Taxon classification#
In this analysis, we use three separate methods (AIMs, PCA, XGboost) to assign taxon to amplicon samples. For the latter two methods, we integrate data from over 7000 public accessible WGS samples from the Vector Observatory.
Accurate species identification is essential for mosquito surveillance as different members of the Anopheles gambiae complex have distinct ecological niches and vectorial capacities (Coetzee et al., 2013).
Ancestry informative marker heatmap#
By cohort#
Ancestry Informative Markers (AIMs) are genomic variants with large allele frequency differences between populations, making them useful for species identification and detecting hybridization (Rosenberg et al., 2003).
PCA-based taxon classification#
In this method, we use perform PCA and then apply a classifier to predict taxon based on VObs reference data.
Principal Component Analysis reduces the dimensionality of genetic data while preserving patterns that differentiate species, enabling classification through machine learning algorithms (Jombart et al., 2010).
Combining 7355 WGS samples and 467 amplicon samples
Performing PCA on combined data
Removing any invariant sites
Running PCA with 71 variable sites and 7822 samples
PCA completed successfully
Training data: 7355 WGS samples
Test data: 467 amplicon samples
Training SVM classifier
Assigned 444 out of 467 samples with confidence ≥ 0.8
23 samples were below the confidence threshold
Taxon assignment summary:
predicted_taxon
gcx3 238
coluzzii 91
gambiae 72
arabiensis 37
unassigned 23
bissau 6
Name: count, dtype: int64
Machine learning based taxon classification#
In this method, we use an XGBoost algorithm to predict species based on the VObs reference data.
XGBoost is a gradient boosting framework that uses decision trees to identify the most informative features for classification, offering high accuracy for species assignment (Chen & Guestrin, 2016).
| tree_taxon | arabiensis | bissau | coluzzii | gambiae | gcx3 | melas |
|---|---|---|---|---|---|---|
| location | ||||||
| Gambia_URR | 41 | 1 | 18 | 5 | 0 | 2 |
| Obuasi | 0 | 0 | 0 | 74 | 0 | 0 |
| Siaya | 2 | 30 | 0 | 26 | 194 | 0 |
| VK7 | 0 | 0 | 74 | 0 | 0 | 0 |
Consensus taxon calls summary#
Consensus taxonomic assignment combines predictions from multiple methods, reducing errors and improving confidence in species identification.
| taxon | arabiensis | coluzzii | gambiae | gcx3 | unassigned |
|---|---|---|---|---|---|
| location | |||||
| Gambia_URR | 34 | 17 | 3 | 0 | 13 |
| Obuasi | 0 | 0 | 74 | 0 | 0 |
| Siaya | 0 | 0 | 10 | 190 | 52 |
| VK7 | 0 | 74 | 0 | 0 | 0 |
| sample_id | location | mean_aim_genotype | aim_taxon | pca_taxon | tree_taxon | taxon | |
|---|---|---|---|---|---|---|---|
| 0 | GH_01 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 1 | GH_02 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 2 | GH_04 | Obuasi | 0.062500 | gambiae | unassigned | gambiae | gambiae |
| 3 | GH_05 | Obuasi | 0.111111 | gambiae | gambiae | gambiae | gambiae |
| 4 | GH_06 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 5 | GH_07 | Obuasi | 0.200000 | gambiae | bissau | gambiae | gambiae |
| 6 | GH_11 | Obuasi | 0.250000 | gambiae | gambiae | gambiae | gambiae |
| 7 | GH_13 | Obuasi | 0.047619 | gambiae | gambiae | gambiae | gambiae |
| 8 | GH_14 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 9 | GH_15 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 10 | GH_16 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 11 | GH_17 | Obuasi | 0.052632 | gambiae | gambiae | gambiae | gambiae |
| 12 | GH_18 | Obuasi | 0.000000 | gambiae | unassigned | gambiae | gambiae |
| 13 | GH_19 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 14 | GH_20 | Obuasi | 0.000000 | gambiae | bissau | gambiae | gambiae |
| 15 | GH_21 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 16 | GH_22 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 17 | GH_25 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 18 | GH_26 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 19 | GH_27 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 20 | GH_28 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 21 | GH_29 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 22 | GH_30 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 23 | GH_32 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 24 | GH_33 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 25 | GH_34 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 26 | GH_35 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 27 | GH_37 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 28 | GH_38 | Obuasi | 0.047619 | gambiae | gambiae | gambiae | gambiae |
| 29 | GH_39 | Obuasi | 0.047619 | gambiae | gambiae | gambiae | gambiae |
| 30 | GH_40_low_vol | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 31 | GH_41 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 32 | GH_42 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 33 | GH_43 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 34 | GH_44 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 35 | GH_45 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 36 | GH_46 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 37 | GH_47 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 38 | GH_49 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 39 | GH_50 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 40 | GH_52 | Obuasi | 0.047619 | gambiae | gambiae | gambiae | gambiae |
| 41 | GH_53 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 42 | GH_54 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 43 | GH_55 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 44 | GH_56 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 45 | GH_57 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 46 | GH_58 | Obuasi | 0.105263 | gambiae | gambiae | gambiae | gambiae |
| 47 | GH_59 | Obuasi | 0.050000 | gambiae | gambiae | gambiae | gambiae |
| 48 | GH_61 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 49 | GH_62 | Obuasi | 0.047619 | gambiae | gambiae | gambiae | gambiae |
| 50 | GH_63 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 51 | GH_64 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 52 | GH_66 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 53 | GH_67 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 54 | GH_68 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 55 | GH_69 | Obuasi | 0.157895 | gambiae | gambiae | gambiae | gambiae |
| 56 | GH_70 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 57 | GH_73 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 58 | GH_74 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 59 | GH_75 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 60 | GH_76 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 61 | GH_77 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 62 | GH_78 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 63 | GH_79 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 64 | GH_81 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 65 | GH_82 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 66 | GH_83 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 67 | GH_85 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 68 | GH_86 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 69 | GH_87 | Obuasi | 0.052632 | gambiae | gambiae | gambiae | gambiae |
| 70 | GH_88 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 71 | GH_91 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 72 | GH_93 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 73 | GH_95 | Obuasi | 0.000000 | gambiae | gambiae | gambiae | gambiae |
| 74 | GM_01 | Gambia_URR | 1.400000 | unassigned | coluzzii | coluzzii | coluzzii |
| 75 | GM_03 | Gambia_URR | 1.904762 | coluzzii | coluzzii | coluzzii | coluzzii |
| 76 | GM_04 | Gambia_URR | 1.000000 | unassigned | arabiensis | arabiensis | arabiensis |
| 77 | GM_05 | Gambia_URR | 1.125000 | unassigned | arabiensis | arabiensis | arabiensis |
| 78 | GM_06 | Gambia_URR | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 79 | GM_09 | Gambia_URR | 1.950000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 80 | GM_10 | Gambia_URR | 1.947368 | coluzzii | coluzzii | coluzzii | coluzzii |
| 81 | GM_11 | Gambia_URR | 1.214286 | unassigned | arabiensis | arabiensis | arabiensis |
| 82 | GM_12 | Gambia_URR | 1.153846 | unassigned | unassigned | arabiensis | unassigned |
| 83 | GM_13 | Gambia_URR | 1.277778 | unassigned | arabiensis | arabiensis | arabiensis |
| 84 | GM_14 | Gambia_URR | 1.952381 | coluzzii | coluzzii | coluzzii | coluzzii |
| 85 | GM_16 | Gambia_URR | 1.058824 | unassigned | arabiensis | arabiensis | arabiensis |
| 86 | GM_17 | Gambia_URR | 0.272727 | gambiae | unassigned | coluzzii | unassigned |
| 87 | GM_18 | Gambia_URR | 0.818182 | unassigned | bissau | gambiae | unassigned |
| 88 | GM_19 | Gambia_URR | 1.062500 | unassigned | arabiensis | arabiensis | arabiensis |
| 89 | GM_20 | Gambia_URR | 1.000000 | unassigned | arabiensis | arabiensis | arabiensis |
| 90 | GM_21 | Gambia_URR | 1.933333 | coluzzii | coluzzii | coluzzii | coluzzii |
| 91 | GM_22 | Gambia_URR | 1.142857 | unassigned | arabiensis | arabiensis | arabiensis |
| 92 | GM_23 | Gambia_URR | 1.941176 | coluzzii | coluzzii | coluzzii | coluzzii |
| 93 | GM_25 | Gambia_URR | 1.789474 | coluzzii | coluzzii | coluzzii | coluzzii |
| 94 | GM_26 | Gambia_URR | 1.117647 | unassigned | arabiensis | arabiensis | arabiensis |
| 95 | GM_27 | Gambia_URR | 1.600000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 96 | GM_29 | Gambia_URR | 0.882353 | unassigned | arabiensis | arabiensis | arabiensis |
| 97 | GM_30 | Gambia_URR | 0.875000 | unassigned | arabiensis | arabiensis | arabiensis |
| 98 | GM_32 | Gambia_URR | 1.062500 | unassigned | arabiensis | arabiensis | arabiensis |
| 99 | GM_33 | Gambia_URR | 0.187500 | gambiae | bissau | gambiae | gambiae |
