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}}

Compute propotion of edges reassortant same vs. different


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

Compute proportion of reassortant by host class

Host classes:

  • Wild bird
  • Wild mammal
  • Domestic bird
  • Domestic mammal
  • Human

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']

Compute proportion reassortant over different host COI distances


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

Revision: Further analysis of proportion reassortant between specific host species

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 [ ]: