.708333333333332,
20.827777777777797,
29.158557625948962,
21.95833333333334,
17.013888888888918,
23.68055555555556,
28.71388888888891,
21.960231193926848,
33.52777777777779,
29.194444444444443,
20.419444444444444,
26.688405797101478,
17.509834368530022,
24.75992063492064,
19.58840579710145,
33.06944444444447,
23.81521739130435,
30.33333333333334,
27.58611111111111,
21.66666666666667,
27.944444444444443,
29.50000000000001,
36.958333333333336,
23.19806763285026,
31.077294685990367,
26.416666666666664,
25.043478260869566,
26.013888888888907,
22.95229468599034,
36.89070048309182,
16.13285024154589,
26.04166666666667,
25.75,
33.726017943409246,
33.48809523809524,
22.892512077294683,
32.32306763285024,
17.535628019323674,
14.182056590752243,
27.0454623878537,
34.06944444444444,
35.8768115942029,
23.34722222222225,
29.19625603864734,
25.133333333333336,
26.866062801932372,
27.95169082125604,
26.805555555555557,
32.61538992408558,
22.48611111111111,
24.750000000000007,
24.50000000000004,
33.54166666666667,
27.600000000000033,
31.235852311939272,
24.47777777777778,
22.638888888888893,
16.819444444444436,
17.84722222222222,
26.105555555555554,
22.944444444444446,
28.513630089717047,
24.888888888888893,
23.182850241545893,
21.625,
26.258333333333347,
27.541666666666664,
30.55555555555556,
20.175000000000008,
23.59722222222223,
18.666666666666664,
18.25,
31.800000000000036,
25.75,
19.001984126984127,
34.12777777777781,
30.50476190476191,
26.33712905452036,
32.97222222222222,
21.416666666666664,
30.541666666666664,
23.34722222222222,
20.73809523809523,
24.050000000000008,
19.0,
22.666666666666668,
23.446428571428577,
22.16666666666667,
22.625,
30.16666666666667,
17.77222222222222,
21.765873015873062,
24.5,
30.694444444444443,
23.22451690821259,
16.77173913043478,
25.125000000000004,
28.41666666666667,
21.736111111111114,
35.87698412698414,
24.985024154589375,
21.530555555555555,
26.558333333333337,
30.136473429951696,
22.197222222222223,
24.148550724637687,
24.770289855072466,
24.1183574879227,
27.235507246376816,
26.736111111111114,
25.625,
22.61111111111111,
18.160628019323667,
32.48809523809524,
29.97222222222222,
27.11111111111112,
30.736111111111118,
30.444444444444454,
21.166666666666668,
20.730072463768117,
19.249999999999996,
27.120945479641136,
19.7436507936508,
18.575,
26.446428571428577,
30.281573498964807,
25.919444444444448,
22.916666666666668,
30.586111111111112,
31.654761904761926,
30.3828502415459,
24.632246376811594,
23.096135265700486,
26.208333333333336,
28.84722222222223,
31.75,
24.722222222222225,
19.583333333333336,
27.98809523809524,
19.69565217391304,
21.222222222222218,
19.539596273291924,
30.771739130434803,
32.751811594202906,
23.42729468599034,
25.98611111111111,
32.23611111111114,
22.88333333333333,
28.822222222222223,
26.555555555555568,
16.888888888888886,
36.475000000000016,
44.75000000000003,
28.95833333333335,
28.329589371980678,
24.083333333333336,
26.130779848171198,
27.56944444444445,
24.25,
22.819444444444443,
34.75000000000002,
30.694444444444446,
24.555555555555557,
29.482850241545897,
25.416666666666668,
40.58333333333333,
19.541666666666664,
36.47222222222222,
33.99396135265701,
30.188405797101453,
23.493961352657006,
26.555555555555557,
21.594444444444445,
18.34722222222222,
37.49792960662526,
26.88514492753626,
21.56340579710145,
25.958333333333336,
28.05,
21.25,
27.9180469289165,
36.29347826086956,
21.08611111111111,
24.390700483091795,
25.57777777777778,
23.69642857142857,
31.166666666666668,
19.102777777777778,
23.530555555555598,
31.625,
23.842995169082126,
29.355072463768117,
29.835144927536234,
23.15476190476191,
25.166666666666668,
27.5,
29.52173913043478,
29.00181159420291,
22.097222222222225,
27.8768115942029,
21.380779848171155,
24.822222222222234,
22.125,
18.88483436853002,
31.09722222222222,
27.100000000000005,
32.45833333333333,
22.375,
22.87698412698413,
17.338768115942027,
19.6,
34.5436507936508,
17.861111111111107,
27.45229468599038,
25.934523809523814,
27.418650793650798,
26.652173913043477,
17.808333333333334,
24.59792960662526,
22.791666666666682,
21.39166666666667,
25.930555555555557,
33.113888888888894,
34.80555555555556,
25.666666666666668,
25.916666666666668,
15.427294685990333,
27.763888888888886,
24.125,
25.745289855072468,
23.638888888888893,
20.069444444444443,
23.90277777777778,
29.027777777777782,
29.847222222222218,
22.333333333333332,
20.207729468599034,
19.59166666666667,
27.605555555555554,
21.37698412698413,
27.17850241545894,
26.447222222222226,
19.72222222222222,
26.708333333333336,
25.930555555555557,
33.79166666666667,
27.868961352657003,
18.0,
27.27777777777778,
20.97222222222222,
35.91666666666667,
22.904589371980673,
33.8468253968254,
26.932367149758456,
26.988405797101453,
25.670634920634924,
22.60785024154589,
22.59722222222223,
23.833333333333332,
27.771739130434792,
22.80555555555555,
25.898550724637683,
36.27173913043478,
21.091183574879228,
28.341183574879246,
16.099999999999998,
24.611111111111114,
32.43840579710145,
26.071428571428577,
22.77777777777778,
33.236111111111114,
21.61111111111111,
26.365079365079364,
23.383333333333336,
23.16618357487923,
23.52173913043478,
29.72958937198068,
28.071256038647356,
33.744444444444454,
25.53174603174604,
27.52777777777778,
22.63095238095238,
20.833333333333336,
23.938405797101453,
32.760628019323676,
27.621739130434786,
23.838888888888892,
27.82729468599034,
25.244444444444444,
27.329278812974458,
21.099206349206348,
27.683333333333334,
22.39673913043478,
27.916666666666668,
27.40555555555559,
26.164734299516933,
27.38333333333337,
22.919444444444448,
23.55555555555556,
25.0,
22.875,
30.222222222222225,
32.25,
19.819444444444446,
37.88224637681159,
14.111111111111109,
23.611111111111118,
18.47222222222222,
30.019444444444446,
26.111111111111114,
23.9186507936508,
19.175051759834368,
13.706625258799171,
25.283333333333335,
20.166666666666664,
23.771739130434792,
26.591666666666665,
27.986111111111114,
22.583333333333332,
24.04166666666667,
28.4106280193237,
19.02777777777778,
38.61111111111116,
24.583333333333336,
35.236111111111114,
25.66666666666667,
24.71666666666667,
34.60705659075225,
28.06944444444445,
36.90640096618359,
19.8768115942029,
28.627777777777784,
29.166666666666668,
21.168478260869566,
29.83333333333334,
31.388888888888893,
22.11111111111111,
32.158212560386474,
23.138888888888886,
24.90132850241546,
16.738095238095237,
21.73611111111111,
18.300000000000008,
24.935317460317467,
26.65855762594893,
27.402777777777782,
28.0217391304348,
24.666666666666668,
22.363095238095237,
20.134057971014492,
30.944444444444446,
28.65277777777777,
30.42451690821256,
24.21618357487923,
24.30555555555556,
27.055555555555582,
25.472222222222225,
27.780555555555573,
29.98973429951692,
23.416666666666668,
26.041666666666668,
17.708333333333336,
22.680555555555557,
22.299516908212567,
12.791666666666663,
29.780555555555555,
25.166666666666675,
31.361111111111114,
23.652777777777782,
31.402777777777782,
15.541666666666668,
27.07125603864735,
24.702294685990342,
21.89673913043478,
28.126811594202895,
21.77777777777778,
30.22222222222223,
26.864906832298132,
21.42210144927536,
23.611111111111118,
22.69444444444446,
26.449879227053145,
32.21944444444445,
16.75,
16.22222222222222,
20.360507246376812,
30.613888888888898,
18.916666666666668,
25.85132850241546,
24.31473429951693,
19.616666666666664,
27.738095238095262,
26.02777777777778,
24.79166666666667,
21.813888888888894,
28.4666666666667,
26.849206349206355,
22.36111111111111,
15.86111111111111,
48.92650103519669,
38.416235334713605,
24.238095238095273,
22.62681159420289,
26.448412698412703,
35.57729468599034,
34.22222222222222,
22.916666666666668,
21.176811594202896,
22.063405797101453,
22.125,
18.430555555555557,
18.61896135265701,
22.00507246376812,
21.750000000000004,
25.53055555555555,
31.138888888888893,
21.083333333333336],
0.20000000000000001: [92.61742581090408,
81.88611111111115,
80.71376811594207,
89.37294685990341,
79.76587301587305,
89.32261904761909,
89.1722222222223,
76.40169082125605,
83.00446859903387,
78.63131469979298,
89.77258454106281,
68.52306763285029,
82.64625603864745,
81.12161835748796,
90.61490683229816,
86.38466183574886,
104.86309523809524,
88.96309523809528,
78.6443236714976,
113.89268461007595,
91.70833333333336,
103.44021739130434,
104.53174603174607,
91.52222222222223,
82.1132850241546,
80.88502415458939,
80.44630779848171,
82.54784334023466,
91.6234126984127,
97.16865079365081,
88.56666666666669,
107.72698412698412,
75.63055555555556,
91.17777777777782,
86.48788819875777,
81.32479296066255,
88.35481366459629,
107.1149068322982,
87.39285714285715,
79.71283643892345,
99.15555555555564,
94.9472222222223,
93.07341269841277,
91.84171842650106,
66.38514492753623,
94.82142857142864,
82.52261904761909,
84.84285714285718,
82.24758454106282,
91.75555555555559,
89.03060731538994,
99.64763630089716,
94.28435127674264,
82.3043305728089,
83.38550724637682,
96.11333678398897,
89.34718771566602,
93.17306763285025,
80.57341269841271,
92.04806763285022,
81.0138888888889,
90.65940303657699,
101.31388888888891,
88.28519668737064,
95.85181159420291,
87.2376811594203,
77.9005348516218,
84.9118357487923,
89.11111111111116,
96.22222222222229,
94.91243961352662,
103.98157349896486,
80.09829192546582,
82.26483781918567,
86.7771739130435,
98.95966183574883,
91.11067977915805,
89.08809523809526,
105.13888888888889,
87.06671842650104,
103.42142857142868,
91.26557971014499,
85.27958937198072,
107.65022429261565,
96.0630952380953,
100.10895445134578,
106.74166666666672,
91.92910628019325,
94.20229468599038,
92.02028985507245,
84.58360938578333,
88.81111111111116,
83.8288474810214,
81.96904761904761,
88.66243961352657,
94.35300207039337,
77.70410628019326,
74.89951690821255,
105.22681159420294,
91.54026915113873,
107.45476190476192,
97.53718081435476,
90.55555555555556,
90.36309523809527,
93.18253968253975,
85.79365079365083,
86.9916666666667,
74.76949620427882,
103.99722222222226,
96.90640096618361,
85.7351449275363,
78.46005866114562,
94.21195652173915,
88.13188405797098,
83.51309523809527,
83.9400793650794,
88.38440303657698,
90.32539682539685,
77.6268115942029,
102.04061421670119,
82.42729468599042,
94.14722222222228,
95.98128019323674,
86.86544168391997,
92.21473429951696,
84.77777777777783,
78.27958937198069,
85.7836956521739,
94.05954106280191,
99.70614216701175,
110.50181159420293,
106.01671842650103,
81.556884057971,
93.1416666666667,
92.34903381642519,
105.10000000000001,
101.93633540372673,
93.96394064872325,
77.67632850241546,
89.92028985507248,
82.19630779848171,
77.45000000000002,
96.85396825396828,
88.93650793650795,
77.14026915113872,
108.35640096618363,
87.44202898550728,
89.07324016563146,
112.88611111111115,
100.03174603174607,
86.62862318840581,
75.51666666666671,
93.05362318840581,
106.37500000000001,
92.80657349896484,
82.53611111111115,
89.80753968253973,
86.4234126984127,
89.46473429951695,
85.75119047619049,
101.7665804002761,
87.81521739130437,
92.39268461007595,
111.88888888888896,
82.92879572118703,
82.83333333333333,
87.12142857142861,
88.08730158730162,
104.50753968253969,
94.60555555555565,
103.82377501725331,
105.25476190476192,
91.40674603174604,
81.37028985507246,
76.72976190476194,
83.28043478260871,
84.01111111111115,
94.56768461007594,
72.97258454106286,
98.38452380952387,
89.47619047619051,
90.73333333333338,
97.27142857142861,
81.95427881297448,
67.59444444444445,
100.29503105590062,
98.24177018633547,
90.70833333333337,
92.08816425120773,
89.86266390614217,
90.19384057971017,
76.68333333333337,
100.38743961352658,
95.76666666666667,
84.72896825396828,
77.61328502415458,
92.72800207039339,
78.8777777777778,
87.5242063492064,
86.52967563837133,
81.15555555555558,
86.19642857142858,
87.09401311249141,
94.30314009661842,
90.11283643892342,
81.67632850241546,
84.70000000000003,
115.99792960662528,
77.20935127674262,
102.46538992408563,
82.09321946169774,
100.36751207729472,
92.54722222222233,
92.11181849551419,
82.6555555555556,
94.879071773637,
82.00379572118706,
95.16243961352663,
79.19625603864738,
105.58730158730165,
117.21024844720507,
98.19920634920638,
95.69599723947553,
89.67222222222225,
87.0245169082126,
90.82729468599037,
82.67443064182201,
77.98514492753627,
85.05277777777782,
90.14285714285718,
86.03029675638375,
98.65198412698412,
101.69920634920636,
84.16865079365081,
86.08730158730158,
101.25181159420293,
96.16111111111118,
87.21578674948243,
87.81111111111113,
87.38355762594894,
87.48611111111119,
102.24444444444447,
86.32125603864733,
88.73373015873018,
89.40917874396136,
98.21388888888889,
101.24370255348518,
88.22777777777779,
103.41071428571433,
75.99792960662523,
81.29347826086958,
102.15614216701177,
91.97862318840582,
80.22403381642513,
95.70410628019326,
95.62222222222223,
85.81507936507938,
98.63519668737062,
92.79987922705317,
82.57022084196,
83.60277777777783,
79.37620772946859,
81.31785714285715,
92.911507936508,
90.59648033126295,
89.91388888888892,
75.01526915113874,
95.1039682539683,
80.51388888888893,
76.17028985507254,
78.24166666666669,
108.60555555555558,
96.23973429951698,
109.06333678398897,
90.17862318840582,
95.81799516908214,
99.33611111111114,
102.8649068322982,
95.18374741200829,
87.4719634230504,
81.73783643892341,
96.81720151828851,
103.0625258799172,
105.91606280193237,
78.00398550724638,
91.91111111111115,
89.56856452726022,
81.49154589371983,
90.75277777777784,
93.44444444444447,
84.45833333333337,
81.96666666666668,
96.54007936507944,
92.52261904761909,
91.45952380952384,
87.3242063492064,
81.82125603864736,
87.65410628019326,
83.39744651483785,
107.96689095928228,
99.5420289855073,
92.13681849551418,
82.92142857142863,
86.76666666666667,
78.80555555555557,
73.01666666666668,
88.60736714975845,
89.73531746031752,
105.93055555555559,
99.4407004830918,
83.5888888888889,
78.88840579710144,
82.99806763285032,
92.01212905452043,
91.79166666666671,
98.18531746031748,
94.26587301587308,
92.53355762594899,
89.52717391304348,
79.4440131124914,
82.27686335403732,
81.94642857142857,
94.73241890959288,
91.01984126984132,
100.3952898550725,
79.5277777777778,
96.91666666666671,
100.27063492063498,
86.32142857142861,
116.59299516908214,
99.7600241545894,
94.94444444444447,
80.59661835748793,
72.87500000000001,
109.48360938578334,
86.34273636991036,
88.07584541062806,
113.69287439613528,
87.9064009661836,
81.32862318840583,
90.15277777777781,
71.79577294685994,
95.10688405797104,
88.0555555555556,
107.05807453416152,
86.1843512767426,
84.96243961352661,
90.53550724637684,
92.74007936507938,
91.62995169082126,
98.77028985507246,
89.58611111111118,
66.6845238095238,
97.60379572118708,
87.3664596273292,
109.06116287094548,
97.32896825396826,
87.01147342995172,
102.44396135265698,
81.86997929606628,
84.7823671497585,
96.60555555555558,
80.46799516908214,
95.96111111111117,
82.04761904761905,
96.9172532781229,
96.90234644582476,
90.89855072463776,
86.50688405797106,
84.70039682539685,
75.75362318840583,
97.02063492063495,
84.77372325741894,
92.81266390614219,
98.03333333333335,
87.97976190476192,
104.52355072463769,
92.89497929606625,
100.42862318840582,
89.88913043478263,
101.43417874396138,
112.36031746031749,
71.80833333333331,
92.17403381642512,
86.9120082815735,
103.72500000000004,
105.1742063492064,
98.45238095238099,
76.1328502415459,
86.89710144927535,
79.82341269841271,
73.04956866804696,
89.12738095238097,
90.8333333333334,
82.65476190476194,
90.86785714285715,
78.7361111111112,
85.66111111111113,
91.79516908212561,
95.15869565217392,
101.91388888888893,
85.17500000000005,
92.2261904761905,
91.23743961352662,
90.59166666666674,
90.5337301587302,
86.23321256038648,
88.68514492753623,
82.61111111111114,
107.19939613526574,
97.57173913043478,
91.29370255348516,
100.07022084195998,
91.11490683229816,
107.43224637681169,
72.9047619047619,
90.21980676328504,
93.76466528640441,
82.47898550724639,
97.33554175293305,
93.88743961352658,
79.2916666666667,
93.05812629399585,
83.51666666666667,
89.12456866804695,
73.27946859903383,
89.05132850241553,
107.32729468599041,
86.20277777777784,
106.48709454796419,
94.6805555555556,
88.6554347826087,
91.45983436853003,
84.48309178743962,
86.70679779158043,
82.23664596273295,
94.39993098688754,
88.66865079365081,
90.43571428571433,
93.00640096618359,
79.34194271911664,
95.87113526570053,
93.61870255348519,
77.63174603174603,
95.19920634920639,
86.69722222222227,
74.64449620427884,
80.97734644582472,
97.81292270531401,
97.33611111111114,
108.75966183574883,
74.67456866804696,
105.3925120772947,
76.50217391304349,
73.66243961352656,
97.02355072463772,
111.21618357487928,
86.41949620427884,
95.89070048309185,
74.84365079365081,
81.95101794340927,
74.03055555555557,
84.0995169082126,
96.50495169082131,
100.27125603864738,
88.16821946169779,
84.66345755693584,
86.71388888888892,
84.32983091787445,
91.21521739130438,
98.84563492063495,
95.02584541062807,
90.59273636991031,
83.22222222222227,
101.81309523809529,
109.61575224292619,
71.88514492753629,
86.93536922015187,
98.91932367149758,
92.16804692891652,
92.60282953761218,
96.78307453416154,
81.1923740510697,
100.9306590752243,
85.23792270531403,
98.12094547964112,
95.64092477570742,
91.38259144237405,
105.46799516908214,
102.68055555555563,
90.22306763285029,
83.78933747412009,
80.04335748792272,
82.1985507246377,
86.70410628019326,
71.24384057971015,
100.7587301587302,
90.69987922705316,
92.52063492063498,
84.5550724637681],
0.25: [0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0.5,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.25,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0.16666666666666666,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.08695652173913043,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
1.0,
0.05555555555555555,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.25,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.5,
0,
0,
0,
0,
0,
0,
0,
0]})
In [69]:
