Efficient Node Overlap Removal Using a Proximity Stress Model

Eﬃcient Node Overlap Removal Using a Proximity Stress Model

Emden R. Gansner∗ and Yifan Hu⋆

AT&T Labs, Shannon Laboratory, 180 Park Ave., Florham Park, NJ 07932.

Abstract. When drawing graphs whose nodes contain text or graphics, the non-trivial node sizes must be taken into account, either as part of the initial layout or as a post-processing step. The core problem is to avoid overlaps while retaining the structural information inherent in a layout using little additional area. This paper presents a new node overlap removal algorithm that does well by these measures.

1 Introduction

Most existing symmetric graph layout algorithms treat nodes as points. In practice, nodes usually contain labels or graphics that need to be displayed. Naively incorporating this can lead to nodes that overlap, causing information of one node to occlude that of others. If we assume that the original layout conveys significant aggregate information such as clusters, the goal of any layout that avoids overlaps should be to retain the “shape” of the layout based on point nodes. The simplest and, in some sense, the best solution is to scale up the drawing [23] while preserving the node size until the nodes no longer overlap. This has the advantage of preserving the shape of the layout exactly, but can lead to inconveniently large drawings. In general, overlap removal is typically a trade-off between preserving the shape and limiting the area, with scaling at one extreme. Many techniques to avoid overlapping nodes have been devised. One approach is to make the node size part of the model of the layout algorithm. It is assumed that whatever structure that would have been exposed using point nodes will still be evident in these more general layouts. Various authors [2,13,21,26] have extended the spring-electrical model [4,7] to take into account node sizes, usually as increased repulsive forces. Node overlap removal can also be built into the stress model [19] by specifying the ideal edge length to avoid overlap along the graph edges. Such heuristics, however, cannot guarantee all overlaps will be removed, so they rely on overly large repulsive forces, or the type of post- processing step considered next. An alternative approach is to remove overlaps as a post-processing step after the graph is laid out. Here the trade-off between layout size and preserving the graph’s shape is more explicit. A number of such algorithms have been proposed.

⋆ email:{erg,yifanhu}@research.att.com For example, the Voronoi cluster busting algorithm [10, 22] works by iteratively forming a Voronoi diagram from the current layout and moving each node to the center of its Voronoi cell until no overlaps remain. Although roughly maintaining relative node positions, the overall affect is to lose much of the layout structure. Another group of post-processing algorithms is based on maintaining the orthogonal ordering [25] of the initial layout as a way to preserve its shape. A force scan algorithm and variants were proposed [14,17,21, 25] based on these constraints. More recently, Marriott et al. [3, 23] have presented a quadratic programming algorithm which removes node overlaps while minimizing node displacement and keeping the orthogonal ordering. An orthogonal ordering in- variant is fairly effective at preserving structure, but it still cannot ensure that relative proximity relations between nodes are preserved, while at other times, it is too restrictive. Also, some of these algorithm require, in practice, separate horizontal and vertical passes which often results in a layout with a distorted aspect ratio (e.g., Fig. 2, bottom right). In this paper, we discuss (Sect. 2) metrics for the similarity between two layouts which we believe better quantifies the desired outcome of overlap removal than minimized displacement or such simpler measures as aspect ratio or edge ratio. We then present (Sect. 3) a node overlap removal algorithm based on a proximity graph of the nodes in the original layout. In Sect. 4, we evaluate our algorithm and others using the proposed similarity measures. In the following, we use G = (V, E) to denote an undirected graph, with V the set of nodes (vertices) and E edges. We use |V | and |E| for the number of vertices and edges, respectively. We let xi represent the current coordinates of vertex i in Euclidean space.

2 Measuring Layout Similarity

The outcome of an overlap removal algorithm should be measured in two aspects. The ﬁrst aspect is the overall bounding box area: we want to minimize the area taken by the drawing after overlap removal. The second aspect is the change in relative positions. Here we want the new drawing to be as “close” to the original as possible. It is this aspect that is hard to quantify. One way to measure the similarity of two layouts is to measure the distance between all pairs of vertices in the original and the new layout. If the two layouts are similar, then these distances should match, subject to scaling. This is known as Frobenius metric in the sensor localization problem [5]. However, calculating all pairwise distances is expensive for large graphs, both in CPU time and in the amount of memory, so instead we form a Delaunay triangulation (DT) of the original graph, then measure the distance between vertices along the edges of the triangulation for the original and new layouts. If x0 and x denote the original and the new layout, and EP is the set of edges in the triangulation, we calculate the ratio of the edge length

kxi − xj k rij = 0 0 , {i, j} ∈ EP , kxi − xj k then deﬁne a measure of the dissimilarity as the normalized standard deviation

2 P (rij−r¯) {i,j}∈EP |EP | σ (x0, x)= r , dist r¯ where 1 r¯ = rij |EP | {i,jX}∈EP is the mean ratio. The reason we measure the edge length ratio along edges of the proximity graph, rather than along edges of the original graph, is that if the original graph is not rigid, then even if two layouts of the same graph have the same edge lengths, they could be completely different. For example, think of the graph of a square, and a new layout of the same graph in the shape of a non-square rhombus. These two layouts may have exactly the same edge lengths, but are clearly different. The rigidity of the triangulation avoids this problem. 0 Notice that σdist(x , x) is not symmetric with regard to which layout comes first. Furthermore, in theory, this non-symmetric version could class a layout and a foldover of it (e.g., a square grid with one half folded over the other) as the same. We can symmetrize it by defining the dissimilarity between layout x and x0 0 0 as (σdist(x , x)+ σdist(x, x ))/2. This also resolves the “foldover problem”. The symmetric version may be more appropriate if we are comparing two unrelated layouts. Since, however, we are comparing a layout derived from an existing layout, we feel that the asymmetric version is adequate. An alternative measure of similarity is to calculate the displacement of vertices of the new layout from the original layout [3]. Clearly a new layout derived from a shift, scaling and rotation should be considered identical. Therefore we modify the straight displacement calculation by discounting the aforementioned transformations. This is achieved by finding the optimal scaling, shift and rotation that minimize the displacement. The optimal displacement is then a measure of dissimilarity. We define the displacement dissimilarity as

0 0 2 σdisp(x , x) = minp∈R2,θ,r∈R krT xi + p − xi k , (1) i V X∈ where r is the scaling, θ the rotation with T = T (θ) its rotation matrix, and p ∈ R2 is the translation. Solving this is a known problem in Procrustes analysis [1, 11] and the solution (the Procrustes statistic) is

0 0 0T T 0 0T 1 2 T σdisp(x , x)= T r(X X ) − (T r((X X X X) 2 ) T r(X X), (2)

0 0 0 where X is a matrix with columns xi−x¯, X is a matrix with columns xi −x¯ , and x¯ andx ¯0 are the centers of gravity of the new and original layout. In the above we do not consider shearing, since we believe a layout derived from shearing of the original should not be considered identical to the latter. 3 A Proximity Stress Model for Node Overlap Removal

Our goal now is to remove overlaps while preserving the shape of the initial layout by maintaining the proximity relations. To do this, we first set up a rigid “scaffolding” structure so that while vertices can move around, their relative positions are maintained. This scaffolding is constructed using a proximity graph [18]. Here again, we work with the Delaunay triangulation. Once we form a DT, we check every edge in it and see if there are any node overlaps along that edge. Let wi and hi denote the half width and height of the 0 0 node i, and xi (1) and xi (2) the current X and Y coordinates of this node. If i and j form an edge in the DT, we calculate the overlap factor of these two nodes

wi + wj hi + hj tij = max min 0 0 , 0 0 , 1 . (3) |xi (1) − xj (1)| |xi (2) − xj (2)|! !

For nodes that do not overlap, tij = 1. For nodes that do overlap, such overlaps can be removed if we expand the edge by this factor. Therefore we want to generate a layout such that an edge in the proximity graph has the ideal edge 0 0 length close to tijkxi − xj k. In other words, we want to minimize the following stress function 2 wij (kxi − xj k− dij ) . (4) (i,jX)∈EP 0 0 Here dij = sijkxi − xj k is the ideal distance for the edge {i, j}, sij is a scaling 2 factor related to the overlap factor tij (see (6)), wij =1/||dij|| is a scaling factor, and EP is the set of edges of the proximity graph. We call (4) the proximity stress model in obvious analogy with the standard stress model [19]

2 wij (kxi − xj k− dij) , (5) i j X6= where dij is the graph theoretical distance between vertices i and j, and wij is a 2 weight factor, typically 1/dij . Because DT is a planar graph, which has no more than 3|V |− 3 edges, the above stress function has no more than 3|V |− 3 terms. Furthermore, because DT is rigid, it provides a good scaﬀolding that constrains the relative position of the vertices and helps to preserve the global structure of the original layout. It is important that we do not attempt to remove overlaps in one iteration by using the above model with sij = tij. Imagine the situation of a regular mesh graph, with one node i of particularly large size that overlaps badly with its nearby nodes, but the other nodes do not overlap with each other. Suppose nodes i and j form an edge in the proximity graph, and they overlap. If we 0 0 try to make the length of the edge equal tijkxi − xj k, we will ﬁnd that tij is a number much larger than 1, and the optimum solution to the stress model is to keep all the other vertices at or close to their current positions, but move the large node i outside of the mesh, at a position that does not cause overlap. This is not desirable because it destroys the original layout. Therefore we damp the overlap factor by setting sij = min(tij,smax) (6) and try to remove overlaps a little at a time. Here smax > 1 is a number limiting the amount of overlap we are allowed to remove in one iteration. We found that smax =1.5 works well. After minimizing (4), we arrive at a layout that may still have node overlaps. We then regenerate the proximity graph using DT and calculate the overlap factor along the edges of this graph, and redo the minimization. This forms an iterative process that ends when there are no more overlaps along the edges of the proximity graph. For many graphs, the above algorithm yields a drawing that is free of node overlaps. For some graphs, however, especially those with nodes having extreme aspect ratios, node overlaps may still occur. Such overlaps happen for pairs of nodes that are not near each other, and thus do not constitute edges of the proximity graph. Fig. 1(a) shows the drawing of a graph after minimizing (4) iteratively, so that no more node overlap is found along the edges of the Delaunay triangulation. Clearly, node 2 and node 4 still overlap. If we plot the Delaunay triangulation (Fig. 1(b)), it is seen that nodes 2 and 4 are not neighbors in the proximity graph, which explains the overlap. To overcome this situation, once

8 7 6 8 7 6

9 5 9 5

11 11

10 4 with an extremely looong label 10 4 with an extremely looong label 2 with a 2 with a 1 tall 3 1 tall 3 label label

Fig. 1. (a): A graph layout where nodes 2 and 4 overlap. (b): the proximity graph (Delaunay triangulation) of the current layout. No two nodes linked by an edge of the proximity graph overlap.

the above iterative process has converged so that no more overlaps are detected over the DT edges, we apply a scan-line algorithm [3] to find all overlaps, and augment the proximity graph with additional edges, where each edge consists of a pair of nodes that overlap. We then re-solve (4). This process is repeated until the scan-line algorithm finds no more overlaps. We call this algorithm PRISM (PRoxImity Stress Model). Concerning its complexity, Delaunay triangulation can be computed in O(|V |log(|V |)) time [6, 12, 20]. The scan-line algorithm can be implemented to find all the overlaps in O(l|V |(log|V | + l)) time [3], where l is the number of overlaps. Because we only apply the scan-line algorithm after no more node overlaps are found along edges of the proximity graph, l is usually a very small number, hence this step can be considered as taking time O(|V |log|V |). The proximity stress model (4), like the standard stress model (5), can be solved using the stress majorization technique [8] with a conjugate gradient algorithm. Because we use DT as our proximity graph and it has no more than 3|V |− 3 edges, each iteration of the conjugate gradient algorithm takes a time of O(|V |). Overall, therefore, PRISM takes O(t(mk|V | + |V |log|V |)) time, where t is the total number of iterations in the two main loops, m is the average number of stress majorization iterations, and k the average number of iterations for the conjugate gradient algorithm.

4 Numerical Results

To evaluate the PRISM algorithm and other overlap removal algorithms, we apply them as a post-processing step to a selection of graphs from the Graphviz [9] test suite. This suite, part of the Graphviz source distribution, contains many graphs from users. As such, these are good examples of the kind of graphs actually being drawn. Our baseline algorithm is Scalable Force Directed Placement (SFDP) [16], a multilevel, spring-electrical algorithm. Using the layout of SFDP, we then apply one of the overlap removal algorithms to get a new layout that has no node overlaps, and compare the new layout with the original in terms of dissimilarity and area. In Table 1, we list the 14 test graphs, the number of vertices and edges, as well as CPU time1 for PRISM and three other overlap removal algorithms. The graphs are selected randomly with the criteria that a graph chosen should be connected, and is of relatively large size. We compared PRISM with an imple- mentation in Graphviz of the solve VPSC algorithm [3]2, hereafter denoted as VPSC, as well as VORO, the Voronoi cluster busting algorithm [10,22]. The ﬁnal algorithm is the ODNLS algorithm of Li et al. [21], which relies on varied edge lengths in a spring embedder. The initial layout by SFDP is scaled so that the average edge length is 1 inch. From the table, it is seen that PRISM is usually faster, particularly for large graphs on which it scales much better. The others are slow for large graphs, with VORO the slowest. Table 2 compares the dissimilarities and drawing area of the four overlap removal algorithms. The smaller the dissimilarities and area, the better. The ODNLS algorithm performs best in terms of smaller dissimilarity, followed by PRISM, VPSC and VORO. In terms of area, PRISM and VPSC are pretty close,

1 All timings were derived on a 4 processor, 3.2 GHz Intel Xeon CPU, with 8.16 GB of memory, running Linux. 2 A stand alone version of solve VPSC by the authors of this algorithm has also been tried but was found to oﬀer no advantage over VPSC. VPSC itself was also contributed originally by the same authors to Graphviz. Table 1. Comparing the CPU time (in seconds) of several overlap removal algorithms. Initially the layout is scaled to an average edge length of 1 inch.

Graph |V | |E| PRISM VPSC VORO ODNLS b100 1463 5806 1.44 14.85 350.7 258.9 b102 302 611 0.14 0.10 4.36 5.7 b124 79 281 0.03 0.01 0.02 0.5 b143 135 366 0.04 0.01 0.47 1.3 badvoro 1235 1616 0.54 71.15 351.51 73.6 mode 213 269 0.09 0.09 2.15 2.1 ngk10 4 50 100 0.01 0.00 0.02 0.14 NaN 76 121 0.01 0.01 0.11 0.27 dpd 36 108 0.01 0.01 0.02 0.1 root 1054 1083 0.89 7.81 398.49 46.9 rowe 43 68 0.00 0.00 0.04 0.1 size 47 55 0.01 0.00 0.06 0.09 unix 41 49 0.01 0.00 0.04 0.07 xx 302 611 0.13 0.10 8.19 5.67

and both are better than ODNLS and VORO, which can give extremely large drawings. Indeed, in terms of area, scaling outperformed ODNLS and VORO in 20%-30% of the examples. Comparing PRISM with VPSC, Table 2 shows that PRISM gives smaller dissimilarities most of the time. The two dissimilarity measures, σdist and σdisp, are generally correlated, except for ngk10 4 and root. Based on σdist, VPSC is better for these two graphs, while based on σdisp, PRISM is better. The first row in Fig. 2 shows the original layout of ngk10 4, as well as the result after applying PRISM and VPSC. Through visual inspection, we can see that PRISM preserved the proximity relations of the original layout well. VPSC “packed” the labels more tightly, but it tends to line up vertices horizontally and vertically, and also produces a layout with aspect ratio quite different from the original graph. It seems that σdist is not as sensitive in detecting differences in aspect ratio. This is evident in drawings of the root graph (Fig. 2, second row). VPSC clearly produced a drawing that is overly stretched in the vertical direction, but its σdist is actually smaller than that of PRISM! Consequently, we conclude that σdisp may be a better dissimilarity measure. The fact that VPSC can produce very tall and thin, or very short and wide, layouts is not surprising, and has been observed often in practice. VPSC works in the vertical and horizontal directions alternatively, each time trying to remove overlaps while minimizing displacement. As a result, when starting from a layout with severe node overlaps, it may move vertices significantly along one direction to resolve the overlaps, creating drawings with extreme aspect ratios. In fact, for 9 out of 14 test graphs, VPSC produces layouts with extreme aspect ratios. PRISM does not suffer from this problem. Table 2. Comparing the dissimilarities and area of overlap removal algorithms. Results 6 shown are σdist, σdisp and area. Area is measured with a unit of 10 square points. Initially the layout is scaled to an average length of 1 inch.

Graph PRISM VPSC VORO ODNLS σdist σdisp area σdist σdisp area σdist σdisp area σdist σdisp area b100 0.74 0.38 14.05 0.76 0.72 18.91 - - - 0.33 0.20 1.02E3 b102 0.44 0.25 2.45 0.58 0.8 2.71 0.8 0.3 31.79 0.30 0.16 53.13 b124 0.65 0.37 1.04 0.78 0.73 0.91 0.86 0.39 13.42 0.33 0.19 14.79 b143 0.59 0.35 1.5 0.78 0.83 2.16 0.99 0.45 22.91 0.49 0.34 23.79 badvoro 0.34 0.15 12.58 0.61 0.75 13.85 2.29 0.65 3.01E3 0.31 0.26 318.66 mode 0.59 0.37 0.79 1.02 0.77 1.29 0.97 0.54 10.84 0.38 0.27 49.45 ngk10 4 0.41 0.16 0.33 0.39 0.3 0.25 0.48 0.26 0.52 0.22 0.13 2.30 NaN 0.4 0.2 0.72 0.54 0.65 0.71 0.56 0.28 5.04 0.26 0.15 5.10 dpd 0.34 0.18 0.25 0.51 0.4 0.18 0.48 0.32 0.45 0.37 0.29 1.30 root 0.71 0.3 16.99 0.6 0.75 17.68 4.09 0.94 6.93E9 0.29 0.22 950.01 rowe 0.33 0.14 0.22 0.44 0.31 0.19 0.49 0.26 0.95 0.27 0.12 2.10 size 0.37 0.2 0.47 0.77 0.74 0.4 0.62 0.35 1.27 0.32 0.20 4.14 unix 0.39 0.23 0.39 0.51 0.67 0.36 0.6 0.35 0.85 0.26 0.13 2.35 xx 0.42 0.25 3.96 0.57 0.82 3.9 0.97 0.34 58.83 0.29 0.14 74.00

37 44

42 41 1 40

22 26 26 30 2 28 42 31 29 1 44 37 3 44 37 1 47 38 42 41 22 41 8 9 11 32 30 20 40 3 30 40 13 24 39 29 22 28 10 33 29 20 3 25 16 2 31 47 2 31 8 6 49 18 35 32 8 28 32 47 13 9 20 13 9 15 48 38 33 38 10 50 46 16 6 16 11 10 11 7 24 39 46 39 33 6 14 25 24 45 18 35 48 46 12 43 43 49 25 49 14 35 48 27 50 15 45 34 7 12 19 18 50 43 14 7 15 45 19 34 27 36 12 17 4 19 34 27 36 17 4 21 5 17 4 5 23 5 23 36 21 21 23 ngk10 4 ngk10 4+PRISM ngk10 4+VPSC

3ef07ae75d29a707

805004328dad9d315d

3d475ea3aeca51b60212dd

5838586c293d455

f4c69e5e212f89348122e8

6b3f3fa236bb90592d23a

678bf739c344b9ad41da1

dd12f26f8d9bb55

6fb7a84e370ef70feac5cb

30d9d350943c0e3ff7594b50

6d4a4a5a5af91b895272c30

4280833ef80172

83c397b8bf7f

396b16a892fe

83c397b8bf7f

396b16a892fe

5d69639a5e3bdd3d

e0ad365c2fb444358201

3124d3a6ed3381a6341c6

293a225dc56dd1e0564e6bb

b5e86c73d1198f

d550a7f392c787661aadd48

b07bbdc8cca5985d4c4

b5e86c73d1198f

fe4e848cb5291ee59a2

0b8694c9ef9b27b9c3d8

e7a887d88c2318beba51

81e20155999fa64e0ae6fd

284f14a259991806654e74

46125fcc583c0f494a3a1d3

6139fa6adc88d

236E

bbe0a8f93dc1

e3aefac763

bb5e89c8963

e3aefac763

278E

358E

50023f6f88

df5dba74c75b228de48c

e3aefac763

2342b759c03

9d8988c0945d6

4280833ef80172

db6c4213a717bc

398E

71512ec7d43f958f2b6da

7e493ee44b28

3f0a2b4eb62f

552E

214E

634E

438E

402E

400E

406E

768E

448E

408E

504E

476E

404E

216E

efe092824916a5637ee35d439589

da24f74aad2ff519009d1f38c

16da5f1301b36df4df0f

1c07453d584f3d14b1876fdb

4a36db80f1ab1e97

460aed10cc9

460aed10cc9 51e045ca826077ae765

8fa622d9f842c5572a545ed72982

666f11bb45c3a8dcf26e1ed79

34c8c8dc0f6e41c7e7b2

c4d32527b670afb370d643

d93a80739fc1edb41a11b7294

86569bffb49adf6b3d0ebac

69fdd1a1f4768c5efe7

c4f31ea3844e12da27ad47c6

383db224d7508ef072bea21d0

17dafa5ebaafd48440e3

d378760b814eaecb6efe636e0efc4 e842

412E b69e426d974e1907e88

30c3f3bf8463d3843dc57d8e98

4dccb

e851f5ddd920 c90f755c8b6612d

2832ed5cea6 48398d080dfcccced48da1980

e153c6e676c7369b285b4e9033a

3f16509139c7dad5163b91799

e03b8bc0435a

660ffeb76fc59

35b8742610

fb16636aae

975fedfb64df

b5f038f79a3

81bcc35f82891

fe6be3206549f5b5564acde84783

3089106e3b

00cbeb87c182ca0785f

663E

3089106e3b

731857fe189fb398e80a0594

e842 317E

b5c747cc9 3089106e3b

56292d076643 3711

866808df 82a65ed4b69

431430c49 bf

9be88247 0bc7f8f513e0e74b270

23dc3a52fed9c119610b5e8

e1e4c23db39d8bd633c3a

6331b3f

244E f3c4311de0e931f08c232b

1a830d9f

c71aa521578164debd0c5 8b092

ce b4ce21e0a3df1d097277d6

51ec95518d1b3

3089106e3b

05fed5e ff07977fca5513098d220d1eb3a

3b6b2c549de670d7bf5fc0ee d13da6273c9b4da

664E e1fa7f549e5a0893bb42da5

c5255d 010957669f3770aac 1ed5d7f63b8c6

84907547f36d0ff7 318E

c3bbf4 155d892827c33ed3cae3

a9497e0757b0969bde707ed5

681E a849f9d352e

bbb13dc62adf2de2a42b6

5c6a2

a3b6df27179b175c88fa4c9cf9f

aff6d7896e0e142bbc3e78

71e6b

a849f9d352e

4f05b a849f9d352e

ad9142a65f5eab78b4ca5e

8292af691429f8d9ed481ff71ffd 6282bc21f6

3db761b596844f133c

916c686a1e82dba72524a

682E 6a3c6921b0aeceda3

c10cb9baf4dcb43e24 78

a97ef281eafc34b1630d450a1df

e920b915087

de34214b4c258c9333ec3

a141a557a60912051f3c135

4856000a6802ddfc121ef40432297

876d120b38b0e88817

541ab86a2e

69ce90c9b2 71e6b

be233fafa38d931d894

460aed10cc9

6577

d2498

0f5db6ce12751ddcc64e

e920b915087

a849f9d352e

f33ec11db496f7bfcb024f

212af4

f36cce089

dd84fe6a65cfac7bca03ebd 89a36b13f8c344b

a5a

b701e7

3ef07ae75d29a707 ac6e99186 c

587E f2e7cc 3d475ea3aeca51b60212dd 5838586c293d455 49E 648E

e5 a849f9d352e 16c3ae29c0bc713

f2a57e4d4f0cec516891e3 cfdf1932665dcb4cd3c

8a9eb2806b0aa

247e407f45b353f8 3ef07ae75d29a707 454E 71e6b

462E

f4c69e5e212f89348122e83d475ea3aeca51b60212dd805004328dad9d315d5838586c293d455 380E 4ff4e275c710c3b 6fb7a84e370ef70feac5cb678bf739c344b9ad41da16b3f3fa236bb90592d23add12f26f8d9bb55 805004328dad9d315d 74e86 6b3f3fa236bb90592d23a bb828f1a326 e9 30d9d350943c0e3ff7594b50 297E 459E 964b86fc1bba0e 9652ab8b55fdb2a36d1f3fe020

9dd5bf47f

30d9d350943c0e3ff7594b506d4a4a5a5af91b895272c30 a4c7d0 bd2484

4f6f7f

7ab64a969

28533c bce

4280833ef801724280833ef80172 678bf739c344b9ad41da1 69 316E

66c0220688a999aaf7f1702d1

f4c69e5e212f89348122e8 396b16a892fe396b16a892fe83c397b8bf7f83c397b8bf7f 588E 4280833ef80172 360E

67513d

6d4a4a5a5af91b895272c30

dd12f26f8d9bb55 298E 460E 8e24e9b4e

72cbb37db85ed3c6eda5dcf8

d550a7f392c787661aadd48b07bbdc8cca5985d4c4293a225dc56dd1e0564e6bbe0ad365c2fb4443582013124d3a6ed3381a6341c65d69639a5e3bdd3db5e86c73d1198f 418E

71a48d11b2e7e56b1df128bd

fe4e848cb5291ee59a2b5e86c73d1198f 70815f0352b43dc1562133ab6eb

0f6784e49852c0be0da23b16

6fb7a84e370ef70feac5cb 396b16a892fe ef8b68bb5772f3 e7a887d88c2318beba5181e20155999fa64e0ae6fd0b8694c9ef9b27b9c3d8 4280833ef80172 8cd4d 396b16a892fe 67b6a4dca3a6d 6bce02baf91781a831e1b95 4280833ef80172 6c541cad8de1b15 3e814305b42beb41b8c706 284f14a259991806654e74 33ff9e43d5ab 6236a67933a619a6a3d48 f52a45620969f0df4e6ae1dcd7

46125fcc583c0f494a3a1d36139fa6adc88d236E 83c397b8bf7f 90cc275011c2013c61eb11 c935c7f4d1090ac 83c397b8bf7f 31f2f9aef958979f9f3532b9b 4f2e020854dfacce46a12

e3aefac76350023f6f88bb5e89c8963bbe0a8f93dc1e3aefac763358E 278E d4f958b03a98

03716a2c341e5edaa31 396b16a892fe df5dba74c75b228de48c9d8988c0945d64280833ef80172e3aefac7632342b759c03 4cc20a0b7651e486 5d69639a5e3bdd3d

5256925081c812

be8f4199f 4280833ef8017271512ec7d43f958f2b6dadb6c4213a717bc398E 383f5c65cc6c25aa0a0e6dbb 50962c93b4cb293f5beb59eb b5c747cc9 1c08373 f66fe4df3d189e69ce10c9c 151E 83c397b8bf7f 5f2592b20f13356b7fc8b42 41a8b095c7fd3 5ce1fcfb042b 1c08373

7e493ee44b28 375E 1322fb0818783e6f9a4f173d47c52

171192dc1f8e6ea551548a910c00

3f0a2b4eb62f552E be8f4199f e079d2c b07bbdc8cca5985d4c4 666f11bb45c3a8dcf26e1ed79 8fa622d9f842c5572a545ed72982 d550a7f392c787661aadd48 eccfe5ff0af70fe9fbec8b2360f90 e0ad365c2fb444358201 21407f8a6d7 438E402E768E400E634E214E406E be8f4199f e079d2c

1ff8ff951ee9 483E 21407f8a6d7

531806429433 504E448E408E476E 01db23a60422ba93a68611cc0 f22c27c0f0a54e f490de272a7f6e4af346d40 293a225dc56dd1e0564e6bb 9696c0950295d8cb5 b5e86c73d1198f 629e42 404E d285240b89cb c6b5321a 1f5df34ad75a55a76ef4afa0a47 be8f4199f 151bcc2a8de7ea634 216E 00265 26a185dde9a93dd 3124d3a6ed3381a6341c6 aeb8 248df40dae 8d0d8314d211d80 e7a887d88c2318beba51 fe4e848cb5291ee59a2 473E b1ffbabb24d71f67d1e0ce23c51 d93a80739fc1edb41a11b7294 86569bffb49adf6b3d0ebac 34c8c8dc0f6e41c7e7b2 6139fa6adc88d 376E

08769f73d31c1a99be2d9363f

b5e86c73d1198f 04767 236E 05d4b1ed6a6135eec3abd3f2 f0d99f16

484E

04904a458422a5b9

efe092824916a5637ee35d439589 5c609b12c 22bd92e302816

629e42 761e0f72f95

199E 3089106e3b 15d44ab97 383db224d7508ef072bea21d0 0b8694c9ef9b27b9c3d8 e3aefac763 50023f6f88 2e53009d4a375 7e494b 81e20155999fa64e0ae6fd c4f31ea3844e12da27ad47c6 284f14a259991806654e74 474E 78b2d75d00166 69fdd1a1f4768c5efe7 358E 1c07453d584f3d14b1876fdbda24f74aad2ff519009d1f38c16da5f1301b36df4df0f c29ce10bb8d19b498355aa04

bb5e89c8963 a6a196a504c3a7657d1fa41

4a36db80f1ab1e97 6e186b 1c08373

200E

cd856f

a7167d5eb5408b3839903 dea1d1 d378760b814eaecb6efe636e0efc4

6c89dc59ee7aaebbbd6bb64 d382 4280833ef80172 9d8988c0945d6

30c3f3bf8463d3843dc57d8e98 230cc6bbc66b24eae94fa03d 460aed10cc9460aed10cc9 e3aefac763 278E e3aefac763 97c9d726e27304311901a52ce 46125fcc583c0f494a3a1d3 335E 17dafa5ebaafd48440e3 bbe0a8f93dc1 336E

5a0b4b906a 459236f07c73814faf5 460aed10cc9 46969c4 bb828f1a326

8fa622d9f842c5572a545ed72982 51e045ca826077ae765 4f8c642b53c349c687534bda35db a7a7f3681dad1250b01cf80bc17

ef2d4636934472

666f11bb45c3a8dcf26e1ed7934c8c8dc0f6e41c7e7b2 c4d32527b670afb370d643 8c8b5bde6 e153c6e676c7369b285b4e9033a da24f74aad2ff519009d1f38c 51e045ca826077ae765 4280833ef80172 8c8b5bde6 d93a80739fc1edb41a11b729486569bffb49adf6b3d0ebac69fdd1a1f4768c5efe7 c90f755c8b6612d 4dccb 5f865c374cb3fe976dd376b8 398E 2342b759c03 18083a711d 47cd70f 3eca1f94dc181

383db224d7508ef072bea21d0c4f31ea3844e12da27ad47c617dafa5ebaafd48440e3 e842 30cc206b1878485 1c07453d584f3d14b1876fdb

3f16509139c7dad5163b91799 b9ae94e6935503603341ecf4 d378760b814eaecb6efe636e0efc4 412E b69e426d974e1907e88 428E 23ad1 e03b8bc0435a f496bcf0889b301d77819c 30c3f3bf8463d3843dc57d8e984dccb e851f5ddd920 c54f0fc1e05 2832ed5cea6 214E ddfeabe456a9de5f5784

e153c6e676c7369b285b4e9033a3f16509139c7dad5163b91799c90f755c8b6612d2832ed5cea6 48398d080dfcccced48da1980 e842 660ffeb76fc59 16da5f1301b36df4df0f 552E 699e3db878047 438E aa868f65c34cdb64f1fad19a

402E 9ab6c66dc 4a36db80f1ab1e97 df5dba74c75b228de48c e03b8bc0435a660ffeb76fc59975fedfb64df35b8742610b5f038f79a3fb16636aae 60d0128bdb61ae40e98638bd1391 e842 db6c4213a717bc b630e1af6ae1997f0e8ba750 00cbeb87c182ca0785f 975fedfb64df c4d32527b670afb370d643 81bcc35f82891 b5c747cc9 23ad1 81bcc35f82891 fe6be3206549f5b5564acde84783 792fd6f9df1fa1e33 0bc7f8f513e0e74b270 b4ce21e0a3df1d097277d6 a7c99ccf6ddf6f5ebbe fe6be3206549f5b5564acde8478300cbeb87c182ca0785f3089106e3b 56292d076643866808df 48398d080dfcccced48da1980 35b8742610 634E 14a3c17f3d 162E 768E 3089106e3b663E 431430c49 504E 448E 5c81103c751345d0ee0f4bd

78cc16f965adc5f712ea2372c6

fb16636aae 731857fe189fb398e80a0594 f29dfb9 23ad1 c4fd8 460aed10cc9 406E 71512ec7d43f958f2b6da e851f5ddd920 aac615ae78 b23526044 7528dd86b f8ff39eab120851f143bf19 3089106e3b82a65ed4b69317E3711bf 0bc7f8f513e0e74b270 400E b5c747cc9 b5f038f79a3 460aed10cc9 40f253cd228f7ac2d0aee 3089106e3b 4d22e1 460aed10cc9 e1e4c23db39d8bd633c3a51ec95518d1b39be882471a830d9f6331b3f 8b092244Ece 23dc3a52fed9c119610b5e8c71aa521578164debd0c5f3c4311de0e931f08c232bb4ce21e0a3df1d097277d6 23ad1 731857fe189fb398e80a0594 408E b69e426d974e1907e88

663E f3c4311de0e931f08c232b 550E 010957669f3770aac 6f578c5128

3b6b2c549de670d7bf5fc0ee3089106e3b05fed5e e1fa7f549e5a0893bb42da5ff07977fca5513098d220d1eb3ad13da6273c9b4da 391256c872 bbb13dc62adf2de2a42b6 4e3cfd27a 866808df d6125ef42bd9958 a3ff993 1ed5d7f63b8c6c5255d664E 010957669f3770aac 3089106e3b bdbdb31bd777fb65dd6dd2d0e7 7e493ee44b28 56292d076643 427E a9497e0757b0969bde707ed5681Ec3bbf4318E 155d892827c33ed3cae384907547f36d0ff7 1112164c2f7a 78c8463ea efe092824916a5637ee35d439589 c71aa521578164debd0c5 3711 e842 d8f4a9e463a1e89217f

82a65ed4b69 a3b6df27179b175c88fa4c9cf9f a9012b7bb5 460aed10cc9

e65185ca a3b6df27179b175c88fa4c9cf9faff6d7896e0e142bbc3e78bbb13dc62adf2de2a42b6 5c6a2 a849f9d352e71e6b bf 412E 3dafb9a29c00 8292af691429f8d9ed481ff71ffdad9142a65f5eab78b4ca5e4f05b682E 3db761b596844f133ca849f9d352e78 6282bc21f6 e1e4c23db39d8bd633c3a 3089106e3b 8d5137b16a 3b63cdc0f

9be88247 e1fa7f549e5a0893bb42da5 2c514b0cd8f7d3 c110ba7 4c6c8c 6b1bb9b0e 23dc3a52fed9c119610b5e8 317E

c10cb9baf4dcb43e24 916c686a1e82dba72524a6a3c6921b0aeceda3a97ef281eafc34b1630d450a1df78 84907547f36d0ff7 3b566eaa70ed401479d43a9 aff6d7896e0e142bbc3e78 476E

431430c49 4c6c8c 97a7eea3f

4856000a6802ddfc121ef40432297876d120b38b0e88817a141a557a60912051f3c135 e920b91508771e6bde34214b4c258c9333ec3 b46b0756dba915943839e90a55

6331b3f 8b092 a849f9d352e 499f6985db294c 460aed10cc969ce90c9b2541ab86a2e6577 be233fafa38d931d894 1a830d9f 244E a9497e0757b0969bde707ed5 2ced414a91575a48f2dd29a ce c10cb9baf4dcb43e24 4dbf4395236fb03ed 4c6c8c

dd84fe6a65cfac7bca03ebd0f5db6ce12751ddcc64ef36cce089d2498212af4f33ec11db496f7bfcb024fe920b915087a849f9d352e89a36b13f8c344b 4a9d79c960b8d33e39251e5f66 6282bc21f6 71a48d11b2e7e56b1df128bd 3b6b2c549de670d7bf5fc0ee 3089106e3b a849f9d352e 4b683 5be631dff7b97697be7dc0a2f07f2 ac6e99186 a5a16c3ae29c0bc713 3f0a2b4eb62f 51ec95518d1b3 69ce90c9b2 a849f9d352e 155d892827c33ed3cae3 3dcf8f454 f2a57e4d4f0cec516891e3 e5587E49E 8a9eb2806b0aa247e407f45b353f8a849f9d352eb701e7f2e7cc648E454Ec cfdf1932665dcb4cd3c 71e6b 916c686a1e82dba72524a ff07977fca5513098d220d1eb3a 1aaaab063 a164d9f60fbbdd 6c998bf2a5edd 3e048573fd

8292af691429f8d9ed481ff71ffd 2d886da042b5384b4 05fed5e 876d120b38b0e88817

bb828f1a326297E 380E462E 71e6b 460aed10cc9 78 3bec1c012b498

541ab86a2e ad9142a65f5eab78b4ca5e f28b78d4803c 6577 9652ab8b55fdb2a36d1f3fe02074e864ff4e275c710c3b459Ee9 964b86fc1bba0e b36e0be6f67fc25286127456 6a3c6921b0aeceda3 a54d477232 78 87a7e69a72412 3db761b596844f133c bd24849dd5bf47f7ab64a969a4c7d04f6f7f28533ccf bce be8f4199f 404E de34214b4c258c9333ec3 c3c93c700edc0cb4f95f03c04 6bce02baf91781a831e1b95 3e814305b42beb41b8c706 1ed5d7f63b8c6 d2498 a5a 062fc905b9eb35 360E588E69 66c0220688a999aaf7f1702d1316E 8e24e9b4e d13da6273c9b4da d7c27cc6f7b02a31eb64d

c5255d 5fdf 216E 664E e920b915087 85221d5e9e 298E67513d 460E a97ef281eafc34b1630d450a1df 73d12 dd84fe6a65cfac7bca03ebd f2e7cc ac6e99186 f36cce089 be233fafa38d931d894 c5acd20cad2 87a7e69a72412 71a48d11b2e7e56b1df128bd418E 72cbb37db85ed3c6eda5dcf8 318E 1e1fbbe14ac24e0518 c8fc17180bea86 a141a557a60912051f3c135 9dd5bf47f 330342f283ef2 c3bbf4 deb3089920548bf1ecb23f0d 1c08373 c b701e7 71e6b 421 4c6c8c 8cd4d70815f0352b43dc1562133ab6eb 0f6784e49852c0be0da23b1667b6a4dca3a6d ef8b68bb5772f3 a5520019b8a73bc141b5fd416a 681E 4f2e020854dfacce46a12 16c3ae29c0bc713 cfdf1932665dcb4cd3c 87a7e69a72412 90cc275011c2013c61eb11 6236a67933a619a6a3d48 00d0dd018fe879f96 73e6ed83012 6bce02baf91781a831e1b953e814305b42beb41b8c706 6c541cad8de1b15 e5

bc4824f07a9d2bba6 73ca543bf1

1c08373 a4c7d0 03716a2c341e5edaa31 648E af4a1fac3e2076 90cc275011c2013c61eb116236a67933a619a6a3d4831f2f9aef958979f9f3532b9b f52a45620969f0df4e6ae1dcd7 c935c7f4d1090ac33ff9e43d5ab 3219b6b71443 f33ec11db496f7bfcb024f 89a36b13f8c344b e06cc38155ff6781cf944d745

a849f9d352e 4f2e020854dfacce46a1203716a2c341e5edaa314cc20a0b7651e486 d4f958b03a98 6b5aaa4bdf44b2c898854 87a7e69a72412 4856000a6802ddfc121ef40432297 f2a57e4d4f0cec516891e3 212af4 5c6a2 8a9eb2806b0aa 454E 09e64744536c5e1 4f6f7f 50962c93b4cb293f5beb59ebbe8f4199f1c08373 f66fe4df3d189e69ce10c9c383f5c65cc6c25aa0a0e6dbb5256925081c812 b5c747cc9 c6b5321a 0f5db6ce12751ddcc64e c0b727 62f36ea98a 462E 964b86fc1bba0e 38f162cf917ce7298663a1f1c607 dd2ba36 297E 4cc20a0b7651e486 e920b915087 5f2592b20f13356b7fc8b421c08373 1322fb0818783e6f9a4f173d47c5241a8b095c7fd35ce1fcfb042b 151E 837ebf4bde22e1f1535cb662

50962c93b4cb293f5beb59eb be8f4199f cf 7ab64a969 99237fce1358 238805e2194c3

171192dc1f8e6ea551548a910c00be8f4199f375E 5318064294331ff8ff951ee9 00265 0a185946ee443342b07d8e1

9652ab8b55fdb2a36d1f3fe020 f66fe4df3d189e69ce10c9c 87a7e69a72412 a849f9d352e d0eb84 b354cd9e9dbb0bfa eccfe5ff0af70fe9fbec8b2360f90be8f4199f 21407f8a6d7e079d2ce079d2c9696c0950295d8cb5f22c27c0f0a54e 587E 8e24e9b4e 375E 28533c 5f2592b20f13356b7fc8b42 247e407f45b353f8 3828a2c682419423cf 682E 8cd4d 380E 69 4f05b 784E c471b6fdbfb852661 aeb8 01db23a60422ba93a68611cc0f490de272a7f6e4af346d40629e42483E 21407f8a6d71f5df34ad75a55a76ef4afa0a47151bcc2a8de7ea634d285240b89cb 2 f490de272a7f6e4af346d40 e079d2c bd2484 49E 351dd0aefe480c be8f4199fc6b5321a 248df40dae 26a185dde9a93dd 360E 74e86 3a0ff0 21407f8a6d7 21407f8a6d7 a9058241db5b6b6c25569acdf5 e079d2c e9 ebd8ffc2ac3a90efb8af9 08769f73d31c1a99be2d9363f473E00265376Eaeb8 b1ffbabb24d71f67d1e0ce23c5122bd92e3028168d0d8314d211d80 376E

171192dc1f8e6ea551548a910c00 588E 56e1a896 4ff4e275c710c3b be6b73bd46a7a5183e8c91a

be8f4199f 04767 05d4b1ed6a6135eec3abd3f2f0d99f1604767 444189d179b5db71fe d4b2 3089106e3b 04904a458422a5b9 bb828f1a326 71e6b 52126553e52385d16

70815f0352b43dc1562133ab6eb a031c9192ae8e75 5c609b12c629e42199E484E04904a458422a5b93089106e3b761e0f72f9515d44ab977e494b eccfe5ff0af70fe9fbec8b2360f90

483E f4bef37b6a94bfd00 298E bce fcbd9ad14139718bc6fcc8b4 c29ce10bb8d19b498355aa042e53009d4a375 474E 78b2d75d00166 593caebf2037317648bb451aa79

15d44ab97 6c89dc59ee7aaebbbd6bb64 8606837526d81cdec f0d99f16 316E 76889f7d35e a6a196a504c3a7657d1fa411c08373cd856f6e186b200E 675E

32979f8cf86 629e42 484E f2c7b3bb4d44f977d0ab8a42351 23c1ec53358d237c1 dea1d1d382 a7167d5eb5408b3839903 391256c872 bb828f1a326 761e0f72f95 66c0220688a999aaf7f1702d1 b2babf3244213 0f6784e49852c0be0da23b16 67513d 459E a54092a3033f7d5e41e0a76c1 aa868f65c34cdb64f1fad19a 01db23a60422ba93a68611cc0 b3cadc253f7 7e494b 78b2d75d00166 230cc6bbc66b24eae94fa03d97c9d726e27304311901a52ce335E 6c89dc59ee7aaebbbd6bb64 ca3d67754cf62fdafbf0a1e0 be8f4199f 5c609b12c 5f865c374cb3fe976dd376b8 248df40dae 418E 460E baba65f670ee34a88 a7fe7

4c82921f4ad3f07066540 5a0b4b906a 336Ebb828f1a326459236f07c73814faf5 1ebeec

5ba4693031

22bd92e302816 1467f017b74e fb58e11 4f8c642b53c349c687534bda35db46969c4 459236f07c73814faf5 b4dfef6 964cb56d8f69ff058

3b4fdad8e0429d112 403126 473E 2e53009d4a375 a7a7f3681dad1250b01cf80bc17ef2d46369344728c8b5bde68c8b5bde6 e7ef998 75b14f1719d b630e1af6ae1997f0e8ba750 1112164c2f7a 31f2f9aef958979f9f3532b9b b9ae94e6935503603341ecf4 ad1dd724f1c3e e3a76d31ca59a 5f865c374cb3fe976dd376b847cd70f18083a711d 72cbb37db85ed3c6eda5dcf8 a7e89580 79b69c612 4f0cbd3fbf0cb1e8c 97c9d726e27304311901a52ce 08769f73d31c1a99be2d9363f a7a7f3681dad1250b01cf80bc17 a7167d5eb5408b3839903 3eca1f94dc181 cab04b7c14a 724dabdce9744d061 d8f4a9e463a1e89217f d6125ef42bd9958 67b6a4dca3a6d 02f5daf56e299b8a8ecea892

3eca1f94dc181 474E 30cc206b1878485 9fe65061641 2e1313c a84844dfd0052b3b5

30cc206b1878485 ef2d4636934472 3c2a62e0e5e9f7 8e2d970b2f820ee35 05d4b1ed6a6135eec3abd3f2 629e42 199E 12fcb26b3de00ef98719c2ca cab04b7c14a

428E b9ae94e6935503603341ecf4 ef8b68bb5772f3 a7fe7 16c508ab98483d430bbe

499f6985db294c b1ffbabb24d71f67d1e0ce23c51 585E ef13d45b1277ac9a0444adb 6c541cad8de1b15 cab04b7c14a ee91c97828 aa868f65c34cdb64f1fad19a f496bcf0889b301d77819cddfeabe456a9de5f5784 699e3db878047c54f0fc1e05 23ad1 ddfeabe456a9de5f5784 162E 14a3c17f3d 428E 1aaaab063 8c8b5bde6 8c8b5bde6 c935c7f4d1090ac 00880e6f50c765ebc1f85d3e9

b630e1af6ae1997f0e8ba750 792fd6f9df1fa1e3360d0128bdb61ae40e98638bd13919ab6c66dc 23ad1 a7c99ccf6ddf6f5ebbe c29ce10bb8d19b498355aa04 6e186b 200E 4c6c8c ae32701 4348f3abcb7716 c2f32e2cf9 f496bcf0889b301d77819c 3b566eaa70ed401479d43a9 18083a711d 5c81103c751345d0ee0f4bd 825c7994d5da13afe519861818 60d0128bdb61ae40e98638bd1391 23ad1 ca5af2 cd6 391256c87278cc16f965adc5f712ea2372c65c81103c751345d0ee0f4bd14a3c17f3d162E c4fd8 1c08373 cd856f cab04b7c14a b082f7a5ff 23ad1 90dccb18c0

aac615ae78f29dfb9 23ad17528dd86b fd28c194a46fde909b019c52f f52a45620969f0df4e6ae1dcd7 052bb6e3 47cd70f 11180ae7706510211bc4 f8ff39eab120851f143bf1940f253cd228f7ac2d0aee4d22e123ad1b23526044 427E 6f578c5128 33ff9e43d5ab 41a8b095c7fd3 792fd6f9df1fa1e33 c54f0fc1e05 699e3db878047 aebb7b91b 1e1fbbe14ac24e0518 2ef949c4a39b 4c6c8c 34d06d1ed6 dea1d1 d382 b5c747cc9 254E 427Ed6125ef42bd9958bdbdb31bd777fb65dd6dd2d0e7550E6f578c51284e3cfd27aa3ff993 affb2d716803a2d3e 4c6c8c 4d22e1 340E d4f958b03a98 aac615ae78 f29dfb9 e17fea65 a6a196a504c3a7657d1fa41 b23526044 e7ef998

536264e787cf70469 d8f4a9e463a1e89217f1112164c2f7a a9012b7bb578c8463ea f 335E 78cc16f965adc5f712ea2372c6 cc3f63d 9ab6c66dc 23ad1 f8ff39eab120851f143bf19 a 57f7fd2eecec93c8b 2c514b0cd8f7d33dafb9a29c008d5137b16ae65185ca 3b63cdc0fc110ba7 550E 5ce1fcfb042b 617809d979f 672E e49aaa5cc4e44355d6a0

eccf7c722ddf 3b566eaa70ed401479d43a94c6c8c 6b1bb9b0e e4dba079d5fcb1f165920a3bf 4b683 78c8463ea 5be631dff7b97697be7dc0a2f07f2 c0b727 4dbf4395236fb03ed 4e3cfd27a 296E 3acbf8a1537e4e1a1 336E 4c6c8c 499f6985db294c4c6c8c2ced414a91575a48f2dd29ab46b0756dba915943839e90a5597a7eea3f 6b5aaa4bdf44b2c898854 5256925081c812 a7d2 713db1c1 4f2de229621272 8d5137b16a 3dafb9a29c00 2c514b0cd8f7d3 647 285E 8896166adc0 151E 383f5c65cc6c25aa0a0e6dbb dd2ba36 bdbdb31bd777fb65dd6dd2d0e7 df61d5f5fc 5807acd8d58e006f43 46969c4 4dbf4395236fb03ed 07283 3dcf8f454 4f35e206816c3bd22

230cc6bbc66b24eae94fa03d 837ebf4bde22e1f1535cb662 23ad1 319E 472a156cf2b55f 96deede0c6b44119 a9012b7bb5 f22c27c0f0a54e 332E 4c6c8c 6bbd5b422edb8e358dcc20eecf9

b46b0756dba915943839e90a55 626E f20f7f513e 320E 75eea05672a5

5be631dff7b97697be7dc0a2f07f24a9d79c960b8d33e39251e5f663dcf8f4544b683 a164d9f60fbbdd 3b63cdc0f 1322fb0818783e6f9a4f173d47c52 3bbfc7bfdbbb1ba1bfad7517 784E a3ff993

6c998bf2a5edd 96325ea c110ba7 5a0b4b906a 421 793E 32979f8cf86 e7ef998 1aaaab0636c998bf2a5edd

15b3ad672cd2f713a 644f112bb0aa452ee7040a

4a9d79c960b8d33e39251e5f66 531806429433 d495de0b35f6 637E b473716

3bec1c012b498 1ff8ff951ee9 09847696ae 2d886da042b5384b43bec1c012b4983e048573fd 52f247fc3b

f28b78d4803c e8ebe1bf5f421c1223

23c1ec53358d237c1 a164d9f60fbbdd d285240b89cb 638E 93ea0 f28b78d4803c b36e0be6f67fc25286127456a54d477232 2ced414a91575a48f2dd29a e65185ca 4f8c642b53c349c687534bda35db 76889f7d35e 8593dcf973b110d00cecdc1e756 2d886da042b5384b4 6b1bb9b0e 3e048573fd c8fc17180bea86 1b34fb150 3aeb78ea51020a44f2d2615436dae 87a7e69a72412 3828a2c682419423cf c5acd20cad2 1d792d81 ebd8ffc2ac3a90efb8af9 b36e0be6f67fc25286127456 cab04b7c14a a7e89580 c3c93c700edc0cb4f95f03c04 cab04b7c14a 73ba1714ee c3c93c700edc0cb4f95f03c04 c5acd20cad2 85221d5e9ed7c27cc6f7b02a31eb64d062fc905b9eb3573d125fdf cab04b7c14a 9696c0950295d8cb5 a96e47ff37983425a3e452095

d0eb84 bc4824f07a9d2bba6 f72564578be 6505e29f4a11d9530 1e1fbbe14ac24e0518330342f283ef2c8fc17180bea8687a7e69a72412 330342f283ef2 151bcc2a8de7ea634 66abc181ac4 89a2505da6179a80202d4a6c3 87a7e69a72412 e2a5d11499b7e 5782807b5f575e0a8

00d0dd018fe879f96421a5520019b8a73bc141b5fd416a4c6c8c deb3089920548bf1ecb23f0d87a7e69a7241273e6ed83012 262E d e618df70814a 85221d5e9e 062fc905b9eb35 97a7eea3f a54d477232 73ca543bf1 73e6ed83012 40b49a5a9bb256c7a3286e56 3b0c08dd2ca bc4824f07a9d2bba63219b6b71443e06cc38155ff6781cf944d745af4a1fac3e207673ca543bf1 3b4fdad8e0429d112 ad1dd724f1c3e e8b bba6e6e194ccf 351dd0aefe480c 27709106

cab04b7c14a 444189d179b5db71fe 3a0ff0 97284d4c3a5d499853f0e 837ebf4bde22e1f1535cb6626b5aaa4bdf44b2c898854dd2ba36c0b72738f162cf917ce7298663a1f1c60709e64744536c5e162f36ea98a87a7e69a72412 ae32701 be6b73bd46a7a5183e8c91a 00d0dd018fe879f96 1ed67841 d7c27cc6f7b02a31eb64d 45ba4d4c61c9601a26d59e47e0260 26a185dde9a93dd 1f5df34ad75a55a76ef4afa0a47 1f4f0fdf

c471b6fdbfb852661 47e0067f4d853afd2012f04daa8

2 cab04b7c14a d0eb8499237fce1358b354cd9e9dbb0bfa0a185946ee443342b07d8e1 238805e2194c387a7e69a72412 99bd3e7feeb710 8d0d8314d211d80 73d12 8a 92fb5d4a0805 87a7e69a72412 b354cd9e9dbb0bfa 294E

fa90ddf10bd574 a5520019b8a73bc141b5fd416a 3828a2c682419423cf784E 644E 5fdf 6ba0776fc8e e4e2f4e6d af4a1fac3e2076 8d6e6e0cd9b842a47 99237fce1358 f4bef37b6a94bfd00 62f36ea98a e7ef998 ebd8ffc2ac3a90efb8af9351dd0aefe480ca9058241db5b6b6c25569acdf53a0ff0 c471b6fdbfb8526612 56e1a896 69f2611acc42c36ed7cc e8386a8e1c8a cab04b7c14a 38f162cf917ce7298663a1f1c607

654E 16c508ab98483d430bbe 3c2a62e0e5e9f7 b4dfef6 e3e284d0cc803d98d674f9c3f6d b12441ecff15fa12c be6b73bd46a7a5183e8c91a444189d179b5db71fe56e1a896 52126553e52385d16a031c9192ae8e75 d4b2 a3781072b 256E c4fd8 51e74bec5513083bb 09e64744536c5e1 274E 3ba7afb0e48ae1 76889f7d35e593caebf2037317648bb451aa79f4bef37b6a94bfd00 fcbd9ad14139718bc6fcc8b4 deb3089920548bf1ecb23f0d 226E 1ebeec a7c99ccf6ddf6f5ebbe 548c0081a62132b44 f 79b69c612 40f253cd228f7ac2d0aee 94da691e20e3 e4ae306d9bd669c70 f55670 254E 086 952316a1a5a785 23c1ec53358d237c132979f8cf86 a54092a3033f7d5e41e0a76c1 baba65f670ee34a88b2babf3244213ca3d67754cf62fdafbf0a1e0f2c7b3bb4d44f977d0ab8a423518606837526d81cdecb3cadc253f7 675E 508E a9058241db5b6b6c25569acdf5 3219b6b71443 a031c9192ae8e75 238805e2194c3 87a7e69a72412 9f 290907417e13 b4dfef61ebeec5ba4693031 4c82921f4ad3f07066540 a7fe7 617809d979f a54092a3033f7d5e41e0a76c1 800422ab81d804eef3e7b91dfba91 a 593caebf2037317648bb451aa79 8606837526d81cdec f787d827958c 675E 63a3d4fb9d38a0182be6e39e76 3b4fdad8e0429d112ad1dd724f1c3ee7ef998 79b69c612 1467f017b74e964cb56d8f69ff05875b14f1719de3a76d31ca59afb58e11403126 1927c743a0d440a5a0 88d8b220746882d

00880e6f50c765ebc1f85d3e9 2a9caef7 340E 9fe65061641 cab04b7c14a baba65f670ee34a88 319bc900218b cab04b7c14a02f5daf56e299b8a8ecea892a7e89580 9fe65061641724dabdce9744d061 4f0cbd3fbf0cb1e8c 6a80cbe 63b079bd5847 cab04b7c14a 2ef949c4a39b 4e8259973f1f

7528dd86b 30417faf916 16c508ab98483d430bbe3c2a62e0e5e9f7cab04b7c14a12fcb26b3de00ef98719c2ca a84844dfd0052b3b5 8e2d970b2f820ee352e1313cef13d45b1277ac9a0444adb a7fe7 d4b2 e06cc38155ff6781cf944d745 eccf7c722ddf 02f5daf56e299b8a8ecea892 b3cadc253f7 585E d2647f8b6d8661d08 52126553e52385d16 87a7e69a72412

12fcb26b3de00ef98719c2ca fcbd9ad14139718bc6fcc8b4 af4abb0d6a99

00880e6f50c765ebc1f85d3e9cab04b7c14a ee91c97828585E c2f32e2cf9 319E a7d2 df61d5f5fc 1467f017b74e b2babf3244213 75b14f1719d a7fe7 2dd8cc4d693415f93c0f8fc f95344b0ae31693f3a2746597d4

e343cea291b79a2ed4e

cab04b7c14aae32701 ca5af2 4348f3abcb7716825c7994d5da13afe519861818cd6 b79798b186d6b82288e8be4017d 4c82921f4ad3f07066540 296E 672E 4348f3abcb7716 5ba4693031 64ef1d545 815cc0b83d733

2ef949c4a39be7ef998 340E254E11180ae7706510211bc4fd28c194a46fde909b019c52f052bb6e390dccb18c0aebb7b91bb082f7a5ff ee91c97828 ca3d67754cf62fdafbf0a1e0 fb58e11 3b0a8a1c2e5050bd d7203571944b 966d271c22e75c7538 ef6361295eba07

d17f8f4eeb8e63d 964cb56d8f69ff058 6a80cbe 4e4a79111d

a f 536264e787cf7046934d06d1ed6cc3f63de17fea65affb2d716803a2d3e 1a220eb692c e4dba079d5fcb1f165920a3bf ca5af2 4379b5ed 01938827 6a91 644f112bb0aa452ee7040a 3bbfc7bfdbbb1ba1bfad7517 332E 0a185946ee443342b07d8e1 11f088bfd8 e4dba079d5fcb1f165920a3bfeccf7c722ddf617809d979fa7d2296E672Ee49aaa5cc4e44355d6a0 713db1c1 57f7fd2eecec93c8b 3acbf8a1537e4e1a1 93ea0 a84844dfd0052b3b5 724dabdce9744d061 403126 bfc6564cbdeeffac00a141 2e1313c f2c7b3bb4d44f977d0ab8a42351 637E 11180ae7706510211bc4 87a7e69a72412 ca5af2 84e4ede82074 a49284e9 9 df61d5f5fc319E07283332E 5807acd8d58e006f43647 285E 4f2de2296212728896166adc0

07283 8e69341faa4489 f2b6201774de40a29b504b1f716

e3a76d31ca59a 617809d979f 3bbfc7bfdbbb1ba1bfad7517626E320E472a156cf2b55f 96325ea4f35e206816c3bd226bbd5b422edb8e358dcc20eecf9 96deede0c6b44119f20f7f513e 052bb6e3 fd28c194a46fde909b019c52f 8e2d970b2f820ee35 4f0cbd3fbf0cb1e8c 7c1767485953d9c2 90dccb18c0 52f247fc3b 7c13bf753da

2573e1bf51f1b307f4640

644f112bb0aa452ee7040a52f247fc3b637E93ea0 638E 793E15b3ad672cd2f713a 75eea05672a5 668d636002 84e4ede82074 d58478d9c273ad4f4b2e091324 6bbd5b422edb8e358dcc20eecf9 cab04b7c14a ee91c97828 4ad5d68f07981a a9a36ef02f d495de0b35f6 626E 7c7c 76E 647 cca7040e47789 8593dcf973b110d00cecdc1e7561b34fb150e8ebe1bf5f421c12233aeb78ea51020a44f2d2615436daeb473716 d495de0b35f609847696ae 4f04c39708f

45ba4d4c61c9601a26d59e47e0260 2f43cba12702078b4e0d3bfdae2bc a96e47ff37983425a3e452095 2759e82e30d6d cd6 825c7994d5da13afe519861818 a7fe7 a96e47ff37983425a3e452095cab04b7c14a66abc181ac4f72564578be73ba1714ee1d792d81 6505e29f4a11d953089a2505da6179a80202d4a6c35782807b5f575e0a8 8ea965ab6ee8dedb6c3333e9 320E 4f2de229621272 09847696ae 638E b082f7a5ff affb2d716803a2d3e 3c1edc8de4795936 fbba7215e7c13173a60206 ff9d64ddf49a20f 40b49a5a9bb256c7a3286e56e2a5d11499b7e 262Ee8b bba6e6e194ccf d 3b0c08dd2ca e618df70814a e49aaa5cc4e44355d6a0 cc3f63d 34d06d1ed6 8be752bc95d436a90493bec9 aebb7b91b 47e0067f4d853afd2012f04daa8 ef13d45b1277ac9a0444adb c32d2697e8 84e4ede82074 450d3a2d49cbfd 1f4f0fdf277091061ed6784197284d4c3a5d499853f0e8d6e6e0cd9b842a4745ba4d4c61c9601a26d59e47e026047e0067f4d853afd2012f04daa8 6ba0776fc8efa90ddf10bd574e8386a8e1c8a99bd3e7feeb71092fb5d4a0805 53069e384a2 20949455f573f 52f247fc3b f72564578be e618df70814a 6a91 cab04b7c14ae4e2f4e6d 644E294E8a 51e74bec5513083bbe3e284d0cc803d98d674f9c3f6d a3781072b3ba7afb0e48ae1 19398d3cd6b9c674f 40b49a5a9bb256c7a3286e56 c8a6c26d4fd9f ea920d9f5b295119 69f2611acc42c36ed7ccb12441ecff15fa12c256E654E 548c0081a62132b44e4ae306d9bd669c70 0869f800422ab81d804eef3e7b91dfba91290907417e13952316a1a5a785 3b0c08dd2ca 969a58db14386cb9d2f51ec 1d792d81 e2a5d11499b7e 8593dcf973b110d00cecdc1e756 89a2505da6179a80202d4a6c3 10a7d61c201c67a5e78542807cd 73ba1714ee 536264e787cf70469 8896166adc0 ef42184297591d 57f7fd2eecec93c8b 9b6c 285E e17fea65 4f35e206816c3bd22 94da691e20e3f55670226E274E508E63a3d4fb9d38a0182be6e39e7688d8b220746882df787d827958c 549fa15d68f0b3bee6192f888cd8 1b34fb150 5807acd8d58e006f43 f20f7f513e 99bd3e7feeb710 f722890f70a32dce3baff371a 1927c743a0d440a5a0cab04b7c14a6a80cbe 2a9caef7319bc900218b30417faf91663b079bd58474e8259973f1f 800422ab81d804eef3e7b91dfba91 ac34ec0f0488b17ec

66abc181ac4 44cbb41a9cfc15497eacd294 c2f32e2cf9 a2984b7a11e49440420058c1d80

2dd8cc4d693415f93c0f8fccab04b7c14a af4abb0d6a99 d2647f8b6d8661d08e343cea291b79a2ed4eb79798b186d6b82288e8be4017df95344b0ae31693f3a2746597d4 9fe716e738eaea34e

615cd6b5e3d21c 609E 5997cb0c083422 92fb5d4a0805 e8b 6ba0776fc8e 2a47a6a27 966d271c22e75c75384379b5ed6a80cbe 3b0a8a1c2e5050bd64ef1d545ef6361295eba07815cc0b83d733 d7203571944b eff3468631dd4 262E 472a156cf2b55f 96deede0c6b44119 3acbf8a1537e4e1a1 a3781072b 15b3ad672cd2f713a 75eea05672a5 331675c046693f a8f0fe2eb7bc1471 793E 713db1c1 06209 57948adb5dead 96325ea 11f088bfd8 bfc6564cbdeeffac00a141 4e4a79111d01938827 6a91d17f8f4eeb8e63d1a220eb692c e4e2f4e6d de9efa12873949 cfff3acd8e9d cf5a6049ad f6e6236b48bc3 69f2611acc42c36ed7cc 8e69341faa4489617809d979fa49284e952f247fc3bca5af2 84e4ede820747c13bf753da7c1767485953d9c2 9 f2b6201774de40a29b504b1f716 47ebc3f17 5782807b5f575e0a8 e3e284d0cc803d98d674f9c3f6d e8386a8e1c8a fa90ddf10bd574 0a49c95f107c0aa57c9b5748 668d636002 2573e1bf51f1b307f464084e4ede82074d58478d9c273ad4f4b2e091324 2e31175cbd52fcd08360fe86d20 f95344b0ae31693f3a2746597d4 35b941379e1af658078cffb83a2 bba6e6e194ccf d 88d8b220746882d 952316a1a5a785 58e3dcc618 efb52b499303115c33fd 1ed67841 294E 32c958c9997 a9a36ef02f ee91c97828 4ad5d68f07981a e8ebe1bf5f421c1223 1f4f0fdf cab04b7c14a 27709106 6505e29f4a11d9530 2a9caef7 b656f0ed2202b8e46eb

b473716 3aeb78ea51020a44f2d2615436dae 3aa0ce5efcf79bc3ecced1886e89 af4abb0d6a99 7e0b91491c8c8566892cd9a0889

2759e82e30d6d4f04c39708f8ea965ab6ee8dedb6c3333e97c7c 76E cca7040e47789 eee44624da f7b22b9640 8d6e6e0cd9b842a47 c71043819b6a79 345d26b3f821fe 817 65fd8495 654E fbba7215e7c13173a60206c32d2697e88be752bc95d436a90493bec9 84e4ede82074 ff9d64ddf49a20f f5d636e14a6cd716362158d 1927c743a0d440a5a0 815cc0b83d733 3ba7afb0e48ae1 6819fd5a6cdd280dd 274E 65fd8495 a387210a27b 53069e384a2450d3a2d49cbfd6a9120949455f573f 6bf214d9e7fa5f2df 9f 086 e343cea291b79a2ed4e 1333074979f2d0b 256E 69f4ecb77d

969a58db14386cb9d2f51ec10a7d61c201c67a5e78542807cd19398d3cd6b9c674f9b6c549fa15d68f0b3bee6192f888cd8 c8a6c26d4fd9f b79798b186d6b82288e8be4017d 7c0ab977f5a3c4ab6d625f5033 b12441ecff15fa12c 644E d17f8f4eeb8e63d 8a 4e8259973f1f 558d8534f92fddfe 64ef1d545 63a3d4fb9d38a0182be6e39e76 548c0081a62132b44 e4ae306d9bd669c70 8be0efdd94a6383e87fbfded4f f722890f70a32dce3baff371a 44cbb41a9cfc15497eacd294 ac34ec0f0488b17ec 97284d4c3a5d499853f0e 3b0a8a1c2e5050bd 51e74bec5513083bb f9df653b86fb8df 81 2f43cba12702078b4e0d3bfdae2bc 63b079bd5847 e4b45b7a2f884d3734bfd5985656 51192117f9b4

9fe716e738eaea34e 9c1305d59c37e9be9f13d7d049c

f787d827958c 94da691e20e3 f55670 cca7040e47789 290907417e13 658d208447d8ec5d6de8 32c4684b55361 3c1edc8de4795936 609E 5997cb0c0834222a47a6a27 908f9ad506eae9ab6ada185e3 508E 4ad5d68f07981a 549fa15d68f0b3bee6192f888cd8 842bc5775657c1e0d67 eff3468631dd4 226E a2984b7a11e49440420058c1d80 2dd8cc4d693415f93c0f8fc cab04b7c14a 4e4a79111d 01938827 ef6361295eba07 d2647f8b6d8661d08 2e31175cbd52fcd08360fe86d20 71cf45dd4e91bcca945137b40e ef42184297591d

a8f0fe2eb7bc1471cfff3acd8e9d57948adb5deadf6e6236b48bc3cf5a6049ad47ebc3f17 6a80cbe f2b6201774de40a29b504b1f716 357679fea1e2f af9c489df53 32fe7eee5283 6a91 d7203571944b bfc6564cbdeeffac00a141 84e4ede82074 7c1767485953d9c2 1de26f6b12b0d292f94184 ea920d9f5b295119 0a49c95f107c0aa57c9b5748062092e31175cbd52fcd08360fe86d20 efb52b499303115c33fd b074e f841118350a27b7ea29a9c9d

2a47a6a27 319bc900218b 32fe7eee5283

d4f7b7fba7afcf7a72397353ec 32b98f11f3d01d6 615cd6b5e3d21c acacfc83af504

58e3dcc618 b656f0ed2202b8e46eb32c958c9997 8f7c875500073 331675c046693f

084d4bfa5853e 6c93f24516f01d

3aa0ce5efcf79bc3ecced1886e89 cab04b7c14a ca5af2 ab48d1f65812bc0f8ab6941c3b5 19398d3cd6b9c674f c8a6c26d4fd9f 6819fd5a6cdd280dd 35b941379e1af658078cffb83a2 9 ff9d64ddf49a20f

eee44624da81765fd84956819fd5a6cdd280dd f5d636e14a6cd716362158df7b22b9640 966d271c22e75c7538 6a80cbe 6bf214d9e7fa5f2df 50f4d9b97aefe 020df871874cd 5e80f85274 345d26b3f821fe 8cbae42a3900 de9efa12873949