| 100 | GM_35 | Gambia_URR | 1.000000 | unassigned | arabiensis | arabiensis | arabiensis |
| 101 | GM_37 | Gambia_URR | 1.117647 | unassigned | arabiensis | arabiensis | arabiensis |
| 102 | GM_38 | Gambia_URR | 0.937500 | unassigned | arabiensis | arabiensis | arabiensis |
| 103 | GM_40 | Gambia_URR | 1.117647 | unassigned | arabiensis | arabiensis | arabiensis |
| 104 | GM_42 | Gambia_URR | 1.250000 | unassigned | unassigned | arabiensis | unassigned |
| 105 | GM_43 | Gambia_URR | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 106 | GM_44 | Gambia_URR | 1.250000 | unassigned | unassigned | arabiensis | unassigned |
| 107 | GM_45 | Gambia_URR | 0.941176 | unassigned | arabiensis | arabiensis | arabiensis |
| 108 | GM_50 | Gambia_URR | 1.052632 | unassigned | arabiensis | arabiensis | arabiensis |
| 109 | GM_51 | Gambia_URR | 1.058824 | unassigned | arabiensis | arabiensis | arabiensis |
| 110 | GM_52 | Gambia_URR | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 111 | GM_53 | Gambia_URR | 1.250000 | unassigned | arabiensis | arabiensis | arabiensis |
| 112 | GM_54 | Gambia_URR | 0.529412 | unassigned | bissau | gambiae | unassigned |
| 113 | GM_55 | Gambia_URR | 1.466667 | unassigned | unassigned | arabiensis | unassigned |
| 114 | GM_56 | Gambia_URR | 1.416667 | unassigned | unassigned | arabiensis | unassigned |
| 115 | GM_58 | Gambia_URR | 1.111111 | unassigned | arabiensis | arabiensis | arabiensis |
| 116 | GM_59 | Gambia_URR | 1.071429 | unassigned | arabiensis | arabiensis | arabiensis |
| 117 | GM_60 | Gambia_URR | 1.416667 | unassigned | unassigned | arabiensis | unassigned |
| 118 | GM_62 | Gambia_URR | 1.904762 | coluzzii | coluzzii | coluzzii | coluzzii |
| 119 | GM_63 | Gambia_URR | 1.250000 | unassigned | arabiensis | arabiensis | arabiensis |
| 120 | GM_64 | Gambia_URR | 1.105263 | unassigned | arabiensis | arabiensis | arabiensis |
| 121 | GM_66 | Gambia_URR | 1.166667 | unassigned | arabiensis | bissau | unassigned |
| 122 | GM_68 | Gambia_URR | 1.000000 | unassigned | bissau | arabiensis | unassigned |
| 123 | GM_69 | Gambia_URR | 1.076923 | unassigned | arabiensis | arabiensis | arabiensis |
| 124 | GM_70 | Gambia_URR | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 125 | GM_73 | Gambia_URR | 1.952381 | coluzzii | coluzzii | coluzzii | coluzzii |
| 126 | GM_74 | Gambia_URR | 0.888889 | unassigned | arabiensis | arabiensis | arabiensis |
| 127 | GM_75 | Gambia_URR | 1.125000 | unassigned | arabiensis | arabiensis | arabiensis |
| 128 | GM_76 | Gambia_URR | 1.952381 | coluzzii | coluzzii | coluzzii | coluzzii |
| 129 | GM_77 | Gambia_URR | 0.095238 | gambiae | gambiae | gambiae | gambiae |
| 130 | GM_78 | Gambia_URR | 1.230769 | unassigned | arabiensis | arabiensis | arabiensis |
| 131 | GM_79 | Gambia_URR | 0.100000 | gambiae | gambiae | gambiae | gambiae |
| 132 | GM_81 | Gambia_URR | 1.125000 | unassigned | arabiensis | melas | unassigned |
| 133 | GM_85 | Gambia_URR | 1.058824 | unassigned | arabiensis | arabiensis | arabiensis |
| 134 | GM_86 | Gambia_URR | 1.952381 | coluzzii | coluzzii | coluzzii | coluzzii |
| 135 | GM_87 | Gambia_URR | 1.166667 | unassigned | arabiensis | arabiensis | arabiensis |
| 136 | GM_88 | Gambia_URR | 1.000000 | unassigned | arabiensis | arabiensis | arabiensis |
| 137 | GM_89 | Gambia_URR | 1.166667 | unassigned | arabiensis | arabiensis | arabiensis |
| 138 | GM_91 | Gambia_URR | 0.928571 | unassigned | arabiensis | arabiensis | arabiensis |
| 139 | GM_92 | Gambia_URR | 1.125000 | unassigned | arabiensis | arabiensis | arabiensis |
| 140 | GM_95 | Gambia_URR | 1.133333 | unassigned | arabiensis | melas | unassigned |
| 141 | VK7_dead_01 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 142 | VK7_dead_02 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 143 | VK7_dead_03 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 144 | VK7_dead_04 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 145 | VK7_dead_05 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 146 | VK7_dead_06 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 147 | VK7_alive_01 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 148 | VK7_alive_04 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 149 | VK7_alive_06 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 150 | VK7_dead_07 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 151 | VK7_dead_08 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 152 | VK7_dead_09 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 153 | VK7_dead_10 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 154 | VK7_dead_11 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 155 | VK7_dead_12 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 156 | VK7_alive_07 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 157 | VK7_alive_08 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 158 | VK7_alive_10 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 159 | VK7_alive_12 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 160 | VK7_dead_13 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 161 | VK7_dead_14 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 162 | VK7_dead_15 | VK7 | 1.952381 | coluzzii | coluzzii | coluzzii | coluzzii |