# We want to compute the proportion reassortant under the null.
# Iterate over the clonal.
prop_null = defaultdict(list)
for d, cts in agg['reassortant'].items():
for i, ct in enumerate(cts):
try:
prop_null[d].append(ct / (ct + agg['clonal'][d][i]))
except:
prop_null[d].append(np.nan)
prop_null
Out[69]:
defaultdict(list,
{0.0: [0.11777294262752666,
0.1170438509685607,
0.13314456096430005,
0.13580518155554402,
0.11741531430196761,
0.12226234396765505,
0.11432906409862795,
0.13051708583925642,
0.11874770271501575,
0.1301714884718653,
0.10934717492431617,
0.12895935295157532,
0.11793984158115128,
0.11082841652202696,
0.13335859261587044,
0.10672039156891357,
0.12125029143408571,
0.12214201222623194,
0.11581221576034934,
0.14681873335549972,
0.12226464930169585,
0.12215785371083412,
0.130686151268575,
0.14867905704303877,
0.13537322599770893,
0.09448801904804291,
0.11936161758428286,
0.09356597325845833,
0.11511347509134315,
0.1150842321989917,
0.11531331453020767,
0.11820665627656382,
0.11890665036411271,
0.11875742227722595,
0.11971455206319338,
0.10232429714878642,
0.09657498020578988,
0.13757390335917016,
0.13407516125032073,
0.12150451138904327,
0.11600339600275539,
0.1114227846617153,
0.10413312455320164,
0.09977356670246658,
0.0955849716180433,
0.14195248854976344,
0.10255080753377877,
0.11012288563230442,
0.11164118273587492,
0.11780677845448842,
0.13704813535543006,
0.11289045798794047,
0.11736427163931429,
0.1162446153674938,
0.12348359592747457,
0.13170380508789653,
0.13086338590150265,
0.12930241314516808,
0.12258595381806835,
0.10276416050284241,
0.09994960008688906,
0.12541705109166734,
0.10342418666077238,
0.10111935223206953,
0.12299883242491289,
0.12396663140638393,
0.09558983205635388,
0.12536280329160263,
0.10973680587849352,
0.1350465942524433,
0.1205068841812916,
0.10664042732813553,
0.0921944575263053,
0.11907136231412091,
0.11517400908520274,
0.12082197962664636,
0.14020287961853917,
0.1096267597717025,
0.11833481933904252,
0.12980778533863763,
0.13490182694189387,
0.10849194459901,
0.13055998941821736,
0.12106803885128722,
0.1347671448707213,
0.1425190260171614,
0.12287013873259553,
0.11649523887003858,
0.10709496719962279,
0.11437302559769441,
0.10697368448021888,
0.11685587484846982,
0.11438740188114545,
0.10556820980898328,
0.1253506590696239,
0.10594903561643722,
0.0952931732341758,
0.09115169698617512,
0.14675201391764314,
0.1149827746181681,
0.13694349174858825,
0.14085375838259812,
0.09038758142471505,
0.1351866745339199,
0.12905504470354404,
0.10739164261279954,
0.11892936923490405,
0.11751285652857832,
0.12874239933325043,
0.11488276190414565,
0.10807214302124205,
0.1178723082849141,
0.13221828922602624,
0.1038560678900161,
0.1365335682154053,
0.11491967334964315,
0.11962708595429865,
0.13070200206666874,
0.10063746773365385,
0.11450416173946888,
0.13028041817402386,
0.1414612631362389,
0.13704342910447312,
0.11568000246088106,
0.12402454020011996,
0.11522146587401265,
0.11287489789014067,
0.10342775751123534,
0.11966491706950148,
0.12174999770793918,
0.12200463280875871,
0.12570572204452282,
0.10136785885625559,
0.117942851986862,
0.10514681170152147,
0.11499274115181549,
0.1307338947726486,
0.1182900863054234,
0.10797029538349864,
0.1305496939703337,
0.1269602628949722,
0.11590840763332017,
0.11407204096057125,
0.138546001718753,
0.1085458492176737,
0.1243983075715486,
0.11575612383541756,
0.0988368385856541,
0.15507808713135832,
0.13012385646340716,
0.09230849861676903,
0.10948821623039914,
0.12822946912987804,
0.10016639853146216,
0.10617446240784523,
0.11915749322320265,
0.13949439489033838,
0.12516149188951842,
0.11745888718639902,
0.11850866618444127,
0.12453087359331813,
0.1384663814838759,
0.15010161288645496,
0.12445854124092823,
0.1091751418857544,
0.0944552431677425,
0.1350023619508466,
0.09695734895253505,
0.13161316012508467,
0.10396154353253427,
0.1558458516959011,
0.12929064897891696,
0.10557270069752643,
0.1143266042217579,
0.12682184712444633,
0.13185782140932303,
0.08636608985056252,
0.13702372103637592,
0.11443156547199893,
0.12335438907287627,
0.13551190503236138,
0.1186576635372883,
0.11414539963177645,
0.12859487367655542,
0.09351992358566183,
0.10848555410976515,
0.1310550501844244,
0.10852706391350617,
0.10555698604355492,
0.12073557646557574,
0.12805548471282782,
0.10252558409044438,
0.13112158114611025,
0.09941606724182522,
0.13794890585321518,
0.1267499543424356,
0.10385845031566387,
0.10543841756336138,
0.12481784130616468,
0.13672266421969043,
0.08900006923541484,
0.11705423955268932,
0.10469278915207973,
0.13235415285166302,
0.10864960146279186,
0.09915367524453067,
0.11024871023726888,
0.11680893631289563,
0.11102785893420186,
0.1341554369199522,
0.0914146301244935,
0.1308891931239501,
0.12979256463874408,
0.12860883022170908,
0.13004726536124245,
0.10517780358857394,
0.12188754473862691,
0.1255050877829285,
0.1344793841535904,
0.1572945794447571,
0.12822446186929057,
0.12368190502224485,
0.13160760751807943,
0.11546729559408661,
0.1294410185480871,
0.12780336375655943,
0.11115759672439895,
0.13529836689510352,
0.11381243478072163,
0.12964081715540365,
0.0924360338218909,
0.11495739846952142,
0.11092137318523991,
0.11373500357750994,
0.10122071239423545,
0.10904916940084335,
0.11648885585871044,
0.1276577107381254,
0.1331791976063765,
0.11501850078668985,
0.10337576680518215,
0.1342525928127133,
0.10405531864611005,
0.1122328784981414,
0.13024126624934562,
0.13459547666843313,
0.1055365346932268,
0.10108606124156064,
0.12530657628077999,
0.08748776878410065,
0.12743292190160047,
0.13356690039769908,
0.10557989851405779,
0.10573505502286819,
0.1253732238778745,
0.1401983279058297,
0.10803822623401349,
0.1136562633117376,
0.11344170009760593,
0.1351635720268477,
0.13372913436014386,
0.13147462026623688,
0.1385259799019665,
0.12934141814402653,
0.12725924912805103,
0.12316484847175305,
0.11667841157496012,
0.15192815748451985,
0.12067746100828755,
0.10310764762203595,
0.10472944497862165,
0.11969653987844509,
0.12420303215280852,
0.11169382848653925,
0.14486827223085885,
0.131485208394012,
0.11685375512673331,
0.14036378117124232,
0.12250140016899919,
0.11067479686817353,
0.1002123258695374,
0.14667379106745762,
0.12335248056543943,
0.11063500685376497,
0.1211702306543491,
0.11640709872725959,
0.1297876009917231,
0.1230391310901967,
0.09987349530161906,
0.1277096643133718,
0.09431434587741752,
0.12038044906189714,
0.12382028049498721,
0.11546421129170056,
0.10903340244276293,
0.10256799213228644,
0.12059532564549874,
0.10859875096200448,
0.10215793226810091,
0.12557075071436827,
0.14487181581724273,
0.12539262442643034,
0.1313739681446535,
0.1474974513926963,
0.10072577976716177,
0.11499152901344745,
0.13108125167399584,
0.11290291006614485,
0.11552313211229745,
0.10156614008127975,
0.11121889608525387,
0.11790714684298552,
0.10053813325185852,
0.10190237661458874,
0.10844342256890127,
0.12866414198031068,
0.11660514886689513,
0.11106452354071386,
0.10506065720869415,
0.108022904250353,
0.1033301629166687,
0.11496464465867688,
0.12528263213475568,
0.12595274330101502,
0.10594548731231467,
0.10615065111479736,
0.12049148429311755,
0.11068010328548195,
0.11421881176264317,
0.11510803359757057,
0.13233905838229906,
0.13089819702022046,
0.12851247329794482,
0.12577627640325942,
0.10373440802919283,
0.1427994428598214,
0.1189600167135541,
0.1345943020617268,
0.08173044572566979,
0.098987150712215,
0.14182584434273757,
0.1031040345642406,
0.13651453320544038,
0.13771366783224748,
0.12115228246476847,
0.11527889423676435,
0.1274000619899998,
0.11274356358356036,
0.12434632105851948,
0.11370319025599218,
0.12361666755460032,
0.11713491607197157,
0.108304044323118,
0.12663321642467032,
0.11304715490648114,
0.11391923226463448,
0.12839558502495615,
0.12747040151701322,
0.1228065720382073,
0.1091558997211191,
0.11918735333522218,
0.13615739887040018,
0.1258932652146219,
0.12579416612970984,
0.10241405237351023,
0.12027006365955799,
0.13154475020797196,
0.10121038852803226,
0.1125490263602876,
0.11420399276816072,
0.12154099839047966,
0.13718296445237838,
0.11339465931093994,
0.12123200441328172,
0.12996697174612992,
0.09529293725226733,
0.12488585667619832,
0.13661363193211398,
0.1277491120606586,
0.12313724644128406,
0.12567964855288472,
0.12756652359000584,
0.09991076768922025,
0.11841230777828085,
0.11718044309411493,
0.1342389341732954,
0.13313375670543792,
0.11559078610972141,
0.09532084402088006,
0.12499935489637008,
0.13568298356192046,
0.11318088762865292,
0.12015184517507754,
0.11011407949724114,
0.09896016355295369,
0.11475103514982285,
0.12821012432297244,
0.1186125051657255,
0.09340200558962845,
0.13425361555084123,
0.12766471441574645,
0.11945454030411685,
0.1262068935407791,
0.12486995755233098,
0.0944054260455018,
0.1275693001296598,
0.11735480538323412,
0.0929827155079049,
0.11118668231194775,
0.1403618171385611,
0.11887152068489285,
0.11153048334704281,
0.15201535166947686,
0.12205527611590573,
0.1389136323505972,
0.10944218029532964,
0.09780972030927045,
0.10227480400894418,
0.11626175243011945,
0.1161369728738112,
0.11869250377702287,
0.12322150929164463,
0.11070271455741863,
0.11549123525344236,
0.13663379745440712,
0.10367379634573907,
0.12108077688340449,
0.11961869194419396,
0.11198690323195913,
0.12308784537176388,
0.13359225089141816,
0.10062846143933227,
0.126050295453815,
0.10619612261851229,
0.12777590938660255,
0.14835569021493017,
0.12663689849911794,
0.12169551929313999,
0.12382197008453578,
0.1305675740101551,
0.08726488809418557,
0.10789509411295743,
0.12892911166957197,
0.10564371351662061,
0.13072625499946555,
0.10314501403617266,
0.1197304421215602,
0.142093315408187,
0.15026361294819027,
0.15869919831656928,
0.12617861355002416,
0.11001920562293925,
0.11591713962443821,
0.11706347916461433,
0.12860586175881303,
0.10790896325541885,
0.15099937664765428,
0.12792790698614592,
0.12584321176475774,
0.10230264447742522,
0.12655522601378733,
0.12654585757632197,
0.11656222596905581,
0.1068452133029184,
0.12313469373438353,
0.11895662053635633,
0.10925659394275149,
0.1169042071392204,
0.12694539642874675,
0.13258976183198545,
0.12631738937212936,
0.14028183267657393,
0.1223063364934884,
0.13850261847654707,
0.14764053210352512,
0.1422809558120668,
0.14702245052635973,
0.11062750219165815,
0.11354616016060827,
0.1271028238291384,
0.10953228178156148,
0.12621735536755785,
0.10309039641077587,
0.11226313233040575,
0.10424625259641768,
0.12661247094070285,
0.11216774534800954,
0.10797136047759244,
0.13742276307774887,
0.11201720089788172,
0.1178111524689306,
0.12186154928132871,
0.1375989173722446,
0.08274380319351231,
0.12701328460538452,
0.11705889020137622,
0.1172047159657423,
0.12185117963103104,
0.10918608808415328,
0.12146399298376769],
0.050000000000000003: [0.08430935290414823,
0.07891693028052231,
0.15257839475243543,
0.08580257314970091,
0.10700489048697857,
0.10777097543443624,
0.1234846667325252,
0.08494170376699825,
0.09721144685870844,
0.11034868463507494,
0.11405026003695416,
0.08053657870454861,
0.11200434265625807,
0.11218384721297646,
0.11878189035219153,
0.08602016993242124,
0.1204917391984156,
0.10112070576918161,
0.0795018858072078,
0.15961131389449693,
0.10370021777285834,
0.14080719353653717,
0.09770471464019848,
0.10849916956844187,
0.11327822637590117,
0.07741532224537398,
0.12733108417308647,
0.14988783829483113,
0.12305926158297766,
0.13169418129328853,
0.10372147053661718,
0.13915609817214927,
0.17586851598287756,
0.09722768242237677,
0.12157504352120187,
0.09786657363341629,
0.10843228437702225,
0.09235577356521954,
0.12929202550050328,
0.0729787350352594,
0.11610951175950303,
0.11146695133884885,
0.09640417837642562,
0.14071127446414564,
0.14738262861553109,
0.10056438769385259,
0.14053909440945717,
0.11847579126145616,
0.08516855684329618,
0.1703781198625019,
0.09835832321932411,
0.07452394357931338,
0.08112834750227463,
0.1413731609083793,
0.16383176900480048,
0.12181517584674945,
0.13484681544240915,
0.12271866813456726,
0.13041576859400866,
0.10821385797553132,
0.10743063488311724,
0.13241713670667923,
0.15830208475274518,
0.14767476192224152,
0.13283824416324835,
0.10025018783012207,
0.11092532393644164,
0.17161676068523563,
0.11025278726940638,
0.09110823004929453,
0.08418461629764967,
0.1086668692131222,
0.11694317178579998,
0.11049671227540706,
0.0916896886584806,
0.12922383838269788,
0.13323705882069167,
0.10400291148121607,
0.09817785139994342,
0.07278321568351559,
0.11486238266729425,
0.08827276701093463,
0.08860648552108179,
0.1736267195540308,
0.1512928232077819,
0.07936122615113851,
0.16756422479321806,
0.11236167143521938,
0.10382266934210803,
0.11292272886843234,
0.16751326334800767,
0.0830828787934253,
0.08080643961735119,
0.10646892567017327,
0.1054146632542572,
0.1269833387180799,
0.11412434336222473,
0.1259862507915629,
0.10366253660639162,
0.10429029491524379,
0.17121820418022474,
0.13574384370124143,
0.1341859826576796,
0.13697800172674074,
0.12734523136289555,
0.10736933466662912,
0.12811616125750272,
0.10207014343125999,
0.16463000511101375,
0.1652138444279226,
0.1234577187499752,
0.10668730274343365,
0.13484773204351538,
0.11235560599687647,
0.09758835621179605,
0.08794558009584749,
0.15386967370156976,
0.1317088052842359,
0.09639267531944137,
0.10749248866847234,
0.0839115395487223,
0.1518555454463965,
0.15263801573650526,
0.08310070861069356,
0.11637251068534521,
0.09425584583005595,
0.16789875720676023,
0.12357471363297871,
0.09182594147658923,
0.14501282941999358,
0.17303729980033133,
0.16203093831156612,
0.11517373412762356,
0.09853037786807466,
0.10869115057858013,
0.15403109438239507,
0.13111462786687764,
0.11370078807141015,
0.12751396322564107,
0.1338174575925147,
0.10037645514316197,
0.09245089201484241,
0.1326524170843486,
0.12911584353390015,
0.12719450790062367,
0.15356978213375497,
0.17324978478287603,
0.09077682002886772,
0.09174039546345225,
0.1135356283079705,
0.08671889233011475,
0.08054892601431982,
0.09311857691061412,
0.10460160291518004,
0.15195192638824934,
0.06735612739516575,
0.10753930456646289,
0.10394184107179254,
0.09974164375178488,
0.1017404915115921,
0.13257956857235295,
0.06500015829199182,
0.14129483011615304,
0.12244238928606671,
0.11151321842605655,
0.11486799214907842,
0.08405214181990792,
0.07511564143131086,
0.23892661666328804,
0.1280375918680401,
0.10397992111868051,
0.13930333267328435,
0.0929255515191824,
0.11287372480899736,
0.0978433125829038,
0.11095989112160756,
0.18675431800294434,
0.12831075808317896,
0.07277595312117437,
0.12105435328483291,
0.15906762140993747,
0.08478477710427376,
0.11681392614420856,
0.07725802170379556,
0.08518129029308215,
0.13440459254872958,
0.1567171712931461,
0.12623086961679916,
0.11985059642764982,
0.08355734525734296,
0.0729169824886629,
0.10823870799364788,
0.1302681448464803,
0.1065175453590877,
0.1588463477690155,
0.09960579044537969,
0.13133022118680848,
0.11735310550861468,
0.1322975535640903,
0.08990604483082133,
0.07574249788592367,
0.12832573982218812,
0.1162276800661236,
0.11067184836795385,
0.12542750738356304,
0.08578745407449602,
0.1197245124155262,
0.11966824754321775,
0.1353658087030605,
0.2171963306630495,
0.12717684765618834,
0.10548430795214196,
0.1108301207746558,
0.10612579389469369,
0.12044633208222456,
0.08998896144982056,
0.11100688187615826,
0.16387772469519649,
0.09739133609594913,
0.13352466234798893,
0.0832961849843977,
0.11180826631838459,
0.1061731807820431,
0.08790817931845855,
0.12943157250272636,
0.10305220382365163,
0.09335342179984935,
0.09996719191357985,
0.10109332910790683,
0.15659648734109563,
0.1085259987367344,
0.08458355155476321,
0.09812347853017453,
0.14237491595925095,
0.14937406249920146,
0.10996456514415832,
0.1252891071957077,
0.10092919689516211,
0.11796669092656316,
0.10674065654640208,
0.1102241847826087,
0.11679291809327824,
0.09825875887546408,
0.14481845746563843,
0.14031398426452998,
0.13516720604099242,
0.11327908880822167,
0.09570297925350381,
0.09513229099930481,
0.10600587237554351,
0.1306293128551016,
0.12233187468517216,
0.12712907146797858,
0.09350670244733739,
0.1186372528812918,
0.15654691883087501,
0.08813405134467878,
0.16221597845419192,
0.1404495012162518,
0.10561339711085282,
0.09629141128093721,
0.1078148178462746,
0.10369356098377028,
0.10892953081690304,
0.1203349353577889,
0.14538977975692374,
0.09729537637547434,
0.11285454137251469,
0.07514297384581968,
0.1281960397882449,
0.12269022867378691,
0.13709048203143567,
0.1146276541516091,
0.1594349109793002,
0.13712513188187875,
0.09722676211099882,
0.10294727229590901,
0.13880701840835807,
0.15442226285599778,
0.1056399607947475,
0.1398245138211859,
0.14319606501787474,
0.09514125033434871,
0.14112217561915713,
0.08372446387337375,
0.12843048637421386,
0.09241927945237267,
0.09015209820717807,
0.1436415258045934,
0.12713824194288784,
0.09466659417729086,
0.10930407569740988,
0.0968060990972691,
0.2071781976717892,
0.12907830949052732,
0.0631099290488601,
0.1458079231127786,
0.09821435844816816,
0.1060840879160953,
0.09595866894124251,
0.11643789532114283,
0.12121376863810567,
0.12437620367263802,
0.10528785429395111,
0.09313245980142229,
0.11256530193114112,
0.163565041466541,
0.11498330148911838,
0.10780245553345673,
0.12848241073489167,
0.11220678587758218,
0.10019427588754279,
0.11141847867119255,
0.12185713155578969,
0.10997110425213787,
0.09980443267845854,
0.12584131673115653,
0.09159360814165406,
0.1458042950447799,
0.11435630624463224,
0.13633493054583126,
0.07954250137574015,
0.1562122720308067,
0.1341737025447245,
0.1593792541602868,
0.11465569538266455,
0.18361724421930242,
0.09794806521842143,
0.07234193752464474,
0.1721594671685572,
0.07128895519360319,
0.1761837534357727,
0.11330822034152334,
0.09517194432584157,
0.10203826052825576,
0.17551371442668148,
0.07446354361784616,
0.16789783398021785,
0.1273672732554553,
0.0813862403422016,
0.10754472732100773,
0.11119805131781693,
0.1536807190986221,
0.1084428009047888,
0.11417030616901092,
0.08898706201066343,
0.09709718266748693,
0.15050139353142164,
0.13393676583826378,
0.11358703627499166,
0.18674127047616187,
0.07976426560900715,
0.09227113375453425,
0.08483586772361512,
0.11161024210810884,
0.1200337506688874,
0.11101794875438768,
0.11653754019466082,
0.1107694177859176,
0.14727578248683382,
0.10842680471670979,
0.11585739430705516,
0.1212590908153887,
0.13732631852169833,
0.13154408826183983,
0.12843494001017833,
0.15657489910896233,
0.11105056509145227,
0.11249308834838537,
0.1148687517030488,
0.10300319922607581,
0.1439963858972686,
0.08830146289261716,
0.08764800533688089,
0.15591385494354754,
0.10928294757253887,
0.14307084945368828,
0.11572766172316078,
0.11115457019717201,
0.12859953392243337,
0.12268692839786403,
0.11059726548741379,
0.04567578090139424,
0.11182651021314664,
0.10194850758352676,
0.13711340878591563,
0.1293977436959382,
0.050680393459175445,
0.09841203936889964,
0.09680330552188493,
0.10783887156729073,
0.10481613295893977,
0.10971221186164719,
0.07964380703275387,
0.15343247179911737,
0.14279082961549372,
0.1023788755176531,
0.09465213025390902,
0.06903412620622057,
0.10180826208678993,
0.09919130415001623,
0.09346767240038435,
0.12292660461289377,
0.1407425359569728,
0.09482426039107392,
0.1490097552771003,
0.10672750060545207,
0.12640707760733177,
0.15151348000008824,
0.14519864035980914,
0.11513156786920084,
0.10432471528113513,
0.16112468863091614,
0.14277715829685916,
0.10885230242057525,
0.1307503954349999,
0.12223360311556024,
0.15398752506126082,
0.15909802998133707,
0.14838151836365496,
0.12759647150674455,
0.15856730446687953,
0.1769188860926523,
0.13142504216702064,
0.11803078913820922,
0.12418829774776542,
0.10666556753784646,
0.15582189540345692,
0.11481441252563288,
0.14385949946711493,
0.14428954807449537,
0.12360666593091268,
0.09238322756367764,
0.10755076559111519,
0.11556952686603718,
0.09102982437419903,
0.11322550740616065,
0.10637271855542035,
0.08437234315066035,
0.13639295093151793,
0.09739708374817274,
0.12017374517374516,
0.09820803960609158,
0.16915011157087456,
0.08407092824593655,
0.13496288314614177,
0.10502028755573964,
0.11074187625836321,
0.08529244437375529,
0.0933358290953997,
0.12648862281599807,
0.1300801715839863,
0.1372122742459468,
0.11247321174337227,
0.1930522939458159,
0.10885172106018859,
0.09537006606023554,
0.15346097359217747,
0.08439507727619025,
0.10356130175029052,
0.1001385711293562,
0.10031397724638838,
0.1082695260868392,
0.11717082484089315,
0.08482764361128294,
0.11910581025431469,
0.13942143834760087,
0.0979884495031205,
0.14411485320712186,
0.10596288095653832,
0.10343903752717487,
0.08361319807499222,
0.08472497606174619,
0.12658533143465595,
0.12441001565216035,
0.13907541756480613,
0.16586758027670706,
0.14799898514981613,
0.1093642723671459,
0.12028213551539473,
0.12374928901224935,
0.1588105261578091,
0.09720411952642624,
0.08251232211985456,
0.11025352303419442,
0.09111031694355587,
0.12919786271957026,
0.11400686507823686,
0.0674365195947495,
0.13205992449647794,
0.11021285535289568,
0.06671439389498347,
0.11607008185086456,
0.10626730425840057,
0.09341711438716513,
0.11697120994248435,
0.16813338206764702,
0.13258001538188488,
0.1308317009130467,
0.09436054680446992],
0.10000000000000001: [0.06119254304824249,
0.171334431630972,
0.14939060973310248,
0.029047875201721352,
0.09561927675625233,
0.033263954228798985,
0.09381180950503103,
0.0618007236463531,
0.07674722403657738,
0.1408450704225352,
0.13899110826050445,
0.08069700558281172,
0.14275256222547586,
0.10639256040170227,
0.08602612581643176,
0.1717464925012095,
0.07892550540016616,
0.1627291109516666,
0.15294601636421817,
0.1007041833263711,
0.13688212927756654,
0.16085790884718498,
0.06121174266083698,
0.08540792093458388,
0.11595303867403314,
0.11314815426815161,
0.17776046921701463,
0.11203026679473857,
0.17337524079894556,
0.19482352941176467,
0.10199203187250996,
0.15433190887068238,
0.1302387847658598,
0.16202188347517069,
0.11019015672760994,
0.10092297025704985,
0.09891016138797837,
0.0319098289252359,
0.16329704510108864,
0.0974379665120032,
0.09554696997452079,
0.11973517992857984,
0.07887640449438202,
0.18974111503170965,
0.12515475196499007,
0.153918791312559,
0.07294537202139731,
0.08622262773722629,
0.04633649118599353,
0.12642487046632123,
0.14273075788852843,
0.10216361541415953,
0.058986175115207366,
0.1912037934742372,
0.1185680278337301,
0.042738425009893145,
0.09237288135593219,
0.14708869443566341,
0.11890243902439024,
0.1356374962322918,
0.08679989229519958,
0.11988899167437557,
0.1581081081081081,
0.1166911302159782,
0.14806164828748636,
0.07336050389032976,
0.17670597022888543,
0.10163460620850431,
0.10225234203707394,
0.10489913544668586,
0.09770243140753958,
0.14308655853541027,
0.11999183728998024,
0.09515342701462577,
0.16541353383458646,
0.11863391252246853,
0.11142061281337047,
0.09915187549182478,
0.06110786292223835,
0.11355140186915887,
0.08807733619763694,
0.10818453389915006,
0.12863268222963314,
0.12398753894080997,
0.11193339500462536,
0.11525755536522696,
0.20300289161095605,
0.1323081092066933,
0.13546964380514992,
0.15584415584415584,
0.08166445431984763,
0.04963937208315655,
0.07891872899961534,
0.14508476771863918,
0.11311870765226044,
0.11261884857005375,
0.16460069091648039,
0.09722222222222224,
0.13943194393212835,
0.1586998087954111,
0.19506144999436237,
0.17005183693134654,
0.16886575475124077,
0.1284864507600793,
0.1946657119842477,
0.26277466055596,
0.06562333274052995,
0.17380352644836275,
0.052683569311820874,
0.22667910447761191,
0.10005293806246694,
0.09629571998366845,
0.06996645584206078,
0.13846544715447157,
0.18748110563685239,
0.12394575156020704,
0.10738255033557047,
0.08109563745479724,
0.030500521376433783,
0.08434475341834383,
0.08448127335754745,
0.11208162634304707,
0.11700609320963935,
0.07337273001768536,
0.14428500742206826,
0.06339115096281052,
0.12978986402966625,
0.13313104494595107,
0.17339990921470722,
0.18424840633353898,
0.08583690987124463,
0.10612797216315485,
0.100119189511323,
0.13303650934995548,
0.11144278606965176,
0.10303324496986005,
0.07997279355537512,
0.09360894405148822,
0.1606263541461493,
0.08213997972814929,
0.09472765193772127,
0.09876866649200945,
0.11965811965811966,
0.1535563217573668,
0.15334735759704562,
0.1266037410001253,
0.1600732708955003,
0.09884075655887739,
0.08914582705634226,
0.11224489795918367,
0.239593815753362,
0.12659698025551683,
0.1234529702970297,
0.26987906171369824,
0.1271889400921659,
0.16925734024179617,
0.08090614886731393,
0.18569624094983578,
0.11635117874525165,
0.18149466192170818,
0.11224428972309303,
0.09656925031766199,
0.13279132791327913,
0.09965074831074999,
0.08636363636363636,
0.12087542224078571,
0.08726899383983573,
0.08411532579347847,
0.07228044945788749,
0.13207145895363676,
0.14525024127947056,
0.08873239436619719,
0.15441176470588236,
0.12667054038349793,
0.14647822523830745,
0.10070976405140995,
0.14463589793867496,
0.1458885432416929,
0.17353131052291795,
0.07693756489841683,
0.11958688168146402,
0.11173666345151029,
0.1835578540146823,
0.11697173183147407,
0.12971859986273163,
0.047609891681198814,
0.04976800355939744,
0.16232447231299124,
0.09403569873748367,
0.10828025477707007,
0.14334576579983158,
0.06114982578397212,
0.14200589180503478,
0.09390862944162437,
0.1587174348697395,
0.13690383881815069,
0.1163943990665111,
0.11211211211211211,
0.14405762304921968,
0.09075927677225443,
0.07313846628549849,
0.12380273079274506,
0.10994581075448105,
0.13528621458371326,
0.0633245382585752,
0.19529007637093398,
0.15758102570470633,
0.12355555555555559,
0.09514161484384841,
0.19782449416671363,
0.11255379730703972,
0.13808463251670378,
0.13338414634146342,
0.1495718040756338,
0.14593423400458833,
0.06002000666888963,
0.0721838675250533,
0.1176470588235294,
0.10854816824966078,
0.10822361185306226,
0.12254412254412249,
0.06140018409226271,
0.07172564418318267,
0.09213362068965517,
0.13638722066830872,
0.09380234505862647,
0.13094688221709005,
0.17981072555205047,
0.15318015318015316,
0.08904082362761853,
0.13814665806353663,
0.1110615980529942,
0.20687695368002273,
0.07990834884720033,
0.05605310293962701,
0.13895216400911162,
0.13501598148352253,
0.1981232294617564,
0.21308858739026335,
0.09635885366191332,
0.14172431246836512,
0.15965217391304348,
0.09068776628119296,
0.1270634532068395,
0.12116535852068641,
0.2022337455125648,
0.09540418547394336,
0.16964473407609837,
0.13867924528301886,
0.13085810723094898,
0.11330376940133038,
0.08696197766344586,
0.18462307842838818,
0.159356980604578,
0.12603638250241572,
0.061503416856492035,
0.07610323569363658,
0.1879003558718861,
0.09010524183891747,
0.14880000000000002,
0.1657754010695187,
0.1331911778746698,
0.17352787910369982,
0.13364446330080612,
0.21337126600284498,
0.0976295701084773,
0.11714997055754708,
0.14455308604030195,
0.18034609771353113,
0.15932439491554937,
0.06069148747382458,
0.10748272062506262,
0.18862340737048688,
0.18700760570291414,
0.1376558603491272,
0.09863042142875685,
0.10220532319391636,
0.11394935584184807,
0.12386339907743123,
0.1066323131934182,
0.05962533301382796,
0.09735023041474655,
0.12617512236811437,
0.09015703831951415,
0.12811950113669932,
0.052083333333333336,
0.060872822625959916,
0.07536376272466516,
0.12506035731530663,
0.10106780853510577,
0.09830097087378639,
0.12982639552066266,
0.11904093751052339,
0.1283062054933876,
0.13622612625747188,
0.09332759580823166,
0.21492537313432838,
0.1360106995579002,
0.20202111638700754,
0.10592160133444538,