84e4ede82074 ee91c97828 76E 1a220eb692c 7e0b91491c8c8566892cd9a0889 11f088bfd8 7c13bf753da d58478d9c273ad4f4b2e091324 65fd84956bf214d9e7fa5f2df a387210a27b69f4ecb77d b7b899dc8bc6a32b28cb098fa16 2573e1bf51f1b307f4640 eff3468631dd4 30417faf916 0efbd c71043819b6a79 37f57e81ebed95 7c0ab977f5a3c4ab6d625f50338be0efdd94a6383e87fbfded4f558d8534f92fddfe 51192117f9b4 2f43cba12702078b4e0d3bfdae2bc 8304a439f91fc90b3fe8dd35be8 450d3a2d49cbfd 20949455f573f f6e6236b48bc3 f603819d560c5603259aa05dca 5e80f85274 9c1305d59c37e9be9f13d7d049c908f9ad506eae9ab6ada185e381 658d208447d8ec5d6de8 842bc5775657c1e0d67 3c1edc8de4795936 4379b5ed 9fe716e738eaea34e cf5a6049ad c338481d79773

52f247fc3b e1e8c 632E 10a7d61c201c67a5e78542807cd ac34ec0f0488b17ec 85fc23f1c88b4 558d8534f92fddfe 34d7bb6af4fcd8d630de72500c8 af9c489df5371cf45dd4e91bcca945137b40e1de26f6b12b0d292f94184f841118350a27b7ea29a9c9d32fe7eee5283a2984b7a11e49440420058c1d80ea920d9f5b295119ef42184297591d 617809d979f 102f1 f9df653b86fb8df 8e69341faa4489 7c7c 6a91 e84330eef281284a c4507c22d19 357679fea1e2f b074e32b98f11f3d01d68f7c87550007332fe7eee5283 615cd6b5e3d21c 65694ca6d575 e1d01ef89f 1333074979f2d0b

f1b0d754353a6 88ebe2e8782c fc73 50f4d9b97aefe

a9a36ef02f 8be752bc95d436a90493bec9 84e4ede82074 5997cb0c083422 8304a439f91fc90b3fe8dd35be8 e4b45b7a2f884d3734bfd5985656 ab48d1f65812bc0f8ab6941c3b5 6c93f24516f01d5e80f85274 35b941379e1af658078cffb83a2345d26b3f821fe331675c046693f 8ea965ab6ee8dedb6c3333e9 a8f0fe2eb7bc1471 020df871874cd 32c4684b55361

32fe7eee5283 d9f4abac731a9e 39d025b265f9790490781cb201 37f57e81ebed950efbde1e8cc338481d79773b7b899dc8bc6a32b28cb098fa168cbae42a3900 5e80f852748304a439f91fc90b3fe8dd35be87e0b91491c8c8566892cd9a0889 c71043819b6a79de9efa12873949 51192117f9b4 57948adb5dead a49284e9 f7b22b9640 32c958c9997 02c2ba83680ab57f236a33d702 0668 cfff3acd8e9d 3aa0ce5efcf79bc3ecced1886e89 4995c71223c9f6067324d387a2 88ebe2e8782c 65694ca6d575 34d7bb6af4fcd8d630de72500c8c4507c22d19e1d01ef89f 102f1632Efc73 f9df653b86fb8df1333074979f2d0b357679fea1e2f 47ebc3f17 731E 85fc23f1c88b4 9b6c e4b45b7a2f884d3734bfd5985656020df871874cd50f4d9b97aefe 609E 8be0efdd94a6383e87fbfded4f da0d7bbcf30 57c77c341f94afddef07e6 668d636002 b656f0ed2202b8e46eb c0174bbe7ae8 d4f7b7fba7afcf7a72397353ec 4995c71223c9f6067324d387a2 39d025b265f9790490781cb201 0668 85fc23f1c88b432c4684b55361 bac77c3f414a d9f4abac731a9e

8a46e6 53069e384a2 f722890f70a32dce3baff371a 44cbb41a9cfc15497eacd294 efb52b499303115c33fd 8b98c3ddbe0b336 6a8f5bafb1 acacfc83af504 731E c0174bbe7ae8bac77c3f414a57c77c341f94afddef07e66a8f5bafb1 d4f7b7fba7afcf7a72397353ec8b98c3ddbe0b336e84330eef281284ad9f4abac731a9e084d4bfa5853eacacfc83af504 65fd8495 eedc819a68add6 6a8f5bafb1 084d4bfa5853e 969a58db14386cb9d2f51ec 8b98c3ddbe0b336 53069e384a2 69f4ecb77d e84330eef281284a 2759e82e30d6d 65fd8495 7c0ab977f5a3c4ab6d625f5033 8cbae42a3900 32fe7eee5283 da0d7bbcf30 6a8f5bafb18c932e1e502dcaff5c9b242337c 8c932e1e502dca 32b98f11f3d01d6 c21eb96fe100a1efaa128181b7 ff5c9b242337c c32d2697e8 275a0407e33e9b8aa9cdd0512601085bde1b2450d64509f36901b2105a902ee7791a153512d982 d12bd75c24b110ef90cdd35d3af0268ddddaf0268dddd6a8f5bafb1 f603819d560c5603259aa05dca02c2ba83680ab57f236a33d702 4c52fdd8e396692ee3b6be71d59b4e12f7ff0918f1b0d754353a6 8c932e1e502dca ccceeef40edda78 f603819d560c5603259aa05dca

af0268dddd ee3b6be71d59b

a387210a27b 901b2105a902ee7791 6a8f5bafb1 4e12f7ff0918 4f04c39708f 89ced1a7906d58d687d5a04881d373c96782ef56711c5d6a3f69af0268dddd 6d52dd1b198bbeedc819a68add6 02c2ba83680ab57f236a33d702 f5d636e14a6cd716362158d ff5c9b242337c 9e650e89bb 275a0407e33e9b8aa9cdd051 f1b0d754353a6

4c52fdd8e396692 88a4f0337c2189c3fc7b3104390dec6f1779353c07f5 c21eb96fe100a1efaa128181b7ccceeef40edda78 fbba7215e7c13173a60206 817 06209 16a795a1d63f30df a153512d982 af0268dddd

2601085bde1b2450d64509f36 632E 0a49c95f107c0aa57c9b5748 b7b899dc8bc6a32b28cb098fa16 8fb60d769e4c3878d52f183ece33792703 bdec8c86db51b916a795a1d63f30df 855d26296eda4eb7 1de26f6b12b0d292f94184 6c93f24516f01d 102f1 d12bd75c24b110ef90cdd35d3 21dff35936370ae5f c338481d79773 5e80f85274 881d373 6a8f5bafb1 6d52dd1b198bb 8f7c875500073 ee3b6be71d59b af0268dddd 4995c71223c9f6067324d387a2 c96782ef56711c5d6a3f69 4399cf78123dedd0dfe9776104ac284d73563665b76844ff78fc2cf66ca226fa7360ab81be9d4434a8066f87a88f4ebe7d637c50c1562abef0d8241a738ba39cef12b6a2c4b1d72e2da483a86ae0c62e58f95518f48528 a2c4b1d72e2da483a86ae0c62e5

9c1305d59c37e9be9f13d7d049c 58e3dcc618 eedc819a68add6 38fa61352f5086d2cb51 7204950f6233bf9c9e1f00d4a87049704867bee952ef209509e2a bdec8c86db51b9 89ced1a7906d58d687d5a04 f62b136b2171 4e12f7ff0918 8f95518f48528 eee44624da 5e80f85274 658d208447d8ec5d6de8 88a4f0337c2189c3fc7b31 8a46e6bb92d1da1f38d52f8ff06eff1db45cdf 2043b477ac0393676a4309514d08462bb2eec1a62d19a15865e57c9228f7bfc40c88e6abe9c5958196ed 04390dec6f1779353c07f5 4727c415d06bcbef fc73 ccceeef40edda78 8462bb2eec1a62d19a15865e57c92 4399cf78123dedd0dfe9776104 c21eb96fe100a1efaa128181b7 0668 9e650e89bb 653ae44d45dcadeb481b53027d e1d01ef89f c4507c22d19 16a795a1d63f30df f841118350a27b7ea29a9c9d e33792703 71cf45dd4e91bcca945137b40e bdec8c86db51b9

4727c415d06bcbef53069e384a2f62b136b2171 1727041c622518c9dd24f7c211d66f542ef1ce4d02c59bec65e 8fb60d769e4c387 8f95518f48528 34d7bb6af4fcd8d630de72500c8 8e307415fb435445ced7 e1e8c 4c52fdd8e396692 7204950f6233bf9c9e1f00d4a870 8d52f183ec 797E 801E b9 6a8f5bafb1 49704867bee95 665b76844ff78fc2cf66ca2 af9c489df53 908f9ad506eae9ab6ada185e3 b074e 81 6d52dd1b198bb 2ef209509e2a ac284d73563 a2c4b1d72e2da483a86ae0c62e5 d cef12b6 2043b477ac0393676a4309514d0 855d26296eda4eb721dff35936370ae5f3703059dbc5a838b3b0d9f9d091172dca23 08500a6044fff03efcd597E9ccd974150a18260b207b6584caa31055116421c96b37f72a262bb 85a34bc9616ff be7d637c50c 53069e384a2 38b3b0d9 c0174bbe7ae8 bac77c3f414a 842bc5775657c1e0d67 a738ba39 cd1e9af3dec2 a153512d982 af0268dddd 85a34bc9616ff 8066f87a88f4e

82d201 26fa7360ab81be9d4434a 881d373 8d52f183ec 6a8f5bafb1 4399cf78123dedd0dfe9776104 67219ef689f0146b544 8e307415fb435445ced753069e384a2d 67219ef689f0146b544

801E 8a46e6 1562abef0d8241 af0268dddd 6a8f5bafb1 39d025b265f9790490781cb201 49704867bee95 d886e4b76537a99bc71b8a9331c94 3dafe1619016463f521f 2ef209509e2a 88ebe2e8782c 57c77c341f94afddef07e6 be9c5958196ed af0268dddd 653ae44d45dcadeb481b53027d 7204950f6233bf9c9e1f00d4a870 ab48d1f65812bc0f8ab6941c3b5

f9d09 28f7bfc40c88e6a 21dff35936370ae5f52a6c2063bccd83110c32c72df69b40156a325420f234fdcd0e1fc50261ce8 38fa61352f5086d2cb51 37f57e81ebed95 be9c5958196ed bb92d1da1f38d52f8ff 06eff1db45cdf 1727041c622518c9dd24f7c211 3703059dbc5a8 9e650e89bb 2043b477ac0393676a4309514d0 d12bd75c24b110ef90cdd35d3 8bdb6a91c6dee925b557c705b3c360aaeb167487c9578a8f8dfff 86633c26be93ada8b 53069e384a2 46e412a3 bd7aca295ca 28f7bfc40c88e6a 8462bb2eec1a62d19a15865e57c92 a738ba39 f62b136b2171 6a8f5bafb1 653ae44d45dcadeb481b53027d 0efbd 4727c415d06bcbef 275afb2b215b966d9fac51b96b98df 582E 20f234fdcd0e1fc50261ce8 1727041c622518c9dd24f7c211 797E

801E b9 21dff35936370ae5f d66f542ef1ce4d02c59bec65e 731E 23f94655294d3ff537f2915fa 38b3b0d9 597E 665b76844ff78fc2cf66ca2 89ced1a7906d58d687d5a04 cef12b6 85a34bc9616ff 21dff35936370ae5f 65694ca6d575 8f9cdc26798117dd3e9ee4a8770 c96782ef56711c5d6a3f69 47b2da3d 855d26296eda4eb7 9ccd974150a18260b207b6584caa a77622f2ff77ffeeb24869e993f2bb10f 3703059dbc5a8 08500a6044

c360aaeb167487c9578a8f cd1e9af3dec2 f9d09 1172dca23 fff03efcd 630E cd1e9af3dec2 bf65cfddeb00ff847feae0c d66f542ef1ce4d02c59bec65e 31055116421c96b37f72a262bb 8e307415fb435445ced7 67219ef689f0146b544 1d529eb4 d be7d637c50c 3dafe1619016463f521f

53069e384a2 616d8a7b 3eecb304bab2136a76deda 20f234fdcd0e1fc50261ce8 a8e9 8bdb6a91c6dee925b557c705b3 275a0407e33e9b8aa9cdd051 8fb60d769e4c387 d886e4b76537a99bc71b8a9331c94 21dff35936370ae5f b38049e00

da0d7bbcf30 e3fd0c7b3 52a6c2063bccd83110c32 ff ffd1b1af3b6864078f37e74e1587f3a4d208 30d6138b63eb c72df69b40156a3254 2601085bde1b2450d64509f36 38fa61352f5086d2cb51 04390dec6f1779353c07f5 8df 342E 26fa7360ab81be9d4434a e287d497450664a4c0f4efc338 8cbcf5cb5 9ccd974150a18260b207b6584caa 86633c26be93ada8b e33792703 c360aaeb167487c9578a8f 8c7cd9b93b1cbe48e1 8bdb6a91c6dee925b557c705b3 8066f87a88f4e b9 07 99da1f8a5 31055116421c96b37f72a262bb ff 8f9cdc26798117dd3e9ee4a8770 8df

382E 2d7b7fb6c9ad6821752651f7 275afb2b215b966d9fac51b96b9 8df a2eab7c9fa641e5f

23f94655294d3ff537f2915fa 901b2105a902ee7791 88a4f0337c2189c3fc7b31 0fabab47 a77622f2ff77ffeeb2 8df a77622f2ff77ffeeb2 0a963fef9 444E 4869e993f2bb10f 3cfae 354E 696E 300E 370E 597E 8b06a67a 06eff1db45cdf c0f34a600 bf65cfddeb00ff847feae0c 81dabfaba8 3eecb304bab2136a76deda 08500a6044 fff03efcd 1562abef0d8241 684E b38049e00 9937ccba1469582E 341E ffd1b1af3b6864078f3

ac284d73563 620E 7e74e1587f3a4d208 1d4ea80c7194689d69f9592186616d8a7b630E 8f9cdc26798117dd3e9ee4a8770 797E a2eab7c9fa641e5f 0a963fef9 582E bb92d1da1f38d52f8ff 91ecbe29a71f00ed5a3342E354E 4869e993f2bb10f 1b82200 c5d5be3942 f713a8b311ffa05ce3683ad10 8b06a67a fbdc3ca37406f66635c8b226e 0da9135 fe821bce bf65cfddeb00ff847feae0c 3eecb304bab2136a76deda 422E 234E 52a6c2063bccd83110c32 9937ccba1469 534E 630E 381E 1b13908a9f0763c0ae54af90620808c7cd9b93b1cbe48e1382E620E684E696E300E370E444Ee287d497450664a4c0f4efc338 1d4ea80c7194689d69f9592186 86633c26be93ada8b 616d8a7b

a8e9 503737b64d432c60d6ac557e0e6a78eb40ae56aaa9 a8e9422E234E 3dafe1619016463f521f 91ecbe29a71f00ed5a3

dcc5d5e9d6c4e b62cd1d0a0 342E 354E

444E e64f22a31 81dabfaba8 382E 3cfae07 82d201 bf141dbce 0f167280 8c7cd9b93b1cbe48e1 a8e9 07 369E a8e9

1172dca23 370E 341E6472c2861e0e0dd681bd7aca295ca46e412a3 619E 910b00285f11bb90d0a15641 696E 300E

1b13908a9f0763c0ae54af9062080

dcc5d5e9d6c4ea8e9 95e93c4a1324dfe1a997a3a8173d6c86e9b042865a11d529eb4 a78eb40ae56aaa9 620E 1d4ea80c7194689d69f9592186 d370c12dbc 3f9ddf1ffbc0d38b c96cb3 683E e287d497450664a4c0f4efc338 c72df69b40156a3254

684E 82d201 3f9ddf1ffbc0d38bb62cd1d0a0381E369Ea8e959a8b435ccd5a7a610a8a8f143077ef0f45e70733e1de99da1f8a5e3fd0c7b347b2da3d

234E 422E 01 233E 81dabfaba8 a0befe6dd1ca7b165786835619E683Ea8e907 c0f34a6000da91350fabab471b82200534E 503737b64d432c60d6ac557e0e6

a8e9 676bbe7d1c1fb71742df534ce8233E01 2d7b7fb6c9ad6821752651f7bf141dbce30d6138b63ebe64f22a310f167280fe821bce c96cb38cbcf5cb5 d886e4b76537a99bc71b8a9331c94 a0befe6dd1ca7b165786835 07

95e93c4a13 3cfae

c1c30f30d40c4f1f84924622f 6472c2861e0e0dd681 80874aa8 37d80ae421dba4a70730338860 ffccaa9e381dabfaba8 341E 65a1 bd7aca295ca 533E 24dfe1a997a dcc5d5e9d6c4e 46e412a3 fa2afbd869 81dabfaba8

65a1 6472c2861e0e0dd681 a8e9 95e93c4a13 162d8039483d83b1563a23eb945827dbdd8c5d5be3942 37d80ae421dba4a70730338860 3b1563a23eb9

a8e9 86e9b0428

381E 24dfe1a997a

e82f47b8d4949ba4af69b38cbc199f24ba80192c339a64c0f8128d574c356631b8a9 0acc5bb8ca4fbdc3ca37406f66635c8b226ef713a8b311ffa05ce3683ad10eb8eb881dabfaba8 3a8173d6c 1d529eb4 e82f47b8d4949ba4af69b38cbc19

8f143077e e3fd0c7b3

5a7a610a8a 47b2da3d 6448451ac2ceade90715378b5eea496cc301b2a9721b06bbfa920aa95ddac487676a04e4 45827dbdd8eb8eb8eb8 d370c12dbc

23f94655294d3ff537f2915fa 275afb2b215b966d9fac51b96b9 33e1de 99da1f8a5 6aae8d25951 5e9156098c06446f754ea06f070dbc023e571a876 0acc5bb8ca445827dbdd8910b00285f11bb90d0a1564181dabfaba880874aa8 3a8173d6c 3f9ddf1ffbc0d38b 5a7a610a8a 81dabfaba8 3b2f08d52e4bca3f9ca7bbbd6 b62cd1d0a0 f0f45e707 b06bbfa920aa95dd 8f143077e 86e9b0428 81dabfaba8 f0bd1521 369E 59a8b435ccd 07 0fabab47 bf01c8a262 c1c30f30d40c4f1f84924622ffa2afbd86981dabfaba8 533E

a8e9 c0f34a600

619E 1b82200 162d8039483d8 f8128d574c356631b8a9 9f24ba80192c339a64c0 11bb8ed3ae227d3acefc08dade990b22823b2f08d52e4bca3f9ca7bbbd681dabfaba8 0f94064681dabfaba8f0bd1521 683E 0da9135 33e1de 0f940646 a0befe6dd1ca7b165786835 534E fe821bce 676bbe7d1c1fb71742df534ce8 1d163eac141def176461c6c632ad9c42228bb337f78e145a127014eb43345a0c ac487676a04e4 f78e145a127014eb43345a0c 30d6138b63eb 233E a2eab7c9fa641e5f f0f45e707 8cbcf5cb5 84e4f1c582427a98d7bea890ccca2f7c2107351dca32af03698c988b2218115fa32ff1cb99 bf141dbce 5eea496cc301b2a9721 59a8b435ccd fb039d7a2a9fe73b5f468eba9 e64f22a31 cd0d985a366cad7e173fd00917644f0f1f3e30c72a426929600000f53cdc90c57243373efaba65afb039d7a2a9fe73b5f468eba9a27037332d9fa5c43bcfe94c0 2d7b7fb6c9ad6821752651f7 01 c96cb3

0f167280 b38049e00 24431c3eb075102f07cc2c1be75ba8d840070942eb4e737849e3bdbca0e2256fffa8a59018 37d80ae421dba4a70730338860 5e9156098c064 162d8039483d8 ffccaa9e3 81dabfaba8

c5d5be3942 07f8a9e55a16beddb3c9153b04a38abc630c82b0c48dfbf527186276bb1e23f2c7ffcbe82a0 3b1563a23eb9 a78eb40ae56aaa9 bf01c8a262 0acc5bb8ca4 ffccaa9e3 45827dbdd8 9c9e2e0f2da8758e436c a27037332d9fa5c43bcfe94c0 f713a8b311ffa05ce3683ad10 6448451ac2ceade90715378b eb8 9f24ba80192c339a64c0

cd0d985a366cad7e eb8

eb8 45827dbdd8 24431c3eb075102f07cc2c1be e3bdbca0e2256fffa8a59018 eb8 fbdc3ca37406f66635c8b226e

0acc5bb8ca4 81dabfaba8 3cdc90c57243373efaba65a f8128d574c356631b8a9 ffd1b1af3b6864078f3 e82f47b8d4949ba4af69b38cbc19

eb8 676bbe7d1c1fb71742df534ce8 b06bbfa920aa95dd 91ecbe29a71f00ed5a3 eb8 eb8 eb8 6aae8d25951 ac487676a04e4 45827dbdd8 45827dbdd8 9c9e2e0f2da8758e436c 6448451ac2ceade90715378b

eb8 d370c12dbc

0a963fef9 4a38abc630c82b0c48dfbf5271 75ba8d840070942eb4e737849 eb8

5eea496cc301b2a9721 6aae8d25951 45827dbdd8 7e74e1587f3a4d208 46f754ea06f070dbc023e571a876 910b00285f11bb90d0a15641 0acc5bb8ca4 81dabfaba8

45827dbdd8 80874aa8

11bb8ed3ae227d3acefc 5e9156098c064 8b06a67a 1d163eac141def176461c 46f754ea06f070dbc023e571a876 08dade990b2282 0acc5bb8ca4

07f8a9e55a16beddb3c9153b0 86276bb1e23f2c7ffcbe82a0 bf01c8a262 fa2afbd869

1b13908a9f0763c0ae54af9062080 533E

81dabfaba8 c1c30f30d40c4f1f84924622f

81dabfaba8 81dabfaba8

9937ccba1469 08dade990b2282 6c632ad9c42228bb337 11bb8ed3ae227d3acefc 84e4f1c582427a98d7b cd0d985a366cad7e 0f940646

ea890ccca2f7c2107351 f0bd1521 dca32af03698c988b22 3b2f08d52e4bca3f9ca7bbbd6

6c632ad9c42228bb337

1d163eac141def176461c

f78e145a127014eb43345a0c 503737b64d432c60d6ac557e0e6 dca32af03698c988b22

84e4f1c582427a98d7b

18115fa32ff1cb99 ea890ccca2f7c2107351 18115fa32ff1cb99

fb039d7a2a9fe73b5f468eba9

a27037332d9fa5c43bcfe94c0

0c72a426929600000f5 0c72a426929600000f5

3cdc90c57243373efaba65a

173fd00917644f0f1f3e3

24431c3eb075102f07cc2c1be

173fd00917644f0f1f3e3 e3bdbca0e2256fffa8a59018

75ba8d840070942eb4e737849

07f8a9e55a16beddb3c9153b0

9c9e2e0f2da8758e436c 4a38abc630c82b0c48dfbf5271

86276bb1e23f2c7ffcbe82a0 root root+PRISM root+VPSC

Fig. 2. Divergence of dissimilarity measures: for both graphs, σdist estimates that VPSC gives layout closer to the original, while σdisp predicts the opposite. We experimented with layouts initially scaled suﬃciently so that relatively fewer nodes overlap. For example, when initial layouts were scaled to give an average edge length equal to 4 times the average node size, we found that the performance of VPSC was improved. Nevertheless it still suﬀered from extreme aspect ratio on at least 5 out of the 14 graphs. Figure 3 shows two of these graphs.