| 163 | VK7_dead_16 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 164 | VK7_dead_17 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 165 | VK7_alive_14 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 166 | VK7_alive_15 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 167 | VK7_alive_16 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 168 | VK7_alive_18 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 169 | VK7_dead_18 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 170 | VK7_dead_19 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 171 | VK7_dead_20 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 172 | VK7_dead_21 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 173 | VK7_dead_22 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 174 | VK7_alive_19 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 175 | VK7_alive_20 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 176 | VK7_alive_22 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 177 | VK7_alive_24 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 178 | VK7_dead_23 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 179 | VK7_dead_24 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 180 | VK7_dead_25 | VK7 | 1.812500 | coluzzii | coluzzii | coluzzii | coluzzii |
| 181 | VK7_dead_26 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 182 | VK7_alive_25 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 183 | VK7_alive_26 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 184 | VK7_alive_28 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 185 | VK7_alive_30 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 186 | VK7_dead_28 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 187 | VK7_dead_29 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 188 | VK7_dead_30 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 189 | VK7_dead_31 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 190 | VK7_dead_32 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 191 | VK7_alive_32 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 192 | VK7_alive_34 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 193 | VK7_alive_35 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 194 | VK7_alive_36 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 195 | VK7_dead_33 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 196 | VK7_dead_34 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 197 | VK7_dead_35 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 198 | VK7_dead_36 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 199 | VK7_dead_37 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 200 | VK7_alive_37 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 201 | VK7_alive_38 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 202 | VK7_alive_40 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 203 | VK7_alive_41 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 204 | VK7_alive_42 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 205 | VK7_dead_38 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 206 | VK7_dead_39 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 207 | VK7_dead_40 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 208 | VK7_dead_41 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 209 | VK7_dead_42 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 210 | VK7_alive_43 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 211 | VK7_alive_44 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 212 | VK7_alive_45 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 213 | VK7_alive_46 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 214 | VK7_alive_47 | VK7 | 2.000000 | coluzzii | coluzzii | coluzzii | coluzzii |
| 215 | Siaya_Delta_Dead_01 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 216 | Siaya_Delta_Dead_02 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 217 | Siaya_Delta_Dead_03 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 218 | Siaya_Delta_Dead_04 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 219 | Siaya_Delta_Dead_05 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 220 | Siaya_Delta_Dead_06 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 221 | Siaya_Delta_Dead_07 | Siaya | 0.785714 | unassigned | gcx3 | arabiensis | unassigned |
| 222 | Siaya_Delta_Dead_08 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 223 | Siaya_Delta_Dead_10 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 224 | Siaya_Delta_Dead_11 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 225 | Siaya_Delta_Dead_12 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 226 | Siaya_Delta_Dead_13 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 227 | Siaya_Delta_Dead_14 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 228 | Siaya_Delta_Dead_15 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 229 | Siaya_Delta_Dead_16 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 230 | Siaya_Delta_Dead_17 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 231 | Siaya_Delta_Dead_18 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 232 | Siaya_Delta_Dead_19 | Siaya | 0.666667 | unassigned | gcx3 | gambiae | unassigned |
| 233 | Siaya_Delta_Dead_20 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 234 | Siaya_Delta_Dead_22 | Siaya | 0.904762 | unassigned | gcx3 | gcx3 | gcx3 |
| 235 | Siaya_Delta_Dead_23 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 236 | Siaya_Delta_Dead_24 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 237 | Siaya_Delta_Dead_25 | Siaya | 0.904762 | unassigned | gcx3 | gcx3 | gcx3 |
| 238 | Siaya_Delta_Dead_26 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 239 | Siaya_Delta_Dead_27 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 240 | Siaya_Delta_Dead_28 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 241 | Siaya_Delta_Dead_29 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 242 | Siaya_Delta_Dead_30 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 243 | Siaya_Delta_Dead_31 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 244 | Siaya_Delta_Dead_32 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 245 | Siaya_Delta_Dead_34 | Siaya | 0.476190 | gambiae | unassigned | gambiae | gambiae |
| 246 | Siaya_Delta_Dead_35 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 247 | Siaya_Delta_Dead_36 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 248 | Siaya_Delta_Dead_37 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 249 | Siaya_Delta_Dead_38 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 250 | Siaya_Delta_Dead_39 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 251 | Siaya_Delta_Dead_40 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 252 | Siaya_Delta_Dead_41 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 253 | Siaya_Delta_Dead_42 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 254 | Siaya_Delta_Dead_43 | Siaya | 0.666667 | unassigned | gcx3 | gcx3 | gcx3 |
| 255 | Siaya_Delta_Dead_44 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 256 | Siaya_Delta_Dead_46 | Siaya | 0.666667 | unassigned | gcx3 | gcx3 | gcx3 |
| 257 | Siaya_Delta_Dead_47 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 258 | Siaya_Delta_Dead_48 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 259 | Siaya_Delta_Dead_49 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 260 | Siaya_Delta_Dead_50 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 261 | Siaya_Delta_Dead_51 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 262 | Siaya_Delta_Dead_52 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 263 | Siaya_Delta_Dead_53 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 264 | Siaya_Delta_Dead_54 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 265 | Siaya_Delta_Dead_55 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 266 | Siaya_Delta_Dead_56 | Siaya | 1.000000 | unassigned | gcx3 | gcx3 | gcx3 |
| 267 | Siaya_Delta_Dead_58 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 268 | Siaya_Delta_Dead_59 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 269 | Siaya_Delta_Dead_60 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 270 | Siaya_Delta_Dead_61 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 271 | Siaya_Delta_Dead_62 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 272 | Siaya_Delta_Dead_63 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 273 | Siaya_Delta_Dead_64 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 274 | Siaya_Delta_Dead_65 | Siaya | 0.636364 | unassigned | gcx3 | gambiae | unassigned |
| 275 | Siaya_Delta_Dead_66 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 276 | Siaya_Delta_Dead_67 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 277 | Siaya_Delta_Dead_68 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 278 | Siaya_Delta_Dead_70 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 279 | Siaya_Delta_Dead_71 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 280 | Siaya_Delta_Dead_72 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 281 | Siaya_Delta_Dead_73 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 282 | Siaya_Delta_Dead_74 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 283 | Siaya_Delta_Dead_75 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 284 | Siaya_Delta_Dead_76 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 285 | Siaya_Delta_Dead_77 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 286 | Siaya_Delta_Dead_78 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 287 | Siaya_Delta_Dead_79 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 288 | Siaya_Delta_Dead_80 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 289 | Siaya_Delta_Dead_82 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 290 | Siaya_Delta_Dead_83 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 291 | Siaya_Delta_Dead_84 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 292 | Siaya_Delta_Dead_85 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 293 | Siaya_Delta_Dead_86 | Siaya | 0.857143 | unassigned | gcx3 | bissau | unassigned |
| 294 | Siaya_Delta_Dead_87 | Siaya | 0.857143 | unassigned | gcx3 | bissau | unassigned |
| 295 | Siaya_Delta_Dead_88 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 296 | Siaya_Delta_Dead_89 | Siaya | 0.952381 | unassigned | unassigned | gcx3 | unassigned |
| 297 | Siaya_Delta_Dead_90 | Siaya | 1.000000 | unassigned | gcx3 | gambiae | unassigned |
| 298 | Siaya_Delta_Dead_91 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 299 | Siaya_Delta_Dead_92 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 300 | Siaya_Delta_Dead_94 | Siaya | 0.428571 | gambiae | unassigned | gambiae | gambiae |
| 301 | Siaya_Delta_Dead_95 | Siaya | 1.000000 | unassigned | gcx3 | gcx3 | gcx3 |
| 302 | Siaya_Delta_Alive_01 | Siaya | 0.761905 | unassigned | gcx3 | gcx3 | gcx3 |
| 303 | Siaya_Delta_Alive_02 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 304 | Siaya_Delta_Alive_03 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 305 | Siaya_Delta_Alive_04 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 306 | Siaya_Delta_Alive_05 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 307 | Siaya_Delta_Alive_06 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 308 | Siaya_Delta_Alive_07 | Siaya | 0.833333 | unassigned | gcx3 | gcx3 | gcx3 |
| 309 | Siaya_Delta_Alive_08 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 310 | Siaya_Delta_Alive_09 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 311 | Siaya_Delta_Alive_10 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 312 | Siaya_Delta_Alive_11 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 313 | Siaya_Delta_Alive_12 | Siaya | 0.476190 | gambiae | gcx3 | gambiae | gambiae |
| 314 | Siaya_Delta_Alive_13 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 315 | Siaya_Delta_Alive_14 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 316 | Siaya_Delta_Alive_15 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 317 | Siaya_Delta_Alive_16 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 318 | Siaya_Delta_Alive_17 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 319 | Siaya_Delta_Alive_18 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 320 | Siaya_Delta_Alive_19 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 321 | Siaya_Delta_Alive_20 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 322 | Siaya_Delta_Alive_21 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 323 | Siaya_Delta_Alive_22 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 324 | Siaya_Delta_Alive_23 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 325 | Siaya_Delta_Alive_24 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 326 | Siaya_Delta_Alive_25 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 327 | Siaya_Delta_Alive_26 | Siaya | 0.476190 | gambiae | unassigned | gambiae | gambiae |
| 328 | Siaya_Delta_Alive_27 | Siaya | 0.476190 | gambiae | unassigned | gambiae | gambiae |
| 329 | Siaya_Delta_Alive_28 | Siaya | 0.904762 | unassigned | gcx3 | gcx3 | gcx3 |
| 330 | Siaya_Delta_Alive_29 | Siaya | 0.476190 | gambiae | unassigned | gambiae | gambiae |
| 331 | Siaya_Delta_Alive_30 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 332 | Siaya_Delta_Alive_31 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 333 | Siaya_Delta_Alive_32 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 334 | Siaya_Delta_Alive_33 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 335 | Siaya_Delta_Alive_34 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 336 | Siaya_Delta_Alive_35 | Siaya | 0.333333 | gambiae | unassigned | gambiae | gambiae |
| 337 | Siaya_Delta_Alive_36 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 338 | Siaya_Delta_Alive_37 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 339 | Siaya_Delta_Alive_38 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 340 | Siaya_Delta_Alive_39 | Siaya | 0.476190 | gambiae | gcx3 | gambiae | gambiae |
| 341 | Siaya_Delta_Alive_40 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 342 | Siaya_Delta_Alive_41 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 343 | Siaya_Delta_Alive_42 | Siaya | 0.476190 | gambiae | unassigned | gambiae | gambiae |
| 344 | Siaya_Delta_Alive_43 | Siaya | 0.523810 | unassigned | gcx3 | gambiae | unassigned |
| 345 | Siaya_Delta_Alive_44 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 346 | Siaya_Delta_Alive_45 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 347 | Siaya_Delta_Alive_46 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 348 | Siaya_Delta_Alive_47 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 349 | Siaya_Delta_Alive_48 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 350 | Siaya_Delta_Alive_49 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 351 | Siaya_Delta_Alive_50 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 352 | Siaya_Delta_Alive_51 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 353 | Siaya_Delta_Alive_52 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 354 | Siaya_Delta_Alive_53 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 355 | Siaya_Delta_Alive_54 | Siaya | 1.000000 | unassigned | gcx3 | gcx3 | gcx3 |
| 356 | Siaya_Delta_Alive_55 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 357 | Siaya_Delta_Alive_56 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 358 | Siaya_Delta_Alive_57 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 359 | Siaya_Delta_Alive_58 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 360 | Siaya_Delta_Alive_59 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 361 | Siaya_Delta_Alive_60 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 362 | Siaya_Delta_Alive_61 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 363 | Siaya_Delta_Alive_62 | Siaya | 1.095238 | unassigned | gcx3 | gcx3 | gcx3 |
| 364 | Siaya_Delta_Alive_63 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 365 | Siaya_Delta_Alive_64 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 366 | Siaya_Delta_Alive_65 | Siaya | 0.777778 | unassigned | gcx3 | gcx3 | gcx3 |
| 367 | Siaya_Delta_Alive_66 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 368 | Siaya_Delta_Alive_67 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 369 | Siaya_Delta_Alive_68 | Siaya | 0.523810 | unassigned | unassigned | gambiae | unassigned |
| 370 | Siaya_Delta_Alive_69 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 371 | Siaya_Delta_Alive_70 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 372 | Siaya_Delta_Alive_71 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 373 | Siaya_Delta_Alive_72 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 374 | Siaya_Delta_Alive_73 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 375 | Siaya_Delta_Alive_74 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 376 | Siaya_Delta_Alive_75 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 377 | Siaya_Delta_Alive_76 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 378 | Siaya_Delta_Alive_77 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 379 | Siaya_Delta_Alive_78 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 380 | Siaya_Delta_Alive_79 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 381 | Siaya_Delta_Alive_80 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 382 | Siaya_Delta_Alive_81 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 383 | Siaya_Delta_Alive_82 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 384 | Siaya_Delta_Alive_83 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 385 | Siaya_Delta_Alive_84 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 386 | Siaya_Delta_Alive_85 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 387 | Siaya_Delta_Alive_86 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 388 | Siaya_Delta_Alive_87 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 389 | Siaya_Delta_Alive_88 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 390 | Siaya_Delta_Alive_89 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 391 | Siaya_Delta_Alive_90 | Siaya | 1.100000 | unassigned | gcx3 | gcx3 | gcx3 |
| 392 | Siaya_Delta_Alive_91 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 393 | Siaya_Delta_Alive_92 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 394 | Siaya_Delta_Alive_93 | Siaya | 0.857143 | unassigned | gcx3 | bissau | unassigned |
| 395 | Siaya_Delta_Alive_94 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 396 | Siaya_Delta_Alive_95 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 397 | Siaya_Delta_Dead_96 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 398 | Siaya_Delta_Dead_97 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 399 | Siaya_Delta_Dead_98 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 400 | Siaya_Delta_Dead_99 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 401 | Siaya_Delta_Dead_100 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 402 | Siaya_Delta_Alive_96 | Siaya | 1.190476 | unassigned | gcx3 | gcx3 | gcx3 |
| 403 | Siaya_Delta_Alive_97 | Siaya | 0.428571 | gambiae | gcx3 | arabiensis | unassigned |
| 404 | Siaya_Delta_Alive_98 | Siaya | 0.619048 | unassigned | gcx3 | gambiae | unassigned |
| 405 | Siaya_Delta_Alive_99 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 406 | Siaya_Delta_Dead_101 | Siaya | 1.095238 | unassigned | unassigned | gcx3 | unassigned |
| 407 | Siaya_Delta_Dead_102 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 408 | Siaya_Delta_Dead_103 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 409 | Siaya_Delta_Dead_104 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 410 | Siaya_Delta_Dead_105 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 411 | Siaya_Delta_Alive_100 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 412 | Siaya_Delta_Alive_101 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 413 | Siaya_Delta_Alive_102 | Siaya | 0.904762 | unassigned | gcx3 | gcx3 | gcx3 |
| 414 | Siaya_Delta_Alive_103 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 415 | Siaya_Delta_Dead_106 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 416 | Siaya_Delta_Dead_107 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 417 | Siaya_Delta_Dead_108 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 418 | Siaya_Delta_Dead_109 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 419 | Siaya_Delta_Dead_110 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 420 | Siaya_Delta_Alive_104 | Siaya | 0.809524 | unassigned | gcx3 | bissau | unassigned |
| 421 | Siaya_Delta_Alive_105 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 422 | Siaya_Delta_Alive_106 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 423 | Siaya_Delta_Alive_107 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 424 | Siaya_Delta_Dead_111 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 425 | Siaya_Delta_Dead_112 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 426 | Siaya_Delta_Dead_113 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 427 | Siaya_Delta_Dead_114 | Siaya | 0.857143 | unassigned | gcx3 | gcx3 | gcx3 |
| 428 | Siaya_Delta_Dead_115 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 429 | Siaya_Delta_Alive_108 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 430 | Siaya_Delta_Alive_109 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 431 | Siaya_Delta_Alive_110 | Siaya | 0.476190 | gambiae | unassigned | gambiae | gambiae |
| 432 | Siaya_Delta_Alive_111 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 433 | Siaya_Delta_Dead_116 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 434 | Siaya_Delta_Dead_117 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 435 | Siaya_Delta_Dead_118 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 436 | Siaya_Delta_Dead_119 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 437 | Siaya_Delta_Alive_112 | Siaya | 0.761905 | unassigned | gcx3 | gcx3 | gcx3 |
| 438 | Siaya_Delta_Alive_113 | Siaya | 1.095238 | unassigned | gcx3 | gcx3 | gcx3 |
| 439 | Siaya_Delta_Alive_114 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 440 | Siaya_Delta_Alive_115 | Siaya | 0.619048 | unassigned | gcx3 | bissau | unassigned |
| 441 | Siaya_Delta_Alive_116 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 442 | Siaya_Delta_Dead_120 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 443 | Siaya_Delta_Dead_121 | Siaya | 0.700000 | unassigned | gcx3 | gcx3 | gcx3 |
| 444 | Siaya_Delta_Dead_122 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 445 | Siaya_Delta_Dead_123 | Siaya | 0.700000 | unassigned | gcx3 | gcx3 | gcx3 |
| 446 | Siaya_Delta_Alive_118 | Siaya | 0.666667 | unassigned | gcx3 | gambiae | unassigned |
| 447 | Siaya_Delta_Alive_119 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 448 | Siaya_Delta_Alive_120 | Siaya | 0.809524 | unassigned | unassigned | bissau | unassigned |
| 449 | Siaya_Delta_Alive_121 | Siaya | 0.666667 | unassigned | gcx3 | bissau | unassigned |
| 450 | Siaya_Delta_Dead_124 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 451 | Siaya_Delta_Dead_125 | Siaya | 1.142857 | unassigned | unassigned | gcx3 | unassigned |
| 452 | Siaya_Delta_Dead_126 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 453 | Siaya_Delta_Dead_127 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 454 | Siaya_Delta_Alive_122 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 455 | Siaya_Delta_Alive_123 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 456 | Siaya_Delta_Alive_124 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 457 | Siaya_Delta_Alive_125 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 458 | Siaya_Delta_Alive_126 | Siaya | 0.809524 | unassigned | gcx3 | gcx3 | gcx3 |
| 459 | Siaya_Delta_Dead_128 | Siaya | 1.142857 | unassigned | gcx3 | gcx3 | gcx3 |
| 460 | Siaya_Delta_Dead_129 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 461 | Siaya_Delta_Dead_130 | Siaya | 0.857143 | unassigned | gcx3 | bissau | unassigned |
| 462 | Siaya_Delta_Dead_131 | Siaya | 1.190476 | unassigned | unassigned | gcx3 | unassigned |
| 463 | Siaya_Delta_Alive_127 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 464 | Siaya_Delta_Alive_129 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |
| 465 | Siaya_Delta_Alive_130 | Siaya | 0.619048 | unassigned | gcx3 | gcx3 | gcx3 |
| 466 | Siaya_Delta_Alive_131 | Siaya | 0.952381 | unassigned | gcx3 | gcx3 | gcx3 |