0.08955223880597016,
0.19084199427624643,
0.08575616906914243,
0.09926944563816072,
0.10136986301369863,
0.097002357696194,
0.12009678128895075,
0.1387803927922586,
0.221229309486123,
0.07876530069185736,
0.09550252094478054,
0.10792291220556743,
0.11324974202603294,
0.20600802232298568,
0.13968423869413968,
0.06444082456723982,
0.15027251492343627,
0.11270239129995353,
0.10936300844205678,
0.0945121951219512,
0.07428940568475452,
0.10230762770086872,
0.1292771225037954,
0.20512361160874237,
0.17651026443679632,
0.07419898819561552,
0.08287292817679556,
0.08147905759162302,
0.12384540746247968,
0.15847737061577108,
0.061103661159324946,
0.09514874654186276,
0.08333333333333333,
0.11451692389998565,
0.08991516310192375,
0.18332772148757637,
0.12378821774794928,
0.18563837970249575,
0.08246844319775597,
0.030685911658175743,
0.11428171369033155,
0.1065375302663438,
0.1628696531348474,
0.10293453724604966,
0.19006479481641467,
0.17568517217146873,
0.14285714285714285,
0.07479102507699074,
0.09673286354900705,
0.11061221814368118,
0.08166557650977567,
0.1071195297191378,
0.06973140495867769,
0.14890789952675645,
0.11036269430051812,
0.15063962061132588,
0.14601790152635666,
0.05908405578590274,
0.1837337319091539,
0.18670124097055008,
0.16515151515151516,
0.09485490880795583,
0.12176899957063114,
0.093470785102398,
0.11171005035818142,
0.10587550901687026,
0.08944069431051106,
0.16037406371522656,
0.04768976435316204,
0.1393188854489164,
0.15889256695756845,
0.1556097676511688,
0.14664198102291134,
0.03856847690227788,
0.2286711068823343,
0.11299126637554584,
0.08442262477615213,
0.09486106280524206,
0.14409221902017288,
0.1915974399391456,
0.12605441765266753,
0.11727103672710365,
0.12359673024523161,
0.0791127865690615,
0.1286970423661071,
0.05561113399635144,
0.05060837730160438,
0.08007626310772163,
0.17046193884189983,
0.050084207983725766,
0.1454849498327759,
0.19323135851624115,
0.16644191870545175,
0.12115576115533959,
0.16547231270358306,
0.12551561579257514,
0.07129595214282114,
0.14780435558729021,
0.09446190539449931,
0.08453133985048879,
0.13056917501598803,
0.0697951879101213,
0.1039054102472232,
0.1344404965016357,
0.07337124066589025,
0.09098665839280175,
0.06537691794529686,
0.1329479768786127,
0.16112531969309465,
0.21809684538491494,
0.17000115647045214,
0.11071142340596052,
0.17405556263340927,
0.07961742277368489,
0.135316971477305,
0.10693026702684608,
0.09758687612142516,
0.08882483704457253,
0.1666010240252068,
0.1594908274054661,
0.11640839738933045,
0.11513859275053306,
0.1533795493934142,
0.07936507936507936,
0.16827763312765273,
0.06479367232363928,
0.1402931616206414,
0.042271740302138996,
0.07743988684582744,
0.10315374507227333,
0.07482462977396726,
0.12227074235807861,
0.13307719750171615,
0.09407468754705615,
0.17163427189623906,
0.07959410640169218,
0.10213039915720472,
0.055551146734386166,
0.11416781292984869,
0.19760323336713298,
0.06065107422659126,
0.13936409971914981,
0.11559186511385365,
0.1237302375315054,
0.1503474415666456,
0.11965080059270317,
0.13831425443885786,
0.11116540434888836,
0.12625408634877688,
0.20226238780277883,
0.0570887223000247,
0.16627318718381115,
0.24239709272978138,
0.06129489311895522,
0.10390368181140733,
0.1655881233346022,
0.1055206149545772,
0.10607953531387405,
0.08183993715861969,
0.03637833468067906,
0.11963685851059079,
0.07011434823477546,
0.06626523066611241,
0.14928057553956836,
0.11088262570057657,
0.08800521512385918,
0.12002471478396504,
0.09438618136952497,
0.14996269584680427,
0.04735055043789455,
0.08503937007874016,
0.1231504624984036,
0.051966292134831456,
0.15539579028126663,
0.08483563096500531,
0.145243883515233,
0.14411990776325903,
0.17395029991431019,
0.14860465116279067,
0.07884856070087609,
0.07371192177510343,
0.17809710620853808,
0.20291914388561424,
0.19120635507112507,
0.13450999928830687,
0.07058823529411765,
0.1330049261083744,
0.0957169372459648,
0.11660793082003139,
0.08968526599201557,
0.19205491456112164,
0.14233428222854816,
0.15669666490206455,
0.1474106784423926,
0.14587892049598836,
0.05684637942702459,
0.08561414325541496,
0.15887271601114894,
0.15905368680596788,
0.20472224992520194],
0.15000000000000002: [0.11735474504721632,
0.13771314550128413,
0.11646968416429977,
0.13495281999160189,
0.09524722872535471,
0.10178672474095764,
0.13484942377579828,
0.10121095541255735,
0.1013996006388603,
0.13104833678536668,
0.11101557139103357,
0.11613224951483,
0.12331360475080212,
0.1896835091636739,
0.14242248149333386,
0.10935047025533601,
0.07798126724763838,
0.11331098801760346,
0.08918149140634948,
0.13619692054423085,
0.13998808448484615,
0.13746279242809495,
0.11389801704629206,
0.12666866325283166,
0.12232250080670108,
0.09746425615681889,
0.13615680742483777,
0.08419104848923345,
0.15380003890757069,
0.14181501754094591,
0.11717885897100651,
0.17330090976483586,
0.1299506570132725,
0.11996841350182141,
0.08716043540905018,
0.11189112004978302,
0.13995509953319601,
0.1568000964552689,
0.1185197635916216,
0.1387463440696357,
0.1005274268330793,
0.10504198974314052,
0.10672422198504405,
0.15187423574490455,
0.1307468307552163,
0.12357369996258888,
0.13812328619032307,
0.10341148938202943,
0.10576790999113396,
0.12360557206070875,
0.11889311190354936,
0.10408279718244016,
0.08890325184402025,
0.11556018658422161,
0.116688373023222,
0.1137419870599781,
0.10076891403200973,
0.15485377452515878,
0.16001357849226508,
0.1482122052348437,
0.13375832005249838,
0.12304253356647242,
0.14741552485550774,
0.09075728420934881,
0.11164828329715627,
0.0981488904274314,
0.14046185909392184,
0.11115628795864234,
0.13146013941282497,
0.13507701537585456,
0.11107281473755659,
0.08358836866470694,
0.0845094474309306,
0.13600182449933365,
0.14871760914454202,
0.10483871049230359,
0.10956626870182865,
0.1301883313111534,
0.08469243080372886,
0.07401126187610238,
0.11371595739624142,
0.14403764596737956,
0.12667998962639776,
0.12086876286464619,
0.10290948160728314,
0.1441813615768328,
0.10546883934402901,
0.09133894478149816,
0.1209550738297204,
0.1268136833084178,
0.10922653569400685,
0.1221609872354372,
0.14679776547608675,
0.09324521696270337,
0.12057738331036164,
0.07216618809258964,
0.13210353343164727,
0.09303887187641718,
0.1490538430141471,
0.11287270611224651,
0.13322635874096095,
0.1336318864464405,
0.09928907085554206,
0.13564349760668776,
0.1407034288180206,
0.17734910362232556,
0.1357833272853232,
0.1347307561524708,
0.12494494439383778,
0.1310211702561219,
0.1006744204001177,
0.1139714112582403,
0.1793399769495099,
0.075573860157048,
0.10538128353466623,
0.13030504245104946,
0.16842960153435027,
0.14126237238428585,
0.09733783568660273,
0.13910471797753993,
0.07445146557868522,
0.0672140293234823,
0.12921430976632198,
0.16372577088702603,
0.16510763176762874,
0.10176313327018251,
0.1277783503077738,
0.10939647355163729,
0.13772981422820113,
0.12943677983074434,
0.11005748377501286,
0.13879699112684332,
0.10899760672686332,
0.11862375898664844,
0.11697902335336345,
0.15392354174713052,
0.12017984123930577,
0.1460546378140572,
0.10386924908480419,
0.10434448617275524,
0.08393518069282906,
0.07051668333004942,
0.10865290177096774,
0.1058521999145664,
0.12173853814457004,
0.10219465457688189,
0.09876247812102476,
0.11403768820560754,
0.1123393878317417,
0.12153749616939306,
0.13832403392976864,
0.1049968918722632,
0.11002959034759233,
0.1003429379177845,
0.09048257372654155,
0.15148843862665998,
0.12577320120481772,
0.08426041986212625,
0.12510870437040217,
0.1342542246978034,
0.1348195683177223,
0.14750576957216405,
0.11009859301464513,
0.1471484589667441,
0.11954073277409269,
0.0857047270437281,
0.128030198101101,
0.09620794418813998,
0.10623699073426955,
0.11200428365597451,
0.11391852180732494,
0.11254219221886659,
0.14036435314767637,
0.07393687895631042,
0.09451131361593583,
0.11409570437865828,
0.118954425469705,
0.1035346141681767,
0.07277600935471443,
0.10552966165809757,
0.12116320145650178,
0.10830870997784721,
0.13796790464583,
0.12415966870360845,
0.09856342461896397,
0.10406063020190424,
0.1474974627828801,
0.10802193770156227,
0.11254109480712482,
0.09254191362781372,
0.10932671221059115,
0.13114861730928126,
0.10472886400820011,
0.1153376957942598,
0.10252627033251763,
0.09030007860796893,
0.1324825880951765,
0.13789379931862988,
0.12946692800928805,
0.1358279798682434,
0.14122844695342704,
0.11715260032897944,
0.08887834882447132,
0.08460539392542779,
0.15980550031921856,
0.08284330669906206,
0.10961533507820302,
0.10185101036446803,
0.15340358568208032,
0.12638322655794992,
0.09370878965047652,
0.1366364751570045,
0.1475609712679839,
0.1304115181410265,
0.1047768700379903,
0.11176001522357287,
0.12439024390243901,
0.14026608009416036,
0.15264859914718254,
0.1138822810567646,
0.08857718146818079,
0.105888584791624,
0.10939543869433846,
0.0832829469082114,
0.09989532519885962,
0.1448718188235161,
0.1368905055515329,
0.10411320324004525,
0.12429416063243207,
0.15685889718035395,
0.10903635107350884,
0.13234392072846207,
0.09696114985607485,
0.08391432909105355,
0.15034943644928211,
0.1956568131726409,
0.14288213015604292,
0.1589361774621134,
0.10514579151308565,
0.12197483355311144,
0.12330593004351874,
0.09775915935548174,
0.10029096384316438,
0.16668252850372123,
0.1492796557014793,
0.10878031940709562,
0.14248036464012664,
0.13089388637334357,
0.1611798933828066,
0.10337426880206758,
0.18709160859564247,
0.14934270080402764,
0.12390357003481257,
0.10667822233160763,
0.13151536313547832,
0.10554938468088972,
0.09044459251787432,
0.15454386539802784,
0.12467335772774364,
0.09872628142326294,
0.1356923076923077,
0.13439195085641933,
0.10324183237503032,
0.12515350956233667,
0.17382300770976683,
0.0975706940874036,
0.10081801310455527,
0.1186285642770773,
0.10527475627170636,
0.1485135979202188,
0.09051639037555491,
0.11267835624934774,
0.15037076171248515,
0.11647622707175069,
0.12081602904663258,
0.13643933838584443,
0.10218126799335954,
0.12445722494272982,
0.14431307839213384,
0.12719675095662944,
0.13253493512330122,
0.10485781254256485,
0.13475077936179902,
0.08876382094874025,
0.11204754748210079,
0.09474654052298491,
0.10772595082640926,
0.13497884329570342,
0.11595597552617415,
0.14554589869409942,
0.10500836314683415,
0.10641662400567063,
0.07613056873646964,
0.0918091888615622,
0.15419970559458857,
0.08643764319377847,
0.13606680795168205,
0.12446245037263014,
0.14847565208959967,
0.11026720789033409,
0.08756744099827313,
0.09974859765965735,
0.08538869809553547,
0.08094658669495007,
0.10978237231992867,
0.15003568982040022,
0.14618647855756894,
0.11948305291392344,
0.12191897824180778,
0.07154765821739534,
0.1260937345119984,
0.12031921288609101,
0.12539709088584627,
0.1205465369936418,
0.08554788990329093,
0.11201849604610259,
0.14742811997404137,
0.1383596685475168,
0.10509398330098682,
0.08973139725523643,
0.09982957756257585,
0.15383151437839615,
0.10204119169533608,
0.14093025819073599,
0.12004829558388465,
0.10681893080769726,
0.12404304856211826,
0.14190897384106993,
0.1529421907076237,
0.13178579760323356,
0.08804467452003424,
0.1261427368792602,
0.10442447770579708,
0.19842592186609379,
0.11696560274708591,
0.1381500093942136,
0.12062314488467586,
0.1281024954488103,
0.12686415077470978,
0.09409548161791395,
0.10372325408144493,
0.1019502266975154,
0.13472981944170256,
0.10582608854614856,
0.12283095047988421,
0.15394421915393722,
0.11592113134404203,
0.15043594374925678,
0.0894299743349172,
0.12108649883359267,
0.1733185346746769,
0.11755401759194979,
0.12425856171797205,
0.144367662073369,
0.10109222670200994,
0.13887488670347087,
0.1312002816704053,
0.1055329127099732,
0.11332468181900272,
0.14964800571891737,
0.14732316629240594,
0.16017148045039994,
0.10304602476398757,
0.1275912088696662,
0.10390312334890049,
0.10930877709920739,
0.11282748122144184,
0.15767380893216626,
0.11174638896731155,
0.11010078918333757,
0.13395763341818828,
0.11349435097540803,
0.11531655687862981,
0.08699520780411879,
0.12511522968818936,
0.10492152314773538,
0.1152383941382647,
0.12273266876289918,
0.10487827199694609,
0.12652226048118292,
0.09399298433985415,
0.11491090339742475,
0.11064627965056854,
0.09769816918208697,
0.1318090831272951,
0.15953694135555144,
0.10551282040448307,
0.1739744741879486,
0.06579488259521506,
0.10619714822981657,
0.09244120236448244,
0.11941612399446032,
0.11951416945220251,
0.11353278100909409,
0.09277684408613489,
0.059769309646652946,
0.11469398555929385,
0.09166694224068736,
0.11140787138039235,
0.10479185030465442,
0.10404717616961323,
0.10703001579778827,
0.09584007095544349,
0.14885425936083838,
0.08238905827903166,
0.14241483047126285,
0.10929206615460228,
0.14086596975286136,
0.12151103518584855,
0.09903634894452495,
0.1467109980911473,
0.134011204386269,
0.16876405269149358,
0.09398894956371819,
0.13099007887512162,
0.12717606612186474,
0.10238397338354654,
0.14518091290046412,
0.15465610686326392,
0.11187811469715407,
0.13440176608574494,
0.11037095337845712,
0.12282438358362237,
0.0879515911773169,
0.09907953286120078,
0.0701102384064593,
0.12171265866918043,
0.10902241580402733,
0.11869287441696313,
0.13111450526325283,
0.1178343949044586,
0.11369303546181703,
0.09114199260199572,
0.1281776136912221,
0.12111119373485861,
0.13749292388547737,
0.13125572374063368,
0.11622126251394657,
0.1512373155561341,
0.12565591641399518,
0.11552901221019567,
0.1447261451500312,
0.12182930211808227,
0.10463019503865541,
0.07604870525481641,
0.09777852667772848,
0.10393863700308123,
0.051857869677785697,
0.13767831629352104,
0.10863739833016112,
0.14217489388904012,
0.10515609783636545,
0.15220850296392766,
0.07690887775680968,
0.1303865273653681,
0.10024752665889847,
0.09600797091552864,
0.11506144637759089,