hstntx72 hstntx67

hstntx75 hstntx69

hstntx70 hstntx23 brhmal71

hstntx16 hstntx68 brhmal67 tampfl66

hstntx73 hstntx17 hstntx22 brhmal66 tampfl70

hstntx71 snantx62 nsvltn66 nsvltn68 tampfl71 ojusfl71

hstntx74 brhmal72 nworla65 nsvltn67 tampfl69 ojusfl66 ojusfl67

snantx64 brhmal73 nworla64 brhmal68 orlnfl72 ojusfl70

snantx63 brhmal74 nworla62 brhmal70 orlnfl74 ojusfl69

snantx65 brhmal75 nworla63 brhmal69 tampfl68 miamfl60 ojusfl68

hstntx65 brhmal77 nworla68 tampfl67 orlnfl73 orlnfl70 ojusfl81

hstntx64 hstntx80 nworla60 orlnfl71 miamfl62

hstntx60 nworla61 nworla66 orlnfl75 miamfl61

hstntx62 nsvltn81 nworla67 jcvlfl68 jcvlfl66 ojusfl64

dllstx24 brhmal76 brhmal64 brhmal60 tampfl81 orlnfl82 ojusfl61

dllstx72 hstntx61 lsvlky66 brhmal81 tampfl60 miamfl80

snantx80 hstntx63 lsvlky68 brhmal63 tampfl64 jcvlfl67

dllstx70 lsvlky69 brhmal62 tampfl62

ftwotx64 hstntx82 brhmal82 brhmal65 tampfl63

ftwotx61 snantx61 nworla80 lsvlky67 brhmal61 wpbhfl64

ftwotx60 snantx60 lsvlky71 nworla81 orlnfl61 wpbhfl65

stlsmo72 stlsmo76 dllstx71 lsvlky70 orlnfl65 wpbhfl60 hstntx72hstntx75 ojusfl66ojusfl71 ftwotx80 stlsmo69 dllstx25 dllstx67 orlnfl64 ojusfl60 hstntx73 ojusfl67 austtx61 stlsmo73 dllstx22 dllstx28 nsvltn61 orlnfl63 orlnfl78 tampfl65 ojusfl65 wpbhfl61 hstntx70 ojusfl70 austtx64 stlsmo68 hstntx81 nsvltn62 nsvltn63 orlnfl77 tampfl61 ojusfl63 wpbhfl63 hstntx74hstntx71 ftwotx62 austtx60 stlsmo70 dllstx68 dllstx21 nsvltn64 brhmal80 jcvlfl81 ojusfl80 ojusfl62 wpbhfl62 hstntx67 tampfl70tampfl66 ojusfl68ojusfl69 ftwotx63 austtx65 stlsmo74 dllstx29 nsvltn60 nsvltn65 atlnga33 jcvlfl61 wpbhfl80 hstntx16 hstntx69 orlnfl72 ftwotx65 austtx63 stlsmo75 dllstx69 mmphtn65 atlnga32 jcvlfl63 hstntx23 dnvrco79 okcyok61 stlsmo71 dllstx80 mmphtn62 atlnga76 jcvlfl62 orlnfl16 hstntx68 brhmal71 tampfl69tampfl71tampfl68orlnfl73 hstntx17 hstntx22 brhmal67 orlnfl74miamfl60 dnvrco77 dnvrco66 austtx62 stlsmo82 mmphtn63 orlnfl60 atlnga31 jcvlfl60 orlnfl17 brhmal68 dnvrco70 dnvrco67 okcyok62 austtx80 dllstx31 stlsmo64 atlnga25 atlnga75 rlghnc67 nsvltn66nsvltn68brhmal66brhmal70 tampfl67 ojusfl81 nsvltn67 orlnfl71orlnfl75 dnvrco69 okcyok60 stlsmo12 stlsmo63 orlnfl76 tampfl80 jcvlfl64 rlghnc70 hstntx82 brhmal69 dnvrco78 sndgca60 dllstx76 mmphtn64 orlnfl62 atlnga30 jcvlfl65 orlnfl80 ftwotx64 snantx64snantx62 orlnfl70miamfl62 snantx63 brhmal72nworla65 phnxaz10 sndgca65 stlsmo11 stlsmo62 mmphtn61 mmphtn60 chrlnc64 atlnga77 rlghnc69 ftwotx62ftwotx61ftwotx60 snantx61 brhmal73nworla64 jcvlfl68 miamfl61 dnvrco65 sndgca62 tcsnaz63 stlsmo14 dllstx74 lsvlky81 clmasc61 jcvlfl80 rlghnc71 orlnfl15 snantx60snantx65 brhmal74 nworla68 jcvlfl66 phnxaz13 sndgca61 tcsnaz62 stlsmo67 stlsmo60 atlnga71 chrlnc69 chrlnc71 rlghnc66 orlnfl68 ftwotx63ftwotx65 brhmal75nworla63nworla62nworla60nworla67nworla66 tampfl81 ojusfl64 wpbhfl64 anhmca69 phnxaz12 tcsnaz64 dllstx77 atlnga56 atlnga70 orlnfl81 atlnga80 chrlnc60 rlghnc61 orlnfl67 hstntx80brhmal77 ojusfl61 wpbhfl60wpbhfl65 anhmca70 dnvrco68 phnxaz67 tcsnaz65 stlsmo61 atlnga64 atlnga79 clmasc60 chrlnc70 rlghnc62 orlnfl13 nworla61 anhmca67 phnxaz11 sndgca64 okcyok80 stlsmo65 dllstx81 atlnga69 chrlnc65 rlghnc81 orlnfl69 brhmal76 jcvlfl67orlnfl82miamfl80 ojusfl60 hstntx65 anhmca65 phnxaz69 stlsmo13 dllstx73 atlnga59 atlnga78 atlnga16 chrlnc61 rlghnc68 stlsmo76hstntx64 brhmal81brhmal60tampfl64tampfl60 ojusfl65ojusfl63wpbhfl61wpbhfl63 stlsmo72 hstntx60 nsvltn81 brhmal63brhmal62 tampfl62 wpbhfl62 anhmca66 phnxaz68 tcsnaz61 tulsok60 stlsmo66 dllstx78 atlnga65 atlnga58 atlnga34 clmasc62 rlghnc64 hstntx61 brhmal64 anhmca63 sndgca63 tcsnaz60 tulsok67 dllstx55 nsvltn80 atlnga35 atlnga74 rlghnc63 orlnfl08 stlsmo73stlsmo69hstntx62dllstx24hstntx63 brhmal65 tampfl63tampfl65 ftwotx80austtx61stlsmo68 dllstx72 brhmal61 tampfl61 ojusfl62 anhmca60 dnvrco81 tulsok64 dllstx59 dllstx75 mmphtn80 clmasc80 rlghnc60 nybwny75 snantx80dllstx70 anhmca62 sndgca80 dllstx62 atlnga57 atlnga63 atlnga09 rlghnc65 hmsqnj61 nybwny71 stlsmo70stlsmo74 lsvlky69lsvlky66lsvlky68 jcvlfl81 wpbhfl80 dllstx71 anhmca73 anhmca61 phnxaz80 dllstx56 stlsmo81 cncnoh63 chrlnc66 chrlnc62 washdc65 hmsqnj60 nybwny69 austtx60austtx64 dllstx25 lsvlky67 orlnfl16 hstntx67 brhmal82 orlnfl61 anhmca72 anhmca64 tulsok61 tulsok65 stlsmo80 dllstx58 atlnga62 atlnga36 chrlnc63 washdc12 nybwny67 nworla80 ojusfl80 orlnfl15 hstntx69 stlsmo75 lsvlky71lsvlky70nworla81 orlnfl17orlnfl68 hstntx16 austtx65stlsmo71 orlnfl65 atlnga33 hstntx23 anhmca78 anhmca81 tulsok68 dllstx61 atlnga83 chrlnc80 rlghnc80 washdc15 hmsqnj62 nybwny81 hstntx68 austtx63 jcvlfl61 hstntx72 brhmal67 tampfl66 hstntx75 brhmal71 tampfl70 orlnfl72 dllstx67 orlnfl78atlnga32 orlnfl08 hstntx17 anhmca75 anhmca68 shokca65 tcsnaz80 dllstx79 cncnoh64 chrlnc68 gnbonc60 washdc16 nybwny73 dllstx22 orlnfl64 atlnga76jcvlfl63 orlnfl67 hstntx22 austtx62 dllstx28 orlnfl63 nsvltn68 okcyok61 orlnfl77 jcvlfl62 anhmca76 sndgca67 sndgca81 kscymo21 dllstx57 dllstx83 cncnoh61 atlnga67 atlnga72 phlapa72 phlapa70 washdc67 washdc66 atlnga31 brhmal66 tampfl68 orlnfl73 orlnfl60 jcvlfl60 hstntx73 hstntx82 hstntx70 nsvltn66 tampfl69 tampfl71 orlnfl74 miamfl60 ojusfl81 dllstx68 orlnfl13 snantx62 dnvrco79dnvrco66 hstntx81 nsvltn62nsvltn61nsvltn63 tampfl80atlnga25 brhmal72 brhmal68 anhmca77 sndgca68 shokca60 tulsok63 kscymo18 dllstx65 atlnga68 chrlnc67 gnbonc61 phlapa71 hmsqnj80 washdc18 dnvrco67 dllstx29 dllstx21 atlnga75 rlghnc67 snantx64 nsvltn67 brhmal70 okcyok62 dllstx69 rlghnc70 orlnfl71 orlnfl75 dnvrco77 brhmal80 hstntx71 nworla65 tampfl67 orlnfl70 anhmca71 anhmca82 shokca63 tulsok66 phnxaz63 dllstx66 atlnga61 atlnga81 atlnga73 gnbonc62 phlapa75 washdc11 dnvrco70 dllstx80 orlnfl76 atlnga30 hstntx74 brhmal74 nworla64 nsvltn60nsvltn64 jcvlfl64jcvlfl65 orlnfl69 snantx61 brhmal73 dnvrco69 okcyok60 stlsmo82 orlnfl62 snantx63 brhmal69 miamfl62 nsvltn65 nworla68 anhmca79 sndgca66 anhmca80 tulsok62 kscymo67 kscymo63 dllstx60 atlnga60 atlnga37 phlapa73 nwrknj76 mmphtn65 orlnfl80 ojusfl66 dllstx31 atlnga77 jcvlfl68 ojusfl71 rlghnc69 brhmal75 nworla62 nworla60 dnvrco78 sndgca60sndgca65 snantx60 snantx65 nworla63 tampfl81 anhmca74 snfpca66 lsanca29 phnxaz64 kscymo23 mmphtn71 dllstx63 washdc61 phlapa78 phlapa74 nwrknj78 phnxaz10 rlghnc71 nworla66 nworla67 jcvlfl66 miamfl61 anhmca73 austtx80 mmphtn62 mmphtn64 chrlnc64 ftwotx64 ojusfl70 anhmca72 tcsnaz63 stlsmo63stlsmo64mmphtn63mmphtn61lsvlky81mmphtn60 ojusfl67 okldca67 snfpca67 shokca62 lsanca71 phnxaz60 tulsok80 kscymo64 atlnga66 chrlnc81 phlapa76 phlapa77 nwrknj58 anhmca69 dnvrco65 hstntx65 hstntx80 brhmal77 nworla61 tcsnaz62 stlsmo12 rlghnc66 tampfl60 wpbhfl64 dnvrco68 sndgca62 clmasc61 stlsmo76 brhmal60 anhmca70 phnxaz13 tcsnaz64 stlsmo72 hstntx64 brhmal81 snfpca68 grdnca62 lsanca27 phnxaz65 kscymo71 mmphtn70 dllstx82 cncnoh62 cncnoh60 gnbonc80 nwrknj72 washdc17 anhmca78 sndgca61 stlsmo11 dllstx76stlsmo62 chrlnc69jcvlfl80chrlnc71 orlnfl82 ojusfl64 orlnfl81 rlghnc61rlghnc68 tampfl64 jcvlfl67 ojusfl61 ojusfl69 stlsmo14 dllstx74 ftwotx61 hstntx60 brhmal76 nsvltn81 grdnca60 lsanca72 kscymo68 kscymo65 kscymo61 cncnoh81 phlapa58 washdc80 nybwny82 nybwny74 anhmca75 stlsmo60 atlnga71 atlnga80chrlnc60 stlsmo69 tampfl62 wpbhfl60 wpbhfl65 anhmca65anhmca67 phnxaz67phnxaz12 stlsmo67 atlnga56atlnga64atlnga70 rlghnc62 stlsmo73 brhmal64 brhmal63 brhmal62 tcsnaz65okcyok80 chrlnc70 hstntx62 hstntx61 miamfl80 ojusfl68 snfpca65 shokca61 shokca80 kscymo73 kscymo62 kscymo79 atlnga82 phlapa79 nwrknj59 nybwny72 phnxaz11 sndgca64 stlsmo65 clmasc60 nybwny75 ftwotx62 hstntx63 tampfl63 ojusfl60 anhmca76 tcsnaz61 dllstx77 atlnga79 ftwotx80 stlsmo68 anhmca77 anhmca68anhmca66 stlsmo13 stlsmo61 rlghnc81 austtx61 dllstx24 lsvlky66 lsvlky68 tampfl61 tampfl65 dllstx81 brhmal65 brhmal61 wpbhfl61 okldca81 shokca64 lsanca19 kscymo69 kscymo81 lsvlky62 washdc64 phlapa82 nwrknj75 nwrknj57 nwrknj69 phnxaz69 dllstx73 atlnga69atlnga78 chrlnc65 rlghnc64 dllstx72 lsvlky69 anhmca71 tulsok60 dllstx78 atlnga59 clmasc62chrlnc61 rlghnc63 nybwny71 lsvlky67 ojusfl65 ojusfl63 tcsnaz60 stlsmo66 ftwotx63 ftwotx60 wpbhfl63 grdnca61 grdnca80 lsanca26 phnxaz62 kscymo80 kscymo76 cncnoh69 washdc63 nwrknj70 nwrknj79 nwrknj21 nybwny76 phnxaz68 atlnga65nsvltn80 atlnga16 jcvlfl81 ojusfl80 sndgca67 sndgca63 dllstx75 atlnga58 atlnga34 nybwny69 snantx80 orlnfl61 anhmca63 chrlnc62 rlghnc60 nybwny67 dllstx71 brhmal82 wpbhfl62 snjsca61 phnxaz70 dnvrco60 kscymo24 kscymo60 kscymo77 lsvlky60 washdc62 nwrknj73 nwrknj77 nwrknj67 nybwny70 ftwotx65 stlsmo74 dllstx70 lsvlky70 anhmca79 dnvrco81 tulsok67 dllstx55 mmphtn80 austtx60 nworla81 ojusfl62 anhmca60 atlnga63atlnga35 austtx64 stlsmo70 lsvlky71 orlnfl65 anhmca74 anhmca62 atlnga74 rlghnc65 nybwny76 dnvrco79 atlnga33 jcvlfl61 snfpca81 lsanca70 dnvrco62 phnxaz61 phnxaz81 mmphtn81 kscymo78 lsvlky61 cncnoh73 phlapa59 bltmmd66 nwrknj22 nybwny66 sndgca68 tulsok64 atlnga57 chrlnc63 hmsqnj61 dnvrco66 dllstx25 orlnfl78 okldca66 sndgca80 tulsok65 dllstx59 clmasc80 hmsqnj60 dllstx67 nworla80 nsvltn63 anhmca61 dllstx62 nybwny70 dnvrco67 dllstx22 dllstx28 atlnga76 jcvlfl63 wpbhfl80 orlnfl16 anhmca82 dllstx56 dnvrco77 austtx63 stlsmo75 atlnga32 snjsca60 phnxaz75 lsanca80 kscymo22 mmphtn69 kscymo58 chcgil63 lsvlky63 cncnoh72 washdc60 bltmmd64 nwrknj68 nybwny77 sndgca66 phnxaz80 atlnga09 austtx65 stlsmo71 orlnfl64 orlnfl15 okldca71 anhmca64 tulsok61 stlsmo81 dnvrco70 okcyok61 orlnfl77 atlnga31 jcvlfl62 dnvrco69 nsvltn61 rlghnc67 anhmca81 chrlnc66 orlnfl60 phnxaz74 dnvrco63 kscymo17 kscymo82 chcgil58 cncnoh71 phlapa83 nwrknj74 nwrknj55 nwrknj16 nybwny68 atlnga36 nsvltn62 okldca68 tulsok68tcsnaz80 dllstx58cncnoh63 chrlnc80 nybwny66 dllstx68 hstntx81 orlnfl63 jcvlfl60 rlghnc70 orlnfl17 orlnfl68 stlsmo80 atlnga62 rlghnc80 hmsqnj62 okcyok62 atlnga25 shokca65 dllstx57 dllstx61 washdc65washdc12 austtx62 dllstx29 atlnga75 dllstx79 dllstx69 dllstx21 orlnfl76 tampfl80 orlnfl08 lsanca28 dnvrco61 kscymo75 mmphtn67 kscymo83 lsvlky80 washdc81 phlapa61 nwrknj56 nwrknj23 kscymo21 dllstx83 atlnga83 nybwny81 nybwny77 dnvrco78 nsvltn64 jcvlfl65 okldca69 tulsok63 kscymo18 chrlnc68 sndgca60 atlnga30 sndgca81 tulsok66 cncnoh64 atlnga72 gnbonc60 anhmca70 phnxaz10 okcyok60 dllstx80 nsvltn60 mmphtn65 nsvltn65 okldca67 jcvlfl64 rlghnc69 orlnfl80 orlnfl67 dllstx65 washdc15 nybwny68 lsanca13 kscymo72 mmphtn68 chcgil60 cncnoh68 nycmny60 phlapa19 bltmmd68 nwrknj20 okldca66 shokca60 cncnoh61 atlnga67 atlnga73 phlapa72phlapa70 sndgca65 stlsmo82 brhmal80 snfpca70 snjsca62 snfpca67snfpca66 shokca63 dllstx66 washdc16 nybwny73 anhmca69 dnvrco65 austtx80 dllstx31 mmphtn64 orlnfl62 atlnga77 orlnfl13 tcsnaz63 snjsca80 phnxaz82 mmphtn66 kscymo59 chcgil79 cncnoh70 phlapa62 nwrknj83 bltmmd71 nwrknj80 rcmdva61 shokca62 tulsok62phnxaz63kscymo67 dllstx60 chrlnc64 snfpca69 snjsca64 anhmca80 atlnga37 anhmca65 dnvrco68 phnxaz13 stlsmo63 stlsmo64 mmphtn63 mmphtn62 mmphtn61 rlghnc61 rlghnc71 atlnga68 chrlnc67 gnbonc61 sndgca62 mmphtn60 rlghnc66 orlnfl69 okldca70 kscymo63dllstx63 atlnga66 atlnga81 phlapa71 anhmca73 tcsnaz64 tcsnaz62 stlsmo12 lsvlky81 okldca71 shokca61 mmphtn71 atlnga61 nybwny74 phnxaz73 dnvrco64 snfcca69 kscymo74 chcgil08 chcgil62 cncnoh82 phlapa18 bltmmd65 nybwny62 lsanca29 phnxaz64 gnbonc62phlapa75 sndgca61 dllstx76 stlsmo62 orlnfl81 slkcut63 okldca65 okldca68snfpca68 lsanca27lsanca71 cncnoh62 washdc67washdc66 stlsmo11 kscymo64 atlnga60 anhmca72 anhmca67 phnxaz67 dllstx74 kscymo23 hmsqnj80 stlsmo14 jcvlfl80 chrlnc71 rlghnc62 rlghnc68 nybwny75 snjsca63 snfcca29 dnvrco80 chcgil80 lsvlky65 nycmny61 phlapa23 nwrknj82 bltmmd63 bltmmd70 nybwny64 grdnca62 phnxaz60 tulsok80 dllstx82 phlapa73 washdc18 phnxaz12 chrlnc69 shokca66 okldca62 chcgil32 shokca64 phnxaz65kscymo71 kscymo61 chrlnc81 tcsnaz65 okcyok80 stlsmo67 stlsmo60 atlnga56 atlnga64 atlnga70 atlnga71 grdnca60 lsanca72 mmphtn70 cncnoh81cncnoh60 nybwny72 clmasc61 rlghnc64 shokca80 kscymo65 anhmca68 phnxaz11 dllstx77 snjsca65 phnxaz71 snfcca68 chcgil72 lsvlky64 nycmny64 phlapa63 phlapa68 bltmmd81 bltmmd69 nybwny61 rcmdva65 okldca69 phlapa74 sndgca64 tcsnaz61 shokca70 slkcut62 anhmca78 phlapa78 anhmca66 stlsmo65 stlsmo61 rlghnc63 hmsqnj61 hmsqnj60 snfpca65okldca81 kscymo68 atlnga82 washdc61 washdc11 phnxaz69 atlnga79 clmasc60 chrlnc60 chrlnc70 nybwny71 kscymo62 tulsok60 stlsmo13 dllstx78 atlnga59 atlnga69 okldca64 okldca80 phnxaz72 snfcca30 kscymo70 chcgil34 chcgil82 chcgil37 nycmny82 phlapa66 noc30k61 nybwny65 rcmdva64 lsanca19 phnxaz62 atlnga80 rlghnc60 nybwny81 shokca71 slkcut65 kscymo73 kscymo79 phlapa77 washdc17 dllstx81 dllstx73 rlghnc81 okldca70 kscymo69 phlapa76 nwrknj76nwrknj78 tcsnaz60 atlnga78 lsanca26 anhmca75 anhmca63 slkcut80 scrmca63 snfcca21 snfcca81 lsanca64 lsanca82 chcgil59 chcgil81 phlapa80 bltmmd62 rcmdva67 grdnca61 nybwny69 nybwny76 slkcut64 kscymo81 lsvlky62 washdc64 nwrknj69 phnxaz68 sndgca63 nsvltn80 atlnga58 rlghnc65 snjsca61snfpca81grdnca80phnxaz70 kscymo24kscymo80 kscymo76 cncnoh69 gnbonc80 nwrknj72nwrknj58 nybwny82 anhmca77 tulsok67 stlsmo66 dllstx55 atlnga65 chrlnc65 nybwny67 snfpca70 kscymo60 washdc63 atlnga16 atlnga34 clmasc62 washdc12 hmsqnj62 dnvrco60 okldca61 lsanca76 scrmca61 scrmca80 lsanca65 snfcca82 chcgil64 chcgil30 phlapa81 nwrknj71 bltmmd67 rcmdva63 phnxaz81 dllstx75 chrlnc61 shokca68 snfpca69 phnxaz61 mmphtn81 kscymo77lsvlky60 phlapa58 washdc80 dnvrco81 sndgca80 tulsok64 washdc65 lsvlky61 washdc62 phlapa79 nwrknj59 nwrknj21nwrknj67 anhmca76 sndgca67 anhmca62 anhmca60 atlnga63 nybwny73 dnvrco62 kscymo22 nwrknj75nwrknj57 anhmca61 tulsok65 dllstx56 dllstx62 atlnga57 mmphtn80 atlnga35 nybwny70 okldca60 lsanca78 lsanca83 snfcca67 snfcca32 lsanca63 chcgil33 chcgil65 nycmny65 phlapa65 bltmmd80 nybwny80 rcmdva80 rcmdva66 snjsca62snjsca60 lsanca70 lsanca80 kscymo78 cncnoh73 phlapa82 dllstx59 atlnga74 chrlnc63 shokca69 phnxaz75 mmphtn69 clmasc80 washdc16 washdc15 kscymo58 lsvlky63cncnoh72 anhmca71 phnxaz80 tulsok61 tulsok68 stlsmo81 rlghnc80 chrlnc62 kscymo82 shokca81 snbrca80 snfcca31 lsanca61 chcgil09 chcgil70 chcgil38 nycmny62 phlapa69 nwrknj64 bltmmd61 nybwny63 phnxaz74 kscymo75kscymo17 washdc60 nwrknj79 nwrknj68nwrknj22 sndgca68 anhmca64 anhmca81 washdc66 nybwny66 shokca67 dnvrco63 kscymo72 nwrknj77 anhmca82 tcsnaz80 dllstx61 cncnoh63 atlnga09 lsanca28 chcgil63 nwrknj70 dllstx57 stlsmo80 dllstx58 chrlnc66 chrlnc80 atlnga36 phlapa70 snjsca64 chcgil58 nwrknj73bltmmd66 sndgca66 kscymo21 atlnga62 washdc67 slkcut61 lsanca58 snfpca62 snfpca80 dnvrco82 lsanca81 chcgil71 chcgil61 chcgil69 nycmny63 washdc82 noc30k80 noc30k60 cmbrma61 rcpknj60 dnvrco61 mmphtn67 kscymo83 phlapa59 tulsok63 gnbonc60 phlapa72 lsvlky80 nwrknj16 tulsok66 kscymo18 dllstx79 hmsqnj80 nybwny77 okldca65 lsanca13 mmphtn68kscymo59 phlapa83 shokca65 sndgca81 anhmca80 washdc18 nybwny74 slkcut63 snjsca80 phnxaz82 cncnoh68cncnoh71washdc81 dllstx83 atlnga83 okldca63 lsanca75 scrmca65 snfcca20 lsanca68 lsanca62 chcgil35 chcgil29 chcgil36 phlapa27 nwrknj81 nycmny37 cmbrma60 rcmdva68 waynpa60 nycmny60phlapa61 bltmmd64 anhmca79 dllstx66 dllstx65 chrlnc68 phnxaz73 kscymo74mmphtn66 chcgil60 nwrknj74nwrknj56nwrknj55 nwrknj23 shokca60 cncnoh64 atlnga72 atlnga73 phlapa71 washdc11 okldca62 snjsca63 chcgil79 phlapa19 anhmca74 lsanca29 phnxaz63 atlnga67 phlapa75 snjsca65 snfcca69 chcgil08 bltmmd68 nwrknj20 tulsok62 cncnoh61 nwrknj76 slkcut60 lsanca74 snfpca63 scrmca62 dnvrco71 lsanca60 snfcca65 cncnoh80 phlapa60 phlapa67 nwrknj65 nybwny60 rcpknj61 waynpa62 dnvrco80 cncnoh70 shokca63 lsanca27 lsanca71 kscymo67 mmphtn71 gnbonc62 dnvrco64 nwrknj83 nwrknj80 rcmdva61 phnxaz64 gnbonc61 nwrknj78 washdc17 nybwny68 nybwny72 cncnoh82 bltmmd71 snfpca66 dllstx63 dllstx60 shokca62 kscymo63 atlnga81 slkcut62 kscymo70 chcgil62lsvlky65 phlapa18phlapa62 nybwny62 atlnga68 chrlnc67 atlnga37 phlapa73 slkcut81 lsanca73 lsanca79 scrmca64 snfcca75 lsanca67 snfcca62 cncnoh14 chcgil39 phlapa22 nwrknj62 cmbrma81 rcpknj80 rcmdva60 waynpa68 okldca64 okldca80phnxaz71phnxaz72 bltmmd65 cncnoh62 atlnga66 atlnga61 shokca66slkcut65 snfcca29 chcgil32 nwrknj82 snfpca67 phnxaz60 kscymo23 snfcca81 chcgil72chcgil80 lsvlky64 nybwny64 shokca61 lsanca72 tulsok80 phlapa74 nwrknj58 nybwny82 chcgil34 chcgil82 bltmmd63 shokca80 phnxaz65 kscymo71 kscymo64 phlapa78 nwrknj69 slkcut67 lsanca59 snfpca61 snfpca60 snfcca83 lsanca31 snfcca61 iplsin81 chcgil68 washdc70 bltmmd60 cmbrma63 rcpknj62 waynpa61 chcgil37 nycmny61 phlapa23 bltmmd70 rcmdva65 mmphtn70 dllstx82 kscymo61 atlnga60 slkcut80 snfcca30snfcca68 lsanca64 lsanca82 nycmny64 rcmdva64 okldca66 washdc61 phlapa76 phlapa77 nwrknj59 snfcca21 bltmmd81 bltmmd69 cncnoh81 cncnoh60 okldca61 snfpca68 okldca67 grdnca62 slkcut68 scrmca67 lsanca77 scrmca60 dnvrco72 lsanca23 lsanca32 snfcca63 cncnoh13 chcgil67 phlapa26 nycmny81 nycmny38 waynpa67 whplny69 okldca60 lsanca65 chcgil59 phlapa63 nybwny61 shokca64 kscymo68 kscymo65 nwrknj72 washdc80 nwrknj57 chcgil81 nycmny82 phlapa68 lsanca26 chrlnc81 nwrknj21 nwrknj67 noc30k61 nybwny65 phnxaz62 kscymo73 kscymo62 phlapa58 shokca70shokca71slkcut64 scrmca63 snfcca82 phlapa66 nwrknj71bltmmd62bltmmd67 grdnca60 lsanca19 kscymo69 atlnga82 washdc64 slkcut66 scrmca69 snfpca64 snfcca80 lsanca30 snfcca60 chcgil83 cncnoh66 washdc73 hrbgpa80 nycmny35 cmbrma65 waynpa65 whplny66 chcgil30 phlapa80 rcmdva67rcmdva63 kscymo79 gnbonc80 phlapa79 shokca81 lsanca61lsanca63 chcgil33 phlapa81 bltmmd80 okldca71 snfpca65 okldca68 nwrknj79 slkcut61 lsanca78 scrmca80snfcca32 chcgil64 nycmny65 rcmdva80 snjsca61 snfpca81 grdnca80 washdc63 nwrknj75 bltmmd66 nwrknj77 chcgil65 phnxaz70 nwrknj68 snjsca68 scrmca68 snfcca71 dnvrco75 lsanca69 snfcca64 cncnoh16 washdc71 nwrknj61 nycmny36 cmbrma62 waynpa66 whplny70 kscymo60 lsvlky62 cncnoh69 nwrknj22 lsanca76snbrca80lsanca83scrmca61snfcca67snfcca31 chcgil70 nybwny80 rcpknj60 dnvrco60 phnxaz61 kscymo24 kscymo80 kscymo81 kscymo76 phlapa82 chcgil09 nybwny63rcmdva66 grdnca61 phnxaz81 lsvlky60 lsanca81 phlapa65nwrknj64 cmbrma61 okldca81 kscymo77 lsvlky61 washdc62 snjsca69 scrmca66 snfcca12 dnvrco76 chcgil76 cncnoh65 washdc68 washdc72 nwrknj63 washdt80 waynpa80 waynpa64 whplny71 shokca68 dnvrco82 chcgil38nycmny62 cmbrma60 waynpa60 snjsca60 nwrknj70 nwrknj73 nwrknj56 nwrknj55 okldca63lsanca58 snfpca80 lsanca62 chcgil69 phlapa69 phnxaz75 lsanca70 cncnoh73 cncnoh72 washdc60 nwrknj16 snfpca62scrmca65 chcgil29 nycmny63 noc30k80 bltmmd61 kscymo22 mmphtn81 phlapa83 phlapa59 slkcut60 chcgil61cncnoh80 washdc82 noc30k60 snjsca62 dnvrco62 lsanca80 mmphtn69 kscymo78 nwrknj23 snjsca71 scrmca70 scrmca81 snfcca73 dnvrco73 desmia80 cncnoh67 nycmny83 nwrknj60 hrbgpa62 cmbrma64 waynpa63 lsanca60 chcgil71 nycmny37 nybwny60rcmdva68 kscymo58 lsanca75 scrmca62 snfcca20 lsanca68 chcgil35 nwrknj81 okldca69 kscymo82 chcgil63 lsvlky80 lsvlky63 bltmmd68 shokca69 chcgil36 phlapa27 rcpknj80 rcpknj61 snfpca70 phnxaz74 lsanca28 bltmmd64 nwrknj74 nwrknj80 rcmdva61 nwrknj20 snjsca73 snjsca81 ptldor81 lsanca33 chcgil77 iplsin67 cncnoh15 pitbpa80 washdc69 washdt60 nycmny28 rcmdva62 shokca67 phlapa60 kscymo75 cncnoh71 washdc81 phlapa61 nwrknj65 cmbrma63 waynpa62 snfpca69 phlapa19 bltmmd71 nybwny62 lsanca74 dnvrco71 phlapa67 cmbrma81 rcmdva60 waynpa68 snjsca64 kscymo17 mmphtn67 nycmny60 snfcca65 chcgil39 okldca65 dnvrco63 kscymo72 scrmca64 nycmny38 dnvrco61 kscymo59 kscymo83 chcgil58 snjsca72 ptldor69 snfcca72 snfcca74 omahne80 rlmdil80 dtrtmi80 nycmny59 cdknnj80 cmdnnj80 washdt62 cmbrma69 lsanca73lsanca79snfpca63 snfcca83lsanca67 snfcca62snfcca61 phlapa22 mmphtn68 cncnoh68 snfpca60 lsanca31 cncnoh14 nwrknj62nycmny81bltmmd60 okldca70 lsanca13 nwrknj83 bltmmd65 bltmmd70 rcmdva65 rcmdva64 snfcca75 chcgil68 snjsca80 cncnoh70 nwrknj82 bltmmd63 nybwny64 lsanca59 dnvrco72 cncnoh13iplsin81 washdc70 cmbrma65 chcgil79 phlapa62 bltmmd69 snjsca74 snfcca70 sttlwa82 dnvrco74 chcgil73 iplsin66 nycmny73 washdc83 nycmny68 cmbrma80 cdknnj67 snjsca63 phlapa18 nybwny61 snfpca61 phlapa26 nycmny35 cmbrma62waynpa80rcpknj62 waynpa61 slkcut63 okldca62 snjsca65 phnxaz73 phnxaz82 kscymo74 chcgil60 cncnoh82 scrmca60snfcca80dnvrco75 chcgil67 hrbgpa80 snfcca69 dnvrco80 mmphtn66 chcgil08 lsanca23lsanca32 snfcca63 cncnoh66 washdc73 nycmny36 waynpa67 lsvlky65 phlapa23 bltmmd81 snjsca67 snfcca26 snfcca25 sttlwa80 desmia64 chcgil74 iplsin68 pitbpa60 nycmny57 nycmny67 cdknnj66 lsanca77 snfcca60snfcca64 chcgil83 washdt80 dnvrco64 nybwny65 rcmdva67 rcmdva63 washdc71 nycmny61 bltmmd62 snfpca64 hrbgpa62 cmbrma64 chcgil80 chcgil62 phlapa63 bltmmd67 rcmdva80 lsanca30 cncnoh16 washdc72 okldca80 phnxaz71 phnxaz72 chcgil37 nycmny64 rcpknj60 ptldor63 snfcca28 snfcca27 desmia60 chcgil75 dtrtmi81 pitbpa62 nycmny79 slspmd80 cmbrma13 slkcut81 nwrknj61 slkcut62 okldca64 kscymo70 chcgil32 lsvlky64 waynpa60 washdc68 rcmdva62 waynpa65 snfcca29 snfcca68 chcgil34 phlapa68 nycmny83 waynpa66 chcgil72 phlapa66 noc30k61 nwrknj71 slkcut67 dnvrco76 cncnoh65 nycmny28 slkcut80 bltmmd80 nybwny63 rcmdva66 washdt60 snfcca21 lsanca64 nycmny82 nybwny80 scrmca71 ptldor61 snfcca10 omahne62 desmia62 chcgil78 dtrtmi61 pitbpa64 nycmny56 nycmny29 cdknnj81 cdknnj71 cmbrma68 dnvrco73 cncnoh67cncnoh15 washdc69 shokca66 slkcut65 snfcca30 chcgil81 cmbrma61 cmbrma60 snfcca71 snfcca73 pitbpa80 nwrknj63 okldca60 okldca61 scrmca63 snfcca81 chcgil82 lsanca69 dtrtmi80 cmdnnj80 washdt62 lsanca65 lsanca82 chcgil59 phlapa80 phlapa81 waynpa68 waynpa62 ptldor81 nycmny68 spknwa80 ptldor82 ptldor64 sttlwa75 omahne60 desmia61 rlmdil65 dtrtmi62 nycmny80 hrbgpa61 washdt61 cmbrma16 whplny81 slkcut68 omahne80lsanca33 nycmny67 waynpa63waynpa64 snfcca82 nycmny65 rcmdva68 rcpknj61 snfcca12 desmia80chcgil76 nwrknj60 cmbrma80 lsanca78 scrmca80 lsanca63 nwrknj64 scrmca67 snfcca70snfcca72 shokca71 slkcut64 snbrca80 lsanca61 chcgil30 nycmny37 bltmmd61 noc30k60 nybwny60 cdknnj67cmbrma69 shokca70 snfcca32 chcgil33 chcgil65 phlapa65 rcpknj80 snjsca70 ptldor65 ptldor60 sttlwa73 omahne61 desmia65 rlmdil60 dtrtmi64 nycmny76 hrbgpa60 nycmny69 cmdnnj62 whplny68 scrmca81 dnvrco74 iplsin67 nycmny59 cdknnj80 slspmd80 slkcut61 shokca81 lsanca76 lsanca83 scrmca61 noc30k80 cmbrma63 slkcut66 snfcca74 nycmny73 nycmny57washdc83 snfcca67 chcgil70 chcgil64 phlapa69 rcmdva60 waynpa61 scrmca69 snfcca26 sttlwa82 chcgil77chcgil73rlmdil80 nycmny79 cdknnj81 nycmny62 washdc82 snfcca25 chcgil74 spknwa62 ptldor68 ptldor62 sttlwa74 desmia63 desmia81 dtrtmi60 iplsin80 nycmny78 nycmny77 cdknnj61 artnva80 slspmd60 whplny67 pitbpa60 nycmny29 whplny69 lsanca58 snfcca31 lsanca81 cmbrma81 iplsin66iplsin68 hrbgpa61 shokca68 snfpca62 dnvrco82 chcgil09 chcgil38 nycmny63 nwrknj81 nwrknj65 pitbpa62 washdt61 cdknnj66 chcgil71 chcgil29 chcgil69 nycmny38 cmbrma65 waynpa67 cmdnnj62 cmbrma13 okldca63 lsanca75 scrmca65 snfpca80 cmbrma62 waynpa80 rcpknj62 snfcca28 nycmny56nycmny80 cmbrma68 slkcut60 chcgil61 cncnoh80 whplny69 ptldor70 ptldor80 sttlwa76 rlmdil61 dtrtmi67 dtrtmi63 nycmny55 clmboh81 hrfrct81 grcyny80 cdknnj68 cmbrma58 scrmca68 nycmny69 cdknnj71 whplny66 scrmca62 snfcca10snfcca27 chcgil35 phlapa27 phlapa67 ptldor63 chcgil75 nycmny76 hrbgpa60 snfcca20 lsanca60 lsanca62 nycmny81 bltmmd60 nycmny35 chcgil78 dtrtmi81 nycmny77 snfpca63 lsanca68 chcgil36 phlapa60 nwrknj62 whplny66 snjsca66 ptldor66 sttlwa81 sttlwa71 rlmdil64 rlmdil63 dtrtmi65 clevoh80 nycmny74 cmdnnj61 cdknnj70 cmbrma67 slspmd60 shokca69 snfcca65 chcgil39 scrmca66 nycmny78 cdknnj61 whplny81 shokca67 lsanca73 lsanca74 nycmny36 waynpa66 waynpa65 desmia60desmia64 cmbrma16 dnvrco71 phlapa22 cmbrma64 rcmdva62 scrmca70 whplny70 scrmca64 ptldor61 sttlwa80 dtrtmi61 pitbpa64nycmny55 cncnoh14 iplsin81 spknwa61 ptldor13 sttlwa72 desmia67 rlmdil62 dtrtmi68 pitbpa61 nycmny75 cmdnnj60 slspmd61 grcyny61 desmia62 artnva80grcyny80 cdknnj68 whplny71 slkcut81 snfpca60 cncnoh13 washdt80 snjsca68 clmboh81hrfrct81 cmdnnj61 cdknnj70 cmbrma67 lsanca79 snfcca75 lsanca67 snfcca62 chcgil68 washdc73 hrbgpa80 omahne62 rlmdil65 nycmny74 cmdnnj60 whplny68 snfcca83 lsanca31 snfcca61 dtrtmi62 slkcut67 washdc70 hrbgpa62 whplny71 spknwa60 ptldor14 ptldor12 sttlwa63 okbril80 milwwi80 nycmny58 washdc75 cdknnj69 cmbrma83 ptldor64 dtrtmi64 clevoh80nycmny75 washdc75 slspmd61 lsanca59 dnvrco72 phlapa26 washdc71 nycmny28 whplny70 dtrtmi60 snfcca63 chcgil83 chcgil67 snjsca81scrmca71 sttlwa75 desmia61 nycmny58 cdknnj69 scrmca60 cncnoh66 washdt60 sttlwa73 desmia65 iplsin80 whplny80 nwrknj61 cmbrma69 ptldor07 sttlwa70 sttlwa60 sttlwa61 chcgcg80 dtrtmi70 pitbpa63 cdknnj64 whplny80 cmbrma82 grcyny62 cmbrma76 ptldor82 pitbpa63 cdknnj64 whplny67 snfpca61 snfcca80 snfcca64 washdc72 cdknnj67 ptldor60 rlmdil60 washdc76 slkcut68 lsanca23 lsanca32 snfcca60 washdt62 omahne60 desmia81 dtrtmi63 pitbpa61 grcyny61 snfpca64 waynpa63 snjsca69 ptldor62 omahne61 pitbpa65 cdknnj60cdknnj62 scrmca67 lsanca77 dnvrco75 washdc68 nwrknj63 waynpa64 slspmd62 scrmca69 cncnoh16 cncnoh65 cncnoh67 pitbpa80 ptldor67 sttlwa66 sttlwa62 okbril62 desmia68 dtrtmi69 pitbpa65 washdc76 slspmd62 grcyny63 cmbrma72 cmbrma59 snjsca71snjsca73 ptldor69 ptldor80 sttlwa74 rlmdil61 cmbrma82 cncnoh15 nycmny83 washdc69 nycmny68 desmia63 dtrtmi67 grcyny62 cmbrma83 cmbrma58 slkcut66 nwrknj60 cmdnnj80 nycmny67 rlmdil63 dnvrco73 lsanca30 desmia80 chcgil76 cmbrma80 whplny68 sttlwa76 cdknnj63 cdknnj80 ptldor06 sttlwa69 sttlwa64 desmia66 dtrtmi66 cdknnj62 hrfrct66 artnva60 grcyny64 cmbrma77 rlmdil64 washdc74 snfcca71 ptldor81 dtrtmi80 nycmny31 cdknnj65 artnva60grcyny63 snfcca73 dnvrco76 cdknnj66 whplny67 nycmny70 scrmca68 lsanca69 iplsin67 nycmny73 nycmny59 clmboh80 snfcca12 nycmny79 slspmd80 hrfrct66 cmbrma76 snjsca68 nycmny57 cdknnj81 mplsmn81 okbril65 stplmn81 cdknnj60 washdc74 whplny60 cmbrma73 cmbrma53 dtrtmi65dtrtmi68 nycmny71 pitbpa81 hrfrct68 scrmca81 snfcca72 cdknnj71 iplsin66 cmbrma68 snjsca72snjsca74spknwa80 sttlwa71sttlwa72 rlmdil62 grcyny64 cmbrma59 snfcca70 omahne80 lsanca33 chcgil77 chcgil73 rlmdil80 washdc83 hrbgpa61 nycmny29 cmbrma13 sttlwa81 dtrtmi70milwwi80 clmboh71 artnva67whplny60 cmbrma72 cmbrma77 chcgil74 iplsin68 pitbpa60 cmdnnj62 ptldor65 nycmny32nycmny09 hrfrct67 scrmca66 snfcca74 dnvrco74 pitbpa62 nycmny56 nycmny80 sttlwa68 okbril81 chcgcg60 milwwi60 cdknnj63 cdknnj65 hrfrct68 grcyny65 cmbrma79 clmboh69 artnva65 scrmca70 snfcca26 snfcca25 sttlwa82 okbril80 cmbrma53 snjsca71 snjsca69 nycmny76 nycmny77 washdt61 slspmd60 whplny81 ptldor68 ptldor66 sttlwa63 dtrtmi69 clevoh60 grcyny65 snjsca73 cmbrma58 nycmny33 hrfrct60 ptldor63 desmia64 cdknnj61 hrbgpa60 cmbrma16 sttlwa67 chcgcg63 okbril63 nycmny31 hrfrct67 artnva67 cmbrma74 cmbrma57 snjsca67 sttlwa60sttlwa61 iplsin65 nycmny72 whplny63 desmia60 chcgil78 chcgil75 dtrtmi81 nycmny69 desmia67 artnva66 cmbrma73 snfcca28 snjsca70 dtrtmi66 clevoh63 cdknnj82 ptldor69 desmia62 dtrtmi61 pitbpa64 nycmny55 nycmny78 cdknnj68 ptldor13 clmboh67 cmbrma79 snjsca81 snfcca10 snfcca27 sttlwa80 clmboh81 sttlwa65 mplsmn70 chcgcg61 okbril61 nycmny70 pitbpa81 artnva65 cmbrma71 cmbrma52 chcgcg80 hrfrct62artnva62artnva63 cmbrma57 scrmca71 ptldor61 nycmny74 grcyny80 cdknnj70 cmbrma76 iplsin61 clmboh68clmboh66 grcyny60 snjsca72 rlmdil65 hrfrct81 washdc75 cmbrma67 cmbrma59 spknwa62 ptldor70 clevoh62 omahne62 artnva80 cmdnnj61 cmbrma77 sttlwa62sttlwa64 stplmn81 whplny65 desmia61 dtrtmi64 dtrtmi62 mplsmn66 okbril60 clmboh80 nycmny71 clmboh71 artnva66 whplny63 cmbrma55 snjsca66 ptldor14 okbril62 iplsin63 clevoh61clevoh65 hrfrct61artnva64 cmbrma74 cmbrma52 snjsca74 ptldor64 desmia65 clevoh80 nycmny75 slspmd61 cmbrma55 spknwa80 ptldor82 sttlwa75 sttlwa73 rlmdil60 dtrtmi60 cmdnnj60 ptldor12 desmia68 iplsin62 clmboh70 artnva68artnva61whplny62 cmbrma71 ptldor60 pitbpa63 nycmny58 cdknnj64 cdknnj69 cmbrma53 clevoh64 okbril71 mplsmn67 okbril64 clevoh60 nycmny32 nycmny09 clmboh69 artnva63 grcyny60 cmbrma56 ptldor07 desmia66 iplsin60 snjsca67 desmia81 cdknnj62 washdc76 omahne60 iplsin80 cdknnj60 grcyny61 cmbrma83 sttlwa70 okbril65 cmbrma56 omahne61 desmia63 rlmdil61 pitbpa61 cdknnj63 spknwa62 snjsca70 dtrtmi67 pitbpa65 okbril70 mplsmn69 chcgcg64 milwwi65 iplsin65 clevoh63 nycmny33 cdknnj82 hrfrct60 whplny65 cmbrma78 spknwa61 sttlwa66 milwwi60 iplsin64 whplny61whplny64 ptldor65 ptldor80 ptldor62 sttlwa74 sttlwa76 rlmdil63 dtrtmi63 whplny80 slspmd62 ptldor67 ptldor68 nycmny31 cmbrma82 cmbrma79 ptldor06 albyny80 rlmdil64 nycmny70 cdknnj65 washdc74 clmboh62clmboh61 pitbpa70 cmbrma70cmbrma75 cmbrma78cmbrma54 artnva60 grcyny62 okbril69 mplsmn68 chcgcg65 stplmn82 rlmdil81 iplsin61 nycmny72 clmboh67 hrfrct62 whplny62 cmbrma54 bflony80pitbpa67 dtrtmi65 grcyny63 milwwi81 clevoh81 snjsca66 desmia67 clmboh80 pitbpa81 cmbrma57 cmbrma72 spknwa60 okbril63 spknwa61 ptldor13 ptldor66 sttlwa71 sttlwa72 dtrtmi68 nycmny71 hrfrct68 hrfrct66 chcgcg60 milwwi65 ptldor70 sttlwa81 nycmny09 cmbrma52 mplsmn71 mplsmn80 stplmn64 iplsin63 clevoh62 clmboh68 clmboh66 artnva62 cmbrma75 sttlwa69 mplsmn81 chcgcg63 okbril61 clmboh63 rlmdil62 dtrtmi70 nycmny32 clmboh71 clmboh69 milwwi64 clmboh64 cdknnj76 sttlwa63 sttlwa61 hrfrct67 artnva67 grcyny64 sttlwa68 milwwi61 okbril80 whplny60 pitbpa71pitbpa68 hrfrct80 milwwi80 iplsin65 okbril68 mplsmn65 chcgcg62 stplmn62 iplsin60 iplsin62 clevoh61 clmboh70 hrfrct61 artnva64 cmbrma70 okbril60 rlmdil81 sttlwa60 okbril62 chcgcg80 clevoh60 cmbrma73 milwwi63 spknwa60 ptldor07 ptldor14 ptldor12 nycmny33 hrfrct60 artnva65 cmbrma56 stplmn64 cdknnj72 stplmn81 dtrtmi69 clevoh63 nycmny72 clmboh67 grcyny65 sttlwa67 clmboh65 cdknnj73 sttlwa70 cdknnj82 okbril66 mplsmn63 stplmn65 iplsin64 clevoh65 bflony80 pitbpa70 artnva61 chcgcg61okbril64 clmboh60 pitbpa69hrfrct82 sttlwa66 clmboh68 artnva66 cmbrma55 sttlwa65 desmia68 whplny63 okbril81 pitbpa66 okbril65 desmia66 iplsin61 sttlwa62 sttlwa64 clevoh62 hrfrct62 milwwi62 ptldor67 ptldor06 artnva62 artnva63 cmbrma71 okbril67 mplsmn64 stplmn61 milwwi81 clevoh64 pitbpa67 pitbpa68 artnva68 whplny64 milwwi60 dtrtmi66 clevoh65 stplmn60 cdknnj75 clevoh61 clmboh70 clmboh66 cmbrma74 chcgcg64 stplmn62 sttlwa69 clevoh64 hrfrct61 grcyny60 mplsmn70 chcgcg65 cdknnj74 whplny65 cmbrma78 mplsmn61 chcgcg81 milwwi64 clmboh61 pitbpa71 hrfrct82 albyny80 whplny61 mplsmn80 dytnoh80 okbril63 okbril61 iplsin63 iplsin62 bflony80 pitbpa67 stplmn65 sttlwa68 mplsmn81 artnva61 cmbrma54 albyny63 milwwi65 artnva64 artnva68 whplny62 stplmn82 akrnoh80 cdknnj77 okbril81 iplsin60 pitbpa70 mplsmn62 stplmn70 milwwi61 clmboh62 pitbpa69 cdknnj76 hrfrct80 hrfrct03 chcgcg62 stplmn61 dtrtmi82 chcgcg60 clmboh62 clmboh61 albyny80 stplmn63 albyny64 sttlwa67 mplsmn70 chcgcg63 clevoh81 bflony60 hrfrct02hrfrct03 okbril60 iplsin64 pitbpa71 mplsmn66 sttlwa65 mplsmn60 milwwi63 clevoh81 clmboh63 cdknnj72 albyny63 hrfrct02 stplmn64 pitbpa68 cmbrma70 cmbrma75 mplsmn67 albyny60 okbril64 rlmdil81 milwwi64 whplny61 whplny64 mplsmn69 milwwi68 clevoh66 albyny65 milwwi81 hrfrct82 cdknnj76 bflony62 clmboh63 chcgcg71 milwwi62 clmboh64 pitbpa66 cdknnj73 hrfrct65 mplsmn66 mplsmn67 chcgcg61 clmboh64 okbril71 milwwi70milwwi69 bflony61 mplsmn69 pitbpa69 cdknnj72 hrfrct80 okbril71 stplmn62 pitbpa66 milwwi66 albyny62 stplmn60 chcgcg66 stplmn60 clmboh65 cdknnj75 mplsmn68 rlmdil66 clevoh68 syrcny80 albyny61 hrfrct65 chcgcg64 milwwi63 milwwi61 clmboh65 cdknnj73 rlmdil71 milwwi67 bflony65 hrfrct70 hrfrct63hrfrct64 mplsmn68 clmboh60 cdknnj77 chcgcg65 bflony60 cdknnj75 chcgcg68 stplmn63 dtrtmi82 clmboh60 cdknnj77 cdknnj74 mplsmn71 clevoh67 bflony64 okbril70 mplsmn80 stplmn82 stplmn65 cdknnj74 albyny63 okbril70 mplsmn65 rlmdil67 rlmdil70 milwwi71 mplsmn71 chcgcg62 stplmn61 milwwi62 okbril69 bflony63 hrfrct72hrfrct71 okbril69 akrnoh80 bflony62 albyny64 rlmdil66 dytnoh80 akrnoh80 bflony60 albyny64 rlmdil68rlmdil69 hrfrct04 okbril68 dytnoh80 hrfrct70 hrfrct02 hrfrct03 mplsmn63mplsmn64 stplmn63 bflony61 albyny65 hrfrct05 albyny60 rlmdil71 milwwi68 clevoh66 bflony62 albyny65 albyny60 okbril68 chcgcg81 mplsmn65 syrcny80 okbril66 dtrtmi82 okbril66 rlmdil71 rlmdil66 bflony65 stplmn80 hrfrct74hrfrct73 milwwi68 clevoh66 hrfrct71 stplmn70 okbril67 bflony64 hrfrct72 albyny62 hrfrct65 rlmdil67 milwwi69 bflony61 hrfrct70 albyny62 hrfrct63 okbril67 mplsmn61 stplmn71 dtrtmi71dtrtmi75dytnoh65dytnoh60 hrfrct69 mplsmn63 mplsmn64 albyny61 hrfrct63 mplsmn62 chcgcg81 milwwi70 milwwi69 hrfrct64 rlmdil68 milwwi70 milwwi66 bflony65 syrcny80 hrfrct71 albyny61 hrfrct64 rlmdil67 rlmdil70 milwwi66 bflony63 hrfrct74 mplsmn60 dtrtmi74 dtrtmi79 dytnoh64 rlmdil68 clevoh68 hrfrct73 stplmn72 dtrtmi72 akrnoh62 mplsmn61 mplsmn62 clevoh67 hrfrct69 hrfrct04 rlmdil70 milwwi67 clevoh68 bflony64 hrfrct72 hrfrct73 hrfrct04 dytnoh62 akrnoh61 stplmn70 rlmdil69 milwwi67 milwwi71 hrfrct05 stplmn71 rlmdil69 milwwi71 clevoh67 bflony63 hrfrct74 hrfrct05 dytnoh61 stplmn80 mplsmn60 dtrtmi76 dytnoh63 akrnoh60 dytnoh65 dytnoh60 akrnoh62 akrnoh61 syrcny61 dtrtmi73 stplmn80 dtrtmi71 dtrtmi75 dytnoh60 akrnoh62 hrfrct69 syrcny61 dtrtmi77 dtrtmi71 dtrtmi75 syrcny60 dtrtmi78 stplmn72 syrcny62 syrcny61 stplmn71 dtrtmi74 dtrtmi79 dytnoh65 akrnoh61 syrcny60 syrcny60 dtrtmi74 dytnoh64 chcgcg71 syrcny62 dtrtmi72 dtrtmi79 stplmn72 dtrtmi72 dytnoh64 akrnoh60 syrcny62 chcgcg70 chcgcg71 dytnoh62 stplmn67 akrnoh60 chcgcg66 stplmn67 dtrtmi73 dytnoh61 chcgcg70 stplmn67 dtrtmi76 dytnoh62 chcgcg70 dtrtmi76 stplmn69 dtrtmi77 chcgcg66 dytnoh63 chcgcg68 chcgcg67 stplmn69 dtrtmi73 dtrtmi77 dytnoh61 chcgcg69chcgcg67stplmn06 stplmn07 dtrtmi78 chcgcg68 stplmn06 stplmn69 stplmn07 stplmn68 chcgcg67 chcgcg69 stplmn06 dtrtmi78 dytnoh63 stplmn09 chcgcg69 stplmn08 stplmn68 stplmn09 stplmn07 stplmn09 stplmn68 stplmn08 stplmn08 badvoro badvoro+PRISM badvoro+VPSC

382528

382566

382436

377908 382572

380526

381775

377924

381710

380448

379972 379341

378362

378666

380298

378656

377971 379169

370706

373300 354546 377980

375134 380475

360672 354771 371942 379968

360144 382827 357430

377908 356116 380526 377380 382409 372568 382528 382528 357769 357538 382566 352010 382436 379972 377924 382566 382572 375557 380448 360839 382436 375039 375024 382572 354757 358866 381775 378666 357793 377908380526 358930 379848 358900 381710 378362 354766 377924 358224 375027 380448 380298 379341 341411 379972 378656 381775 355800 378362379341 375519 381835 374700 378666 377971 377562 354221 378656 380298 354290 353506 379169 374300 381211 374741 382574 358471 377971 379169 371943 370706380475377980 381710 360104 375499 357430 379968 370706 382161 382928 379864 370510 358584 375319 380475 381901 371942 382827 377980 380571 379339 370509 377380 373300 354546 379968 372568 358159 382409 357430 375134 377719 380604 383039 372568 357340 375557 352010 375039 358866 383174 379422 360672 358155 371187 375557 360144 354771 354757 381897 376956 358157 355080 341411 375519 379848 381835 357769 358930 375024 382103 358224 356116 371942382827 358900 358900 354766 356741 354785 377380 382409 358224 381211 374741 374700 377763 341411358866 357538 354221 352010375039 378108 355288 379848 374700 382574 373300 360839 357793 375508 358930375519381835 354546 374300 354290 381211 377220 354878 374741 354290 375024 375134 381901 382928 377562 382928 380604 375499 381901 379864 360672 354221 374886 374300 380604383174379339 357769360144354771354757 383174 371943 375027 357538356116354766 382574 355800 382161381897382103 360839 377562 371943 379339 375027 358471 383039 357793 382161 375319 375507 380571377763375508 379422 358471 355800375499 360104 374886 358584358159360104 381897 382103 375507 357340 379864 358159 358155358157371187355080375319 380571 383039 355080 377719 376956 353506 356741354785 358584 384096 354878355288 371187 378108 377763 375508 357340 370510 377220 379422 359471 377719 374886 353506 370509 358155 384096 358157 354785 375507 380963 376956 359471 370510 379126 356741 354878 355288

359471 380963 370509 384909 384096 379126 378108 377220 379212 384909 380963 380285 380285 379126 379212 384909 379212380285 377801 377801376529 377801 376529 359100 376529 359100 359100 mode mode+PRISM mode+VPSC

Fig. 3. Comparing PRISM and VPSC on two graphs. Original layouts are scaled to have an average edge length that equals 4 times the label size.

Overall, quantitative and visual comparison of the drawings of these 14 graphs, as well as drawings for graphs in the complete Graphviz test suite (a total of 204 graphs in March 2008), shows that PRISM performs very well, and is overall better and faster than VPSC and VORO. The ODNLS algorithm pre- serves similarity somewhat better than PRISM, but at much higher costs in term of speed and area. As a demonstration of the scalability of PRISM, we consider its application to a large graph. This is a tree from the Mathematics Genealogy Project [24]. Each node is a mathematician, and an edge from node i to node j means that j is the ﬁrst supervisor of i. The graph is disconnected and consists of thousands of components. Here we consider the second largest component with 11766 vertices. This graph took 31 seconds to layout using SFDP, and 15 seconds post-processing using PRISM for overlap removal. Important mathematicians (those with the most oﬀspring) and important edges (those that lead to the largest subtrees) are highlighted with larger nodes and thicker edges. Figure 4 gives the overall layout, which shows that PRISM preserved the tree structure of the layout very well after node overlap removal. Figure 5 gives a close up view of the details of a

Mattheou Karagrigoriou

Winnicki Guo Ing Lee Bisgaard Minut YangShnaidmanFeng Celik Zhao Lim Caballero Wadleigh Wei Cour Rasmussen Chan Larsen Larsen Borzellino Cassorla Jiao Tung Zhou Jin YangYing LaiYing Haack Noel Liu Xing Trangbæk Christensen Zhao Spivakovsky Su Beran Shteingold Miao Lim Sprouse Ko Voss Hullinger Shutters LuLiu Xu Chuang Cromme Hinrichs Kim Park Xu Lim Kiltinen Horn Wang Stoustrup Sánchez Zhu Zhang Li Petersen Ul Thomas Shih Koh Fuller Burkholder Liang Li Christensen Nordstrom Xue Zhang Yang Zhang Thomsen ChenLai Wang Jiminez Grantham Mackaaij Small Shi Odgaard Bendsøe Plaut Stallmann Abrams Hoover Kwon Rodrigues Chan Park Wilhelm Searle Torres SklarWang Sukantamala III Ionescu Graves Wong Young Wang Rank Vugrin Hartung Shan Bagiella Park Swartz Eerkes Cunningham Wu Crane Lopes Wu Andersen Serven Bownik Xie Wang Poulin Ait Charnigo Wagoner Hill Schommer Lin Ganocy Turi Anderson Paulsen Lynch Haskins Lacey Rabinowitz Borggaard Goncalves Poritz Gagliardo Terentyev Mokliatchouk Kokkendorff Høst McGowan Hill Hernandez Yu Fabiano Turnidge Wick McShine Bierstone Sun Møller GroveCho Shankar Byrd Koester O Wang Feng Duan Singler Montgomery Damiano Swardson Semmes Kelly Hogan Simonsen Guilfoyle Lockhart Wilkin Darken Szatkiewicz Markvorsen Stanley Liu Donohue Peron Stover Wang Bradlow Hyeon Dmochowski Fricker Miller Kang Powers Hulsing Xian Wang Martin Zhang Nielsen Guijarro Kapovitch Kitto Ulm Rochberg Saber Kim Feingold Shapiro Gantner Bellenot Tetali Graff Rubio D Lane Jensen Lane Zaidan Wu Uhlenbeck Daskalopoulos Chang Tang Zhang Dolgoarshinnykh Balmus Knudsen Villemoes Menegatto Wulbert Merry McDonald Bachmann Spies Marrekchi Camphouse Vignati Ossowski Lu Ho Kordzakhia Baker Hsu Lee Rabbee Kristensen Nowak Bloom Dolan Park Elashoff Roegen Hernández Blair Verhey Straley Schultz Lamport Svensson Hansen Huang Smiley Fuller Tripp SchmidtDragerSedlacek Råde Chivoret Sellke Montaldo Larsen Stewart Reed Kang Anderson Kilgore Schreiner Tsai Suh Oliveira Alho Mandolesi Sigal Lalley Gæde Vugrin Tadi Burns Newbury Daniels Marini AignerVassilakis Chari Johnson Stover Macomber Price Merkle Richard Redett Teng Thorsen MuthukrishnanKao Fricks Siegmund Gross Lamoneda Schubert Zenor He Pinter Grabiner Hwang Bulancea Hu Kang Boehm Ikebe Kaur Palais Amirdjanova Betensky Gudmundsson Heisler Brøns Chu Pierson Chern Sidney Spencer Terng Negreiros Safi Loader Rosenthal Amillo Zhang Voepel Schmitt Quirk Sun Pei Kong Pinzón Hamedani Wittig Taraporevala Toumpakari Bahy Mustafa Chiang Hammer Chen Eck Subramaniam Budhiraja Carter III Henry Pan Kaput Basu Simen Wang Tu Castro Lauko Balogh Ruan Krause Bolker Sung White Kitska Kuwana Pambira Loubeau Planche Bartholdi Deraux Raffoul Nguyen Yun Cheney Vargas Amini Brown Taft Park Venkatraman Yuh Goukasian Morian Zhang Shieh Montgomery Gordon Steiger Proctor Shipman Wasserman BoyettMandrekar Gawarecki Selukar Rao Borwanker Hayslip Ahlbrandt Borisuk Cohen MacWilliams Kroll Zhang Oxley Kerr Gilliam Quirk Monash Lindblad Ault Kühl Du Rocha Dupuis Pantilie Savage Herdman Cerezo Christian Quirk Chang Hemmati Choi Mesirov Thelen HarpePiterbarg Toledo Hooker Smith Aberra Dadarlat Bisk Pasha Zhang Tang Parmar Erdem Charlap Bennett Hahm Shen Turyn LePage Xiong Gluckman Wood Pacheco Kim Cottrill Naidu Perry Lübcke Koschorke Dahlmeier Fatemi Kumar Zhang DasGupta Baldwin Burel Smirnova Bobonis Jau HairstonRichardson Kara Peng Sarsour Kennison Pilz Williams Holt Traylor LawTong Khavinson Chi Ledbetter Pasha Zaoui Burstall Knight Nyberg Thomas Kumagai Kallianpur Perez Takahahshi Rodenberg Suzuki Chen Sternberg Heather Dupre Kenschaft Bierbrauer Christensen Lemire Baxendale Austin Chang McIntyre Attar Benndorf Gleason Wang Kaiser Willson Mathieson Geetha Naik Kim McCabe Wood Hennig II Sloss Schneider Ng Hales Fatemi Wang McAlpin Baird Martins Jones DeMayo Doria Tree Vidakovic Andreano Kamowitz Stevens ShortPapageorgiou Olk Wang Li Brod Yesha Crofts Zarikian Nikshych Kinateder Mandal Burstein Kuhn De Baouche Bozhkov Kupeli Harris Levin Ouaknine Dubinsky Herman Liu Hucke Andersen Cooper RuffDeslauriers Maidana Hollis Jones Maynard Shaki FelzenbaumNurlu Basener Ratcliff Zhang Lu Tanaydin SunJin Keppler Thorpe Reid Chitwood Meaney Feldman WhittleseyLee Ragozin Kim Olaya Field Moody Dawson Clanahan Effros Vaysleb Stromquist Burrell Lee MikovskyPrice Kagabo Dubuc Sealey Smith Stehney Bennett Zimmerberg Martin Raines Fan Voichick Wildberger III Klingsberg Gheorghiciuc Edelman Eells Reed Norris Borosh Tassa Klein Robinson Wang Brennan Poon Huang Kim Yang Graham Dayhoff Chen Nadas Vale Scholz Chang Falley Plastiras Ottarsson Zoltek Driscoll Ball Quint Zhang Valli Bogar Rhoades Ivanovski Wermer Winkler Webster Zilber Haynor Tan Howe Yen Ayari Atkin Mukherjea Kegley Kittaneh Anderson Khadivi Zhu Allali Lauria III MillerFord ColeWilliams Masiello Martin Anderson Protsak Przebinda Richardson Bolmarcich Bradley Hancasky Fraenkel Mor Schatten Gajendragadkar O Green Sellers Albertson Holdt Glazebrook Jeppson Wild Nichols Busby InselErceg Jackson Viglione Beissinger Vilms Frawley Whipple BrandsteinJones Cohen LaDue Wertheimer Fernandez Stefan Small Krikorian Akin Sukup Anderson Feliciano Kennedy Limber III WadhwaO Curole Manderscheid Stuffelbeam Wilf Robbins Curran Rogerson Baker Peratt Doren Gross Dondoshansky Stampfli Donaghey Levow Sheng Goodrich Krakowski Kulkarni Fox Azmi Wong Lazebnik Ferreira Woo Hilliker Lucke Weissler Mathews Seifert Scull Zito Jaggard Scott Smith Moore Salmasian Dmytrenko Hutchinson Salavessa Topal Atici Morelli Shih Cleave Chambers Schmutz Marriott Diaz Stallard Williams Lautzenheiser Slay Misaghian Schwarz Taylor Balogun Fabec Brislawn Lyczak Graves Warner Cirincione Potter Fiorini Williford Garfield Marino FardounGoller French Gaddis Kasdan Arvin Garraway BewleyBlackadar GreenbergHyde Ratto Mohammed Tefteller Lin Fitzpatrick Bales Deal Reyes Packer Atay Mandelbaum Simion HoffackerPeil Peterson Neidleman Lebow Wohlever Li RajiaRodriguez Cattani Hankerson Leavelle Pawlowski Moreman Dorn Sato Glenn VisinescuLin Livingston Park Schneider Krueger Kalman Zierler Chernoff Laubenfels Zhang Górka Byer Hough Fang Yu Muller White Cayford Ritt Zárate Chaubell Palombaro Takigawa Behrens Yan Yang Saltsman Straus Ramsay Forrest Shen Chou Kim Wong Techanie Huang Avery Spencer Etgen Lauer Schrot Chin Kushner Oty Scorza Regala Sedwick Schlierf Harmsen GhenciuOchoa Ruiz Kwean Zwart Motzkin Jeang Bae Boothby Gillette Cochell Messer Garner Abbott Dawson Frady Hahn Lin Rybka Nesi Firoozye Fan Mallet Krishnan Kwak Choi Runckel Ott Sherman Losada Zhou HillJadallah Bruno Grabovsky McKellips NuzmanFord Uherka Ewell Aruliah Brown Carlton DuPreBrown SivaramakrishnanGoetze Diamond Dow Paraskevopoulos Alagia McMillian Spikes Deal Soule O Jiang Norman Wend Dooley Burton Huff Lewis AlladiReti Henrich Kowalsky Hernandez Costakis Vasilonikolou Vlachou Papadoperakis Hastings Crisler Fearnley Hilt Kurtz Smith Brizolis Carter Lowe Reznikoff Bronsard Hoffman Dizaji RohJolly Gill McKown Cole Mackey Schochetman Quiroga Kim Sternberg Connell Chamberlin Jobe Pace Tucker Bryan Wayment Ascher Phillips Button Szaro Tepedino Hagen Bouwsma Crawford Butler Herwitz Pergler Witte Forster Andre Rothmann Ross Pignani Senge Dhavakodi Spiteri Oliveira Benveniste Stratis Nestoridis Sell Kaplan Machtinger Whyburn Daniels Wieting Rosales Liaskos Lu Breiner Gordon Yan Talbert Garner Barrett Hopper Lin Paschos Blanchette Mark HaganClark Hinds Kinyon Easton Sanje Kleppner Lipton Slastikov Judice Vener Schuur Egan Dupree Finch Chaovalitwongse Series Hitchman Zimmer Gutschera Koumoullis Kalavassis Farmaki Ginsburg Broverman Pihlaja Bondarevsky Shaw Smallen Dorsett Showalter Lafferriere Boginski Killough Kohn Jin Perdomo Cullen Cramer KcKown Taliaferro Drucker Chinchuluun Stuck Athanassiadis Velo RustichiniShao Stein Hsu Macon Rosen MacLarenBedford PoulkouHung Woods Schweitzer Ashmore Valente Ortega Faber Bruyr Daumis Corwin Lafont Kyriakouli Kibler Haimo Aslan Williams Steward Testa Iozzi Capozzoli Fisher Sovereign Tsarpalias Filippas Du DeAngelis Hunt Tucker Zhang Pardalos Skelton Spatzier Deliyanni Esedoglu Girao Rentzmann Bedgood Pellicciaro Murray Lin Breitzman Hendricks Fisher Domingos Dolan Clarkson Pitsoulis Rodgers Kalamidas Redondo BerahasAvriel Stone Yang Edwards Commander Katseli Kyritsis Argyros Pitts Solomon Bush Lagnado Taboada Hamilton Walston Anders Xue Thayer Sutton MooreDorney Negrepontis Demis Zang Hall HaddockGerneth Manougian Petryshyn Seref Adams Singla Hulten Fitzpatrick Rocha Hooper Payne Lopez Harper Burns Sagias Ross Parks Whitley Whitney Cecil Abraham Yang Butenko Sahoo Parr Adams Yoo Manganaris Meyer Tabor Falbo Stewart Baskervill Milojevic Eksioglu Itzkowitz Papanastassiou Felouzis Kelley Chung Gonen Leal Acrivos Mercourakis Chang Hu Wilde Vance Jinghong Hoelzer Hagerty Lewis Moche McLeod Zachariades Wahrman RichardsonOlum HallGlover Williamson Wilson Hollingsed Peters Anderson White O Conjura Kannappan Hanes Smith Argyros Underwood Perry Ng Baker Blondeau Glynn Whitmore Northcutt Wang Tang Balasundaram McMullen Masaveu Chan Taylor Murthy Woods Wang Parker LaDuke Wilcox Saks AlmgrenMackenzie ChenYu Hsu Schenck Huang Wallace Kahn Ettlinger Baek Yeo Zhang Anderson Hindman Pasali Svobodny Montgomery Whitfield Al Che Gorman Koelling Maruskin Brakke Amundson Rivera Dudley Ross Gigli Lindblad Yunger Horton Shao Sturtevant Horton Yu Hutchinson Thompson Browder Ferreira Lisan Anthony Roerhl Chavez Tu Govind Hastings Alligood Alexander Trucano Levasseur Wehrly Munoz Trigos Retta Roosen Drachman Steinke Pederson Yang Sim LaRiccia Fischer Frey Al Lang Baloglou Terry Meckesheimer Birgoren Caraballo Paur Ji FengDing Rebarber Sardis Taijeron Spielman Miller Hussein Ndakbo Ikenaga Haile Zhu Temte Bertram Wilson Shannon Chang Huang Bloch Jenner Wu Scheffer Gompa Chueh Howes Lloyd Deaton Hale Lumberg Smith Lu Qian Vakil Davies Boldi Brazzale KuonenRamesh Aungst Hermiller Groisman ReidHarris Qian Yap Froderberg Noble Taylor Hahn Patrick Kowalik Tataru Mouhab Johnson Egerstedt Swift Vrem Widman Tang Umoh Sullivan Chen Quinn Waters Culwell Xia Haunsperger Dobson Rehbinder Lichtman Comisky Zhou Comfort Fard Gholami Rismanchian Salemkar Bousbouras Murthy Moss Yip Czarcinski Huang Pitts Russell Pletsch Leeds Zhong Najfeld Lin Stevens Altafini Ögren Barreto Webb Wichiramala LawlorMorgan You Kwon Gibson Valentin Lewis Streit Tulloch Lehmacher Roush Jacobs Archer Joo Bindschadler ZhangKime Chapin Deutsch SparkmanChen TaoOmori Taheri Chiti Goda Capkun DavisonKirk Foster Mahajan Belk Denne Hall Culmer Luft Stead Williams Morrell Jacobs Asmar Daly Stein Millen Boyd Newenhizen Fiske Polpitiya Petrich ElManshad O Hu Ulmer Davenport Kayvanfar Eghdami Sanati WakefieldBarbina Barton Ding Meier Hsu Bentley Diao KohGrimm Tolle Birnbaum Schwingendorf Guerrero DelchampsCelani Zhu Ghosh Phillips Waiveris Sedghi Harkins Mosley Caragea Johnson Wicklin Meloon Brown Weerakoon Liu Faires Apaloo Bolano Hundal Leader Klopfenstein Shulman Putney Kitto Mills Lu Lander Cheng Sarhangi Durnberger Li Davis Li Schach Roltgen Kirby Nasrabadi McLeish Garren Gulyas Leong Bode Brothers Fitzpatrick Weinberg TurrittinRang BennettYan Infante Bund Johnson Ferguson HarelNarula McShane Qiu Zhou Gonçalves Beichl Liu Seitelman Saari Marshall Wu Gefeller Du Hewitt Rees Macpherson Woodroofe Messaoudene Slepian Kuai Ghosechowdhury Patnaik Tien Urenko Duncan Hu Zhao RecoderRaczkowski Davarpanah Payne Spitzner Ozmutlu Tassone Snavely Pergher Makuch Griswold Kang Shotwell Nenadic Keeler Downey Eballe Moghaddam Halpenny SmithYun Zhao Vilamajó Richeson Stawiska Worfolk Phipps Malo Saliola WangZhou Bonawitz Varma Qin Modeer Shonkwiler Faulkner Mawhinney DeBranges Pinzoni Coury Miles Zitarelli Ota Rykken Carver Lew Kar ColemanDeng Hung Wu Runnion Kamvysselis Kolenikov Meneses Mohammad Glackin Zhang Mabizela Wilhelmsen Jones Sorum Byrnes York Kosler Petalcorin Lander Mellor Zhang Lavin Song StefanescuTurnbull Tsao Iturriaga Casey Refai Thompson Najafi TeglasCalvetti Yang Hora McKibben Maharjan Bailey Svoronos Hickson Waller Wang Pesco Schubert Silva KupferschmidEch Xia Berger Lin Tsolomitis Chen Pollard Marut Hulkower HendricksonLin Calkin Liu Kong Mira Grady Bilisoly Rovella Moar Kassof Du Fanti Meddin Chu Gaffney Chaney Doraiswamy Sanderson Bending Andreou Stafford Meleshuk Haiduc Yao Hansen Dyer Chinn McKelvey Chandler Mendleson Eidswick Bolstein Ramsey Chen MacLean Fennemore Thurber Rodriguez Danielson Camina Ku Pipinos Cauchie Chamú Lin Boone Gomes Enrich Freitas Wiseman Marak Kelley Li Ho Seaton Obersnel Li Wang Hwang Sundarapandian Moore Stromberg Gibson Chen Traustason Nochefranca Lee Preston Ruggiero Paternain Holmgren Bond Willms Peters Duflot Locci Franco Poon Usman Eloe Ales Lee Nelson Schirmer Lee Rutherford Penttila Zipkin Koenigsberg Spencer Jennison Campbell Hwang Myers Poje Niemi Leech Myers Koopman Mozzochi FergusonVeiler Viola Hartley Day Tierney Conlon Chen Craizer Castelo Lopes Mathai Yates Rugenstein Zoracki Meng Morris Wimelaratna Tzeng Vogt Buehler Smarandache Erlebach Naylor Roark Inyang McKay Spiga Cohen Maund Law Castro Doering Batterson Falbo Alspach Kowalski Bunyan TrembinskaSaltz Hsu Cline Peterson Kao Gilbey Al Asher Frank Farzaneh Brodzki Wang Xu Kruse Amunrud Chandapillai Prather Gupta Eberhardt Butler Hawley Nakao Adkins Bahrampour Pringle Devine Khayaty Gomes Hamilton Winston Beattie EnoChen Araújo Lewiner Alongi Narasimhan Guckenheimer Vieira Niu Zhang Cabbage Lin MacNeille Austin Baartz Hamaker Schneider Covington Monroe Berliner Williamson Barandarián Lewis Harou Daccach CoveyBeck McNamara Cheng Federer Rajaram Hare Stone Goodman Levine Yang Groves Shinde Harnett Sweitzer III Gavin Oh Uesu Haruta Hiller Zhan Davis Mitchell Raymon Metzger Lee Maze Argabright Shapiro Quick Lim Bamberg Sinha Bose Albert Gómez Nonato HegnerJohnson Wang Hopper Gonzalez Atacik Quiring McKennon Dahlberg Dorner Whiston Cuaresma Cuaresma Tarzi Castro Carvalho Mañé Hetzler Franks RoachFriedman Hardt Freilich Hale Moore Butterworth Shimanski Grubb Hart Juan Osofsky Roney Whelan Haran Crato Caiado Kuruc Chen Baker Quillen Li Darrah Song Kelly Lowney Newell Hartung Wu Saenger Boas Goldberg Xu Alexander Finch Wymore Rosenthal Simmons Magid Mitchell Kangas InglisGill Royle Gamble Zhang Fong Ye Yan Santos Bauer Zeithoefler Swanson Bhattacharjee Phillips Scott Zhang Mugler Donoghue Gage Boyle Cartwright Peile Cameron Giudici Thomas Jou Varshavsky Tang Dias Tromba Prokhorenkov Ecker Kouada Lin Sajna Barron Booth Passow Heo Hawkins Wolk Michelson Allen KelleyGriffin Ludington Curtis Rao Lau Mendelssohn Bhattacharjee Duarte Richardson Schedler Koidan Varga Cashwell Mann Dearden Jewett Park Ritchey Camillo HaighMann Vaughan Fang Pinneri Williams Kovacs Foltin Look Borsari Zhou Cleveland Flinn Bragg Akutowicz Cardan Loomis Gal Pond Leahy Jain Alejandro Matthews Molina Sabini Alves Torres Leal Martin Parwani Rezende Lee Wiebking Chen Luo Chidume Haltiner Kinukawa Unni VanajaKweon Han Novak Gan Gupta Praeger Iranmanesh Teague Mehrotra Ramjee Sivaganesan Bessa Chen Atela Handron LinMorgan Li Rogak Imoru Newman Bartelt Ornstein Lischka LuLu Berger Yang Matheus Holland Zhang Langer Fagella Winters Rowland Crowley MooresDemers Ernst Zhao Johnson Suzuki Achilles Koranyi Marathe Brown Jones Baddeley Rodgers Gasquoine Shareef Henig Chung Bouakiz He Altman Delampady White Moreira Madden Doeff Dziuban Fotso Pedroso Ko Lee Vass Erickson Feinerman Eberlein TischerHeiman Suwilo Song Yu Bell Sanghvi Markarian Mehta McIlwain Pfaff Marshall Stone Burghduff Resnikoff Interlando Hutchinson Weiner Tseng Jamison Zhou Sherman Kuhn Liu Hungenahally Li Pasechnik Bochi Arroyo Nevins Song Kenyon Sion Weihe Ziebur Hughes Porter Garder Seltzer Boyer Christian Kang Yuan Lipman Kullmann CaldwellCozzens Hegedüs Zhou Armanios Wells Hillier Johnstone Mukhopadhyay Torrez Rodriguez Jacobson Wang Hummel Langer Buck Linden Kellogg Lu Bagley Raposa Perez Shui Liu Varandas Huang NiteckiPierce Devaney Rocha Jones MouJiang Ulrich Chang Guy Mather Hintzman Yan Saxl Stokes Adak Liu Andersson Luzzatto Guelman Rassias Langlois Durkin Srinivasan Landweber Ashdown Tonegawa Darden Smith Weinstein Lawrence Poet Purcell McSorleyBuczak ChiangBabich Sobel Schoderbek Lee Liu KimLu Kim Sambarino Rocha Brochero CorletteGrossberg Forman Iberkleid Shah Mohrmann Grotowski Ledbetter Marinov Schwid Gao Kellman Todd Marathe Kweon Hollingsworth Hsieh Qian Cook Emmens Dass Dysman Vera Mendes Kazarinoff Widder Sinkhorn Hughes Cifuentes Monico Lister Brown Daugulis Zhang Faith Xiao Heisterkamp Lawther Greenhill Bell Zehna Kullback Bernhard Liu Shirley Colvin Cholewinski Hirschman Kabak Shader Song Salter Darragh Schack Demas Clifton Nuebling Wang Shyamalkumar Viana Scárdua Thomas Tyson Saenz Espina Liu Koo Armendariz McCann Ruchte Roberts Stephens Liu Quinn Daugulis Smith Rashwan Weinberg Shen Niverthi Oliveira Lynch Ures Xuan Schecter Sawyer Teodorescu Teller Tang Wilks Elliott Zhou Eke Hood Tausworthe Verde Zaromp Smith Marin Lele Fan Horita Manco Ong Tai Peterson Garza Bardwell Liang Leerawat Tan Park Foregger Whitney Wang SharpRamsay Bhattacharjee Kujawa McWilliams Kipnis Micheas Sun Ren Wang Arbieto Morales Rocha Rojas Hingston Sessions Oehsen Dinkel Han Lin Morris Gurwood Bak Overdeck Muoneke Foregger Jung Peng Bhattacharya Pantelidakis Pereira Withers Anderson Morse Oh Cole Tang Haimo Ruengsinsub Ma Skipper Hwang Adams Coll Hinson May Carlson Woods Parent Pekoz Cutler Baraviera Luzia Sánchez Mora Mol Sun Edwards Liu Mosbo Kim Hamm Rockoff Young Matthews Gray Konnerth Li Paulo Cabral Costes McDonald Taylor Oguntuase Roberts Williams Rivera Hentzel Husband Evans Glaser Lieberman Angers DeyIyenger Cruz Reis Colli Neto Buffo Byers WisniewskiGottlieb Bennett Bledsoe Peterson Song WalkerRutan Zhang Nimmo Bruyns Gregory Proskin Chen Muniz Abdenur Chou Bressler CastlefrancoHethcote Bloom Matagrano Knappenberger Hedrick Hantler PanLevenberg Pritikin Nam Penico Reisel Bondari Brydon Brundan Miller Birmiwal Zhang Lopes Palis Menad Xu Winter Gamboa AlbertCrow Dauns Suchan Laohakosol Bender Kuchenbrod Ross Michael Neudauer Celiku Tsai Bulutoglu Loddo Oliveira Medeiros Karlovitz Wilding Feng Smith Greene TangemanChun Rechard Taylor Meush Crosby Brualdi Dinolt Zelinsky Callahan Kovach Ritchie McIver Pantano Ross Coster Tahzibi Tomé Rivertz Friedman Buckwalter Bruell DeMar Bibighaus Zaroodny Byun Whitt RedlJr Neumann Jones Brown Pitselis Guo Plaza Martin Smale Gao Shub Laquer Szenes Hessler Scobee Robinson Smith Myers Ahmed Agnus Bresenham Stewart Chang Rios Souza Beloqui Martins Tomter Kim Quenell Shields Simon Gao Mena Yovanof Trachtenberg Taylor Kwon Chavey Gerstenhaber Schiller Langworthy Lamy Wallenius Müller Song Oleson Costa Branco Bott III Beesley Aswad Galbraith Unnithan Childress Bedford Mason Sheppardson Atkinson O Schaffer Bhaumik Catsigeras Fernández Quang Miller WangCha Porsching Yu Moriconi Stenberg Arnold Candelaria Ketchum Hoffman Scheffé Song Waksman Bilodeau Pinkham Guelzow Timoney Hartfiel Li Lee Deretsky Tannenbaum Rho Gardner Patterson Knudson Lehman Notz Atkins Ture Woodard Araújo LoFaro Lopez BoyerWang Starcher Sigley Udinski Rubel Dietrich Ponomarenko Giaquinto Morales Kosier Takasawa Díaz Tolman Gamboa Holley Strenk Chang Squires CurranLi Möller Haley Cheng Stroud Patra Bishop Payne Duris Tudor Smith Feinberg Morgan Rall Eaton McNab Tryer Ronse Naegel Passat Resnikoff Ruas Melo Carballo Metzger Patrick IV Stiffler Cheng Murray Limperis Seidel Schneider Kambayashi Statton Perlis Wu Liechty Zhou Fu Maron Ávila Malta GheinerLabarcaLins Duffin Schuette Jenkins Bruning Athanasopoulos Golomb Slepian Belbahri Liu Quackenbush Wachsmuth Wilson Putnam Johnsen Solheid Sneyd Huthnance Yu Mizushima Ichihara Larose MolitorTra Behn Nadim Kwong Priest Teleman Tran Amit McMinnLeipnik Leavitt Fuzak Hestenes Pairman Gaer Wang GerberSon Helzer Rosset Dean Cooper Cook Venkataraman Kleidman Williams Levins Li Pacifico Kopell Jewell Dowling Benardete Chou Shults Hines Ark Graesser Luecking Mellendorf McDougal Wichman Lataille Spencer Purvis Kitakubo Moore Goodman Lee Bailey Park Metzger Cho Lawver Weston Jeon Tompson Sacks Nagora Tseng Koropecki Pinheiro Reyes Holzsager McPhee Clippinger ChildMalone Hou BlandShallcross Hendren AtkinsonBoos Liebeck Pujals Vasquez Renegar Rassias Mangrad Smith Gaal Cohen Coe Tinsley Robbins Sardinas Moore Stroud Langroodi Dowd Behrendt Hatakenaka Romero Schneider Banerjee Goldberg Peinado Imhof Zhang Petrovic Carlsen Bonato Jensen Anstee Huang Rayburn Menon Yamashita Kim Colmenárez Han Kocsard Muñoz Tangerman Jones Munoz Lacomba Stevenson Adams HosfordEnersen Fenceroy Bentz Goldwasser Ou Smith Weinblatt Oktac Hemminger Hasson Bamblett Audu Kojima Vardi ChowMao Pena Vera Perez Chiang Leuze Prins Rosen Thoene Lancaster Steen Hopenwasser Bobo Malheiro Britnell Goodwin Matei Bowker VargasSmania Kostlan Kocherlakota Conlon Karney Mott Goodner Eilers Nam Shao Lazier Osborn Koepp Bai Robinson Saunders LicataOzsvath Schwartz Gatsonis Nassiri Friedman Daenzer Moskovitz Phillips Tsui Ko Hoffman Johnson Tulley Daniels Sad Camacho Brooks Block Lobb Morley Boyce Jonnalagadda Reis Kruskal Mayhew Fredricksen Street Wilson Haber Keenan Camburn Paige Lund Cohen Guwal Steiner Suciu Ju VanDerWoude Fried Minh Taghavi Yun Ferraro Megginson Lang Birkhoff Delic Cho Lam Scheick Klerlein Sin ApineJoseph Vauhkonen Haab Franco Falconi Peredo Osborn Yen Smith Wilson Hoover Betz Brenken Cropper Stewart SchaferTomber Oehmke Greenwell McIsaac Ajoodanian Feighn LordenMei Bowen Wan Saunders Kolata Pettey Kent HurdSherman Willard Weinberger Fulkerson Ryser Gomes Momoh Blackburn Diao Kiefer Low Bordignon Nascimento Alonso Hasting Meyer Kellum Kodeih Sarma Dobbie Krishnan Hansen Larsen Sim HathwayMitchell Marques Rudolph Shor Dukic Shahshahani Alfaro Tse Rogers O Batchelder Brink Cope Plachy Ma Shpigel Riedel Allen Ward Randolph Lee Feil Ratliff Dolan Hedden Cai Kitchens Marcus Sanches Lazarev Pullagura Vasudevan Bunn Krahn Miller Milnes Henderson Patenaude Umland Garba Hines Lloyd Langmead Atwood Khanedani Gaspari Weinberger Ferrucci Guilford Steimley Locke HoPark Grizzard Joe Li Robson Calsamiglia Pinezich Wong Ling III Delgado Lin Anderson Fairchild Venter Sankappanavar Wilson Andree Bridges Tsaur Fraser Myung Ye Umar Doyle Lisca Kaufman Huffman Bodelon Huang Dippolito Cogswell BlumenthalHatcher Griswold Rao Sastry Conkwright Houghton Nikolai Stanek Price Howie Safari Vasas Ghiggini Rabii Mamaghani Rice Woodward Jenkins Pekara Kadison Burris Moore Sagen Kearns Chigbu Samaratunga Clarkson Bolie Price Hinrichsen WilliamsGarabedian GravalosGuenther Robbins Gautier Lam Davis Lester Robinson Divinsky Lam Chanduka Flavell Mathas Ribeiro Dawlings Soares Bartroff Chicken Branton Young Kan Branson Anderson Butler Scribner Adams Mech Anderson Carmichael GardnerLiu Kuntz Jacobs Muddana Bardoe Martineau Leness Sievers Trow Kline Gonzalez Nadler Hu Lui Grow Bower Ward Solel Pedersen Kaiser Ferguson Cameron Heinicke Ha Walton Lewis Zhang Clingher Ortiz Heller Yang Patterson Newhouse Grinberg Welty Chivukula Bristow Jeffers Palmer Batigne Renshaw Wolfowitz Lopes Clapp Eerdewegh Sather May Wiorkowski Bannon Merriell Rees Dribin Gupta Fisher Nelson Morgan OliveiraLampe O Su Hubbard Betz Lord Wilde Reinsch Kropp Hsu Miller Dahlin Malone Everett Fuller Harper Nemade Hurt Collins Leeming Harris Walker Lim Hensler Sember Cudia Luthar Beveridge Borden Foreman Sealander ShefferBrinkmann Lewis Rogers Trampus Jenkins Strehler Boyce Kopamu Sezinando Ollis Calvert Yang Demers Liu Niamsup MacPherson Menick Heckman Benson Ge Fisher JacobsBhandari Duncan Smith Granda Hampton Lok McLendon Fahlberg Hu Al Ryan Day Moore Linfield Fulman Hjelmborg Sharpe Rinehart Goldhaber Mayne MohammedStephens Bryant Landvoy Lawson Kennedy Caprau Morgan Sullivan Kahng Dai Baddoura Yavin Damiano Omlin Sheung Carman Hamilton Gao Cooper Wang Nkwanta Biggs Block Liggonah Powell Stoeckel Zielinski Hoensch Braden Jennings Mayer Aarnes Mayer Jensen Long Albert Kim Lee Deloup Bullock Levine Tran Chang Grossman Chuan Ernest Munroe Purdy BaileySteffens Latremoliere Weiner Durairajan Archer Papadopoulos Owens QuirkLeetsma Truitt Anderson Bird Moore Larkin Bari Kahn Calica Calhoun Hachmeister Shapiro Martin Brown Gordon Camm Hasssani Zapata Crosby Lee Luttinger Stajner Vilonen Wang Brown Brannon Blincoe Biesterfeldt Mortensen Katz Stockton Stather Gibbon Clapham Tyrer Peach Tsau Shaikh Lipsett Todd Cowieson Cleveland Anderson Asok Tymoczko Kavinoky Silverman Koch Beyer Lee Carlson Pearl Matthews IIIKokoris Chaffer Bailey LaTorre Jastrzebowski Woodard Lofaro Wang Molinek Vahed Purdy Ferguson Jessup Oakley Kaplan Hansen Jones Kaiser Frey Hu Bell Campbell Killen Nail Amin Rowlinson Aslam Simpson Taylor Weintraub Frohman Kannowski Shafer McConnell Gunnells Hong Lee Lai O Shen Rørdam Brady TzungGuglielmi Shepard Dushane Xu Lewis Amrine Hill Burdette Yagi McKayle Marston Ayres Portman MacDuffee III Pankin Sandler Jr Rodabaugh Zoli Rowley Jackson Maqsood Trautwein Meissen Fung Xin Dean DuBois Morrel Morrey Beer WangGreen Kahng Dutta Rosen Cullen Fuller Holt Taylor Rickman Winslow Davidson Miller Carter Kaminski Scott Hussein Crawford Samuel Garber Lee Unger Barnes Cross Thwaites Chuang Manseur Wolcott Askitas Hill Goresky Groah Bonvallet Wong Wilansky Sabotka KaliszewskiBlankenhorn Wagner Penn Fletcher Woodson Hughes Thompson Bryson Lee Graham Usadi McCooey Gruendler Doran Hanamura Kist Peercy Laverell Martin Hayes Stormer Lin EllisonEbensperger Bush Gerber Tornheim Neuhaus Griffing Murray Belate Uschold Terrell Griffin Assadourin Kiem Radloff Yang Bernard Sternbach Crawford Stark McAllister Perna Kim Kiokemeister Dubisch Miles Iqbal Chandler McCabe Babson Young Sommerfield Heo Smith Kipps Tomforde Putnam Buoni Harty Nolting Peragine Marshall Cappitt Mushtaq Gader Kathman Timm Renze Kerr Taylor Clark SchweitzerAvitzour Koralov Ho Mesina Wichman Scott Garside Mullineux Ashiq Hemmer Sussner Ortmeyer McAtee Feidner Epelbaum Curtis Jewell Gerdes HaNishibata III Chern Liu Maesumi Shover Sarmiento Cockburn Talmage Ji Kahle Howard ChangLeviatan Helms Brown Ostling Laning Williams Williams Loring Kan Spraktes KalischKantorovitz Morley Fletcher Johnson Kroll Greathouse Shin Edmonds Howard Vivian Kelly Danskin Abadie Kischinhevsky Sledge Richards Ward Wiegmann Takeda Walter Lambert Siegel Ritter Clarke Kidwell Schroeder Couperus Scott DoyleChiang Chen WangFranekic Slivka Li George Hall Johnson Hummel Leeson Cubel Redfern Zhu Randell Temple Wagner Pujara Li HampsonDorff Goheen Buley Kupka Rieffel Kumjian Nyhoff Cassady Zettel Davis Perlo Zhu Schneckenburger Schwartz Li Huef Lei Sastry Staal Henry Tritter Smith Kamran Boyles Zhao Tidd Dristy Arvola Falk Westlund Cohen Dochtermann Zumbrun YuZeng Eifler Xu Kirch Terras Rhode Monteiro PaesGlimm Jordan Ye Butson Johnson McDermott Shaheen Schiefelbusch Simon Rawdon Orlik Heath Shapiro Frykman Baker Brand Powell Aizley Seaton Nagy Iorio Newberger Kennedy Morrison Dinnen Jacobson Biggs Smith Tsai Getu Simmonds Howson Hupert Clemens Flanders Plotnick LeePatterson Lyng Bird Kerr Smith Wang Bratteli Stafford Wilson Stewart Heilman Higman Croom Smith Nicholson Pant Johnson Chou Raimi Friedman Krabbe Lewis Megory Deskins Page Morris Enge Sikko Bailey Nimershiem Wissman Smoller Kuller Madden Farsi Hadfield HajacRenault Marchesin Scheuermann Al Howard Conder Luke Lien Simond Vance Curtis Boyle Frankel Johnson Feist Li Cox Liu Berg Cartlidge Marchese Agrawal Moore Pei Smith Alperin Kim Li Odle Fei Lee Parker Szydlik Thompson Humpherys Khodja Griego Jerison Kim Bukiet Tauer Spencer Mitchell Hardell Andrus Kirkwood Anderson Garland McDonough Todorovic Boisen Wheeler Watkins Hoyle Hinrichsen Lee Oh Mack Williams Snyder Morse Shultz McAlister Ramazan Isaia Cavendish Thurston Ayres Case Kalyansundar Bakke Combe Finkel Cashing Ollman Roseman Park Winter Atalla Carroll Silverman Hukle Logsdon Radjavi Hartman Smalø Katzenstein Brin Lien Barrow Dohlen Duran PhyStoudt McEachin Barker Park Exel Sheu Furtado Wimberly Ramras Hughes Shamash Boukaabar Ayres Kim Linden DeVos Rhoades Phillips Brauner Cadet Lu Iyengar Southcott Rolfsen Mason Marlin Marchetto Perkovic Rees Sotirov Elling Dana Boyer Rosenberg Smith Wang GantosVenzke Graves Rai Fattahi Kuo Kim Kim Wang Addepalli Tennant Hotchkiss Gill Majumdar Myers Sedlock Laforest Derr Bhatia Petrucco McDonald Wirt Ganske Marwaha Quinn Gokhale Stewart Tobin WoodhouseBeetham Everitt Gluck Brunner Patty Fletcher Gans Pao Khan Cui Potoczny Shaffer Frid Wilson Chatland Zaks Brumer Dickson Smith Schaufele Coleson Raymond Oh Aghajani Hesaaraki Wise Yoon Dahl Fabrey Latimer Yang Green Riley Bridger Wilson Burry Gardner Miller Garaizar Hosada Hakawati Sharma Liu Stancl Rouch Pande Leen Abadie Putnam Pyle Marcos Rosenholtz Fair Reddy Levy Nardo Tessaro Wassermann Cerri Arana Sperber Roe OWhite Ong Walker Hewage Neumann Kyrouz Blackwell Rocca Johnson Razvan Leue Wilson Chen Lu Stangl Gilliam Aafif Boersema Pedersen Zhao Isaacson Myers Wenger McQueen Simonic Witherspoon Roe Reed Flint Lee McCullough Resch O Taylor Blanton Chellevold Pitcher Jonsson KoetherPomfret Yahaghi Fisher Hewitt Page Prince Dobcsanyi Engvall BellEthington Grasse Smith Rosenthal Røysland Mukherjee Ranum Baker Brumfiel Bardzell Thomas Sanders Bryant Ledet Rhee Kannan Mazaud Keiter Farjami Bianco Duncan Dreifus Underwood Silberfarb Brown Guan Katz Wilson Dickenson Brandt Pilz Exner Eudave Kabbaj Harvey EszterHoff Latil Martínez MacDowell Macchione Porter Cairns Keswani Itza Bach Mennella Lashof Sorets Brixey Sanderson Sanwal Dyker Easton Schumann Antonelli Abramson HsuShy Radner II Katsuura Kasum Hull Hoare Reeves Martin Adams Tomova Schultens Moghadas BenVillar Tyner LaBach Laredo Gallinari Harris Doerstling Margush McMorris Wayland Jochner Jahandideh Furaidan Majumdar Smith McBay Whitaker Friedman Ray Kang Voce Gerges Zarnowski Miller Miller Breen Ross Bussey III Hall Sultana Jones Wilson Johnson Shannon Bloomberg Bhatia Lampazzi Hardy Eisenstadt Berg DeSapio Spencer Ng Terry Matthews Griffiths WuMoon Chasen Leighton Auslander Williamson Brown Sola Razani Svarc Graciela Moran Verrill Nowlan Shook Zhong Munroe Titcomb Hemmingsen Miller Hong Turner Bellis Collet Tsyganov Savage Heider Smith Woodruff Baker Bellamy Frohliger Onnis Kelly Brown Haberzetle Jordan Luo Ding Woodward Britz Moser Mayland Kostenbauder Ryan Leidy Albrecht Wilson Cardenas Surace Mason Couvillon FeauxHunsucker Buchanan Akhter McDill Munasinghe Burkinshaw Wang Kricker Kowng Robinson Zhao Yohai Maronna Davis Corbett Ishii Kim Weller Lees Diny Prince Estes Thiel Clark Peterson Gough Brahana Tanner Garten Dickey Patil HaddadVaradachari Wallgren Mercuri Braga Platzeck Towsley Clay Carothers Natsheh Scharlemann Sirotine Garrett Lam Fukuoka Naddaf Schor Appelbaum Costa Willerding Rees Newell Zacharia Coppotelli Kulkarni Mallick Barr Tollefson Person KuoXu Su Ferretti Moore Georges Dickson Pall Nipp Komendantskaya Koslowski Narasimhan Wiginton Behrns Strebe Kim Boman Kalliongis Bergesio Jones Ballard Gordillo Johnson Larsen Stark Sparks Chandler Litzinger Todorov Martsinkovsky Fay Smith Fox Barrett Aitchison Giller Boden Cochran Foster Crawford Gorka Elsner Joseph Minkus Caron Matherne Teter Namboodri Sane White Larguier Kaplan Jeevanjee Kim Ghuman Tang Hernandez Grant Green Schultz Heitsch Taylor Irwin Lane Milgram Montgomery Lewis Doll Brown Fan Vandenboss Keener Smillie Lima Maier Peralta Harada Kainen Fremon Heap Bian Ling Frech Ferdinands Spickler Webber Nelson Vu Elkhader Holt Leighton Shaker Oliva KezlanSpeers Mauch Parks Seda Menzin Alling Sinha Strecker McClendon Broussard Kusner Dancer Handel Hall Wu Zhu Fraiman Kelmansky Barrett Burns Pyung McCarthyHedstrom Thompson Moore Du Taylor Militello Kulkarni Nair Miller FreedStitz Schmidt Abudiak Kim Groot Johnson Steelman Cao Boisen James Hardy Solin Lobquist Bencivenga From Limaye Rajan Melton Gehman Rice Martinez Stephanus Reeves Ko Yu Bigelow Strle Gee Greenberg Langworthy Goonetilleke Rigas Chan Currier Cooper Archibald Guo Su Richardson Adkisson Roberts Maxey Myung Apodaca Grimmer Liu Adrover Bois Caubel Tsai Hedlund Skidmore Lukkarinen Kupiainen Brown Albert Rutt Lovell Cohen Zhao Gray Taylor Hruska Smith Kennedy Lovaglia Pepper Williamson Kwun Kania Patry Stemmons Martin Helsabeck Bloom Wadsworth Wright Larson Anderson Morrow Johnson Cheung Beaucage Goulding Collins Moebes Davis Betz Menasco Smith He Chaloner Grossman Weiner Capobianco Pirtle Hutchinson Cassidy Yahya Hass Deshpande Alam Lal Srivastava Neuzil Butcher Showers Ensil Huang Zhu Novic Fife Bustoz Weiss Rinne Grou Moura Beverly Garver McFarland Hitzler Aof Edelson Slagle Kuo George Bennett Kuykendall Benton Papoulis Boals Meda Hirsch Gomprecht Etgu Tong Inoue Ruberman Gee Huang Wu Ellermeyer Hazlett Farkas Hardy Mucuk Booth Ren Castellini Kim Schneiderman Swick Ivanovski Maugendre Williams Jefferson Abreu Hyams Croke Hakulinen Korvola Dines Börger Rice Arkowitz Barry Smith DickinsonWright Warren Morez Mader Lin Oldenburger Sugar Huston Mahatabuddin Sherling Wilder Costich Gérard Albert StaffordJones Coven Tuller Evans Singh Young Yim Slaught Wells Zuckerman Oppenheim Landman Al Ellis Ries Shukla Hajek NallRydenClaytor Shapiro Harris Lindgren Zhang Huber Lee Rawat Thale Lameier Hansen Hart Townes Humphreys Sorenson Mauldon Barcus Lewis Hilton Wu Howe Rosenberg Anderson Anderson Nouh Nordstrom Taylor TuffleyDam Chen Grasman Jones Scott Cariola Hook Chaves Hindawi Cross Shrimpton Fugate Meyer Hatch Kline Cross Spence Quinn Melvin SchluntWaltman Anderson Silberger Bernard Larson Gokhale Waid Chang Moore Ashley Hardie Schiffman Zippin Kelley Vaughan Weidner Madden Stong Barros Stenlund Lennes Root Ghent Pollak Piatkiewicz Smith Gary Grilliot Harer Fan Lange Hursch Pettus Barnard Heath Salleh Fantham Pan Schnare Zemke Feuerbacher Zhang Brownstein Foisy Murphy Merrill Heidel Foland Luxon Bryan Markley Ori Riggs Bryce Gaba Cox Martin Tonks Kammoun Mishra Hutchinson Pilyugin Beck Pelland Mulvey Hidalgo Lustfield Merkes Kim Anderson Chewning Young ThompsonWunderlich Williams Eynden Yoon Behera Cobb Scevenels Schuck Lorensen Lininger III Johannes Kaplan Kirby Gauld Whitehouse Martin Aubry Perret Brown Haymond Jones Strain Leite Voxman KnobelauchMacKay Scorpan Herald Ruan Hu Strassberg Gard Jakobsen Hong Hillam Valent Alliston Liu Calle Brown Nyikos Roberson Orna Stoddard Swingle Ragsdale Gersdorff Shi Dennis Thron Rowlett ColdingPauls Bruton Zsilinszky Zhang Worth Shoenfield Mueller Hartz Lih Wright He Wypasek Deng England Utz Cunkle Dempster Tseng Niven Maxfield Glover Hopkinson Harasani Rao Berriozabal McLean Miller Odden Chen Wielonsky Keeran Paul Borwein Sanders NelsonSaiers Kelton Bell McKinney Blake Moore Schweitzer Abd Song Alzobaee Mand Boucher Socrates Blache Pennington Romahi Ye Fryman Dooher Byers Burdick Wheeler Marsh Briggs Thomson Maier Witbooi Whitehead Brogan Keleman Armentrout Schori Woodard Tamulis Livingston Greenwood Wang Chattopadhyay Andima Reed Park Montgomery Jones Clemons Cheo DakinHeyworth Stewart Dammerman Cook Nowell Hoffman Roberts Walker Mohamad Chen Sitaraman Islim Cornus Deshommes King Hsu Henson Heckenbach Diesto Goggins Wegner Eggan Waller Seppala Pursch ChildersGoldfarb Malaugh Beshears Kim Kwon Evans Zhuang Menguy Cole Larsen May Hare Korntved Crossley Gugenheim Stephenson Roth Radcliffe FischerAlthoen Schorow Rose Grabbe Purucker Clay Villaverde Eswaran Strojwas Wright Edwards Frank Wilson Isaac Seade Dancer Mamone Bdeir Scarborough Merwin Guo Heifetz Fennell Ohme Nelson BidwellTurner Torrence ZeislerWong Owens Christopher Johnson Tran Cruz Metcalf Chen Collins Ramakrishnan Mao Juteau Luo Wang Wang Bauschke Stevenson Beem Dolciani Shi Ryden Stonitsch Kobak Singh Yi Chapman Naik Ouyang Poddar Ji TemkineEdouard Lachaud Atwell Hwang Hallam Wu Cook Callas Boessenroth Horn Warren Zane Ozcan Ýçen Steer Walker Harris Mayer Mirani O Grigsby Iseri Matveyev Danset Gong Drake Wolf Varino Ingraham Asprey Icen Cockroft GubbiZhou Summerhill Stiadle ElliottHughes Hass Ackleh II Huang Port Molnar Moses Hunt Mosa Powell Hubbuck Goldston Fassett Jones Wilson Ancel Braun Jani Edwards Chen Gay Akbulut Kumar Black DeLuna Lawton Higgins SmithBaker Zhu Young PerezBaker Duke Stalley Swenson Collin Franklin Hughes Jacquet Greenberger Halbout Benz Silva Cooper Li Kamel Gottschalk Brook Wang Ward Chittenden Findlay Smith MacNeish Dressler Long Hooper Sutherland BoalchCalderbank Gualtieri Reed Gibson Lee Aubriot Lesin Gaudens Bonnafé Michel Marshall Huneke Pitcher Hughes Salamon Laidacker Brechner Weld Barchechat Thys Ok Alquie Cherdieu Ferdinand Antonios Hlavacek Pree Aull Wine Klasi Brook Trimble Trump Miller Blue Wittekind McCudden Kuksov Paechter Chang West Manzur III Rajan Wong Wang Mikhalkin Ginot Hernandez Koo Huang Graves Hane Chung Maxfield Woo Gursoy Humphries KohliMcCauley Boren Cliett Maner Stephens Michaelides Woodruff Mellor Barchechat Ozan Livernet Hu Mantel Johnson Klein Brzenk Singer Sunderland James Hitchin Sabello Boyles Bennis Hakim Leung Sawyer Mundt Ling Coughlin Grant Pobanz Skarstedt Ramaley LeVeque Snaith NasatyrChatterjee Nash Bogner Baritompa ChuAbrams Gompf Vaughn MarinSchmitt Allen Li Siopsis Chu Auslander Fiedler Gray Lune Lee Yeung Hansen Warner Sawon Das Smiley Marsh Franjou Rodier Schiffmann Kauffmann Park Pukatzki Cameron Federighi Stafford Zaldivar GreenHanks II Gonzalez Kroonenberg Chen Fuller Suh Wambst Aboughazi Renaudin Godement Dib Goodwyn Conwell Pollard Wicke Grabner Pollock Freedman Hoggar Griffiths Anwar Naber Cook Beck Nunnally Swenson Dyer McNamara Perez Kassel Rosso Ospel Brady HoweLeitzel Dudley Santos Ma Ismail Hodgkin Krishnarao Sorgenfrey Bell Daniel Rodabaugh Detmer Henderson Torii Goodman Etnyre Sellami Gaucher Thibodeaux Qiang Rabinowitz Keynes Guerin Garcia Vitulli Alderton Replogle Chun Rodríguez Saitoti Gilbert Bonsdorff Girou Stocking Nuss Ye Nagarkatte Burton Ozeki Wheeler Wolfe Guting Walker Grobe Jung Tipple Scheinost Lee Transue Cerin Millspaugh Gérardin Hée Campbell Vaughn Balaban Rim Ames Zhang Charris Kirley Ming Thomas Feix Andersen Su Fendrich Finley GhimireMorava Cuvier Tan Haissinsky Cartier Kirupaharan Smith Eisenberg Graham WolfDavis OxburyWitt Heath Sharp Wong Cadavid Picioroaga Malbos Ayadi Fresse Riou Schwartz Roesch Ble Wochels Rhie Buchanan Srivastav Ding Barratt Gothen Riley Poor Anderson Garity Miller Kurihara Lieberum Baumann Emmert Nerurkar Whaples Dorey Leitzel Fay Menzies PickavanceMcFarlane Cavalcanti Choo Babcock Laursen Pettey Sher Freden CannonAdams Devadoss Schlichting Chu Penazzi Anderson Berkey Williams Ng Zemanek BankIsmail McAlpine Johnson Micha Williams Chan Pornputtkul Hansen IV Harms Schönenberger Svendsen Balavoine Souza Kesinger Gray Anthappan Phillips NobleLehmer Hannula Stancl Ruedemann Rostermundt Anand Baier Hodge Reynolds Tripp ValletteZimmermann Douady Helversen Roberson Dyn Schoenfeld Guggenbuhl Oppenheim LeVan Chen Mora Rutter Whittaker Israel Jubran Harvey Patten Guiraud Chéritat Pages Jaworski Moore James Grabner Anderson Boynton Libis Pedersen BaldwinGrove Stucke Caux Griffus Spellman Broussard Felt Loday Calmès Kahn Soulé Sund Finan Hou Crampton Klingler Monk Martin Treybig Mullikin Wiser Gershenson Krishnamurthi McCallum Viola Bisch Guin Hamida Oberste Nelson Hakimzadeh Leitzel Seo Glass Nyman Dalla Porter Mears Dula Hausel Garcia Connor Loveland Tatsuoka Eaton Everett RouxKaroubi Azarbod Horelick Neuberger Hassanpour Schneider Miles Biddle Wright Troy Reiner Shi Al Carter Weibull Boxer Vobach Farmer Cathey Emert Madison D Petrescu Oudom Jellouli Carette Zampogni Coffey Abbud Raggi Pu Li Chen Alexander Payne Thistlethwaite Jetzer Hurtubise Carlisle Shepard Miyata Zakeri Koray ChoStefan Goichot Buff Faught Fisher Haraty Ellis Lazer Hughes Harris Miller Bartocci Wakae Dorroh Fisher Levitt Galecki Frabetti Gnedbaye Laghribi Deny Brown Wright Woo Mahmoud Coutant Silva Maharam Coleman Murray Prevo Eccles Poon Hung Lubben Proffitt Shawcroft Rubin Hatzenbuhler Hornbostel McCann Franca Pothoven Cox Franco Byun Odenthal Gray Barton So Babich Ssembatya Jakimovik Husch Radulescu Sasyk Câmpeanu Pekonen Roeder Moore Lin Yoon Ding Yang Parr Buzby Wilson Hunter Nutt Carlson Shader GentryPittmannBall ListerBurgess Lamoreaux Fordham Borasi Reiner Giambrone Battikh Roques AbidinRam Dokken Galen Castro Ortega Lee Ralley Li Silva Effinger Rhee Wishart Hutchings Swain O Tinsley Clapp Segal Andrews Curd Ahre Nicoara Shantanu Dykema Baker Luo Hubbard Wenckebach Unsurangsie Ali Chang Geissinger Nemeth SteedPierce Sanchez Sheldon Garrett Tucker Davis Grant Feng Kjiri New Simone Clark Torres Sauloy Wang Leach MaddausSilva GreenlandMitchell Pohrer Rant Burgess Mitchell Maclaughlin Solomon Hamstrom Baker Kennedy Siskar Stoughton Curtis Bildea Timotin Bernier Malcok Dima Ma TrotterLoWilliams Perrizo Wong Neggers Hazell Madsen III Rogers Miller Riecke Vrabec Remage Winslow Keesling Boswell Tindell Dobbins Lindsey Baroni Lei Hopkins Stefansson Serazi Yi Chen Wit Waller Nadathur Mullins Wiegand LevyBahl Dunning Davis Wagner Hall King Lambert Myers Beebe Chu Ceccherini Corel Duval Bielefeld Ron Johnson Johnson Aduen Chen Kaplan Hodges Turner Moraru Seldomridge Pearson Slye Cannon Cox Wright Mitchell Lopez Covington Edler O Kinch Popa Peterson Nistor Baroni Tataram Ramis Cartan Head Rahal Panda Amirsoleymani SwartMoll Cossio Gadam Kinch Daus Zelmanowitz Edmonds Spencer Khan Heerema Deveney Asadi Bielawski Miller Mohat Vecellio Vucic Su Kunio Selden Jung Okamoto Vrolik Kurepa Benjelloun Wilson Getchell Cover Morris Cliff Barkauskas Hayes Komornicki Morris Cowan Chadick Goodsell Frazier Symancyk Hsu Piccione Kukavica Arslanov Förster Frej Zhou Denninghoff Briggs Peter Romero Saveliev Green Schmidt Pownall Fort Cain Asaeda Shu Leslie Wittner Monroe Hogan Goli Rossijn Newton Yang Kuzmanovich Sadler Hall Espinoza Hinrichsen Broome Pave Mramor Zeron Pellicer SandersAnderson Donno Schleicher Downarowicz Yoon Cautis Sui Fisher Bittman Hudson Ehrlich Reilly Strong Andrist Brown Lytle Goldstein Reeves Lassowsky Pimsner Mitschi Grz Hur Ren Fabbri Fan Gustafson Murtha Donovan Alexander Nadler II Copes II Overton Schneider SeldenStepp Ioana Peterson Voiculescu Dediu Streinu Bouffet Yue Hamer Zhang Canton Simons Ykhlef HuOstrand Ware Davis Thwing Duckenfield Álvarez Pierce John Sanders Vickery Glezen Fernandez Lukesh Mitsuma Nica Suerman Abiteboul Little Hildebrandt Wakerling Shattuck Smith Geanakoplos VilliersHuh Rodriguez Mathews Moore Worrell Hoerbelt Buerk Salpukas Bastida Ocneanu Grujic Havea Calude Andonie Sharma Velikina Mantellini Mensing Vianu Connors Kaltenborn Bass Cima Authement Olson Howard Heinzer McDowell Comella Schweigert Martin R Scott Brugmans Klatt Wilson Bauer Vavpeti Dunfield Hoggatt Illanes Shershin Gordon Mann Rottenfußer Riedl Katz Legut Hangelbroek Walraven Wituski Cobena Truitt Jones Haefner Howard Nicholas Iqbal Riera Martinez Thomas Moise Gordon Schiro III Chae Lee Aucoin Boca Anshelevich Germain Martin Serre Thom Mukerjee Iwanik Gercken Pufendorf Pan Lipschitz Kottman Stokke Arnavut Fahy Wade Carlitz Beard Givens Nanda Quint Cao Baker Davis Klaff Yang Montgomery Hunter Poisignon Shlyakhtenko Suciu Cirstea Maruster Bartoszek Krebsbach Eisenstein Tian Westall Morrison Rutledge Anderson WorthJewett Boyce Cleveland Secker Oca Cuervo Rhee Onica Marcus Mignet Bourdon Meter Cavior Shell Fox Purifoy Meyerson Hollister Malbon Blakemore Lutts BernsteinStadtlander Gu Malita Buzeteanu Ryll Telgarsky Schneider Giuliano RovanChandler Zhang Young Heitmann DavisWagner Dowell Zerla Daigle Smith Penner Lewis Gorfin Dumesnil Bidoit Lin Stanley Terry Reed Saadaldin Berard Shalen Clark Cervantes Butcher Lin Hoffman Huth Chung Grozea Sebastiani Barbosu Cismasiu Anisiu Nowak Sturm Roethig Nguyen Padmanabhan Habibi Weiner Al Hodel Smith Wesselink Alexander Stacy Arrow Henderson Ho Fulton Feldman Battaglia Strother Hildebrant Jones Gal Dirichlet Xu Welmers Leal Hayes Briggs Sweeny Halperin Jayaram Hrycay Alford Kwak Kelley Brasher Awasthi Oberhoff Peligrad Foias Dragomir GanscaChiorean Fourier Plana Mager Liu Szechtman Vaughan Kurtz Parikh Li Stubblefield Jackson Cook Smythe Sorgo Hou Duda Keesee Zhang Walker Dascaliuc Reghis König Bernoulli Senellart Wang Yu Rouse Wells McConnel Allen Keisler Kroeger McMillan May Mislove Thorsteinsson Paun Gratie Castro Jakóbczyk Krzy Hermann Blassiere Ginsburg Huang Boyd Loepp Cross Reid McDonough Ramakrishnan Krajewski HallettKlipple Yates Rosenstein Seidman Allen Smith Karvellas Ly Weigel Sundararaghavan Thomson Lobão Hotelling Blumen Al Mullin Schneider KrajewskiWang Basye Buchanan Mosher Day Friedberg Crawley Garcia Ji Cao Titi Syzmanski Gavrea Cobzas Muntean Zenil Grumbach Kurtzman Wehausen Goolsby Milies Fernandes Byers George Lee Siddiqui Munkres Iwuoha Vernon Graham Benningfield Cheskidov Kiel Ertekin Lutz Ackerson Bradley Rao Gagrat Walker Krebes Starling Hart Ishdorj Toader Mihoc Hoang Biernacki Miles Dang Rosa Johnson Menon Ezell Cannon O Gropen Hersonsky Park Tripathi L Smiley Vukadinovic Dushnik Knuckles Canaday Wall Kim Cornette Maehara Roberts Wardwell Borrego Hays Eden Fulina Vernescu Jankowski Villard Zaiddan Wang Barros Weber Veblen Young Younglove Jackson GiovinazzoHaynsworth Wallace Williams Farley Fu Pascali Cluzeau Euler Neill Hashimi Giuliani Altinger Anderson Howe Walker Rousseau Widtfeldt Timourian Bermejo Wilkinson Bookhout Puckett Shelden McGranery Choe Koch Carruth Brown Collins Sandu Wynne Hauk Iancu Manole Delahaye Leibniz Hoorn Lagrange Poisson Chitrapu Bick Benharbit Mancuso Nash Sharma Hsieh Fast HegdeCuttle Hinman Olson Zsidó Chiriac Nicolescu Adam Zervos Li Qian Cohen Williams Renz Richardson Chand Kuzmack Forge Smith Whyburn Rodriguez Anitescu Dünnbeil Toadere Makras Schröder Habermas Xia Jones Strus Zatelli III Seifer Hocking Church Vincent Mills Soniat Walker Williams AitchisonBrown Cripps Wilson Breaz Dumitrescu Popoviciu Bernoulli Brilleslyper Juriaans Hartley Knebelman Haque Girolo Mahavier Jarnagin Kasriel Clark Ciupa Prévost Sadowska Dong Saraiva Fray Mitchell Parker Warfield Naimpally Marx Bandy Sr House To Haywood McCharen Ganci Damian Scurla Catana Kasa Aïd Barkatou Vogel SegoufinChen Konstantinou Komm Allievi Schatz Matheson Salazar Ahmad Spears Robinson Sr Nicholson Palenz Lehman Jr Kropa Slaughter Stenson Smithson Yeager Gonzalez Walker Guisse Potra Goran Cribari Schmid Ion Wildius Lin Kose Shields Ingram Grimson Morris Price Paulson Benkard Singer Wells Wenner Tomlinson Jollensten Dickman Faucett Houston Lizama Dumitras Farcot Alew Dai Calisal Johnston Krabill Church Nathan Zhong Hahn Gentry Hong Holte Nandakumar Gavrea Stancu Mavrogiannis Hubert Zhang Goncalves Sloan Long Ehlers Soland Robertson Watson Jones Bacon Russell Fuller Hall Saalfrank Blaga Tambulea Wasowicz Nikodem Ekama Wong Lefton GrantSholander Mitchell Henrick McGrew King Dillon ConnerDevun Rothman Lawson Laubinger Shi Dumitrescu Sadok Chaudoir CalkoenBarnaart Damen Göde Mao Caine Fernandes Vanderslice Conwell Liggett Franchi Thompson Baccam Smith McMorris Petrides Charlesworth III Wertheimer Krule Owens Muenzenberger Haywood Lee Agratini Liouville Greenleaf Knight Hwang Benkoski Kilgore Scott Berner Hodel White Harry StrohlGreever Lau Chon Coroian Moussa Reizner Hwang Krachni Bruasse Serb Brezinski Jeannerod Ondaatje Pickrell Akinturk ChanPiao Rickart Kaufman Stevens Roselle Jin Wadsworth Kapoor Guay Zaccaro Malghan Selfridge Williams White May McDougle Cohen Tucker Mashburn Goodykoontz Yen Höring Craciun Ermerins Jiang Haliloglu Kakiko Davis Frey Saibel Itzikowitz Stern Rudin Sharp Nichols Iltis Stenson Akst Sullivan Karas Gaidici Dora PalmerWiskott Masarani Lathrom Hohmann Gere IIIHeins Yu Bennett Eberhart Jonsson Liu Micula Mihoc Acu Montel Goubin Kulpa BudzikGajda Szostok Dhooge Bieliavsky Fwu Zhou Makky Wang III Bilazarian Jacobson Ashley Osborne Martin Siry Schuh LimCazacu Schäfer Vlaic Domanska JelgersmaFagaras Hennert Trudinger III Suchower Mullen White Park Bennett Enis McCulloch Baer Daniel Navy Wage Crummer Williams Weigand Wright Stone Boyer Rector Kung Robbie Lin Ferguson Stralka Asawakun Kohler Catinas Oskamp Sunderland Dat Wu Dymacek Geisser Shepardson Stone Honerlah Sigmon Ward Buskirk Lu Mir Derridj Roberts Meylan Dloussky Tyrala Smedt Ferrari BendatOstafichuk Jenkins Watson Pav Stenzel KronkBeaucage Lazarevic Brown Abernethy Kramer Plunkett Mendivil Cabell Lum Bergman Ewing Chauvier Simard Bonavero Gastinel Pang Solodovnikov Lal Saccone Cole Sanabria O Brent Hsu Cleave Feustal Gilbert Civin Livingston Duke Morris Cain Klemm Mitchell Duncan Cazacu Sheng Kowalski Delmotte Tessera Boutry Chen Hilali Girard Urban Chaibi Ambrose II Schulte Stevens Beslagi Schmidt Barnhardt Benander Gilbert Vladislav Sikorska Fechner Apostolov Gutt Ousmane Lorica Frisch Perry Osborn Reich Strauss Bracha Jacyna Talham Vaughan Lindahl Stafney Spitznagel Lea Barthe AngelkotTonis Chasles Morgan Diller Davidson Hodges Newhall Parsons Shirley Arnquist Sinal Simon Terrell Khuri HarrisMohler Bunch Baouendi Kramer Fidytek Czyba Swinden Anderson Walkington Bosse Little Pfeifer Pease Simmons Perry Jacobson Lobb Rose Anderson Maingot Chang Dogaru Kramer Yeganefar Hashtroodi Sleewagen Calkoen Beale Rosenfeld Cullough Dowling Benedetto Hrusak Jensen Gonzalez Haase Stepp Capdeboscq Popovici Dieudonné DaboussiKobeissi Janiszewski Bachar Duffy Ogawa Thomas Franklin DeGryse Weiss Jiang Tucker Paschke Peterson Bussian Sullivan Anker Floyd HaleyHarrison McConnell Clarke Delbos Vityaev Merdy BoucksomRuss Delange Badora Toure Gauduchon Bourgeois III Fink Moore Rose He Tao Kays Gross Capen Hu Norfolk Gonzalez GoudonAlexandre Budzik Parker Carr Cho Yang VilaSmith Ford Titt Johnson Lemon Stallworth Rogers Pope Lominac Rosenzweig Himonas Lehner Muresan Carron Ger Cholewa Ohn Schröder O Andreucci Ting Hamidi Mantha Gorelic Starbird Lee Lawrence Jones Roy Bachelis Williams Dimitroff Knight Mohammad Gorsky Roberts Wiger Chan Kerfoot Loeb Curtis O Rulla Dawes Packer Yeh Qiao Brahm Busch Chipman Lewellen Lee Aubry Siess Hanges Coulhon Diaconu Szabo Cahen Spraglin Worthington Wood Nelson Carrano Dungello Terrell Bumrungsup Christodorescu Pajor Mezrag Mollard Sun Phillips Guan Minovitch Cook McCulley Koszmider Steprans Wagner Vought Lewis Chicks Cuttle FrankeBidwell Johnson Mohammad Jones Allaire Tilioua Durand Mutchler Goul Manivel Depauw Oprea Lebesgue Ngoc Labbi Guediri Holte Hollingsworth Rock Lindstrom Sinha Bourezgue Weaver Lee Sandomierski Fabre Grenon Rollin Courtois Horowitz Kesseler Sims Rigoli Kim Branscum Rossberg Harrold Delistathis Greef Berkowitz Hunter Kennedy Farmer Hirschowitz Ozawa Burq Bertrand Gronbaek Bernstein Wood Zumbrunn Rooney O Rao Deaconu Burke Denman Thomas Lawrence Taussig Tymchatyn Cateforis Whitehead Luong Duc Szabo Reviron Cartan Franc Bondy Slobko Johnson PakShowalter Franek Sit Yohe Gibbons Sanders Vick Chu Clerc Buvat Privault Demailly Duyckaerts Aider Lemaire LundquistHwangWon Ahluwalia Gomez Su Muckenhoupt Banavar Soffa Feichtinger Waggoner Chrestenson Kollmer Manocha Parra Saucedo Stolovitch Laeng Laborde Sottocornola Serooskerken Arthurs Prasad Donaldson Orden Valentine Watson Pearl Bourgault Grace Mitchell Chan Yakubu Krause Dunn Yeung Eid Hamdache Rodriguez Bouzoubaa Harcharras Delort Davaux Praet Laurent Harle Visarraga Levine Avakian Liang Gordh Berg Kramer Ferris Boudhraa Johnson Lohuis Lee Benander Gournay Moyal Allibert Gallot Verdière Mounoud Delay Sbai Layton Loeb Markowitz Jagy Morton Xu Yates Clark Heath Smith Goodrick Pixley McAllister Wen Kelley Starbird Yang Baudouin Dobranszky Lamberton Rauch LafitteJeanne Benzaken Rumin Robert Leroy Thoe Kokholm Simmons Ghanmi Huang Clark Kuttler Momken Hanson Zhao Barszcz Iancu Tomita Tall Szeptycki Fitzgerald Minear YoungBoles Kallin Abo Beidleman Leeney Auroux Bounaim Ozawa Hargé Vanderwinden Hervas Oldson Schmidt Porter Reed Figà Peters Vogt Haneken George Tinker Hughey Rabus ThomasCash Tuncali Malgrange Kouba Payan Haragus Borel Roy Lafontaine Jensen Totaro Tordella Raisbeck Russell Parnas Caprio Casler Friberg Block Perry Ragland Miller Lazar Capelle Pisier Rossi Chossat Balas Fulton Perlis Bharadwaj Kalantan Bonnett Schlais Wilson Li Burdick Wittbold Anderson Propes Gutierrez Puel Boulakia Kuntzmann Hillairet James Grubb Pate Villalpando Horning Hagopian Gillman Brown Thomas Toader Osses Conca Faugeras Ustunel Nou Lebeau Lazzarini Aubry Bahoura Bihari Nailor Steger Kwan LiaoMusso Kobayashi Zandi Reinhold Hunt Creede Vernon Jones Welmers Bear Serea Dujol Martineau Zouaghi Pansu Delanoe Sun Murphy Shin Woo Zwick Hasegawa Oppenheimer Allendoerfer Wilde Xu Sommers Lopresti Park Swett Davies Bedenikovic Harvey Cobb Gerlach Singh Crass Zaidi Mandallena Decreusefond Skoda Ricard Marinescu Berger Prue Ralston Xiong Dua Driscoll Hansman FeldmanCritchlow Hernandez Salazar Valaristos Koosis Pedersen Prosser Roth Vrdoljak Paun Bourbon Pestman Laure Brydak Navaratna Dayawansa Qiu Johnsen Geiger Im Viglas Buck Harris Rogers Anderson Laszlo Cramton Biskup Brewster Andrade Hernandez Biquard Berger Pawlikowska Bayard Koh Mabuchi Speece Gast Pettie Petrus Nicholson Snell Picciotto Edwards Best Tartar GermainMiled Raffaï Pérouème Darboux Farhat Mauceri Field Kiernan KrainesAkyildiz Laskar Bose Vandevoorde Wagner Cook Wisloski Price Boisdefre Antonic Weiske Klamer Monvel Drutu Brooks Burke ShepherdZheng Foster Tan Barford Dilks Grajek KhojastehZhu Czarnecki Ounsy Caillau Gilioli Xu Czerni Holcman Robert Perez Travers Oldham Guttag ShawWigderson Chowdhury Junqueira Cavagnaro Goblirsch Bing Landstad Sieradski Moulin Blum Bouhamidi Durand Bourdon Balakrishnan Scott Boen Hitz Fraser Lipton Nagase Brin Solomyak Fell Atkinson Yeh Evan Gourdel Mascarenhas Sanchez Lukasiewicz Valiron Iooss Rozmus Czerwik Sablik Aubin Navaratna Harabetian Wei Grzegorczyk Seybold MajumdarDomke Yelick Lynch Vijayan Barnhart Doucet Kapitza Cardona Welch Liepins Wu Gauthier DeLoura Meziani Duchemin Jacquet Xu Steinberg Sertoz Srivas Welborn Prelle LeBlanc Shilepsky Smith Coram Donnelly DoyleDoody Kim Santos Thomas Zuhong Guiraud Politano Drewniak Bagchi Wester ParkerFlaherty Li Laufer Terry Cherry Bennett Russo Villarreal Dieffenbach Soloway Angeloni Guglielmo Berggren Messine Francsics Chaatit Wadih Hebey Chandler Sinclair Yang Son Carrell Pfaff Houh Valente Kaltofen Lee Yegneswaran North Slack Namioka Marks Sengar Seube Rossi Gordon Ganesh Méhauté Bartlomiejczyk Smajdor Djadli Elliott Washburn Oliveira Phelan Brahana GalperinRamachandran Baildon Craggs Evans Radu Zabala Sei Carrère Lemos Narasimhan Ralambo Courcelle Signoret Baron Bismuth Horn Hein Lobo Silva Gale Berge Lee Burkhart TennyBogley Martin Chandramouli Kimber Petrillo Mattioli Rugina Gualtierotti Almgren Robidoux Koss Chakrabarti Knabe Caviness Gum Boyd Hosay Heil Bleak Raspopovic Garnett Shepler Pujal Kearsley Goldman Nang Ger Laurent Lichnérowicz Bauderon Lago Vadakkekurputh Xu Kwack Cho Arslan Yff Jackson Mohan Epstein Serpanos Webster Rosen Glaser McMillan Leibon Bottazzi Topuzu Maderner Kapp Santiago Coatmelec Gambaudo Lombardi Ju Mersky Knupp Justo Huang Edwards Maynadier Nam Ferguson Gerber Alvarez Olinick Jones Quincampoix Zafiris Datta SeeseGersonowicz Moreira Pugh Holen Castillo Chastkofsky Yoon Taylor Brawley Lerner Wong Turner Lee Rothstein CarterCrovella Horwitz Boneh Woodruff Lehner Xu Salehi Skau Kaul Jajodia Gorre Carrizosa Noailles Sili Lohrenz Maurey Auroux Cresson Vaugon Utikal Mazumdar Glasner Pettet Durfee Haver Brown Eisenlohr Hempel Messer III Napp Ruan Malagutti Chou Demay Bourguignon Kuczma Guillet Baker Majda Robey Griffiths Blau Wong Hyman Wright Schwartz Fredericks Goel Abusalim Liu Liu Guidy DouekMartel Guerre Dégot Pécou James Ngakeu Smajdor KozakVernicos Marle Chao Kessar Kim Nyenhuis Spring Teitloff Zachary Diaz Winicki Johnson Bailey JensenCohen Wright Shrikhande Rakovec Boulis Weber Ayaragarnchanakul JouiniJouni Cornet Haddad Kolev Ezin PicaudBesson Fanaai Faget Palais Zingano Mills May Lakshman Wertheim Malek Balasubramanian Kavanagh Bean Crary Belfi Baggett Galup Bich Cardaliaguet Glowinski Tavares Kordylewski Ayad Castronovo Royston Brown Brown Evans O Wing Liu Jungck Richter Ray Najman Bamberger Glaeser Khaoulani Zhao Loizeaux Long Artola Swallow Kim Drufenbrock Stötzer Mironov Chang Feuerman Winters Caravone Ning Vanninathan Murat N Hounie CohoonTreves Neelon Sire GrossEpstein Roytburd Thompson Korchagina Brozovic Hamza Calbert Flesch Chang Been Park McAuley Reed Sternfeld Li Peng Aubin Kwon Delzant Stankiewicz Frey Shim Kramer Chae Zaremski Orgad Kulesza Bass BellisMarinenko Demeter Eek Chen Dordan Pati Nasser Zarouf Elraichi Bénozène Lagrange Moroianu Margerin Winiarska Verovic Dahmani McKeague Pavliotis Benson Herzog Eisenman BelnapSchubert Hasisaki Sheyner Reiz Yap Knoblauch Row Flapan Lyon Myers Rosenblatt Rocha Bonnisseau Mullers Tahri Mouton Mikulski Douligeris Stuart Duncan Moore Gamble Schnibben Oehrtman Powell Shama Lakhina Dibner Reed Dent Gerlach Lewis Lu Johnson Schaffer Ohring Benoist Martin Singer Rhefoulli Bechata OgouyandjouOgouyandjou Maubon Timofeyev Dziurzynski Feit Tran Davis Nettles Damon Latner Li Dent Jones Dancis Dona Johnson Carthel Lascaux Schwartz Bécarie Matkowski Bieszk Pidekówna Cui Bogowski Lucas Schwennicke Sharma Baldridge Pax Daverman Vasilevska Lusk Abedi Richey Li Johnson Bernadou Hoepfner Unterberger Gancarzewicz Sun Ciozda Constantinescu Porter Dubey Hsia Tang Frandsen O Messmer Dube Cox Coppola Goubran Pamula XuZhai Petersen Lévy Stankiewicz Herbei Thomann Nam Solomon Gossett Estrada Movshovitz Zaslavsky Baykur III Roeling Liu Demir Farkas Monrocq Doyen Lacoude Kim Corvaisier Moloney Butruille Postawa Péreyrol Bayle Konderak D Huh Hartenstein Civil McCarron Hoehn Yang Burke Yen Robinson Reed Kister Bedient Jaco Tally Evans Medecin Chartier Beauzamy Pogoda Rodrigues Droz Thompson Smith Rebman Braunfeld Kindred Nankervis Treisman Christoph Amsbury Kornelson Ray Yildiz Philippe Ahmed Silva Melo Chami Pielichowski Amir Lee Goodman Bumiller Lawser Archdeacon Pong Krauss Ungar Brown FerryMouron SimsHenderson Miller Courter Atluri Bokil Tran Cherruault Amiri Bonvalot Quadjovie Habib Kare Topa G Bourlioux Oh Long Du Ho Miranda Kim HalversonSnyder Neufeld Ratcliffe Sedory Joy Reinhold Gabay Zaidman Berhanu Dienes Pasicki Wajler BuckaWhitten Graham Yang Bustamante Davis Rin Liu Choi Chen Maier Rhoda Norden Avramidou DuChateau Hohl Lemberg Martin Bochenek Vien Wolak Khouider McLaughlinPegoDenny Lee Gurski Woldar Batiz Detlefs Karp Lipshitz Huang Im Bloch Argiris Warner Shu Cordaro Hijazi Przybycin Zajtz Goebel Dobrzycki Herzog White Colby Delahan Marker Ferguson Demaree Tourniaire Fintushel Holmes Mason Strube Lou Walz Retzlaff Pelgrin Lions Ropars W Deszy Koczan Iwasawa Crane Hoffman Thrall Smith Houde Johnson Glover Mylnikov Celikler Wilson Preston Seidman Haynes Lee Olsen Xin Aubry Kim Bagnato BonnometCassier Morel SubramanianTighiouartAguilar Schultz Meth Volkov Scott Wheaton Hils Green Jacob Sun Li Sikkema Terry Volmink EdwardsKranjc Chun Cheung Raman Crouzeix Alabau Boujot Cioranescu Arminjon St Altman Yeganova Decker Hazlett Greco Guilbault Sanderson Miliaras Connelly Trace GomezSecond Jabir Bernadou Djedour Finet Zhang Bertozzi Douthett Hammons Chatzidakis Ihring Fantl Matheson Mark Janeja Qin Bolley Kull Trihan Rosengarten Videla Weiss Kucharzewski Wróbel Go Bello Rybicki Perez Kollar Seligson Pourmahdian Kapoulas Lockhart Addis Cutler Porumbescu Ginoux Zandecka Suchanek Lewandowski DaiAlvarez McRae Floyd Debonis Karp HowardHenkin Resek Stolt Kitto Slaminka Rosamond Meyer Miller Bennett Fogelsanger Kuester Borges Feat Messaoud Back Badran Mansourati Tryuk Bielecki Krzy Jab Waniurski Engelberg Cook Jones Lenker Case Nesin Just Jean Léonard Wieczorek Thurston Kozlowski Burnette Raviart Madrane Bardy Raulot Moszner Hayes Rios Voon Mayer Jones Shors Yang Wang Yun Lu Fletcher McCanne Noubir Lebaud Raugel Yvon Grisvard Beaucoup Wilmut Roth Cohn Plaza Lu Gillette Grosvenor Blanchard Kitchen Howard Grosholz Ettinger Comesana Walsh Keremedis Riley Gaddis Atanasov Huang Ferchichi Boisgerault Bossavit Mato Koseleff Macovschi Quarta Yousef Ong Wagstrom Gratcheva Keller Willemse Gallin McCullough Reed Reagor Aguilar Kernévez Dias Stum Manevitz Cherlin Latka W HyGawrylczyk AlLuchter Hobot Welsh Ishiguro Wu Brandt Cashy Wagner Moore SacerdotePheidas Gertler Gresham Choi May Zaki Mourrain Weso Quintero Kurshan KhayyalFagan Vest Wall Reniers Carr Pelletier Shieber Jabuka Lay Metcalf Ntantu Heisey Patching Belk Ferguson Barlet BauschRousseau Ruatta Campbell Jakubowicz Opozda B Radziszewski Zhang Cobb Gillette Karazeris Steenberg Williams Jans Smith Kranakis Saracino Dietrich Pruss Earl Choi Hildebrand SternGurtas Mueller Do Schonberg Chou Sadkane Cardoulis Naso Afilal Caro Grz Siwek Wilkosz Burniak Greer Bialostocki Intermont Falk Becker Bowers UrnerMorizumi Zhou Herley Ayanides Mignot Demazure Li Beley Wo Chuang Dodd MackiwZhong Marcial Derakhshan Macintyre Marton Pace Reed Poleksic III Robinson Fischer Crossley Farley Klein Nguyen Nussbaumer Truchi Mignot Dean Hines Serafin JohnsonLake Ferland Copeland Baeten III Mayoh Sosa Zolesio Tiihonen Paulin Wheeler Lightstone AltinelTripodes Formella Hoborski D Meerdink Deane Benchakrun Davidson Skoda Anderson Boone Singletary Ruane AkinKlassen Eklund Smith Cea He Kabbaj Lalement Messing Steketee Cartledge Parker Mulry Hurwitz Kolb Thiébaud Mochizuki Yepremian Rine Halpern McKenna Madison Kochen Chao Richardson Strander Cohen Hale Ozbagci Ramsay Robaszewska Borówko Joshi Danas Zhornitskaya Xu Lindley West Ogden Carey Bestvina Yoon McCoy Hoste Austin Yang Ramchandran Kova Gastpar Abakti Tebou Lagha Bouaziz Midura Tabor Goldvard Turski Masih Kock Roy Premadasa Fischer Al Bard Ewald Richter McGrath Vogeler Brady Irudayanathan Schmidt O Schuetz Manevska Anderson Morrison Guido Drai Sepulveda Bercovier Rodrigues Rémy Sinh Quiros Misir Adams Abdeljaouad Katz Bashier McDermid Geoghegan Dimovski Beyaz Kozintsev Sac Added EmamiRad Miller Witowicz Pogorzelski Zygmunt Spalinski Escardó Krone Otero Webber Fitting Ma Bloch Putz Bushnell Cagnol Gauthier Urbano Boutot Begueri Cantor Searl Trimble Cardona Obradovic Ho Bauer Forsythe Easton Esteban Cowen Zitkovic Clay Curtis Kieft Kelly Thuong Soufyane Grothendieck Dubrovsky Huang Israel Rosenblatt Quigley Lengyel Meng Wilkerson ToppDandurova Rapport SmythHughes Fourman Chellas Bonet Buss Hertz Browning Kundu Koban Pradhan Tatout Vollaard Lawvere Faro Schaal Bergner Karlov Smith Marconi Louder Macura Matic Puri Goyal Vetterli Djellit Marowka Deligne Chmieliñski Zaremba Powers Scholnick Wolf Lindgren Huang Bloomsburg Gentle Polacsay Funderburk Martin Haworth Plavchak Chang Picq Desaint Sheffer Santos Mokhtar Santos Mierendorff Robinson MacDonald Curry Chellougui Lee Jacobs Turri Madhok Chen Beckmann Fernandez Josifovska Ilic Cofer Petrovic Fleckinger Laanaia Ladegaillerie Raynaud McGrail Poffald Lee Henderson Strounine FarmerBhargavan Webster Mar SegerlindMiller Collier Schwartz Alibegovic Steffenson Blanchard Megrez Hammouch Wood WidenerOversteegen Brouwer Heller Chueh Lopez Rounds Felcyn Hensel Smullyan Zhao Cox Kou Lynch McKinley Mardon Contou Soucaris Phillips TanyiBernstein Shafrir David Gutterman Arroyo Rosenthal Shvalb Blamey Perkins Puryear Heddy White Daw Cleary Michael Mihalik Pan Zoubairi Added Bacry Rogeon Zhang Jaworowski Rallis Keller Sawka Davies DaigneaultRobinson Pogorzelski Michalec Wladis Krajcevski Choi Barrenetxea Vandewalle Fetnassi Gortz Rapoport Bauer Sto Varadarajan Tierney Betley Badzioch Page Vinsonhaler Moore Thompson Mohsenipour Xu Boos Kamizono Werremeyer Bahls Lee Majumdar Bucur Elkik Patel Karno Mannucci Rector Shanno MitchellKopperman Schweizer Ahmeti Kim Bern Serag Anantharaman Moseman HulbertReich Grispolakis Cruickshank Mulry Reichman Lee Combs Gunter Scott Chicone Malitz Fish Golding Hou Ajdler Dziri Besbas Collino Masrour Rozanova Lu Zahn West Krasinkiewicz Blanc Yom Zhou Wagner Cartmell Robbin Askanas Seibt Rescher Baldursson Lakner Blumenstein Wan Silkin Dubois Leroy Zemel Gabour Mimna Reichaw Vora Latch Lipshteyn Wu Halpern Brown Kawall Qian Profio Xie Ciancio Goulaouic Bensoussan Bouche Peralta Garuti Hunter Ross Rudnicki McDonald Minc Dobrowolski Bailin Winder Silvers Srinivasamurthy Dubois BardosAllione Orlik Wedhorn Klahr Honda Winkler Omiljanowski Peschke Lotspeich Hallet Rasoanaivo Ritchey Enayat Velleman Tang Dwyer Zamfirescu Martinez Ortega Paoli Desvillettes Gaussent Vidal LeBlanc Mulla Park Yanofsky Feuer Johnson NowikDwyer TrautmanZhou Caicedo Grayson L Pollett Owens Hill Dayanik Mersch MiaoWeng Charbonnel Outassourt Lochak Dye Lelek LuoPanitchpakdi WalkerStover Farjoun Dai Glover Zhou Sethi Spasojevic Lunau Skyrms Dragotti Alinhac Khoury Gonzalez Illusie Jackson Poliakovsky Piotrowski Epps Strausz Oostra SegerbergBracho Gilbert LaurenceGuard Church Ritchie Pikovsky Karatzas Cvitanic Rios Jiang Houakmi Chavent Sulem Verdier Madan Gold Ravdin Turek Golumbic Baker Wilson Horowitz Mayo Benes Viglizzo Wang Chrysafis Dutour Balabane Degond Gros Price Lewis Kugler Mysior MarcumAllen Torunczyk Chen Zimmer Littleford Knighten Coron Stamm Travis Arasmith Miklos Zaremba Aronszajn Krog Kang Price Shapiro Kemeny Skrenes VanderSchraaf Cetin Moss HsuLengwehasatit Feyock Goldstone Wu Bracho Carson Xu Piper Merrill Kunen Giaquinto Saraswat Quinsey Springsteel Pal Cadenillas Tiede Yoo SinghShukla Bendhamane ParisseHebbar Lotito Phung Lorenzon Bois Suwa Sawatzy Prajs Kucharski Pedrick Kan Mauger Shaikh Tong Birkedal Gostanian Schuldenfrei Xue Wang Buescu Helffer Ladhari Kern Golse Maltsiniotis Gonzalez Relles Jr Goldberg Anton Faticoni III HarrowCollins Wajs Beferull Charatonik Saks Mintz Grossman Yan Jones Chirimar Aregba Laure GhidoucheMons Point Benkaza Naumovic Zeigler Woodmansee He Moodie Maczynski Czuba Mioduszewski Jennings Lucas Sieklucki Beck Bousfield Dzamonja Lamb Zrotowski Goodman Strong Kierstead Atserias Zoonekynd Nikiel Rowe Applegate Feng Villaveces Meyers Rosolini Anderson Alexander Jones Thakur Demirciler Chung Aranki Hanouzet Dozias Tsogka Tuomela Pohl Karamouzis Truszczynski Kececioglu En B Buckingham Pearson Hoscheit Ketonen Almog Atlas Rosenberg Pozsgay Moschovakis Moser Barland Sagetong Naulin KachmarDaumer JolyFouquet Alibert Orgogozo Xie Koperski Oncu Moore Dietz Thompson McCarty Fechter Bustamente Bennett Weidenhofer Jongh Kardaras Vanderbilt Rougemont Lin Marie Bruguières O Jordan Ricotta Schlesinger Lee WoolseyKatz Ma Barbanel HigginsonHannan Shochat Milisic Pardoux Ringeisen Ali Rakowski MitraCharatonik Eilenberg Møgelberg Petkovsek Berg Miller Harms Clarelli Langlais PoupaudDucomet Yuhan Srinivasan Duda Borsuk Giaccai Hirschhorn Davis Sorbi Andrews Hodas Kolaitis Solecki Bellouquid Cisinski Laumon Martins Johnson Montgomery Traczyk Cicho Knaster Gerlach Malraison Gunnarsson Wilger Currie WingersHerink Velickovic Mulmuley Mansfield LaForte McColm HuynhBarucq García Diaz Pan Lafforgue Millan Krupski Mackowiak Molski Givens Roberts LandraitisHarnik Emerson Martino Paola Nadathur Fenson Kalyvianaki Lindell Bretti Natalini Mohamed CastilloTuomela Diop Genestier Gupta Gemmell Plotka Manka Rudolf Dennett Priddy Martino Schwartz Al Cenzer Riazati Bailey Lejay Beauville Gonzalez Dac Gburzynski Ciesielski Myers Kleinerman Ince Bertanzetti Hartke Bishop Momigliano Liang Liu Stahl Gégout Vasseur Choi Jenson Royer Dydak Lubanski Auspitz Cuadrado Smith Fleissner Dreyer Shah Pientka Xi Elliott Miller CavazzoniLange Brenier Corrias Laszlo Shapiro Mazurkiewicz Fossum Raychaudhuri Cowles Koppel TuringFisher Issar Bumble Panttaja Uzcategui Briani Pereyra Han Lammens Sikorski Zakrzewski Eckertson LaBerge Landver Booth Hart Denes Molinari Townsend Becker Papi Melnyk Arponen Tordeux Campillo Ortega Bouvier Saibi Szyszkowski Zbierski Spiez Pavlicek Jackson Hsu LyuuLinfield Wagner Felty Kleene Rubinstein Cutcheon Moschovakis Kechris Li Chioma Bachelot Després Druel Pauly Lysenko ChalupskyOlesinski Salwicki Rudak Lesisz Blass Hutchinson Ratliff Schuster Douma Smith Jackson Rosenbaum Kaklamanis Morel Lu Ehrenfeucht Chen Gonzalez Woempner Perlis Jacobs AndersonPfenning Chaudhuri Pavelich Serafini Morice Lecompte Loeper Grenier Pacienza NealHaller Samulewicz Holsztynski Nowak Patkowska Wanna Boffi Maliakas Carter Keller Bender Dichterman Shah Swartwout Ramsamujh Benamou Liu Campbell Kumar Stanley Karwowski Duch Lebowitz Strasen Elgot Dunfield Axt Smith Freedman Rubin Amadori Remy Talay Bottacin Térouanne Boyer OnoSzalas Kuratowski Minami Tesman Gordon Ding Virga Hinman Pujols Lagoutière Przymusinska Bartol Guzicki Sierpiñski Kuperberg Gover Pekec Opsut Zakraj Mann Schuermann Sengupta Bounhoure Bardou Puel Fu Debarre Ngô Gu Hexmoor RauszerRasiowa Brynski Artale Gemeda Klucznik Akin Kunkel Zuckerman Grollman McArthur Gordon Roubaud Conduché Krynicki Janiczak Michel Patterson Kosinski Coomes Smith Miller Ventre RabinPersiano Nanevski Dietzen McDowell Daude Nicolas Lubet Zaiane Biles Sanchez Venkateswarlu Moazzami Barankin Farnell KojmanBen Penn Spector Selman Whitney Sofronidis Ditzen Martinez Roesch MacLean Santore Burhans Almeida Kysiak Ko Sridharan Kulich O Eiron Geske Naik Kirousis Voisin PeiFu Tiuryn Doheny Kuperberg Srinivasan Miller Jinnah Suresh Sudarsanacharyulu Isaak Wolfe Stenger Michaylov Polakow Vesley Nelson Darrigrand Schneider Orlowska Schinzel Khoury Bode Sujatha Heinold Cozzens Narayan Olson Nirkhe Yee Meloul John Chuang Crawshaw Gatard Mostowski Eagle Buchsbaum Purang Beaver Shelah Oglesby Rose Milheiro Vakarelov Zoeteweij Sivak Chelluri Milton DeLucia Winslow Brown Cheng Rao Visconti Borbely Yates FreemanChell Neeman Clemens Pavan Camerlo Stadnicki Oliveira Geller Ismail Walukiewicz Apt Bartoszynski Cullinane Curiel Froemke Tygar Grant Clarke Wardlaw HamrinBlanck Thilikos El Morgado Johnson Krajewski Blefko Fora Sano Amgott Shastri Gillette Healy Thompson Cervesato Breutzmann Otwinowska Cho Zhou Wasilewska Tan Clark Seaquist Gabel Jothilingam Kulshrestha Lakshmi Dharmadhikari Young Ki Juedes Mirkowska Hain Turner Parimala Tankou Cruz Chen Minichiello Dahlgren Sheridan Wei An Bojanczyk Onyszkiewicz KowalskiMahony Yang Raz Paz Dodd Prullage RajlichSchimmerling Jhu Jackson Lutz Salehi Fouvry Zhao Stallings Faber Mitchell Wong ChandraSubramanian Ravikishore Moller Denny Guattery Hoole Andretta Kastanas Lee Almeida Adamowicz Just Marczewski Chimenti Shore Kabanov Weyman Heydon McClosky Stoltenberg Andersson Goranko Wisniewski Tsali Mrówka Sinclair Thakur Swamy Subrahmanyam Knoebel Walton Foster Sundholm Call Dawes Krom Hitchcock Viswanathan Moore Moulton Raman Komanaka Whitten Grossberg Gandy Hodgetts Tsigas Lathrop Tinchev Kossak Hoeve Grzegorczyk Kenton Kulkarni CooperBhatwadekar Krishnamurthy Zafrany Eliasson Nogin Passy Krawczyk Seier Gregory Knudson Niefield Velrajan Swaminathan Moran Lessmann Narciso Welch Rosser Steel Caicedo Addison Nguyen Underwood Mendler Saldanha Conradie Marek Tsai Iwaniec Chawathe Seetharamamurthy Ramaro Pickett Alpert Palmgren Crary Sundell Springer Morales Chen Magill Sawyer Dyer Lear Sommers Rege Devi Rao Swamy Smith Rowlands Barnes Imielinski Waller Terasawa Choudhuri Rao Kaigh Daniel Kolesnikov Jalali Hicks Chan Hsu Pelc Wingard McColgan Delavina Jakel Young Pitt Li Gerard Jia Palachek Singh Guntupalli Zhao Hogan Adler Zhang Lipski Neveu Li Chow Pitblado Keshari Ramanamurthy Ramakotaiah Moran VanDieren Hailperin Cunningham Wesep Quaife Sigstam Navas Koczkodaj Luo Sansing Shende Deb Limaye Das Sekar Rajagopalarao Astromoff Smaill Mendelson Tourneau Knoblock Johnson Naumov Koldehofe Harrison Dubiel Hofer Ulrich Jeyanthi Brooks Pixley Sussman Marchesini Phillips Musser Rudominer Fajtlowicz Baird Anderson Matlock Bull Cuckle Benson Jorgensen Kamin Virmani Vadaparty Sanford Horton Tyler Subbiah Ernst Buhphang Rao Yuchuan Myers III Xia Strickert III Michael Chhawchharia Overbay McKeon Vandell Sioson Dolev Paisner Hafizogullari Torres Fraughnaugh Kang Carmack Bapat Fox Moser Schiller Myers Stillwell Bridges Petznick Abdali Miller Garland AllenPriviteraII Howe Swarup Chomicki Bonner He Thompson Wiggins Petrakos Crofts Poliak Andar Boxwala Schaller Michalewicz Tseng Fajardo Chandra Minor Krussel Beineke Richardson Willoughby Kelenson Lagemann Popa Rubald Vytopil Cookson Moten Schäfer Fraughnaugh Frawley Harle Brown Abdulghani Maddox Lin Hwang Parr Polansky Rosin Nix McCallum Andrew Stracener Boddie Schucany Manvel Bailey Miller Haviv Yao Allen Pleban Olsen Li Nicoleris Uiyyasathian Owen Li Epelman Bagga Kazam Singleterry Baroni Hill StraitTzuu Johnson Hoffman Huang Constable Cherniavsky Muchnick Michail Staworko Wang Campbell Heilbron Hodges Ghosh Pinkert Seppalainen Griffin Hayden Toman Araujo Guven Sandilya Seibert Trivedi Molina Cho Harary Nicholsen Wafy Arnon Hauser Stone Fleischer Tarditi Borgman Juarez Kabell Burns Grosen Yaqub LeinsterParis Yatracos Orrillo Klotz Singh Hsiao Araya Palmer Pennell Heindel Arakaki Hunt Shyu Cha Thombs Shao Ordoñez Hoffman Psomopolous Young Rogers Hong March Jeon Tao Loyall Bird Colby Yan Wang Fix Yeh Minhajuddin Lee Feiner Collins Orey Linton Wadge Brucker Mehlhorn Fernandez Striebel Young Adams Joseph Battle Hodes Snydal Hosni Hardy Weerasinghe Bates Murthy Basin Smith Trippen Laue Greig Oyelese Kulkarni Guenther Chou Perera Sohl Spencer Graham Paiva Heintze Chao Lindae Swensen Gaffey Tang Shapiro Siu Plantholt Samuelson Hyland Knight Kopylov Chen Krekel Tan Knutson Lee MooreYamini McClellan McKinley Stuart Rondogiannis Sengers Harris Lillibridge Shivers Javitz Haas Peot Trauth Carscadden Putcha Wilson Marsh Bezuidenhout Lee Du Weyhrauch Draves Traxler Menkens Löcherbach Agarwal Crasswell Borrego Bao Guha Kreider Krandick Chang Krafft Lee Lo Balder Man Chen Lester Durling Gass Vohra Zafra Chae Stockmeyer Kahr Ritter Gabbay Maung Chou Sasaki Sherman MorrisettWeirich AltGodau Aalen Putter Ma Bosmia Freund Loustau Kent Tan Carmody Perry Harper Okasaki Gu Goria Schwartz Höpfner Ray Schulzer Jamieson Eroh Walters Exoo Prins Hassanali Geiser Cranston Huang Orgun Reilly O Liu Caby Clifford Carlyle Levine Cook Augustine Sankar Gass Lin Benzinger Chen Smith Levin Marcus Adachi Bauer Ho Phoa Bovykin Hong Dreyer Nord Abrams Sehr Lenz Chapman Meeks Chang Li Karamardian Osei Yang Kenney Fabian Kumabe Pierce Washburn Heinrich Buchin Wang Tolmatz Majone Rittgen Yu Fourer Yu Shachter Chan Wang Jamieson Posner Wasserman Verity Encarnación Ling Anderson Liu Wang Cheney Necula Wu Torgersen Kovilyanskaya Jeeves Balding Pradhan Schwenk Hodge Schaeffer Leou Yang Bailey Franklin Xue Djordjevic Might Zheng Wittenberg Korn Neyman Konno Entriken Harris Kubicki Markus Arlinghaus Schaefer Dorer Hickey Sane Scoy Lewis Riley Taylor LaudaCheng Beeson Bhat Nagy Stansifer Darden Middleton V Dobson Brooks Norman Hummel Allsup Minimair II Marrero Walker IwanowskiAhn Mukherjee Chang Daras BerresHucke Bühler Ervolina Brixius Leary Adler Eaves Solow Marquart Cartwright Jockusch Krasucki Johnson Horowitz Kiniry Gapeyev Wenk Acharya Lee Smiriga Cam Kraft Murray Rutledge GrinsteadWang Hedetniemi Chopra Kaye MacIntyre MacQueen Mytilinaios Campos Hwang Chen Acosta Esary Janssen Gao Guo Anstreicher Pisa Thapa YueChen Campbell Park Ingrassia Ray Jackson III Kirkpatrick Hare Plummer Luckham Kurtz Richter Kjos Leichner Walter Templeton Robinson Friedman Fredette Tan Zhang Barrón Green Gurland Samuels DaviesTsiatis Andrei Somers Lawes Cong Llewellyn Slaman Tapus Minea Clarke Jha Ligatti Knauer Blömer Chen Slaby Steck Edler Blanco Mau Maier Emamy Borie Ilyes Huh Neff Welch Blaylock Parikh Wolf Kittelson Durazo Xu YangWang Gomberg Golbeck Hughes Kung Yang Winkler NarayananMitchell Malde Horowitz Lowenthal Blum Mourad Sengupta Burch May Foster Antoniak Rankin Hoyos Seiden Back Klotz Morton ShuMillhiser Staples Staples Buchanan Ndjatou Bigelow Wojciechowksa Slater Wimer Polak Cohen Lippe Sims Zhao Altenburg Korf Krishna Lawes Nelson Lawton Eppendahl Celikkan McMillan Truelove Moussatat Kunz Chiang Singh Read Eudey Tate Shang Wang Solis Davis Soterwood Brown Ruslanov Long Ganapathy Dantas Ritchie Emerson Nason Gu Brech Bang Stone Regnier Hunsaker Raghavan Talluri Li Smart Augustin Mileti Salame Engström Pozzi Sacks Young Griffor Otto Chen Chang Solano Brown Taylor Strawderman Hedetniemi McNulty Hutchinson Eklund Manders Vaidhyanathan Daruwala Browne Namjoshi Zhong Benhenni Maltz III Chen Moti Wets Perold Peele Pinter Tiskin Karp Gennart German Muntersbjorn Teichman Trefler Brooks Trees Lampert King Carbone Steinsvold Kamath Greenwald Musuvathi Clemans Massey Slyke McRae Nelson Paterson Tracz Sahni Kirmayer Sistla Emerson Gray Jorsten Yu Araujo Nowak Mingoti Kelker Anstrom Sinha Tovey Epstein Shepardson Mirchandani Rosenblum Pacuit Gabay CouperGillen Peckova Roussanov Li Casey Salinetti Dantzig Eben Vachani Aashtiani Oudjit Brylawski Georgatos Greenberg Kautz Odell Rosenthal Groce Hall Bednarski Bagh IV Madhav Petterson Binns Caianiello Antoniotti Hu Attie Iyer Moskowitz Melolidakis Ferguson Banos Ghebremichael Meeden Wang Vembar Kearns Cartwrigh Smith Martin Jamieson Feng Wahl Anderson Abrahamson Wollmer Dada AbdelbarFaigle Gordon Decatur Dunne Hapanyengwi Mehta Silver Parida Dill Noorbaloochi Wegner Roach Kronmal Weiss Ellerman Lopez Scrimshaw Driscoll Kahlon Dixon Fleming Samaniego ShiLiang Kraft Staudte Lucchetti Carpenter Croxton Sokol Obradovic White Haught Mummert Brown Wu Gallo Casey Biesterfeld KrugDiharce IV Clair Wright Wittrock Bell Ross Magnanti Haimovich Leung NgOliveira Pinter Simpson Ericson Cheng Nelson Funo Hammond Petruzzi Lucas Valiant Low McColl Gucht Sibley Shore Machtey Marcone Mysore Wolf Amla Desai NelsonDodd Pepe Gilstein Cardle Carlton Wallace Hu Pop Feldman Yan Fischer Herzog Mishra Berger Ip Jones Bae McClelland Lustig Zimak Wei Idwan Breznay Marcus Sukonick Thomason Zhou Govindaraju Chatterji Sobel Makani Blyth Richie Snow Rech Wilson Wang Qiu Chao Parberry Hirschfeldt Yang Homer Pappas Zhang Paxia Ryu Su Shen Flanigan DongGopalakrishnan Prindiville Mireault Mondschein Fu Bumb Voss Dillon Owings Cheng Kosorok Hong Florczak Cutz Greenberg Kaplan Monsour Mazancourt Nicholson Bossert Sui Even Servedio Nakrani Guan Solomon Xia Even Yang Singh Yolum Zhou JanesLee Yu Stigler Sastry Bitran Kelly Probert Simpson Alonzo Kvam Yu Steele Rojo Tomasgard Sohoni BurachikLopes Tseng Friedman Tzimas DinningFernandes ParkStump Wang Lischer Davis Weiner Grier Perez Kwon PearnLi Roth Nisnevich Saxton Ganesan Piwinger Hirst Yu Osterweil Salkind Nowick Xing Russo Sukhatme Raghavachari Konijn Scott Horvitz Mirchandani Yih Agarwal Parker Dass Montalbán Madan Yen Koren Shi Guillier Wang Tucker Assad Hains Legrand Brackin Cherepinsky Yun Wang Cong Park Coviello Yu Wieand Donohue Gilbert Punyakanok Veeramachaneni Warkentin Pal Sen Mahanti Janardhanan Wu Humphreys Xiao Chakraborty Wei Lin Kuo Ott Birge Wong Lemke Williams Black Peinado Wylie Weaver Miller Kim DraperGupta Mikulski Emir Johnson Atici Bhatta Wolf Pedersen Wong Maximilien Ramachandramurty Solak Iusem Drummond Doherty Balakrishnan GoldenNag Wang Bamha Lubarsky Tan Ionita Yu Runnestrand Carmichael Takriti Agizy Bienstock Li Jerrum Merlin Buhrman Vayl Weitkamp Dougherty Kim Clark Wan MaChao Jung Ying ErramiGhorbel Bhuchongkul Kalish Ruckstuhl Frey Nembhard Dror Loulergue Fukuyama Obradovic Dhavale Giusto Gutierrez Alur Cai Li Braz Zelenko Kovoor Symes Roy RobicHafner Gomez Fix Tempero Jalaluddin Gueorguieva Stefansky Stahel Balakrishnan Ramaiyer Wang Ferreira Burckhardt D Archambault Maechler Rosa Liu Ostrow Kaltenbach Stewart Verma Lee Mills Corvo Hatzikiriakou Browne Hoadley Peracchi Mittenthal SvaiterOtero Brady Duvall OzbayGopalan Wasil Morris Foisy Wehner Hernandez Dai Rahman Jong Bentley Frommer Staddon Dasgupta Lee Wei Escareno Luo Huber Tashman Supatgiat Perakis Maneva Golub Bharali Fujito Jagadeesan Bagchi Röhrig Tulloss Johann Gueroguieva Agresti Chacko Hulliger Yuan Abbiw Mandal Mahnic Zamsky GreenCalhoun VanDeGrift Greenberg Aspelund Klingenberg Hoyland Wykoff Hampel Cattaneo Muratore Pleszkoch Berman Jim Schlatter Rao Lehmann Jin Chiang Sandoval Cottle Djang Simon Coy Casco Sinclair Vilfan John Cai Robinson Angus Nguyen Soofi Gokhale Molenberghs Feser Dula Yen Guu Kaneko Chien Vigoda Schwiebert Riecke SlivnikChu Heilmayr Harrington Tanaka Lewandowski Lin Luong Ralescu Czellar Passarin Grasman Natarajan Xiong Juels Guimaraes Macarie XiongJaffe Tennenholtz Sasso Goodrich Scholz Schoenfeld Jogdeo Wu Rodriguez Jayasimha Gasarch Zeng John Lippel Hong Goshi Condon JordanLang Coull Hartzel Lin Anbar Graf Flynn Meynard Bhatnagar Lee Roos McCreight Moses Stanley Rubison Puri Luenberger Aganagic Kachani Sun Kumar Gupta Vourtsanis Epstein Fine Rangel Hovick Bhattacharyya Ahmed Mehra Lea Rousseeuw Lopuhaa Su Mitzenmacher Lutz Halpern Arens Chung Yan Ronchetti Cantoni Monti Geunes Randall Kucan Meyer Pe Taskar Tong Peretz Assiyatun Chen Grau Fries Shane Sun Goheen Shmatov Tiwari Glenn Grove Dumas Liere Nash Wormald Ladner Gryparis Perennec Anaya Yao Das Wu Garay Tarui Teti Cohn Manber Gryparis Bj Andrews Stuart Rajaram Carlson Soumis Hayes Bloniarz Li Weinstein Saniee Chen Cheng Kamburowska Lawton Pulskamp III Gallant McCallum Ferland Chan Drinea Narendran Tourkodimitris Bjørnstad Hoorn RossiHeritier Merzifonluoglu Martin Stockmeyer Guestrin Getoor LaMarca Houseman Bandyopadhyay Denton Ralescu Aelst Mancini Zikan Asvanunt Bloom Seiferas Zhang Pearce Hrushovski Weber Duckworth Frank Martell Yang Cho Seoh Russel McCord Gascon Mak Luginbuhl Loui Dsouza Akison Rego Kozlov Hellerstein Fowler Pruhs Nikolov Lu Sen Gross Bjerve Gaboune Peterzil Robalewska Shih Chicks Nassar Kim SingerLo Rangaraj Abu Friedman Koller Yaffe Zhou Kouider Jaeckel Mike Croux Dell Mosimann Simon Ferrante Cosmadakis Lubell Koo Chen Qu Adichie Holmes Jin Gatto Stone Benchakroun Shen Weber Moll Simon Lerner Scanlon Swart UnalSu Singh Kim Viollaz Lorentziadis Sacher Atkinson Viswanathan Laskowski Mesenbrink Gardner Wang Sansò Desaulniers Howard LaskaBirnbaum Hu Pang Fu Sahuguet Nachman Sahami Onshuus Lakshmanan Miura Yuan Loh Chen Wang Dehon Wang Lim Ng Chaudhuri Huang Yassini Kallel Kreaseck Strout Mitchell Ohori Pfeffer Malekpour Dolich Kamanou Mathur Dong Marcondes SakovHammerstromVadivelooLevina Sayeed Hoang Mitchell Donaldson Rackoff Carney Pierce Sun Zhang Wang Chamberland Trahan Park Chiang Yao Yhap Shenkin Ge Tzitzouris Bourgeois Freund Patel Breazu Subrahmanyam Segal Boyen Goodrick Ealy Medvedev Yang Weerth Gabriel Tajima Ho Lo Faraway Krishnamurthy Suciu Gal Paik Kim Zheng Cho Poggio Namesnik Mansouri Shmatikov Hogstedt Shashoua Lee Doksum Trosset Brodsky James Metzler Katiyar Myers Speights Song Han Zhuang Fernandez Lincoln Deutsch Chajewska Wong Huang Chan Polovina Katz Coan Wilson Kim Lynch Mitra Miklau Dalvi Dabrowska Morita Azzam Gai Faria Datta DePrisco Segala Popa Gupta Blyth Potter Iachan Schilling Cleve Yu Fisher Taam Kim Aiyar Smith Zou Bickel Kwon Jensen Tuttle Patt Lotker Kutsyy Kademan Talih Hengartner Quang Luchangco Somboonsavatdee Vallarino Jeng Jelihovschi Kechris Yandell Song Estan Satagopan Baek Muron Zic Saias Khazan Varghese Chandranmenon Humphrey Wang Dong Nair Mease Ahn Cojocaru Shen Sogaard Gaffney Moon WangGat Song Feng Wang Flanagan Lesley Fekete Gawlick Livadas Stark Venkatachary Tao Chun Bajamonde Jiang Adewale Xu Lo Liao Brenneman Mancuso Taylor Pessoa Chow Collins Goldman Jeffrey Minami Fang Zhou Burns Weng Abramson Mo Wu Jin Borghi Ozaydin Geertsema Tyler Plunkett Lee Welch Crick Wu Brunner Boza Liu Souto James Donohue Dachs Wiens McCartney Suaray Gould Thewarapperuma Oyet Heo Chen Li Kuo Lee Sheng Qiu Sankoh Zhang Parwatikar Huang Taylor Moorhead Huh Rhee Vengazhiyil Park Swaminathan Tsung Mangalam Chaudhuri Cheng Xu Sun Liu Jeong Wu Kosa Hu Yu Hsu Wang Siqueira Mandal Hou Eyster Lin Lee Chang Chung Yi Walter Tse Koschat Lee Wang Lee Koul Kim Zhu Wang Kim Wu Cheng Wang Zhai Williamson SongWang Guo Li Tang Bérubé Miller Dyson Sy Shen SundaramDhar Chen Zhu Blake Yang Vanderzanden IngramWu Chen Soares Dasgupta Lu Sun Fuxia Mukherjee ParkShao Li Vasudaven Ni Qian Chipman Li Qu Ye Chiang Tsui Sriram Zheng Hong Lee Wang Li Deng Lahiri Anderson Otieno Tiro Lee Hamada Xu Wang Shete Woo Wu Sitter Cheng Chatterjee Loeppky Wenyu Ozol Zahran Liang Chen Nordman Wu Yue Zhu Pan Susko Ranjan Bingham Fu

Cadigan Horrocks Feng

Fig. 4. The second largest component from the Mathematics Genealogy Project.

small area in the center-left part of Fig. 4. Additional drawings of this and other components of the Mathematics Genealogy Project graph, including that of the largest component, are available [15].

5 Conclusions and Future Work

A number of algorithms have been proposed for removing node overlaps in undirected graph drawings. For graphs that are relatively large with nontrivial con- nectivities, these algorithms often fail to produce satisfactory results, either because the resulting drawing is too large (e.g., scaling, VORO, ODNLS), or the drawing becomes highly skewed (e.g., VPSC). In addition, many of them do not scale well with the size of the graph in terms of computational costs. The main contribution of this paper is a new algorithm for removing overlaps that is both highly eﬀective and eﬃcient. The algorithm is shown to produce layouts that preserve the proximity relations between vertices, and scales well with the size of the graph. It has been applied to graphs of tens of thousands of vertices, and is able to give aesthetic, overlap-free drawings with compact area in seconds, which is not feasible with any algorithm known to us. It is possible that algorithms such as VPSC, which rely on separate passes in the X and Y directions, might be improved by randomizing which overlaps are Croke Tuller Warren Morez Mader Evans Thale Singh Young Yim Rawat Scott Lameier Cariola Hook Hansen Chaves Hindawi Silberger Bernard Larson Madden Lange Hursch Pettus Stong Barros Bryan Markley Ori Riggs Bryce Lustfield Merkes Kim Anderson Chewning Young Hong Hillam Valent Alliston Rowlett Liu Calle Dempster Shi Dennis Thron ColdingPauls Bruton Borwein Sanders NelsonSaiers Wheeler Kelton Bell Ye Fryman Reed Dooher Park Byers Burdick Chattopadhyay Andima Diesto Goggins Wegner Zhuang Menguy Cole Larsen Villaverde Eswaran Strojwas Edwards Frank Wright Torrence Wang Bauschke Stevenson Beem Wu Cook Callas Drake Boessenroth Wolf Varino Huang Molnar Ingraham II Higgins Smith Young Port Brook Baker Zhu Huneke Wang Ward Hlavacek Pree Aull Wine Klasi Brook Trimble Trump Huang Graves Hane Klein Sawyer Mundt Ling Coughlin Brzenk Grant Auslander Fiedler Stafford Cameron Federighi Pollard Brady HoweLeitzel Conwell Vitulli Guerin Garcia Burton Ozeki Rim Eisenberg Rhie Graham WolfDavis Whaples Dorey Leitzel Penazzi Anderson Anthappan Berkey Phillips Jaworski Schoenfeld Finan Moore Hou James Leitzel Seo Glass Nyman Crampton Horelick Neuberger Hassanpour Zampogni Schneider Coffey Abbud Haraty Ellis Lazer Cox Coutant McCann Franca Pothoven Yang Parr Buzby Franco Galen Dokken Wenckebach Unsurangsie Ali Castro Ortega Nemeth Wang Chang Leach Geissinger Maddaus Perrizo Yi Chen Wit Waller Nadathur Mullins Johnson Aduen Panda Amirsoleymani SwartMoll Cossio Gadam Kinch Vrolik Kurepa Benjelloun Wilson Getchell Denninghoff Newton Briggs Rossijn Cautis Sui Hamer Zhang Canton Fabbri HuOstrand Fan Simons Suerman Ykhlef Abiteboul Little Mantellini Brugmans Mensing Vianu Connors Kaltenborn Walraven Wituski Cobena Pan Krebsbach Lipschitz Eisenstein Kottman Mignet Tian Schneider Giuliano RovanChandler Zhang Bidoit Lin Padmanabhan Roethig Dirichlet Nguyen Fourier Plana Xu Liu König Senellart Mager Wang Yu Hermann Blassiere Bernoulli Ginsburg Huang Kurtzman Sundararaghavan Grumbach Kiel Ertekin Miles Dang Zaiddan Dushnik Leibniz Hoorn Euler Lagrange Neill Poisson Qian Schröder Li Habermas Xia Bernoulli Brilleslyper SegoufinChen Dong Konstantinou Komm Allievi Lin Calisal Alew Dai Ekama Zhang Wong Chaudoir CalkoenBarnaart Damen Mao Caine Göde Liouville Ondaatje Pickrell Akinturk Chan Ermerins Jiang PalmerWiskott Dhooge Bieliavsky Domanska JelgersmaFagaras Hennert Trudinger Tyrala Smedt Oskamp Ferrari Bendat Pang Chaibi Ambrose II Solodovnikov Apostolov Gutt Ousmane AngelkotTonis Chasles Anderson Czyba Hashtroodi Sleewagen Swinden Calkoen Beale Toure Bourgeois III Fink Gauduchon Parker Carr Cholewa Ohn Schröder Cahen Wiger Chan Sun Phillips Labbi Guediri Horowitz Cartan Kesseler Sims

Fig. 5. Close-up view of the center-left part of Fig. 4.

removed in which pass or by gradually removing overlaps using many alternating X and Y passes. This would, however, further increase their computational cost, which is already much higher than the algorithm proposed in this paper. For future work, we would like to extend the overlap removal algorithm to deal with edge node overlaps. We would also like to explore the possibility of using the proximity stress model for packing disconnected components.

Acknowledgments

We would like to thank Tim Dwyer and Wanchun Li for making their implemen- tations of VPSC and ODNLS, respectively, available to us; Yehuda Koren and Stephen North for helpful discussions; Stephen Kobourov for bringing our atten- tion to the term “Frobenius metric”; and the referees for valuable suggestions and references.

References

1. Borg, I., Groenen, P.: Modern Multidimensional Scaling: Theory and Applications. Springer (1997) 2. Chuang, J.H., Lin, C.C., Yen, H.C.: Drawing graphs with nonuniform nodes using potential fields. In: Proc. 11th Intl. Symp. on Graph Drawing. LNCS, vol. 2012, pp. 460–465. Springer-Verlag (2003) 3. Dwyer, T., Marriott, K., Stuckey, P.J.: Fast node overlap removal. In: Proc. 13th Intl. Symp. Graph Drawing (GD ’05). LNCS, vol. 3843, pp. 153–164. Springer (2006) 4. Eades, P.: A heuristic for graph drawing. Congressus Numerantium 42, 149–160 (1984) 5. Erten, C., Efrat, A., Forrester, D., Iyer, A., Kobourov, S.G.: Force-directed ap- proaches to sensor network localization. In: Raman, R., Sedgewick, R., Stall- mann, M.F. (eds.) Proc. 8th Workshop Algorithm Engineering and Experiments (ALENEX). pp. 108–118. SIAM (2006) 6. Fortune, S.: A sweepline algorithm for Voronoi diagrams. Algorithmica 2, 153–174 (1987) 7. Fruchterman, T.M.J., Reingold, E.M.: Graph drawing by force directed placement. Software - Practice and Experience 21, 1129–1164 (1991) 8. Gansner, E.R., Koren, Y., North, S.C.: Graph drawing by stress majorization. In: Proc. 12th Intl. Symp. Graph Drawing (GD ’04). LNCS, vol. 3383, pp. 239–250. Springer (2004) 9. Gansner, E.R., North, S.: An open graph visualization system and its applications to software engineering. Software - Practice & Experience 30, 1203–1233 (2000) 10. Gansner, E.R., North, S.C.: Improved force-directed layouts. In: Proc. 6th Intl. Symp. Graph Drawing (GD ’98). LNCS, vol. 1547, pp. 364–373. Springer (1998) 11. Gower, J.C., Dijksterhuis, G.B.: Procrustes Problems. Oxford University Press (2004) 12. Guibas, L., Stolfi, J.: Primitives for the manipulation of general subdivisions and the computation of voronoi. ACM Trans. Graph. 4(2), 74–123 (1985) 13. Harel, D., Koren, Y.: A fast multi-scale method for drawing large graphs. J. Graph Algorithms and Applications 6, 179–202 (2002) 14. Hayashi, K., Inoue, M., Masuzawa, T., Fujiwara, H.: A layout adjustment problem for disjoint rectangles preserving orthogonal order. In: Proc. 6th Intl. Symp. Graph Drawing (GD ’98). LNCS, vol. 1547, pp. 183–197. Springer (1998) 15. Hu, Y.F.: Drawings of the mathematics genealogy project graphs. http://www.research.att.com/˜yifanhu/GALLERY/MATH GENEALOGY 16. Hu, Y.F.: Efficient and high quality force-directed graph drawing. Mathematica Journal 10, 37–71 (2005) 17. Huang, X., Lai, W.: Force-transfer: A new approach to removing overlapping nodes in graph layout. In: Proc. 25th Australian Computer Science Conference. pp. 349– 358 (2003), URL citeseer.ist.psu.edu/564050.html 18. Jaromczyk, J.W., Toussaint, G.T.: Relative neighborhood graphs and their rela- tives. Proc. IEEE 80, 1502–1517 (1992) 19. Kamada, T., Kawai, S.: An algorithm for drawing general undirected graphs. In- formation Processing Letters 31, 7–15 (1989) 20. Leach, G.: Improving worst-case optimal Delaunay triangulation algorithms. In: 4th Canadian Conference on Computational Geometry. pp. 340–346 (1992), URL citeseer.ist.psu.edu/leach92improving.html 21. Li, W., Eades, P., Nikolov, N.: Using spring algorithms to remove node overlapping. In: Proc. Asia-Pacific Symp. on Information Visualisation. pp. 131–140 (2005) 22. Lyons, K.A., Meijer, H., Rappaport, D.: Algorithms for cluster busting in anchored graph drawing. J. Graph Algorithms and Applications 2(1) (1998) 23. Marriott, K., Stuckey, P.J., Tam, V., He, W.: Removing node overlapping in graph layout using constrained optimization. Constraints 8(2), 143–171 (2003) 24. of Math., N.D.S.U.D.: The mathematics genealogy project. http://genealogy.math.ndsu.nodak.edu/ 25. Misue, K., Eades, P., Lai, W., Sugiyama, K.: Layout adjustment and the mental map. J. Vis. Lang. Comput. 6(2), 183–210 (1995) 26. Wang, X., Miyamoto, I.: Generating customized layouts. In: GD ’95: Proceedings of the Symposium on Graph Drawing. LNCS, vol. 1027, pp. 504–515. Springer (1995)