0.108971842983647,
0.13637483597774458,
0.10260190012480248,
0.10735799372424917,
0.10539429867031957,
0.11032597638199734,
0.129610259771414,
0.17277979972642013,
0.06815261323756443,
0.09399789991645649,
0.09348094952205371,
0.1212876014331175,
0.09770878668520498,
0.10752607104509372,
0.12411601474840843,
0.10468691762951916,
0.1183731899683662,
0.11193027647313243,
0.11902589096523472,
0.1056888008182706,
0.13956673662037974,
0.13552599951926933,
0.12441174463461598,
0.07720056372957719,
0.2131205772702919,
0.16808691038517756,
0.10688505656613395,
0.11265140875034024,
0.10717898166298681,
0.15568432848024755,
0.16249290532626626,
0.09931861411407794,
0.10374336366012718,
0.1082668790697072,
0.08942074028707873,
0.1007423708088542,
0.0947887134539445,
0.0967530373892145,
0.08628075631119886,
0.11956327820107789,
0.15770222743259085,
0.09691842311684364],
0.20000000000000001: [0.11843222893048153,
0.1039940492179268,
0.11794461362204098,
0.125697137177219,
0.10280956048286358,
0.11505239466502071,
0.10730696101290443,
0.09860481514648707,
0.10702303046066022,
0.10902105297042346,
0.12076545504146818,
0.09290967804418859,
0.10858684462632724,
0.11470357469890964,
0.12551039869471708,
0.11275619125348495,
0.1355466970609246,
0.12469498218966024,
0.09936184925115885,
0.1489823190173746,
0.12035527788737972,
0.14419752490420604,
0.13238342211951268,
0.12400655233767266,
0.11368330756138378,
0.10214058251654745,
0.1169576872091866,
0.11296650234320461,
0.12551249328180525,
0.12908287102923838,
0.11133594071591567,
0.1303104532024856,
0.09549768941462226,
0.11705375937674632,
0.11968761368512071,
0.09925855601893657,
0.10842575897433326,
0.13376281476915156,
0.12251171546441306,
0.10970441711191335,
0.12391020523561687,
0.12588317837113872,
0.11646921893248881,
0.12208976028765427,
0.08882162680085609,
0.11329380898648775,
0.10463063698174478,
0.11593632247032369,
0.10988245853692301,
0.11575290987562208,
0.12946379445832948,
0.14087608691913886,
0.12414590732959252,
0.10181443713085993,
0.12044951091087185,
0.12098889347996102,
0.1241664826324203,
0.1350512091058329,
0.10615653346248231,
0.11478592142421001,
0.10332029004176901,
0.12404495866335807,
0.13262782212266921,
0.1205688823185134,
0.12625505668087603,
0.11263153020558647,
0.11155344096869496,
0.1099344971638599,
0.11124657701873447,
0.1283890108635002,
0.1289084437414526,
0.1338816058527088,
0.10355045555583041,
0.11929539846032174,
0.12047095690476724,
0.1335205990106444,
0.12310444911799016,
0.11530126024952303,
0.1354363703953996,
0.11457111815370855,
0.13096898819670033,
0.12136966637872647,
0.11539625531576997,
0.13320916613135403,
0.1272398627364619,
0.13123009335459535,
0.14182838927822128,
0.12325692318456832,
0.132161348779145,
0.12568313672730774,
0.10939483399461483,
0.11146403921259392,
0.11186357297864857,
0.11969138781630985,
0.11539298657585774,
0.12405412894932988,
0.1030961432527741,
0.09682926047075441,
0.14194497427084338,
0.10697369657203522,
0.1403061772556332,
0.11955341836156824,
0.11969230007205807,
0.12006902953902471,
0.12555831619321922,
0.119602342966749,
0.11496061594178318,
0.09545513687468657,
0.1331060506225529,
0.11950584189707165,
0.1149456690473971,
0.10754377956143701,
0.12742430702951374,
0.11530540754828253,
0.11722191014366062,
0.11045970734986761,
0.1277131382539237,
0.12178480603728493,
0.10611476503486214,
0.1245400201258075,
0.1070676376049414,
0.13044432549690804,
0.12245239694979214,
0.12314014006113629,
0.12354175983150623,
0.11351090804192525,
0.1076232960689493,
0.11762332154027516,
0.12777095209032405,
0.13847373074964078,
0.14368384811278484,
0.13210136281690033,
0.1184333912971205,
0.12736545059817742,
0.12221324086441578,
0.13524108873437218,
0.13817480210957156,
0.11639740720225805,
0.11318704875734273,
0.11695237799286477,
0.10881566784257556,
0.10624613677300129,
0.13240615127960098,
0.12149475909086904,
0.11133726571748699,
0.14122543752384806,
0.11774985773059665,
0.11825532810590851,
0.14578141317089188,
0.1281942363286092,
0.11187742440785177,
0.10905141299811065,
0.12802301588060047,
0.14235866717226617,
0.11678337485867334,
0.1077335743256528,
0.12462767986082206,
0.11433434991946813,
0.11514599971454766,
0.10983315966944829,
0.12943662176748372,
0.11026628862671586,
0.12600182760391163,
0.1337349350880424,
0.102430396789323,
0.11269327367533963,
0.1168646618613833,
0.11405120332913646,
0.1322089906846534,
0.12551741726193813,
0.13698123460496706,
0.13226776838145443,
0.11870482334116372,
0.11153953507174653,
0.10886623340404242,
0.11879783024498924,
0.10783556859213786,
0.13234046540523361,
0.10040317318856645,
0.12237987868454893,
0.11194762578135808,
0.12364692045911825,
0.12486572318945055,
0.11373544425058736,
0.08732717468613492,
0.12984337847686359,
0.12443952771534152,
0.11750432840182955,
0.12350933843504362,
0.11717705165346326,
0.11552283225119542,
0.09813720704839245,
0.12856852765688206,
0.12823870538100704,
0.11411005960862942,
0.09799976960893707,
0.11573821739997615,
0.10754287639720934,
0.11636486995535594,
0.11812589359725617,
0.10625861420087447,
0.11828791931153472,
0.11621660361971847,
0.12303061600631107,
0.12753367637076785,
0.10475754409507787,
0.11515022910207816,
0.13690350075704133,
0.1069356148376687,
0.12724560414726532,
0.10762981765702147,
0.13896237431865513,
0.12584479894165754,
0.1251932788715315,
0.11221774778644743,
0.11916175828572824,
0.11469115752347667,
0.12176598360468102,
0.11542475586293006,
0.1352415501544248,
0.15279720525870236,
0.13189002059445543,
0.12926339154650754,
0.11405355662766262,
0.11431900688590452,
0.12267867373871806,
0.10807687146876069,
0.10370538226574605,
0.11152057243756061,
0.12680491114310208,
0.11513038833101621,
0.12979044612534618,
0.12233733743989067,
0.10807606582093379,
0.11725025639226229,
0.1265033243861032,
0.1258309185849246,
0.1121528738998618,
0.1297354523105895,
0.11392178970424052,
0.12166412170771825,
0.14157667803169094,
0.12066053669631559,
0.11461991772234102,
0.11983145935335726,
0.13322848047675886,
0.12754441776512396,
0.12499872585769219,
0.14614595210957543,
0.1030473110268195,
0.11831547502173623,
0.13254748931673246,
0.12140060622926872,
0.1045225737447525,
0.126560715438819,
0.13098963410324385,
0.10934075862796587,
0.13272510379104302,
0.12365379523957014,
0.12548683527480747,
0.1146546729041068,
0.10714689538234852,
0.11352929003539676,
0.12420616056445213,
0.12185594401086419,
0.11793000410516281,
0.10300984192200453,
0.12492168352534133,
0.10890633736896421,
0.11235421098038906,
0.10561082327617166,
0.14082286541080755,
0.12775235486904865,
0.1409680068766823,
0.1257230614880317,
0.12180535354436098,
0.14094765281776445,
0.1312397564178851,
0.12599651512404306,
0.11611088263871969,
0.10244158544932815,
0.12998501668472973,
0.1286865405429545,
0.13640954985336282,
0.10591614373959826,
0.11924949235093467,
0.124058675770123,
0.10804975398756816,
0.12410227168899061,
0.1274194139327428,
0.11341775390105598,
0.11271928424606877,
0.12701734351290575,
0.11987966686763898,
0.13203877784775542,
0.11383557745750551,
0.10599463514452777,
0.12080144371764295,
0.11578842216482355,
0.1396476460260694,
0.13380083987540198,
0.12312630921131593,
0.10695236853007062,
0.11641697983813412,
0.09419494497624253,
0.11137287526509171,
0.12127584395404066,
0.12077048980125199,
0.14503918132510193,
0.12953239811047615,
0.11549358772597727,
0.1035850114574955,
0.10648035856284446,
0.1263062075100438,
0.1249361325992395,
0.1329208262313867,
0.12639715531796625,
0.12082489633663472,
0.11599295798369662,
0.10321864622262147,
0.10281202463105248,
0.11679471831416252,
0.11937703812270568,
0.12170387613587791,
0.13212862608536913,
0.11522725530706943,
0.11780160865790329,
0.13028469214061325,
0.11200163303398394,
0.15233802860691567,
0.12643321079276734,
0.12064974211160938,
0.11691403339759178,
0.10139395812914084,
0.14561851467953882,
0.11095445598191674,
0.11357539954712192,
0.1473921082851698,
0.1123217733384429,
0.11036978374358668,
0.13144659274724863,
0.10489745452374828,
0.13204595253141244,
0.12040408514056898,
0.14136500199628302,
0.11542581025510724,
0.12410490640590542,
0.12472444761937797,
0.1258239630104424,
0.12055505675798965,
0.1318668098151952,
0.1222889793718026,
0.08773864752769266,
0.12045007452251084,
0.11357707119190343,
0.14534957961376632,
0.13336805437362767,
0.1183412220754587,
0.13810887552798495,
0.1156128232683292,
0.11532626859694972,
0.13729825087783237,
0.1138123610827516,
0.1264601741601119,
0.10957507243384623,
0.13070308810493572,
0.12518113299200992,
0.12357073483110753,
0.10914022451353309,
0.12166024738504293,
0.1004727084702447,
0.11709179047018957,
0.11859044523234502,
0.11846200620805697,
0.13894088610200075,
0.11860324536376603,
0.1427519431234057,
0.1286298710187748,
0.13467070230345007,
0.11917915794000954,
0.13415169150353157,
0.14149781573038728,
0.08969542604232764,
0.11056510136135114,
0.11785169513972964,
0.1295517612667373,
0.13282097261627873,
0.1356413963269805,
0.0979384393463177,
0.12113588868811903,
0.10845721924360219,
0.09815621904909276,
0.1272831265017334,
0.12428816204034303,
0.10832903943258872,
0.1265548253547826,
0.10444411749806701,
0.11532355212311206,
0.11519594045581531,
0.1205302107405159,
0.12725937696507197,
0.11554456912186117,
0.12591605828845762,
0.12843433183244424,
0.11982286721234386,
0.12684445881495268,
0.11379255485134408,
0.11679530482022235,
0.11350160614931765,
0.14131239998986672,
0.12529545225154762,
0.12098536003236833,
0.12751347198748397,
0.12806943576942947,
0.1390861453228687,
0.10385809572687899,
0.10870964164896423,
0.1320891009599587,
0.11405650495768913,
0.12275992226147274,
0.11347603181402274,
0.11279297839699548,
0.1292128759874086,
0.10849073446305685,
0.11909252401532777,
0.0903475976596193,
0.11900777858472021,
0.13541126173116663,
0.12115885403352522,
0.13620629787087574,
0.1359034057788221,
0.11347262247838623,
0.13080969319657143,
0.10656356113247842,
0.11437987848540027,
0.11824334113228088,
0.1261605952271183,
0.10896090943746169,
0.12264392265956496,
0.12832650770600815,
0.1138478259953925,
0.11853685246464934,
0.13707952527892187,
0.10415913304232946,
0.12475824753475116,
0.10879380814729725,
0.10128897202119289,
0.12383053576117367,
0.1245352725067551,
0.12849868387952276,
0.13861044769342293,
0.10826819997744375,
0.1378122535732811,
0.1044735559508471,
0.10613813720832829,
0.12886785341515858,
0.14539579056718255,
0.11754561583953063,
0.12412016159831327,
0.09722231021802191,
0.10882617646312275,
0.09778694345070568,
0.11244387870935296,
0.1175072826965108,
0.11918180280519111,
0.10955817478344346,
0.1193204046506104,
0.12304121347217163,
0.10924354922729347,
0.11847837012519861,
0.12781643767489445,
0.1249876583186092,
0.1264314994190486,
0.11302187468001754,
0.13852607936246564,
0.133623777083883,
0.09957737820682266,
0.11257426799406303,
0.12909704155936377,
0.11711330015409885,
0.1297602388549386,
0.13223154864344,
0.11750227513324843,
0.12398872048750806,
0.11031931911610904,
0.12772691066619835,
0.1306395985486394,
0.1218335626440086,
0.13422746497641236,
0.11668108193835139,
0.1186720398921628,
0.11158200005696257,
0.11112994229908173,
0.11548684484287743,
0.11346718032795108,
0.09397061629677135,
0.13348424734266412,
0.11472790136624797,
0.1167576176587658,
0.11136934827677122],
0.25: [nan,
0.0,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
1.0,
0.0,
nan,
1.0,
1.0,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
0.0,
0.0,
nan,
0.0,
0.0,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
1.0,
0.0,
0.0,
nan,
nan,
nan,
0.0,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
0.0,
0.0,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
0.0,
nan,
nan,
nan,
0.0,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
0.0,
0.0,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
0.0,
0.0,
nan,
nan,
nan,
0.0,
nan,
0.0,
0.0,
nan,
0.0,
0.0,
0.0,
nan,
0.0,
nan,
nan,
nan,
nan,
0.0,
nan,
0.0,
nan,
nan,
0.3333333333333333,
nan,
0.0,
0.0,
nan,
nan,
nan,
0.0,
0.0,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
0.0,
0.0,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
0.0,
1.0,
nan,
nan,
nan,
0.0,
nan,
0.0,
0.0,
0.0,
0.0,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
1.0,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
1.0,
0.0,
nan,
0.0,
1.0,
nan,
0.0,
0.0,
nan,
nan,
nan,
0.3333333333333333,
nan,
0.0,
0.0,
nan,
0.0,
nan,
1.0,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
1.0,
1.0,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
0.0,
0.0,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
1.0,
nan,
nan,
nan,
0.0,
nan,
0.0,
nan,
0.0,
nan,
nan,
1.0,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
0.0,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
1.0,
nan,
nan,
nan,
nan,
nan,
0.0,
0.0,
nan,
nan,
nan,
0.0,
0.0,
nan,
nan,
nan,
nan,
nan,
0.0,
0.0,
nan,
0.0,
nan,
nan,
nan,
0.0,
nan,
0.0,
nan,
0.0,
0.0,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
0.0,
0.0,
nan,
1.0,
nan,
nan,
nan,
nan,
0.0,
nan,
nan,
nan]})
In [ ]:
In [70]:
null_mean = pd.DataFrame(prop_null).mean()
null_mean = null_mean.reset_index()
null_mean.columns = ['Host COI Hamming Distance', 'Proportion Reassortant']
null_mean
null_std = pd.DataFrame(prop_null).std()
null_std = null_std.reset_index()
null_std.columns = ['Host COI Hamming Distance', 'Proportion Reassortant']
# Null buttom error range = 0.005
null_b = pd.DataFrame(prop_null).quantile(0.005)
null_b = null_b.reset_index()
null_b.columns = ['Host COI Hamming Distance', 'Proportion Reassortant']
# Null top error range = 0.995
null_t = pd.DataFrame(prop_null).quantile(0.995)
null_t = null_t.reset_index()
null_t.columns = ['Host COI Hamming Distance', 'Proportion Reassortant']
In [71]:
# Plot this data
## 1 November 2015:
## TODO: Rather than plot std*3 or std*5, plot 95% interval from the null.
## Use the axes.errorbar API: http://matplotlib.org/api/axes_api.html
## [X] DONE
df = pd.DataFrame(coi_data).T
df['prop'] = df['reassortant'] / (df['clonal'] + df['reassortant'])
proportions = df['prop'].dropna().reset_index()
proportions.columns = ['Host COI Hamming Distance', 'Proportion Reassortant']
ixcol = 'Host COI Hamming Distance'
summary = proportions.set_index(ixcol).join(null_mean.set_index(ixcol), rsuffix='r').join(null_std.set_index(ixcol), rsuffix='s')
summary = summary.join(null_b.set_index(ixcol), rsuffix='r').join(null_t.set_index(ixcol), rsuffix='rr')
summary.columns = ['data', 'null', 'std', 'low', 'upp']
summary['low'] = summary['null'] - summary['low']
summary['upp'] = summary['upp'] - summary['null']
fig = plt.figure(figsize=(3,2))
ax = fig.add_subplot(111)
d_handle = ax.errorbar(fmt='^',
x=np.array(summary.index),
y=summary['null'],
yerr=[summary['low'], summary['upp']],
color='blue',
alpha=0.3,
label='Null')
summary['null'].iloc[:-1].plot(color='blue', alpha=0.3)
n_handle = ax.errorbar(fmt='^',
x=np.array(summary.index),
y=summary['data'],
color='blue',
label='Data')
summary['data'].iloc[:-1].plot(color='blue')
total_counts = df[['reassortant', 'clonal']].apply(lambda x:np.log10(x)).reset_index()
total_counts.columns = ['Host COI Hamming Distance', 'Reassortant', 'Clonal']
total_counts.replace(-np.inf, np.nan, inplace=True)
total_counts.dropna(inplace=True)
total_counts.set_index('Host COI Hamming Distance', inplace=True)
ax2 = ax.twinx()
# Plot the points version of total
c_xs = np.array(total_counts.index)
c_ys = total_counts['Clonal'] + total_counts['Reassortant']
c_handle = ax2.scatter(x=c_xs,
y=c_ys,
color='orange',
alpha=0.3)
# Plot the line
# c_ys.plot(color='olive', alpha=1, linestyle=':')
# Plot the points version
r_xs = np.array(total_counts.index)
r_ys = total_counts['Reassortant']
r_handle = ax2.scatter(x=r_xs,
y=r_ys,
color='green',
alpha=0.3,
label='Reassortant')
# Plot the line version
# r_ys.plot(color='red', alpha=1, linestyle=':')
# Set axes parameters
ax.set_xlim(-0.015, 0.235)
ax.set_ylabel('Proportion Reassortant')
ax2.set_ylabel('log10(Num Events)')
ax.set_xlabel('Percentage COI Distance')
ax.annotate('C', xy=(0,1), xycoords='figure fraction', va='top', ha='left')
# Draw the horizontal lines
ax2.axhline(y=1, color='green', linestyle='--', alpha=0.3)
ax2.axhline(y=3, color='orange', linestyle='--', alpha=0.3)
# Final adjustments on the plot
plt.subplots_adjust(left=0.2, right=0.85, bottom=0.2)
# Save figure.
plt.savefig('figures/Proportion Reassortant COI.pdf')
In [ ]:
In [72]:
# To get a sense of COIs occur in each bin, let's put together a list of COI distances.
from itertools import product
coi_distances = []
for (k1, s1), (k2, s2) in product(host_coi.items(), host_coi.items()):
if k1 not in ignored and k2 not in ignored:
s1 = str(s1.seq)
s2 = str(s2.seq)
d = distance(s1, s2) / len(s1)
coi_distances.append((k1, k2, d))
In [73]:
# These are all pairwise host COI distances greater than some number.
coi_distance_df = pd.DataFrame(coi_distances)
coi_distance_df[coi_distance_df[2] >= 0.20]
Out[73]:
0
1
2
4
Mallard
Panda
0.243103
19
Mallard
Camel
0.250000
34
Mallard
Horse
0.215517
57
Mallard
Swine
0.215517
61
Mallard
Ferret
0.218966
62
Mallard
Sloth Bear
0.236207
69
Hooded Merganser
Panda
0.232759
74
Hooded Merganser
Turkey
0.200000
84
Hooded Merganser
Camel
0.241379
99
Hooded Merganser
Horse
0.210345
122
Hooded Merganser
Swine
0.210345
126
Hooded Merganser
Ferret
0.237931
127
Hooded Merganser
Sloth Bear
0.237931
134
Garganey
Panda
0.244828
149
Garganey
Camel
0.241379
158
Garganey
Red-Necked Stint
0.203448
164
Garganey
Horse
0.220690
187
Garganey
Swine
0.213793
190
Garganey
Common Murre
0.201724
191
Garganey
Ferret
0.210345
192
Garganey
Sloth Bear
0.231034
199
Least Sandpiper
Panda
0.210345
214
Least Sandpiper
Camel
0.231034
229
Least Sandpiper
Horse
0.208621
252
Least Sandpiper
Swine
0.205172
256
Least Sandpiper
Ferret
0.220690
257
Least Sandpiper
Sloth Bear
0.220690
260
Panda
Mallard
0.243103
261
Panda
Hooded Merganser
0.232759
262
Panda
Garganey
0.244828
...
...
...
...
4074
Sloth Bear
Glaucous Gull
0.220690
4075
Sloth Bear
Common Eider
0.236207
4076
Sloth Bear
Northern Shoveler
0.229310
4077
Sloth Bear
Magpie
0.208621
4078
Sloth Bear
Muscovy Duck
0.225862
4079
Sloth Bear
Pink-Footed Goose
0.231034
4080
Sloth Bear
White-Rumped Sandpiper
0.218966
4081
Sloth Bear
Ring-Billed Gull
0.218966
4082
Sloth Bear
Whiskered Tern
0.232759
4083
Sloth Bear
Bufflehead
0.250000
4084
Sloth Bear
Grey Heron
0.239655
4085
Sloth Bear
Greater White-Fronted Goose
0.229310
4086
Sloth Bear
Little Egret
0.225862
4087
Sloth Bear
Swine
0.210345
4088
Sloth Bear
Barnacle Goose
0.234483
4089
Sloth Bear
Peregrine Falcon
0.237931
4090
Sloth Bear
Common Murre
0.217241
4093
Sloth Bear
Bar-Headed Goose
0.231034
4094
Sloth Bear
Sharp-Tailed Sandpiper
0.224138
4099
Bar-Headed Goose
Panda
0.232759
4114
Bar-Headed Goose
Camel
0.243103
4129
Bar-Headed Goose
Horse
0.218966
4152
Bar-Headed Goose
Swine
0.225862
4156
Bar-Headed Goose
Ferret
0.215517
4157
Bar-Headed Goose
Sloth Bear
0.231034
4164
Sharp-Tailed Sandpiper
Panda
0.201724
4179
Sharp-Tailed Sandpiper
Camel
0.205172
4194
Sharp-Tailed Sandpiper
Horse
0.201724
4221
Sharp-Tailed Sandpiper
Ferret
0.218966
4222
Sharp-Tailed Sandpiper
Sloth Bear
0.224138
730 rows × 3 columns
Reviewer 1 suggested additional analysis of the wild bird category, to see whether, between species, reassortment is over-represented or not.
I have decided to do the analysis by host order instead, in order to keep the "large numbers" necessary.
In [74]:
host_orders = pd.read_csv('supp_data/20160214_animal_order.csv', na_values=['Unknown']).dropna()
host_orders = host_orders[['Order', 'Family', 'Species']]
host_orders['Order'] = host_orders['Order'].str.strip(' ')
host_orders['Family'] = host_orders['Family'].str.strip(' ')
host_orders.head()
Out[74]:
Order
Family
Species
0
Accipitriformes
Accipitridae
Black Kite
1
Accipitriformes
Accipitridae
Golden Eagle
2
Accipitriformes
Accipitridae
Bald Eagle
3
Accipitriformes
Accipitridae
Japanese Sparrowhawk
4
Accipitriformes
Accipitridae
Shikra
In [75]:
# Convert the dataframe to a dictionary, where key = species, and value = order
host_order_map = dict()
for r, d in host_orders.iterrows():
host_order_map[d['Species']] = d['Family']
host_order_map['Mallard']
Out[75]:
'Anatidae'
In [76]:
len(set(host_orders['Order'])) ** 2
Out[76]:
784
In [77]:
# Impute host order into the graph.
for n, d in G.nodes(data=True):
if d['host_species'] in host_order_map.keys():
G.node[n]['host_order'] = host_order_map[d['host_species']]
else:
G.node[n]['host_order'] = 'Unknown'
G.nodes(data=True)[0]
Out[77]:
('A/Texas/JMS362/2009',
{'coi_sequence': None,
'collection_date': Timestamp('2009-11-07 00:00:00'),
'country': 'USA',
'host_class': 'Human Human',
'host_order': 'Unknown',
'host_species': 'Human',
'reassortant': False,
'state': 'Texas',
'subtype': 'H1N1'})
In [78]:
# Construct the reassortment domain graph based on "host_species"
host_orderG = counts_reassortant_domain_graph(G, 'host_order')
host_orderG.edges(data=True)
Out[78]:
[('Podicipedidae',
'Phasianidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Falconidae',
'Unknown',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Falconidae',
'Phasianidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Falconidae',
'Anatidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Unknown',
'Podicipedidae',
{'p_reassortant': 0.25, 'reassortant': 0.5, 'total': 2.0}),
('Unknown',
'Columbidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 3.1428571428571423}),
('Unknown',
'Unknown',
{'p_reassortant': 0.02214975881707627,
'reassortant': 245.66666666666652,
'total': 11091.166666666852}),
('Unknown',
'Anatidae',
{'p_reassortant': 0.40569820049815997,
'reassortant': 217.55952380952382,
'total': 536.2595238095234}),
('Unknown',
'Falconidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Unknown',
'Ardeidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Unknown',
'Laridae',
{'p_reassortant': 0.6451612903225806, 'reassortant': 10.0, 'total': 15.5}),
('Unknown',
'Hirundinidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Unknown',
'Scolopacidae',
{'p_reassortant': 0.32360742705570295, 'reassortant': 30.5, 'total': 94.25}),
('Unknown',
'Phasianidae',
{'p_reassortant': 0.09677419354838715,
'reassortant': 22.5,
'total': 232.49999999999986}),
('Anatidae',
'Podicipedidae',
{'p_reassortant': 0.25, 'reassortant': 0.5, 'total': 2.0}),
('Anatidae',
'Columbidae',
{'p_reassortant': 0.4285714285714286,
'reassortant': 3.0,
'total': 6.999999999999999}),
('Anatidae',
'Unknown',
{'p_reassortant': 0.42514474772539135,
'reassortant': 256.9999999999967,
'total': 604.4999999999944}),
('Anatidae',
'Anatidae',
{'p_reassortant': 0.28190408474090095,
'reassortant': 996.857142857142,
'total': 3536.157142857142}),
('Anatidae',
'Falconidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 3.0}),
('Anatidae',
'Laridae',
{'p_reassortant': 0.7096774193548387, 'reassortant': 11.0, 'total': 15.5}),
('Anatidae',
'Psittacidae',
{'p_reassortant': 0.6666666666666666, 'reassortant': 1.0, 'total': 1.5}),
('Anatidae',
'Scolopacidae',
{'p_reassortant': 0.7050359712230215, 'reassortant': 49.0, 'total': 69.5}),
('Anatidae',
'Alcidae',
{'p_reassortant': 0.25, 'reassortant': 0.5, 'total': 2.0}),
('Anatidae',
'Phasianidae',
{'p_reassortant': 0.18968692449355434,
'reassortant': 51.50000000000001,
'total': 271.5}),
('Anatidae',
'Struthionidae',
{'p_reassortant': 0.2, 'reassortant': 1.0, 'total': 5.0}),
('Phasianidae',
'Struthionidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Phasianidae',
'Numididae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Phasianidae',
'Corvidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Phasianidae',
'Columbidae',
{'p_reassortant': 0.125, 'reassortant': 1.0, 'total': 8.0}),
('Phasianidae',
'Unknown',
{'p_reassortant': 0.18858131487889274, 'reassortant': 54.5, 'total': 289.0}),
('Phasianidae',
'Phasianidae',
{'p_reassortant': 0.056989771066731566,
'reassortant': 58.499999999999915,
'total': 1026.4999999999993}),
('Phasianidae',
'Laridae',
{'p_reassortant': 0.5, 'reassortant': 0.5, 'total': 1.0}),
('Phasianidae',
'Scolopacidae',
{'p_reassortant': 0.5, 'reassortant': 1.5, 'total': 3.0}),
('Phasianidae',
'Anatidae',
{'p_reassortant': 0.16910032972209138,
'reassortant': 29.916666666666664,
'total': 176.91666666666666}),
('Phasianidae',
'Psittacidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 3.0}),
('Numididae',
'Unknown',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 3.0}),
('Columbidae',
'Columbidae',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 2.0}),
('Columbidae',
'Unknown',
{'p_reassortant': 0.0, 'reassortant': 0, 'total': 7.0}),
('Columbidae',
'Phasianidae',
{'p_reassortant': 0.05263157894736842, 'reassortant': 0.5, 'total': 9.5}),
('Columbidae',
'Anatidae',
{'p_reassortant': 0.5882352941176471, 'reassortant': 5.0, 'total': 8.5}),
('Psittacidae',
'Phasianidae',
{'p_reassortant': 0.5, 'reassortant': 0.5, 'total': 1.0}),
('Psittacidae',
'Anatidae',
{'p_reassortant': 0.5, 'reassortant': 0.5, 'total': 1.0}),
('Hirundinidae',
'Anatidae',
{'p_reassortant': 0.034482758620689655, 'reassortant': 0.5, 'total': 14.5}),
('Laridae',
'Laridae',
{'p_reassortant': 0.2535211267605634, 'reassortant': 9.0, 'total': 35.5}),
('Laridae',
'Scolopacidae',
{'p_reassortant': 0.5161290322580646,
'reassortant': 8.0,
'total': 15.499999999999998}),
('Laridae',
'Unknown',
{'p_reassortant': 0.2708333333333333, 'reassortant': 6.5, 'total': 24.0}),
('Laridae',
'Anatidae',
{'p_reassortant': 0.6190476190476191, 'reassortant': 6.5, 'total': 10.5}),
('Scolopacidae',
'Alcidae',
{'p_reassortant': 0.5, 'reassortant': 0.5, 'total': 1.0}),
('Scolopacidae',
'Unknown',
{'p_reassortant': 0.3177842565597668,
'reassortant': 36.333333333333336,
'total': 114.33333333333334}),
('Scolopacidae',
'Anatidae',
{'p_reassortant': 0.7080536912751679,
'reassortant': 35.16666666666667,
'total': 49.666666666666664}),
('Scolopacidae',
'Laridae',
{'p_reassortant': 0.3466666666666667, 'reassortant': 6.5, 'total': 18.75}),
('Scolopacidae',
'Scolopacidae',
{'p_reassortant': 0.26609442060085836, 'reassortant': 31.0, 'total': 116.5}),
('Scolopacidae',
'Phasianidae',
{'p_reassortant': 0.75, 'reassortant': 1.5, 'total': 2.0})]
In [79]:
# What edges have sufficient data?
# They should have at least 10 reassortant events, or 1000 total events.
for u, v, d in host_orderG.edges(data=True):
if d['reassortant'] < 10 and d['total'] < 1000:
host_orderG.remove_edge(u, v)
host_orderG.remove_node('Unknown')
host_orderG.edges(data=True)
Out[79]:
[('Anatidae',
'Anatidae',
{'p_reassortant': 0.28190408474090095,
'reassortant': 996.857142857142,
'total': 3536.157142857142}),
('Anatidae',
'Laridae',
{'p_reassortant': 0.7096774193548387, 'reassortant': 11.0, 'total': 15.5}),
('Anatidae',
'Scolopacidae',
{'p_reassortant': 0.7050359712230215, 'reassortant': 49.0, 'total': 69.5}),
('Anatidae',
'Phasianidae',
{'p_reassortant': 0.18968692449355434,
'reassortant': 51.50000000000001,
'total': 271.5}),
('Phasianidae',
'Phasianidae',
{'p_reassortant': 0.056989771066731566,
'reassortant': 58.499999999999915,
'total': 1026.4999999999993}),
('Phasianidae',
'Anatidae',
{'p_reassortant': 0.16910032972209138,
'reassortant': 29.916666666666664,
'total': 176.91666666666666}),
('Scolopacidae',
'Anatidae',
{'p_reassortant': 0.7080536912751679,
'reassortant': 35.16666666666667,
'total': 49.666666666666664}),
('Scolopacidae',
'Scolopacidae',
{'p_reassortant': 0.26609442060085836, 'reassortant': 31.0, 'total': 116.5})]
In [80]:
good_host_orders = set([i[0] for i in host_orderG.edges()])
good_host_orders = good_host_orders.union([i[1] for i in host_orderG.edges()])
good_host_orders
Out[80]:
{'Anatidae', 'Laridae', 'Phasianidae', 'Scolopacidae'}
In [81]:
# There are only enough observed data genome transfer between Anseriformes, Galliformes and Charadriiformes.
# Therefore, we will answer the question at this scale, rather than at the generic "mallard and gull".
# A shortcut is to re-label all of the nodes' host groups to "unknown" if they are not in one of the above.
for n, d in G.nodes(data=True):
if d['host_order'] not in good_host_orders:
G.node[n]['host_order'] = 'Unknown'
In [82]:
start = time()
null_proportion_domain_graph_reassortant(G, 'host_order', equally=True)
end = time()
print('{0} seconds'.format(end - start))
3.473357915878296 seconds
In [ ]:
In [83]:
# This cell takes ~281 seconds to run.
start = time()
results = Parallel(n_jobs=-1)(delayed(null_proportion_domain_graph_reassortant)(G, 'host_order', equally=True) for i in range(100))
end = time()
print(end - start)
372.6175880432129
In [84]:
# # Pickle the graphs to disk, so that we don't have to run the cell above.
# import pickle as pkl
# with open('supp_data/20160214_host_species_graphs.pkl', 'wb') as f:
# pkl.dump(results, f)
In [85]:
# # Load the pickled data from disk
# with open('supp_data/20160214_host_species_graphs.pkl', 'rb') as f:
# summary_graphs = pkl.load(f)
In [86]:
# Compute the mean and std. dev.
# Also takes a while, so we have to pickle to disk as well.
# distr_null_p_reassortant is not parallelizable in its current form.
summaryG = distr_null_p_reassortant(results)
for u, v in summaryG.edges():
if (u, v) not in host_orderG.edges():
summaryG.remove_edge(u, v)
In [ ]:
In [87]:
# nx.write_gpickle(summaryG, 'supp_data/20160214_host_species_summary_graph-random.pkl')
In [88]:
# summaryG = nx.read_gpickle('supp_data/20160214_host_species_summary_graph-random.pkl')
In [89]:
np.percentile(summaryG.edges(data=True)[0][2]['p_reassortant'], [2.5, 97.5])
Out[89]:
array([ 0.09547967, 0.14305945])
In [90]:
summaryG.remove_node('Unknown')
summaryG.edges()
Out[90]:
[('Scolopacidae', 'Scolopacidae'),
('Scolopacidae', 'Anatidae'),
('Anatidae', 'Laridae'),
('Anatidae', 'Scolopacidae'),
('Anatidae', 'Anatidae'),
('Anatidae', 'Phasianidae'),
('Phasianidae', 'Anatidae'),
('Phasianidae', 'Phasianidae')]
In [91]:
# Grab out the "null" model statistics.
means = [] # mean of the distribution under null.
stds = [] # standard deviation of distribution under null.
names = [] # names
# grab out the 1st, 5th, 95th and 99th percentile of null distribution
percs = dict()
for p in [0.5, 2.5, 97.5, 99.5]:
percs[p] = []
for sc, sk, d in sorted(summaryG.edges(data=True), key=lambda x:(x[0], x[1])):
mean = np.mean(d['p_reassortant'])
std = np.std(d['p_reassortant'])
names.append('{0}:{1}'.format(sc, sk))
means.append(mean)
stds.append(std)
for p in [0.5, 2.5, 97.5, 99.5]:
percs[p].append(np.percentile(d['p_reassortant'], p))
In [92]:
percs[0.5]
Out[92]:
[0.094169565801784677,
0.089788536724586476,
0.095276598574098897,
0.093382915959294488,
0.088411253795274813,
0.090547605260067082,
0.093201479638582913,
0.090556075076745096]
In [93]:
summaryG.edges(data=True)
Out[93]:
[('Scolopacidae',
'Scolopacidae',
{'p_reassortant': [0.11435846824102912,
0.1232415262421913,
0.1268704369851642,
0.11971588597051393,
0.15070244766877106,
0.09262071468246498,
0.12164112417132045,
0.10099475496251151,
0.10806800012365768,
0.11829774694345722,
0.10235224390037256,
0.11317198358129596,
0.13721015095837452,
0.1313050240815095,
0.11629656411851738,
0.12209804989856665,
0.11662825894670739,
0.1255838119673029,
0.11823518556654171,
0.13232516201317335,
0.13227345964250894,
0.12241798529443287,
0.1151821808250978,
0.12111917177165141,
0.10796867184247298,
0.11657033196017345,
0.11274359366035981,
0.13763324438298224,
0.12150165720401523,
0.11505864920840012,
0.12989856491703888,
0.12150797423891183,
0.1331496312938018,
0.1388069328094348,
0.08853231942361373,
0.11172127083737111,
0.11312434054443686,
0.10298157354314853,
0.11497013544623771,
0.10518853192331329,
0.13491221968268605,
0.12178414583863618,
0.11866722251729872,
0.14000098509885955,
0.1249939334065999,
0.11012447436311408,
0.12050408603612042,
0.13538747790986613,
0.10544049836302169,
0.11002888813993328,
0.10794829428833415,
0.1034301936400674,
0.10247277691506279,
0.10708947948540119,
0.09480630304516988,
0.10056074548086213,
0.1140948017387791,
0.12821989246941798,
0.14344999165538297,
0.11693994987581212,
0.09622390839010694,
0.12319346999204638,
0.10623631814010633,
0.14166469446952928,
0.1321020418647263,
0.1185278506934595,
0.12520350170144895,
0.12102159067883783,
0.11228624483190727,
0.1274142478002804,
0.09868407110286342,
0.13070271716222728,
0.11351275277104843,
0.12268383635020616,
0.13688730189181134,
0.12227812893422413,
0.1402699776674096,
0.11612775807339573,
0.13286407665306285,
0.11138632893654225,
0.12195284176647118,
0.128321916355427,
0.1448836814008937,
0.10668370105058639,
0.11764877696423627,
0.09897007255390762,
0.11365990731226565,
0.1002042696366041,
0.13178833023261974,
0.14131736392674002,
0.13226556635643447,
0.11435656163729359,
0.110133910196383,
0.1057750527409353,
0.14262779198385941,
0.10631366340186081,
0.11714936544093742,
0.10945925185928576,
0.1092191451350671,
0.10603617124468917]}),
('Scolopacidae',
'Anatidae',
{'p_reassortant': [0.12673236416204278,
0.11701534078012218,
0.12502606598385618,
0.11018056341196206,
0.13601614435969092,
0.09144953589641247,
0.12541842801488598,
0.09498881618362551,
0.11901746246550753,
0.12972613745071376,
0.11931817668447073,
0.12455534828413481,
0.12591928893291823,
0.12350589423170602,
0.13222240919648323,
0.13247328741297565,
0.1195828428318542,
0.10899600412823902,
0.12580595986244958,
0.12617795606118334,
0.10984707474555255,
0.11064403057913257,
0.12376429679250037,
0.13432093970690828,
0.1068437504204646,
0.12493228128757425,
0.1296878238087945,
0.14479984535110396,
0.14085876216847915,
0.11758986342798666,
0.10356031386217725,
0.10989057295273413,
0.12604648806320143,
0.13031358187495592,
0.10578466028674748,
0.10343513824440814,
0.12024110577058145,
0.11515470378320575,
0.10352168815150557,
0.10916833028555657,
0.1239025406543916,
0.12242779949308238,
0.11818594549580569,
0.11643603444951857,
0.12058273046111836,
0.10767180939332574,
0.105527196367502,
0.12560001221485537,
0.11924747282476632,
0.10646681559863506,
0.1115373482222146,
0.11865190165837323,
0.1068075412082389,
0.12529250230162614,
0.10392302251880345,
0.11542573697546395,
0.12265530708210655,
0.14269310406041855,
0.16287708657247463,
0.1401489342518064,
0.10482798770301147,
0.11462878825467186,
0.11040911436873928,
0.1176057529142192,
0.13591331563653933,
0.11624298275255131,
0.12238812317438426,
0.10983039237960657,
0.10250375291822492,
0.12846100777595243,
0.1113547158728994,
0.11672126116382213,
0.10957969505779472,
0.11004412644946918,
0.15391366611652432,
0.1121743855768083,
0.13217667929553115,
0.1010066780617882,
0.10747845684258218,
0.11368072903642112,
0.11277495191376108,
0.11297337950849226,
0.12280194619014477,
0.09676723953670445,
0.11985100503397525,
0.12896137694542983,
0.12165769900673053,
0.11654477095972283,
0.1335362005304146,
0.13594595486463093,
0.11409834030410959,
0.12184198698622171,
0.09941975075619765,
0.10926353297980576,
0.1363960642121187,
0.11966997477209067,
0.11287239060114831,
0.13135448803361932,
0.14188319515969783,
0.11729456518909669]}),
('Anatidae',
'Laridae',
{'p_reassortant': [0.13422145448765704,
0.11442016674752178,
0.10137058554280635,
0.1270217290977442,
0.12512984393145837,
0.12104855197598122,
0.11488700999930991,
0.11081993588605361,
0.12303294366985482,
0.11727874750836087,
0.14409117631219942,
0.11250498601925184,
0.11875567135185369,
0.1374726740298484,
0.09391615828717496,
0.11486714352398085,
0.10299520973149555,
0.11241322001536222,
0.11706730996407884,
0.11297363681572191,
0.10848478472835858,
0.11660926172631621,
0.11294062537692902,
0.13164954076651836,
0.11486241606667372,
0.12116650436361937,
0.11663656386187923,
0.08718124315889442,
0.11735322900450956,
0.12407256808063402,
0.09244850288756525,
0.10506986749096221,
0.12180625881612307,
0.12105352987598098,
0.14584786439677863,
0.11873539387555379,
0.11971390285563918,
0.09699827361496853,
0.1267722433377736,
0.12317134589767362,
0.10482218405502015,
0.1003263917925022,
0.12934605967672852,
0.11495448763542528,
0.12149250610212206,
0.14294378154138165,
0.11821859258441828,
0.1221179720892964,
0.12767752099685428,
0.10252294261367026,
0.1338564573650947,
0.10796226608425522,
0.11395900539560443,
0.13771400908982304,
0.12167579993753966,
0.13787131677713002,
0.12567999750543463,
0.10234619642483257,
0.11336876591091691,
0.11790877881242778,
0.12561209749969118,
0.12447509449548703,
0.10805322647136548,
0.10133040697434403,
0.1211791334378514,
0.10464611786455488,
0.11522888767759253,
0.11201833100818798,
0.13956259399075965,
0.12478793404424646,
0.1023839558492285,
0.12545986640046328,
0.10537078379686907,
0.12515425336432837,
0.11934058550315949,
0.11266953158441721,
0.1301755236787171,
0.13310305341672374,
0.10715269248387872,
0.10102574133123488,
0.09902647335068185,
0.14405034461239277,
0.11902694974254166,
0.10083167823195269,
0.09837034808607181,
0.1275449513285516,
0.1170158124566453,
0.14080285679691384,
0.10714633684731038,
0.12343272910488225,
0.1049161757243394,
0.1361052420885232,
0.11230556724936265,
0.10394486574600303,
0.11652385159099551,
0.1376042306244929,
0.14008865926109149,
0.11360387159975172,
0.10909296017258326,
0.12543146326532478]}),
('Anatidae',
'Scolopacidae',
{'p_reassortant': [0.1337680060169117,
0.11242742714565503,
0.10763420878428508,
0.11216046810391264,
0.12910731111443122,
0.12113877921054853,
0.1046753811455048,
0.11550596561644119,
0.13737973396127878,
0.11127931385541602,
0.12549120535630887,
0.11119542105562681,
0.11667622245884175,
0.10747187942172116,
0.11670407543725012,
0.11925486134708446,
0.09999727874768212,
0.11541750593070546,
0.11773234540225491,
0.12104410486948386,
0.13052098639129928,
0.1261689965527323,
0.11392317120657365,
0.11975603918503452,
0.1318020008104792,
0.10201811068294529,
0.11647354484091277,
0.10613748642172167,
0.10874293045648942,
0.10862495814604756,
0.11331965840820962,
0.1271239844294383,
0.12615732828460044,
0.12918468600390465,
0.13973594983119791,
0.10618182476543474,
0.10528865960602449,
0.09430998086113818,
0.12964071347094877,
0.11249594326760039,
0.1134985721764793,
0.1218618407159452,
0.13517556068250705,
0.11632129060141976,
0.10615257083437563,
0.13665277568545628,
0.141354084401305,
0.11238640004833383,
0.11866583327190282,
0.13377668478026297,
0.1360489346902461,
0.1261912826199641,
0.13008410213619062,
0.12943575042049738,
0.09848483200394617,
0.11956840484997541,
0.11918123117096956,
0.09843235610805919,
0.11906355876264775,
0.11163794442012052,
0.1252177891102121,
0.1224609929818073,
0.11029636715004434,
0.11544795753666814,
0.10283111844704973,
0.10996061078328928,
0.11710808767814607,
0.12234204949161083,
0.11112020682170917,
0.11656582172018,
0.10991698717841539,
0.10628524848042499,
0.10385307833067708,
0.14336995174266692,
0.12418768669738313,
0.12401727849845465,
0.1195514078428902,
0.11797901718786774,
0.10267954888019928,
0.12838933085446994,
0.12238587792751514,
0.12663357025063654,
0.11277490938990271,
0.11211876194158504,
0.13024833378689446,
0.11398645437687883,
0.09878041321300104,
0.11260786758176954,
0.10631052258392285,
0.1139442813747764,
0.11132744782426912,
0.1095724160092397,
0.12644168142235346,
0.1336955151163003,
0.12166044889401659,
0.12185672613791149,
0.10860016463635118,
0.12811053083794974,
0.11610461121223366,
0.0924742087782794]}),
('Anatidae',
'Anatidae',
{'p_reassortant': [0.13448933181726974,
0.11097470128859684,
0.10902849897658054,
0.12979158944055832,
0.11781633191969614,
0.11954845929403878,
0.1254859895999907,
0.1041318324467305,
0.12525920354635553,
0.12040775616205175,
0.1365078810148242,
0.12155750576780898,
0.11326787843172294,
0.11865980381537847,
0.10806820566318989,
0.11780259227302768,
0.1008781186367706,
0.12171164987384502,
0.1304928678491163,
0.12291236640921639,
0.11797610511263777,
0.11081566466909734,
0.12675510211394853,
0.13233379797918834,
0.12014484903300213,
0.12796700198418245,
0.10333607938871302,
0.11263327457426214,
0.1049739340406663,
0.10936328126385844,
0.10044746274456604,
0.11596076001429881,
0.1186286333720549,
0.09400562321495211,
0.14160907433704278,
0.0956589903301859,
0.11058950055683343,
0.10874605132872575,
0.12148859952747765,
0.13582325257674535,
0.1179902391065091,
0.1024054560102855,
0.14738158358150455,
0.10475901898757532,
0.09799273822517914,
0.13663688762010193,
0.11971191575728102,
0.11268717743069857,
0.12701528458361128,
0.13166354582663609,
0.13709458881077324,
0.11273406654496544,
0.1510052785881999,
0.13031174410611748,
0.12249903829195102,
0.12150165527087217,
0.11244155556676247,
0.09490520159065992,
0.12025931517736774,
0.1343427897870523,
0.13442309142586256,
0.12481819300615808,
0.1210414994014696,
0.10084389329188333,
0.09433682036006841,
0.10293010595820563,
0.11904245374675183,
0.11517637188964866,
0.10682828687429316,
0.13010378654032947,
0.10838259818461109,
0.11519065671428802,
0.10629645145980424,
0.12220382952529496,
0.1421991809298996,
0.1044556815933237,
0.11659232163125768,
0.1012983849837623,
0.114432534135987,
0.11889099734586674,
0.1065178740507754,
0.1412492730885615,
0.11916584373705964,
0.09622355103985518,
0.12406524363868539,
0.11424195855563127,
0.10713071011819118,
0.14362854064491717,
0.1142263404493313,
0.12001662393900965,
0.11461005392835572,
0.12787326623048068,
0.11628433148629466,
0.11561457566107204,
0.09641087326170267,
0.13519874609674806,
0.12887155408056233,
0.13770560470874293,
0.1267376246434719,
0.13192537686974828]}),
('Anatidae',
'Phasianidae',
{'p_reassortant': [0.13293039139740664,
0.11584006274715235,
0.10251400341799927,
0.11962756178385636,
0.1152693951672909,
0.1287543866014662,
0.11052412784432493,
0.10906136935890468,
0.11916009928933716,
0.1179128925983471,
0.14233094389035042,
0.11047586216590591,
0.12159193756718366,
0.1230928610156909,
0.10912480246895391,
0.11039554346474707,
0.1089368548121913,
0.12632369132219012,
0.1270450998887728,
0.1438048182866365,
0.112873198029113,
0.1147384497234129,
0.1258271035909449,
0.14185793322137272,
0.12277846273215319,
0.10442161138595207,
0.12050338348651392,
0.11241315206299508,
0.12220678864924855,
0.13381940502824022,
0.10673837347850404,
0.13351789767088657,
0.10106010389180135,
0.12781369000277548,
0.14327791828879602,
0.12303557075867723,
0.10613485633564299,
0.10400836161466148,
0.13240809307473778,
0.1385514085793686,
0.09204160223517438,
0.10760220588483031,
0.1272206213643861,
0.10630830409394557,
0.11815699663990864,
0.139281456826189,
0.1283969698233421,
0.12203292375263919,
0.13063304202786422,
0.12336135458204389,
0.12637101680475263,
0.13832111537031025,
0.14561506058604237,
0.13902748450772712,
0.14239941203795994,
0.13841584652895653,
0.11381692342314585,
0.11405334843374693,
0.11553118850817783,
0.11105776434481607,
0.12972707596252017,
0.13099035705816786,
0.10720858015067977,
0.10304844370741122,
0.10562622380252919,
0.10744391822178571,
0.11857344131485749,
0.11229545581403091,
0.11936115990756127,
0.11684738487834714,
0.12480682813361532,
0.10075498122567807,
0.11407146420214591,
0.10983020886038834,
0.11676542121872774,
0.09857694837441583,
0.1213787313290195,
0.12430722548698767,
0.11460043056286152,
0.11699942947956264,
0.1141161537611624,
0.12830036162499803,
0.1107267359787043,
0.11292086054898023,
0.1183912604027764,
0.11596101431140698,
0.12427032005483489,
0.13070868675122768,
0.11065066187927604,
0.1184692742116484,
0.1013961683494858,
0.11747425863671303,
0.1273643133408473,
0.10703960484969463,
0.1221503015527798,
0.1379239021324545,
0.11901990487534611,
0.12149688643827503,
0.10463872509799726,
0.12864284136450718]}),
('Phasianidae',
'Anatidae',
{'p_reassortant': [0.1280020332778389,
0.13030497345145156,
0.13069689204335358,
0.10803037466288519,
0.11512374743873978,
0.15178912438371728,
0.1311221884843648,
0.12060068842285554,
0.11395545309401253,
0.10443391413959696,
0.10759158292963972,
0.1454049741840319,
0.11808528713097582,
0.1138445173235176,
0.12487582191740736,
0.11906783809483419,
0.11497153032916863,
0.10443558136938569,
0.11313254164370232,
0.12902767178482294,
0.12449714232915796,
0.13089391164691008,
0.11895699555222876,
0.11263450431819844,
0.11429740340269767,
0.1410312547333135,
0.11016853225881512,
0.10519677690327207,
0.11277396910509334,
0.10650881607439058,
0.14335042429147138,
0.10708234472065381,
0.12666729932645682,
0.1264026607488387,
0.11211546880740608,
0.13875710138151284,
0.10458110936465888,
0.1210851456544038,
0.1197686527258533,
0.09570913590600959,
0.10797442061171984,
0.13467587966555178,
0.11920936373142997,
0.1169144097086744,
0.10112409291106575,
0.1461003242719178,
0.1167730448180966,
0.10289973714539132,
0.10358629016596221,
0.09068450234407248,
0.10346781297864725,
0.10471043510873859,
0.12879317212670938,
0.11281589300519371,
0.12562055373016368,
0.13786779927239984,
0.12854330027518399,
0.10780363607933427,
0.10889097201803564,
0.11010095679527347,
0.12243885421416185,
0.11958763561292221,
0.10979126655320937,
0.11811737847714217,
0.09403465033620428,
0.12478236199919635,
0.12146438577914229,
0.11901681850952753,
0.11951992410085062,
0.12745115536938467,
0.13176319691157115,
0.10138763981055847,
0.10712845486741102,
0.1006684201190864,
0.0861830200692256,
0.14622798934211426,
0.10128886185276371,
0.11533878376639738,
0.12301548473951845,
0.130686945775781,
0.13052583291771302,
0.11751566309557046,
0.12492737409456228,
0.1301580199291731,
0.14443858928730133,
0.11772629177036222,
0.11053321485523802,
0.11932559668235933,
0.13855656767493404,
0.12245419062903273,
0.11716166268606965,
0.10924424372959678,
0.1403975660788403,
0.13316451586994896,
0.11710652677806886,
0.1306674798666047,
0.13580673012148353,
0.125501585315284,
0.12400201078117777,
0.13417426852357006]}),
('Phasianidae',
'Phasianidae',
{'p_reassortant': [0.1139594855716749,
0.11945385490053598,
0.1293725391236458,
0.11731052239103953,
0.10328654037360413,
0.12934871714520266,
0.12630294434045328,
0.12423527272177003,
0.11329717799590185,
0.11551667200830534,
0.13387758205466865,
0.14815443065883643,
0.13533503774256572,
0.0989481742256379,
0.11728961004294045,
0.13018940874803347,
0.1352760971880929,
0.13368464682457665,
0.11884811463522152,
0.11600933561439973,
0.11280463324090305,
0.144007952057872,
0.12778888884493456,
0.10850056599417868,
0.11415986411992722,
0.12554303661864205,
0.09740009026997559,
0.11534999461633547,
0.11184777965857531,
0.10979721855406517,
0.13044430400508125,
0.12703183421239106,
0.13175760344694953,
0.12066679633398615,
0.1129274367612735,
0.13833092980310088,
0.10530271296870448,
0.10827530959827049,
0.12243488119410958,
0.11742154653378292,
0.10865358852300029,
0.15164390802992547,
0.12331266670427256,
0.10688840838733864,
0.1354305075584745,
0.1475335576498278,
0.13573624442656385,
0.10594367714921708,
0.11781010883204103,
0.10007011449104955,
0.10426480987898078,
0.11285980513236635,
0.12461280693362545,
0.11224273377018147,
0.11975718179590061,
0.13342128788647098,
0.12221995567385786,
0.12021614407769565,
0.10681167721449289,
0.11399676951977368,
0.10438732453060724,
0.10376007871377689,
0.143207148225603,
0.11096995715667965,
0.10910919759614542,
0.11548485470152497,
0.10858150640837831,
0.12477075102861378,
0.09523202811430248,
0.12359104968747502,
0.11138363624677595,
0.11442619406382812,
0.11026097789918354,
0.08967279629696981,
0.09144008713150976,
0.12306297591161666,
0.12143306262801998,
0.11360529448710226,
0.1377770320609805,
0.1420086212192067,
0.12672109199723203,
0.09602403993214406,
0.12288723601506782,
0.1306829910812163,
0.13693261987408287,
0.11420138348154485,
0.13633514676757577,
0.12264354954632535,
0.13751832863541982,
0.12157999334420598,
0.11104540451350567,
0.13236684659073678,
0.12691830103789087,
0.10272727845333463,
0.1228884183435648,
0.1136194809775809,
0.1197668766477316,
0.11768901770266912,
0.11305116290062833,
0.12348435104700982]})]
In [94]:
# Compile the "data" statistics.
data = []
names_data = []
log10weights = []
log10reassort = []
log10clonal = []
for sc, sk, d in sorted(host_orderG.edges(data=True), key=lambda x:(x[0], x[1])):
names_data.append('{0}:{1}'.format(sc, sk))
data.append(d['p_reassortant'])
log10weights.append(np.log10(d['total']))
log10reassort.append(np.log10(d['reassortant']))
log10clonal.append(np.log10(d['total'] - d['reassortant']))
data
Out[94]:
[0.28190408474090095,
0.7096774193548387,
0.18968692449355434,
0.7050359712230215,
0.16910032972209138,
0.056989771066731566,
0.7080536912751679,
0.26609442060085836]
In [97]:
# Plot data vs. null model.
fig = plt.figure(figsize=(6,3))
ind = np.arange(len(means))
width = 0.35
ax = fig.add_subplot(1,1,1)
ax.bar(ind, means, width=width,
color='blue',
label='Null',
#yerr=np.array(stds)*3,
yerr=[np.array(means) - percs[0.5],
percs[99.5] - np.array(means)],
alpha=0.3)
ax.bar(ind+width, data, width=width, color='blue', label='Data')
ax.set_xticks(ind+width)
ax.set_xticklabels(names, rotation=45, ha='right')
ax.set_ylabel('Proportion Reassortant')
ax.set_xlabel('Bird Family Transition')
for i, label in enumerate(ax.get_xaxis().get_ticklabels()):
if log10weights[i] >= 3 or log10reassort[i] >= 1:
label.set_weight('bold')
ax2 = ax.twinx()
ax2.scatter(ind+width, log10weights, color='orange', label='Total', alpha=0.3)
ax2.scatter(ind+width, log10reassort, color='green', label='Reassortant', alpha=0.3)
ax2.set_ylabel('log10(Num. Events)')
ax.legend(loc='upper left')
ax2.legend(loc='upper right')
ax2.set_ylim(0,4)
ax2.axhline(y=1, color='green', alpha=0.3, linestyle='--')
ax2.axhline(y=3, color='orange', alpha=0.3, linestyle='--')
# ax.annotate('B', xy=(0,1), xycoords='figure fraction', va='top', ha='left')
# plt.legend()
# plt.subplots_adjust(left=0.10, right=0.92, bottom=0.23)
plt.savefig('figures/Proportion Reassortant Host Family.pdf', bbox_inches='tight')
In [96]:
len(data)
Out[96]:
8
In [ ]:
Content source: ericmjl/influenza-global-reassortment
Similar notebooks: