From bab33ff4b2b3546ce4e539c9005aee9fd83d9c7d Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sat, 22 Mar 2014 11:14:05 +0400 Subject: [PATCH 01/34] prog created today --- gen_binary.py | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 gen_binary.py diff --git a/gen_binary.py b/gen_binary.py new file mode 100644 index 0000000..98288e9 --- /dev/null +++ b/gen_binary.py @@ -0,0 +1,10 @@ +k = 3 +def gen_bin (a,p): + if p Date: Sat, 22 Mar 2014 12:03:02 +0400 Subject: [PATCH 02/34] second prog --- gen_perm.py | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 gen_perm.py diff --git a/gen_perm.py b/gen_perm.py new file mode 100644 index 0000000..77977b0 --- /dev/null +++ b/gen_perm.py @@ -0,0 +1,11 @@ +k = 3 +def gen_perm (a,p,k): + if p Date: Thu, 10 Apr 2014 21:03:14 +0400 Subject: [PATCH 03/34] Solution for B-1 --- kolchanova/B-1.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) create mode 100755 kolchanova/B-1.py diff --git a/kolchanova/B-1.py b/kolchanova/B-1.py new file mode 100755 index 0000000..b8e33d8 --- /dev/null +++ b/kolchanova/B-1.py @@ -0,0 +1,16 @@ +#!/usr/bin/python + +outdata = open("allvectors.out", "w") + +def gen_bin(vector, position): + if position < len(vector): + for nextvalue in ["0", "1"]: + vector[position] = nextvalue + gen_bin(vector, position + 1) + else: + outdata.write("".join(vector) + "\n") + +with open("allvectors.in", "r") as indata: + n = int(indata.readline().strip()) + +gen_bin(["0"] * n, 0) From 1223bc23b3b7caf226d2c8ee4cf95c2c6d02b95c Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Thu, 10 Apr 2014 21:18:39 +0400 Subject: [PATCH 04/34] Solutions for problems from the A-block >_< --- kolchanova/A-1.py | 109 ++++++++++++++++++++++++++++++++++++++++++++++ kolchanova/A-2.py | 85 ++++++++++++++++++++++++++++++++++++ kolchanova/A-3.py | 60 +++++++++++++++++++++++++ kolchanova/A-5.py | 65 +++++++++++++++++++++++++++ 4 files changed, 319 insertions(+) create mode 100644 kolchanova/A-1.py create mode 100644 kolchanova/A-2.py create mode 100644 kolchanova/A-3.py create mode 100644 kolchanova/A-5.py diff --git a/kolchanova/A-1.py b/kolchanova/A-1.py new file mode 100644 index 0000000..5f8fe9e --- /dev/null +++ b/kolchanova/A-1.py @@ -0,0 +1,109 @@ +import sys +from collections import defaultdict +sys.setrecursionlimit(200000) + +from collections import deque +input_file = open('components.in', 'r') +output_file = open('components.out', 'w') + +n_vertices, n_edges = [int(i) for i in input_file.readline().split()] +vertices = [] +edges = [] +for i in range(1, n_vertices+1): + vertices.append (i) + #vertices.pop [0] + i += 1 +for j in range (n_edges): + edges.append ([int(j) for j in input_file.readline().split()]) + #j+=1 + +#print vertices +#print edges + +#start, end = [int (i) for i in input_file.readline().split()] + +adj = defaultdict (lambda: defaultdict(lambda: 0)) + +for x, y in edges: + adj[x][y] += 1 + adj [y][x] += 1 + + + + +#graph = {} + +#for z in edges: +# x = [int(i) for i in input_file.readline().split()] +# if x[0] in graph: +# graph[x[0].append(x[1])] + #elif x [1] in adjacent: + #adjacent[x[1]].append(x[0]) +# else: +# graph[x[0]] = [x[1]] +# if x [1] in graph: +# graph[x[1]].append(x[0]) +# else: +# graph [x[1]] = x [0] +#for w in vertices: +# if w not in graph: +# graph[w] = [] + +####### QUATSCH ##### +###def funct (x,y): + + +#from collections import defaultdict +#der_graph = defaultdict(list) + + +##der_graph = {} +#for x in vertices: +# funct (x,y) + + +# if start in der_graph: + #for j in range (int(i), int (i+2): +# der_graph[x].append(end) +# else: der_graph[start] = [end] + #x+=1 +#print der_graph +###### QUATSCH ENDET HIER ##### + +#conn_comp = {} +def search_df (): + conn_comp = {} + coconut = 0 + for i in vertices: + if i not in conn_comp: + coconut += 1 + conn_comp[i] = coconut + queue = deque ([i]) + + + while len(queue) > 0: + for j in adj[queue[0]]: + if j not in conn_comp: + conn_comp[j] = coconut + queue.append (j) + + queue.popleft () + #return conn_comp + output_file.write(str(coconut)+"\n") + for i in conn_comp.values (): + output_file.write(str(i)+" ") +search_df() + +input_file.close() +output_file.close () + +#search_df() + +#answer = conn_comp.values () +#for i in answer: +# output_file.write(str(i) + " ") + +#input_file.close () +#output_file.close () + + diff --git a/kolchanova/A-2.py b/kolchanova/A-2.py new file mode 100644 index 0000000..dfcdb03 --- /dev/null +++ b/kolchanova/A-2.py @@ -0,0 +1,85 @@ +import sys +sys.setrecursionlimit(200000) + +from collections import deque +from collections import defaultdict +input_file = open('pathbge1.in', 'r') +output_file = open('pathbge1.out', 'w') + + +def function(): + pass + +#[vert,edg] = [int(x) for x in input_file.readline().split()] +#graph_korp = {vert : [] for ver in xrange (1, vert+1)} +#alllengths = 1 +#for info in input_file.readline().split(): +# [start,end] = [int(x) for x in info.split()] +# graph_korp[start].append(end) +# graph_korp[end].append(start) + #def + #return graph_korp + + +n_vertices, n_edges = [int(i) for i in input_file.readline().split()] +vertices = [] +edges = [] +for i in range(1, n_vertices+1): + vertices.append (i) + #vertices.pop [0] + i += 1 +for j in range (n_edges): + edges.append ([int(j) for j in input_file.readline().split()]) + #j+=1 + +#print vertices +#print edges + +#start, end = [int (i) for i in input_file.readline().split()] + +adj = defaultdict (lambda: defaultdict(lambda: 0)) + +for x, y in edges: + adj[x][y] += 1 + adj [y][x] += 1 + + +#distances = {} +distances = {1:0} +def BFS (): + #dist = {1:0} + queue = deque ([1]) + while len (queue): + for i in adj[queue[0]]: + if i not in distances: + distances[i] = distances[queue[0]] + 1 + queue.append(i) + queue.popleft() + return distances + +BFS () + +answer = distances.values() +for i in answer: + output_file.write(str(i)+ " ") +input_file.close () +output_file.close () + + +#n_vertices, n_edges = [int(i) for i in input_file.readline().split()] + +#vertices = [] +#edges = [] +#for i in range(1, n_vertices+1): +# vertices.append (i) + #vertices.pop [0] +# i += 1 +#for j in range (1,n_edges+1): +# edges.append (j) +# j+=1 + +#the_graph = {} + +#def merge (x,y): +# if x not in the_graph: + diff --git a/kolchanova/A-3.py b/kolchanova/A-3.py new file mode 100644 index 0000000..7e7b708 --- /dev/null +++ b/kolchanova/A-3.py @@ -0,0 +1,60 @@ +import sys +sys.setrecursionlimit(100000) +#from collections import deque + + +infile = open('pathmgep.in', 'r') +outfile = open('pathmgep.out', 'w') + +dimensions = [int(i) for i in infile.readline().split()] +n_vertices = dimensions[0] +start = dimensions[1] +end = dimensions[2] + +scope = [] +def get_matrix (scope, infile, n_vertices): + for i in range(n_vertices): + y = [int(i) for i in infile.readline().split()] + scope.append(y) + return scope +get_matrix (scope, infile, n_vertices) + + + +distances = {} #distance dict +def get_dist (distances, n_vertices): + for i in range(1, n_vertices+1): + distances[i] = -1 + return distances +get_dist (distances, n_vertices) + + +#the main algorithm +vertices = [] +def dijkstra_alg (distances,start,end): + + distances[start] = 0 + for y in range(n_vertices-1): + + vertices.append(start) + for i in range(n_vertices): + + if scope[start-1][i] != -1: + if distances[i+1] != -1: + distances[i+1] = min(distances[i+1], (distances[start]+scope[start-1][i])) + else: + distances[i+1] = scope[start-1][i]+distances[start] + assist = {} + for key in distances: + if key not in vertices and distances[key] != -1: + assist[key] = distances[key] + if len(assist) == 0: + break + start = min(assist, key=lambda k: assist[k]) + return distances +dijkstra_alg (distances,start,end) + +outfile.write(str(distances[end])) + +infile.close() +outfile.close() \ No newline at end of file diff --git a/kolchanova/A-5.py b/kolchanova/A-5.py new file mode 100644 index 0000000..515d44e --- /dev/null +++ b/kolchanova/A-5.py @@ -0,0 +1,65 @@ +import sys +sys.setrecursionlimit(100000) + + +input_file = open('pathsg.in', 'r') +output_file = open('pathsg.out', 'w') + +nodes, edges = [int(i) for i in input_file.readline().split()] +dist = [] +#cumulative_w = 0 +dist = [[None for i in range(nodes)] for j in range(nodes)] + + +def get_dist (dist,nodes): + cumulative_w = 0 #?why here + #for j in range (nodes): + #dist[j][j] = 0 + + #return dist + +#get_dist (dist,nodes) + +#def count_w (edges, input_file,dist,cumulative_w): + for j in range (edges): + # + x,y,z = [int (w) for w in input_file.readline().split()] + dist [x-1][y-1] = z + cumulative_w += z + #return dist + #return cumulative_w + +#count_w (edges, input_file,dist,cumulative_w) + +#def secure (nodes, dist, cumulative_w): + for j in range (nodes): + for i in range (nodes): + if j == i: + dist[j][i] = 0 + elif dist[j][i] is None: + dist [j][i] = cumulative_w +1 + return dist + +#secure (nodes, dist, cumulative_w) + +def F_W (nodes, dist): + for i in range (nodes): + for j in range (nodes): + for x in range (nodes): + if dist[j][i] + dist[i][x] < dist [j][x]: + dist [j][x] = dist [j][i] + dist [i][x] + #dist [j][x] = min (dist [j][x], dist [j][i] + dist[i][x]) + return dist + +get_dist (dist,nodes) +#count_w (edges, input_file,dist,cumulative_w) +#secure (nodes, dist, cumulative_w) +F_W (nodes,dist) + +for line in dist: + #for i in line: + output_file.write(' '.join(str(i) for i in line) + '\n' ) + +#output_file.write('\n') +input_file.close() +output_file.close() From 5d2afa2d7228ee1129c2320ee3d7c7a4790e2939 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Fri, 11 Apr 2014 23:50:10 +0400 Subject: [PATCH 05/34] B2,3,4 Problems --- kolchanova/B2.py | 26 ++++++++++++++++++++++++++ kolchanova/B3.py | 19 +++++++++++++++++++ kolchanova/B4.py | 27 +++++++++++++++++++++++++++ 3 files changed, 72 insertions(+) create mode 100644 kolchanova/B2.py create mode 100644 kolchanova/B3.py create mode 100644 kolchanova/B4.py diff --git a/kolchanova/B2.py b/kolchanova/B2.py new file mode 100644 index 0000000..8f7ef1b --- /dev/null +++ b/kolchanova/B2.py @@ -0,0 +1,26 @@ +#!/usr/bin/python + +indata = open ("vectors.in","r") +outdata = open ("vectors.out",'w') + +n = int (indata.readline().strip()) +vectors = [] + +def gener_vect (vector, position): + if position < len (vector): + for next in ["0","1"]: + if position > 0 and next == "1" and vector[position-1] == "1": + pass + else: + vector[position] = next + gener_vect(vector, position + 1) + else : + vectors.append (vector[:]) + return vectors + + +gener_vect (["0"] * n, 0) + +outdata.write (str(len(vectors))+"\n") +for vector in vectors: + outdata.write("".join(vector) + "\n") \ No newline at end of file diff --git a/kolchanova/B3.py b/kolchanova/B3.py new file mode 100644 index 0000000..b51d2e1 --- /dev/null +++ b/kolchanova/B3.py @@ -0,0 +1,19 @@ +infile = open ("permutations.in","r") +outfile = open ("permutations.out",'w') + +n = int (infile.readline().strip()) + +def generate_permutations (seq, loc): + if loc < len (seq): + for i in range (1, n+1): + if i not in seq: + seq[loc] = i + generate_permutations (seq, loc+1) + seq[loc] = 0 + else: + outfile.write(" ".join([str(i) for i in seq]) + "\n") + +generate_permutations (["0"] * n, 0) + + + diff --git a/kolchanova/B4.py b/kolchanova/B4.py new file mode 100644 index 0000000..c11cee3 --- /dev/null +++ b/kolchanova/B4.py @@ -0,0 +1,27 @@ +#!/usr/bin/python + +infile = open ("choose.in",'r') +outfile = open ("choose.out",'w') + +n, k = (int(x) for x in infile.readline().split()) +variants = [] + +def gener_comb (combination, position, n): + if position < k: + for i in range (1, n+1): + if i not in combination: + if position > 0 and i < combination[position-1]: + pass + else: + combination[position] = i + gener_comb (combination, position+1, n) + combination[position] = 0 + else: + variants.append(combination[:]) + return variants +gener_comb ([0]*k, 0, n) + +for v in variants: + outfile.write(" ".join([str(x) for x in v]) + "\n") + + From e87b66c41e19b4d1a11fe8bbd032250e1d101186 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sat, 12 Apr 2014 11:12:02 +0400 Subject: [PATCH 06/34] Cleaned up comments. --- kolchanova/A-1.py | 59 ----------------------------------------------- 1 file changed, 59 deletions(-) diff --git a/kolchanova/A-1.py b/kolchanova/A-1.py index 5f8fe9e..c59e5ba 100644 --- a/kolchanova/A-1.py +++ b/kolchanova/A-1.py @@ -11,16 +11,9 @@ edges = [] for i in range(1, n_vertices+1): vertices.append (i) - #vertices.pop [0] i += 1 for j in range (n_edges): edges.append ([int(j) for j in input_file.readline().split()]) - #j+=1 - -#print vertices -#print edges - -#start, end = [int (i) for i in input_file.readline().split()] adj = defaultdict (lambda: defaultdict(lambda: 0)) @@ -28,49 +21,6 @@ adj[x][y] += 1 adj [y][x] += 1 - - - -#graph = {} - -#for z in edges: -# x = [int(i) for i in input_file.readline().split()] -# if x[0] in graph: -# graph[x[0].append(x[1])] - #elif x [1] in adjacent: - #adjacent[x[1]].append(x[0]) -# else: -# graph[x[0]] = [x[1]] -# if x [1] in graph: -# graph[x[1]].append(x[0]) -# else: -# graph [x[1]] = x [0] -#for w in vertices: -# if w not in graph: -# graph[w] = [] - -####### QUATSCH ##### -###def funct (x,y): - - -#from collections import defaultdict -#der_graph = defaultdict(list) - - -##der_graph = {} -#for x in vertices: -# funct (x,y) - - -# if start in der_graph: - #for j in range (int(i), int (i+2): -# der_graph[x].append(end) -# else: der_graph[start] = [end] - #x+=1 -#print der_graph -###### QUATSCH ENDET HIER ##### - -#conn_comp = {} def search_df (): conn_comp = {} coconut = 0 @@ -88,7 +38,6 @@ def search_df (): queue.append (j) queue.popleft () - #return conn_comp output_file.write(str(coconut)+"\n") for i in conn_comp.values (): output_file.write(str(i)+" ") @@ -97,13 +46,5 @@ def search_df (): input_file.close() output_file.close () -#search_df() - -#answer = conn_comp.values () -#for i in answer: -# output_file.write(str(i) + " ") - -#input_file.close () -#output_file.close () From 84de2a3af6730126af16e2d04710035be95eae50 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sat, 12 Apr 2014 11:13:28 +0400 Subject: [PATCH 07/34] Cleaned up comments. --- kolchanova/A-2.py | 34 ---------------------------------- 1 file changed, 34 deletions(-) diff --git a/kolchanova/A-2.py b/kolchanova/A-2.py index dfcdb03..72e36ed 100644 --- a/kolchanova/A-2.py +++ b/kolchanova/A-2.py @@ -10,32 +10,16 @@ def function(): pass -#[vert,edg] = [int(x) for x in input_file.readline().split()] -#graph_korp = {vert : [] for ver in xrange (1, vert+1)} -#alllengths = 1 -#for info in input_file.readline().split(): -# [start,end] = [int(x) for x in info.split()] -# graph_korp[start].append(end) -# graph_korp[end].append(start) - #def - #return graph_korp - n_vertices, n_edges = [int(i) for i in input_file.readline().split()] vertices = [] edges = [] for i in range(1, n_vertices+1): vertices.append (i) - #vertices.pop [0] i += 1 for j in range (n_edges): edges.append ([int(j) for j in input_file.readline().split()]) - #j+=1 - -#print vertices -#print edges -#start, end = [int (i) for i in input_file.readline().split()] adj = defaultdict (lambda: defaultdict(lambda: 0)) @@ -44,10 +28,8 @@ def function(): adj [y][x] += 1 -#distances = {} distances = {1:0} def BFS (): - #dist = {1:0} queue = deque ([1]) while len (queue): for i in adj[queue[0]]: @@ -66,20 +48,4 @@ def BFS (): output_file.close () -#n_vertices, n_edges = [int(i) for i in input_file.readline().split()] - -#vertices = [] -#edges = [] -#for i in range(1, n_vertices+1): -# vertices.append (i) - #vertices.pop [0] -# i += 1 -#for j in range (1,n_edges+1): -# edges.append (j) -# j+=1 - -#the_graph = {} - -#def merge (x,y): -# if x not in the_graph: From d66a737d860e43397de7e471a4ab9630270d230c Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sat, 12 Apr 2014 11:17:37 +0400 Subject: [PATCH 08/34] Cleaned up comments. --- kolchanova/A-5.py | 28 +++++++--------------------- 1 file changed, 7 insertions(+), 21 deletions(-) diff --git a/kolchanova/A-5.py b/kolchanova/A-5.py index 515d44e..f260530 100644 --- a/kolchanova/A-5.py +++ b/kolchanova/A-5.py @@ -7,31 +7,20 @@ nodes, edges = [int(i) for i in input_file.readline().split()] dist = [] -#cumulative_w = 0 + dist = [[None for i in range(nodes)] for j in range(nodes)] def get_dist (dist,nodes): - cumulative_w = 0 #?why here - #for j in range (nodes): - #dist[j][j] = 0 + cumulative_w = 0 - #return dist - -#get_dist (dist,nodes) -#def count_w (edges, input_file,dist,cumulative_w): for j in range (edges): - # + x,y,z = [int (w) for w in input_file.readline().split()] dist [x-1][y-1] = z cumulative_w += z - #return dist - #return cumulative_w - -#count_w (edges, input_file,dist,cumulative_w) - -#def secure (nodes, dist, cumulative_w): + for j in range (nodes): for i in range (nodes): if j == i: @@ -40,7 +29,6 @@ def get_dist (dist,nodes): dist [j][i] = cumulative_w +1 return dist -#secure (nodes, dist, cumulative_w) def F_W (nodes, dist): for i in range (nodes): @@ -48,18 +36,16 @@ def F_W (nodes, dist): for x in range (nodes): if dist[j][i] + dist[i][x] < dist [j][x]: dist [j][x] = dist [j][i] + dist [i][x] - #dist [j][x] = min (dist [j][x], dist [j][i] + dist[i][x]) return dist get_dist (dist,nodes) -#count_w (edges, input_file,dist,cumulative_w) -#secure (nodes, dist, cumulative_w) + F_W (nodes,dist) for line in dist: - #for i in line: + output_file.write(' '.join(str(i) for i in line) + '\n' ) -#output_file.write('\n') + input_file.close() output_file.close() From 2cc5faef91e243d8175286909ef243824f05c8f6 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sat, 12 Apr 2014 21:27:26 +0400 Subject: [PATCH 09/34] B-6 :) --- kolchanova/B-6.py | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) create mode 100755 kolchanova/B-6.py diff --git a/kolchanova/B-6.py b/kolchanova/B-6.py new file mode 100755 index 0000000..27966e2 --- /dev/null +++ b/kolchanova/B-6.py @@ -0,0 +1,31 @@ +#!/usr/bin/python + +def nextvector (seq): + result = seq[:] + for x,y in reversed(list(enumerate(seq))): + if y == '0': + result[x] = '1' + return result + else: + result[x] = '0' + return ['-'] + +def previousvector (seq): + result = seq[:] + for x,y in reversed(list(enumerate(seq))): + if y == '1': + result[x] = '0' + return result + else: + result[x] = '1' + return ['-'] + +with open ('nextvector.in', 'r') as infile: + seq = list(infile.readline().strip()) + +preceding = previousvector(seq) +following = nextvector(seq) + +with open ('nextvector.out', 'w') as outfile: + outfile.write(''.join(preceding) + '\n') + outfile.write(''.join(following) + '\n') From 4ce73667180f04a07ad333e97231dd443c14c322 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sun, 13 Apr 2014 23:33:33 +0400 Subject: [PATCH 10/34] B5 problem --- kolchanova/B5.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) create mode 100644 kolchanova/B5.py diff --git a/kolchanova/B5.py b/kolchanova/B5.py new file mode 100644 index 0000000..bdec0f3 --- /dev/null +++ b/kolchanova/B5.py @@ -0,0 +1,24 @@ +infile = open ('subsets.in', 'r') +outfile = open ('subsets.out', 'w') + +n = int(infile.readline().strip()) + +limit = range (1, n+1) +subsets = [] + + +def generate_subsets(x, y): + subsets.append(' '.join(str(i) for i in x)) + for val in limit: + if val > y: + generate_subsets(x + [val], val) + return subsets + + +string = [] +output = generate_subsets(string, 0) + +outfile.write('\n'.join(output)) + +infile.close() +outfile.close() \ No newline at end of file From c40d1c3758ae2141bf7ee770f180102fa43db052 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Tue, 22 Apr 2014 15:54:14 +0400 Subject: [PATCH 11/34] algorithms: one of possible solutions for the3rd regression problem --- kolchanova/3_classifier.ipynb | 209 ++++++++++++++++++++++++++++++++++ 1 file changed, 209 insertions(+) create mode 100644 kolchanova/3_classifier.ipynb diff --git a/kolchanova/3_classifier.ipynb b/kolchanova/3_classifier.ipynb new file mode 100644 index 0000000..640b953 --- /dev/null +++ b/kolchanova/3_classifier.ipynb @@ -0,0 +1,209 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Import dataset" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np\n", + "red = np.loadtxt(\"math/red.txt\")\n", + "blue = np.loadtxt(\"math/blue.txt\")\n", + "print red.shape\n", + "print blue.shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(502, 2)\n", + "(498, 2)\n" + ] + } + ], + "prompt_number": 36 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make plot" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as pl\n", + "pl.prism()\n", + "pl.scatter(red[:, 0], red[:, 1], c='red')\n", + "pl.scatter(blue[:, 0], blue[:, 1], c='blue')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 88, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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GDBmCpiWTtwOxWF4lObk2AB063IXV+lRQ2FgsI2nf/vYi9+WPP/6gXr1mOJ0e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LzYZZJ1uBOYZh2effZZduzYQaxhsE6ET0To4nDQpBA6c1Ewe8YMKlsNeStFKG4YvPvuu7z11luW\nUutkHI6B2G0mbV0uJmkaSYZB3969iXU6uVXTaOF2U718+UKtGAHuv/deXPYINPHj9URjOhx4nU46\n3XjjRVcdoThx4gTd2rcnyuUizu2mY5s2FzzfhfDmm2/SwmrmyxWhgWU7abO1Q6RGeMrPTKFp0+sR\niUdkICKJiHRC5FdE/o1IcUTmYLP5Lsun4O+Oq4H/CsOxY8cYM2YMbnckhlESXY9k8eJXC9123bp1\nGFYAy/+ypIqSJo73+bhT03hAFJ3yQrn/fHz55ZfcNmYMt40Zc0HK4F+Nb775hpJxcUSIctLqKUKK\nCFlOJ/eOHw8o9dIGXi+lrRdCoiimT6II3UQoJ0KF1FTGDB1Kms1GJVFOW5Ei+G02frbuzdMipCYm\nUjnET/YlESqVKhUcT05ODhs3bmTJkiXceccdjBk+nO6dO+N3uShpmmQkJ/Pyyy9T0jD4WYRYMRHZ\nFRKQpjFq1K088cQT9AnpdD4rqp5yORLRdTIzwzwJ5orQ75ZbADWjHzfuDlq2vJEbQ5r2PrZejJ+E\nrH6aOJ0888wzBY7/2muvYRMDm9yPyOdo0pfKojx5b9R1JhYi8/zC889TIyODUtHRVEpLY1CvXtzc\nqhXtnE6+E+VBEOvx0K9vX24dOfKCInmgVob3TZpERqkyuJx+RHR6iou3RNClLMp+9EeUdPMqlOn6\nUyQklKJVq1sQuQuROVau//uQz2I8IpPQ9VYsXnzlOXFdDfxXAE6dOsWYMXeSnd0IjycWEQORddYD\nvBXDiAnyxkNx8OBB/DYbta20xY2iXLZ63HwzE0L0bpaK0Khq1b9krLt372bmzJnMmTPnkpy4CkO1\ncuV41BrnPlF6N3YRenXuHCbhm5+7/1QUW8RrBf6SItQUxUEvl5zMJlEOVk+K4vpXDAmYZ0TQROjf\nrRvJhkG9iAgSIyKCK5+TJ0/SqEYNKpomlUUVemuJkhfITw09bLNRPzub+yZMUPpAtghEplqnOIVh\nNOCpp57i1VdfDdZTfhJhoQgRHs9l9XA0rl6dxSHXMUnTGD5gQPDvOTk5TJ06lTEOR3Cbg6LqFcdC\n9hsgwowQ79x8dGjbFrdUCgmYeeji53tR8tst6tUL2/5fr71GqmGwWhSLqbQITTUNj3WtwTqOCPU1\nlZaLN4xCJx6BQIAW116LW0yUzWgZRGohkoVpd6NJy5BxrUFER9PslCxZge3btzNq1DicznyGT0WU\n165iuqka2Ay83nJhfghXCq4G/isA11/fDo+nrfXgjkHEj2J8qIc+IqIha9euLXTfyXffTazLRZbd\nTpzTyeghQxjQvXtYzn6DCLXKlfuvx/nZZ58R5/UyyOWim8dDibg4vvrqK8YMHUrbJk24b+LEIkn/\ngkp/2TSNsyHjHOjxMHv2OYGu33//nccff5yuXbvidbuJ13UMh4NGViAPiGquKi5CjQoVmB96LOtF\nkt/1+qoIGcWL8/777/Pss8+ycuXKMC2XaVOmBJ3AholaeTQVVW/I9yI4IufE6Q4ePMiKFSsoVqw0\nfn8WhlGctm1vITc3l7Nnz9K4Vi0quNw4REeT8jgcfubMKVy64WJYtWoVcbrONBHu1DTifL6gCXn7\nG27AabdjOp34HQ7eEWWfeJPTSbyoFdQKEdqKWiUtXVqQ8jlwwAAckmrNrEHkd1zi4WcRxjidDDqv\nV6JzixZB5U5EeEMUE8tnrTTyf3+9qE5yRNVQMkuVYvHixUycOAmnMwJNc5GeXgW3zUSTgVawzkPk\nZkS6UrJkJUuu/G1EjuBwjKNq1QZhz9fhw4cpWTITr7cJHk8dFM25NyINEElE1zNp167bZb1w/+64\nGvj/4Thy5Agulw+R0yGzmyqIDELkdkTuRcRHly69gmqZ52PDhg3MmzcvWDRevXo1SYbBO6IcrbIN\ngxl/otBZFLRs2DBofIIItzocJEVG0t/lYokIN+g6nW4suipiyfh43rWOdcKaPSZFR/Po7Nls27aN\nrDJlaG0YjHE4iNd1nn76aTq2aMEzIWP4QBRt8L333sNr6ea0EiFdhOtEiLbZqB0RQbzfT1bp0mT5\nfFTz+aiYlha2YhnQvTvzRHhflJNXfvpsi6i0UZ4oyYgq6elh13Dy5Ek+/fRTduzYERZgjhw5gtPp\n45zk8B7sdj+7du265Pu+adMmRg4ezLjRo4PSG/26duUWt5uTohhJaW43qfHxlIiJoWu7dkTperAW\n8qAoGeRY02Tr1q1hxz506BAeVxQ2aY6y9cxGEw9eEVLi4wsY5/Ts2JEZIff/aSvwlxe1OpogQmfr\nvF9bn2tlEbI0jVoeDyLRqBz8MUTaowqya0Ke/ZcQiSIrqxbr1q0jObkcHo+fBg1u4Icffihwb37/\n/XdeffVV7r33XtzueEQmITIZkTYkJ6dfkUEfrgb+fzyOHj2K0+lF5GTIMrUEIsmI3IfItYhEoGkV\nqFixZpFb0ZcuXUqt8uXJTkvjoWnT/pIvQJ3MTDaEfOkXiFKwzC8unxIhwuUqECwuhPXr1xPn9dLI\n7aaYKH32j0VIEMG024PSxojwnggZSUncN2kSbdxucq0Z/ygRWjZqBMDQ/v3JdjhYIMpG8AZdZ+SQ\nIbz//vuMHDyYXm43AWu/0ed1Js9//HHqGgZPidAp5LyI0kKq4/dTLDKyUCe5wrBz507s9mKhh8Eu\nVRg9evSl3/hCkJ6YGJToQJTMxaghQ4J/37x5Myleb9js/GEpaA4Pqq+hVas2uO1e+lgvuXUixJlm\ngc9y69atxJomk0TJZ0SJ0NJux9Q0Zosw3lpheEUVo0eJakgLiHCjaISLDH6Hkq64xZrtn0WkNSK9\nMIyYYKfy22+/TWJkJHZNo1q5coU25M2ZMwePZ2DIsc9is9kvyX3tn4Srgf8KQNu2t6DrzRF5FZut\nH6qz84D1AOchkolIeTQtslDNo6IgEAjw+Lx5dLnxRkYPGRL2hf7444+ZPGkSM2fOLOByFYpJd95J\nI8Ngvyit+nSPhzIhTVBnRYh2u8Ock3Jycpg+dSqdW7Tg9tGjC/i2Hjx4kPKpqcyTc+ykJ0WZjdwW\nErQOiNLnOXXqFE3r1KG0aVLJ56NSWlqw0efUqVO0bd4cv8uFz+WiS5s2wVpB+2bNwnoVVolwbUjd\nIy8vjwE9eqA7HPhF1RAainCPCCXj41mzZs0lyfyeOHECTdM5J83wFU4xyCxVqshMmYuhfuXKvCjn\nirdd3G4eOM8MqVnNmiwLueZnRLjFMrIH5YXQomFDInSdtMREUkMa/BChYUREoSnGL774ghGDB1Mn\nO5u6lSszuFcvli5dSnJMDDZNIzs9ndmzZlG1TBniTZOHrOPdLIJIK86paL6Nol56EYlD9bq0ROQU\nPl8GX375JXv27CHWMHjfeiHdLYLh1ilfvgLjxo0LToSWLVuGaWaFTKBWEReX+l/f578rrgb+KwBn\nz55l8uQpNG7chj59BmOzeTiXcwWRNqhu3RKFmpkUBeNGjqSG5aw0wumkTFISx48fZ+6cOUTZ7VQU\nobrDQdmUlAsG/5ycHEYOGkS0YZDg9zPl3nspV6IEtzqdrBShk8dDy2uvDVtddGvfnqaGwRQRatrt\nlEpKKpCyuqF+fZ4LCTjjRehoBd8PRRUNu7jddLckGnJzc9m6dSubN28uNIgeOnSII0eOhP3u3gkT\nuFHXOS1KhbSrxxNm3J5/feVLlGCSzcY+UQwar6ZdlJVyMdTMysIlHvySgkc8lBONCk4nt57nXXE5\n2Lx5M3FeL90Mg6ZeL9kZGXz11Vd8/vnnQc7+M089RYZFK31HlJx2qDx3g6pVudXh4LAIr4gqCO+1\nPoOjoqSXL+TjUBgCgUCBfoHFixdTwTT5SVSznMrDN0NRML2INEfkNRSh4X3rpfAVHk8Ex44dC6qk\nIoqiq4kXZcyegUg0lSrVIhAIEAgE6NSpJ6ZZBr+/BaYZe8G62JWAq4H/CkTp0lmIDEBkDyIvorjK\nHjQtiU8++eSSj5eXl4fH4eCXkODa0utl7ty5mBbz4l8i1BAhy25n1qxZYfufPn2affv2FVq4/emn\nn+h7yy00rlaNW4cPD/viHzp0CL/LxWJRDVlDRHWmVi5TJti4BMpvINYwuF3TGCgq1bPbSl94RXXT\ndmvX7r/SVz99+jTtrr+eWI+HBF2naZ06BY73zTffkGqaYX0RdSMiLpsVsnfvXmJ1nZKi9G86irBZ\nhKySJS/7Os4//lNPPcXLL7/MuBEjiPZ4qOj3kxwTw3/+8x8CgQDzH3uMmmXLUqdCBV4OMYo/ceIE\nbrs9zBmrustFgsvFLV4vpUyTOy4hLbVy5UqKWemYSmlpQdnsQCDAxDvvxO1woDsc1KlcmaysGmia\ngUgfRHKs0zfD4YgmIqIpuh7Ls88q34X169dT1jQ5JUIVcSPSy3o5BBDph0g0mzZtCp5r06ZNvPnm\nm4Wy4K4kXA38VyC++OIL7PYolPZ+NVRjSjJVqtS/LLnZnJwcnDYbb4gqxv1HhI6mSffu3ekc8sXf\nZwXaySFG6itWrCDGNEkyDGJNk2HDhvHkk08G0x55eXns2bOngMkOqJdClNtNSZGgeXdAhMYeD88+\n+2yBa+7Vowem3U6EqEKvIYLP5aJNs2YcOnToT6/zz+5NIBDghx9+YO/evYXWPH788Uci3e4gDfK0\nCKVM87LTawC333or7ex2vrSu/UURGlWrVmC7lStXcvutt/Lwww9fslTGqlWrSDfNoCzGsyJkpV1c\nFiQ3NxfD5QpKM+eKUM3r5ZFHHmHhwoVhtqkXQ15eHvv27SPGMFgsqij+mKZRJikp7PM4c+ZM2Is2\nObkc54q6AXS9DRMnTmTFihVhPtGBQIAeHTpQyevFIxGIvBWyEn4DkeKsWLHiku7XlYCrgf8Kxccf\nf0xGRjXc7iiio9MYMmTUZRtIBwIBSpUoi11S8Ug7nOIjwjCZOnUqt4RY/31vLffzUxuHDx8mxjSD\n0snrRNH2Wuk6pYsVY/v27dTIzKS4YRDhdFI7O5vHHnssTG7g+oYN8Vipg/zzjHA4aNWyJR2aN2dI\nnz4MHzCApjVr4tU0HhZFvUwTJbTW10pNNa5ZM+yaduzYwfLly9m1axc//PAD9bOzsdtsJEREXJK+\n+/kYOXAg2abJPSLUNww63Xjjf1UY/+WXXyidlERHXWew202MYdC3e3fSExOplJrKohdfZN6jj5Jq\nGNwvQie3m+yMjCJLLADMnj2boSG1llOiGsb+bNxzH3mEEobBOLudRqbJdfXrF7nJLDc3l6F9++J2\nOHDabPhEsXq8omo0Cbp+0Vn3smXLMIw4XK4RGEZLypatcsHnOxAIsGLFCmrUqG8Vf3OsQnA7bDbf\nf91P8k/E1cB/FX+KjRs3YprpnFP03IHLZbJ3714SIyK4XxQfu5Km0aFVq+B+mzZtoobVQp//r6II\nn4sw1OkkKy2NMRar5zdR9oOVXC5qV6oUTOX88ccflE9Opo8oWYZPRYi026nn8fCylf6JFUWVbCuK\nO58niqaZLkqbPlcEt90eDIazH3qIBMOgeUQEcbpO2eLFmWi3c1YUfTXOMC6Ym167di3d27WjV6dO\nQa35UAQCARYvXsxdd9zBM888c9FVxOHDh9m+ffufBumjR48yf/58Zs2axaihQ6ljGGwT1V+RbBj4\n3O6gPHVAhOamyfOXYDH57rvvUs40gyuVRSJUDOlIvhjWr1/P1KlTee6554KF8D/D4ldeoUp6OnXs\ndo6Ior/mU2x3Wak63eG46H3Jyclh5MixVKhQixtuaFWk4H3ixAkyMqogEolIBHZ71BXZnFUUXA38\nV/GnWLJkCX5/29D4jU1TwXHXrl306NCBlvXrM3vGjDD62w8//EC0x8P31k67RXHafxZlMJ6g62wP\nOehMEYaL0Ng0efHFF/npp5+YN28e06dPp3m9erjtdiKcThyi/GPz92sqqrs4R1Tj1A4r8CeJUuz8\nTpRYV25uLnv37iUmZEzbRbCJhOWqu+l6AQ9oOGcm8rioTudYwwgG/zNnzvDVVxU2bNYAACAASURB\nVF9d1LglFHNnz8bvdpPh85EYEVHkAnC1MmXYFDLW2aKsMn8P+V0/XeexC/j0FoZAIMCtw4YR5/FQ\n1e8nKSoqjHYaCAT4+OOPeeONN/j+++85evQoE+++mwHduvHiCy9c0opmwRNPkGYYVBelq/S7tUoM\nrYu0EqFXjx788ssvNG/ejsjIJDIza4XpP7Vp0wVdb4rIczidnYiOLsHAgcP58ssvycvL47bbxhMV\nlUxcXElmznwk7Fr27NnDd999d8Vy9IuCq4H/KsJw5swZJk68h1atujBp0n2cPHmS3bt34/FEI7IJ\n5fg0C5+Y1K1cuHLh2bNnGTt0KKUTEigVHU2Ey8W1LhcRouSOvxWhnGFQo1w5pls+rTmijFRmi9Df\n41F6QRERJGkaDisFEK3r3K1puEQ4GRIoWoqwxArexa1zFBclmzBWhJKGwWxLbmDjxo3UiYgI7huw\nAs82OUcpLSeC3+lkzJAhYcGhZYMGLAo57xwRurdrx549eyibkkJpr5dIt5tRgwZdNKhs27aNRMMI\nMmBeFyE5JqZIgahhdjavhoxhnN1Ogt9PGU2jv6gaQKxhBBu1vv32W25p3Zom1atz34QJF03F7N69\nm82bN4fVCAKBAAN79KCUadLC7yfGMEhLSKCPy8U8ESqZJpPuuutPx52PSqmpvC9KD+ke6/7HWi9q\nrBd6mq6zceNGqlZtgNM5EpF9iLyIzxfPwYMHOXjwIG53FOeol3kWS6cPphnLiBFjLPe6bxD5D4aR\nwaJFLxUYS15e3v9s8L8a+K8iiBMnThAbWwqRa1A6/TdRp04Tzpw5Q0J0NHZxYxM7ZcRkpwim08nx\n48c5efIkg3r2pFRcHFXT0+nUqhVNdZ2vRPHd4z0epk2bRqfWrTFdLqJNkwenTOHbb7+lZHw82XY7\nJUVJJS+3Ale7li2JF0WJPCGqOWuUFRy6Wi+JVSJMFOWlu0SE7k4nPivg20WljnSHg2XLlgWv8eef\nfybGMILyAGtF8Fsy0901jWxRej5HRcg0Td5+++3gvs1q1mSOqLRUrqhGrTIxMZSKieEB6wV2TFR9\n4aYbbrhgUJk6dSo3hGghIYLf5SpAIS0Mq1evJs4wmCjCMIcDn93OTS4X/xLF+onzeFi3bl3wWpOi\nopiiafQRIVnTyExOZufOnUV+JlatWkX5EGG6iaJsFfPHfVAE3ekscqNThZQUPhG1CksW4SYRatjt\nmCI08/lIMQxGDhzIsWPHrMbEvOBt8vtbsXTpUvbt24euJxBOWa6JyHto2lSiotIQWR3yt2cpVqw8\nb7/9NkeOHOHDDz+kXr3m2GwOTDOap59+tsj340rB1cD/D8ORI0fYtWtXkfOpl4Lu3RW97Zz8Qy4u\nVypvvPEGcW432SLBALBfBJfNxsaNG+nZsSNtPR6+FrV894uEWSJO1jTuvO02fvvtN2bPns2E8eOD\nudXffvuNZcuW0aRePWJMk/IpKbz77rs0q1OHEiHHuN0KOvlsmX4iJDiddGrZkh6dO9O0Rg0yS5ak\nqaji5HFRZu2xTidbt24Nsz9c9tZbRJsmxQ2DOJ+PtWvXsnXrVhw2Gy9ZQR0RRjqdPPzww4CStYjS\ndRJEFairiCoe/8u63h9Dxnq3qI7kWTNmMH/+fB5++GG2b98OwPHjx4nxeikmEqTHrhchzucrcvDc\nsmULd91+O8OGDiVZ14PjzROhtGnyn//8B4BnnnmGTqbJSFHNZO+Kkl9IiIgoEl3xk08+ISsjg84h\nL6lnRIn55f98QgSX3X7RlcTj8+aR4Pfjdbupk5VFpq6zXFRqz+tycf/997Nt2zaWL18eTDGdPn0a\nh8ODMh9Sz6LXW4WVK1cSCASoUaMRIl0Q2YjInYiUtWpQTxAXl47IEyGBfzwijXE6Y3A4vNjtcSgq\n52lEvsAwkorMQrpScDXw/4MwefIUXC4fpplKUlIZvv7667/0+BkZVRFJCZllBbDbM1i2bBlRLhdN\nRWhsBbZiIsQ7HFT0+dA1LShfjKg0y+qQn/s5nUyaNInK6el08HiYKEoX/rnzKJmhmD5tGrqoesAB\nUTUBXVQRd50IVQyDqefZ+tUqWzZMgvg5KyibTid+l4sbrrkmSAk8deoUe/fu5fTp03zyySd0uekm\nEi0z8PyZe3lrxn/69Gni/f6gLtB2UaJlW62f64gEBd5OilLl7ClCnK7TzjAY7nIRaxisWbOGDz74\ngJoREdwjqjehnnWsJ5988pI/r+3bt1PKNIP1iTwR0r1e/v3vfwOwcOFC2hgGpoQrX3YvpAZw9OhR\nOrVsSWJEBJVLl+b5559XHguiiq3fWvtOE8HUNOaLKrS393i4OaSgfz7eeecdUg2D7aJE6tp6PDSu\nXZumNWrQunHjsAJ5bm4uR48eDb6gJ068D8PIQGQyhtGcOnWaBl8wv/76Kx5PHEqVMwHVxPUObnci\ns2fPxjRj0bThVoAvhjKdiUfJPEQgcjj4YnA4bmXaeV3LVzquBv6/KVauXMnw4WO49977OHLkiNLO\nN0qhtMVB0+ZQvnyNv/ScN93UGdXVOBiRDxAZg9+fxOnTp+nTpQu1dZ3OIpTSNJKsmXFAlN7KZyGB\npbbLRYzTyT0i9Hc6iTUMamZmUsHh4Iy1zVYRikVGXnAsgUCAJnXrEmUFRqeoXHyc202NcuWYOX16\ngVRK5xtv5P6Q2WkdEWrZ7fwuKnff1e1meL9+Yfts3bqVWMNgrjUb9opQXteJ9XgYO3RosBiYYpph\nqZmaIkG54+2iVDizRBWXu4tQQ9PoYqV/ECVRXD0jg+nTp+N1OPiXKAbLm6LSPEUtCociNzeXBlWr\n0tPt5m0R+lgz6vzgeOTIEVLj4zFE+CFk7J11nTlz5jBiwACqp6fTukkTGtWowQCXix9EMbQinE56\nW+N/wvoM/KJM4N966y2ur1ePrNRUrq1dm7vvuovNmzcXOsaxI0bwQMi5vxIhPTGxwHavvPwyfo8H\nn8tFuRIlgumot956izvuuIvHH3+8QAOgYpvF4vGUR9NiiIhIDXamf/3119SoUQeR6xHZjxJva2cN\nI53QHgDDaMbTTz99yff/n4yrgf9viAULnsYwSiDyAC5XH4oXT2fKlCk4ncNQcssBRE5itzuLfMyd\nO3dSr15zkpLK0qZNVw4fPlxgm7179xIbm4LDkYamJWKaicEOyry8PJ588kmG9u1L+ZIleS3kyzxc\nlHn5/SJ0c7kon5rKqlWruG3MGFITE2nncrFQlBF4fsPXURFM18VN47ds2UKUw0EZUbnkPBFGiNCq\nceNCt9+9ezcpsbG09Hq5xjBI1HWeDRnn+yLULl8eUEFz4cKF1KpWjW4h27wlQqWSJcOczk6cOEGk\nrgdfbgdE1RWqWNtPsttJjIwk2uulkWFwrWkS7/dzf8hxd4oQ43JR1zQZJ2pVVM9mI900GT9uXJE/\nx/Px66+/MnrwYK6rVYuRAwcW0DI6cOAANStVooLNxssi3GW3kxIbS4trr6WTx8NHIky3/HrPhIz3\nZqeThiE9Gh+JkBwdHUxHHTlyhPTixenqdnOnphGv6wXM6wGmTplCD5creJylItSuUCFsm507dxKn\n6/zH2uZxTaNciRJFKrz+9NNPvPPOO2zZsqXA9h9//DGGEYfqXn8EZbbyC0q+PNpKFVUjI6PKX6J/\n9E/C1cD/N0RMTAoinwcnmB5PS0qXLofS2XcgkoTIvaSkFE0j/+jRo8TEJKNpjyCyHadzKFWrNij0\ni3Xs2DHeeOMNli9fzu7du2nTpivly9emRw8VVA4ePMiAXr3o4HaTY82kO3o83Ny+PbeNHcsD06YF\ntXo+/PBDKoYYtJ8SRefcLEo7p0vr1hcd9wsvvEAFpzOY20dUbSHCeeEX3pEjR1iyZAn/+te/uG30\naHpaipqIcJ/dTmeroapDixbUM03uEsUjH29ts0YK9x54belSvJpGfVEpmgdFaKBpVChenN6dO7Nv\n3z4OHTrEyy+/zGuvvcby5ctJMQw+F5Wuau1ykRiy4vlRBI/dXmiwBJXjzk9F/bfIF9jr0Lw5g3r1\nYufOnXhCxhIQpSC6K+Tn+qZJpGFwt83G0yKkGwaPWlIcBw4coGPHjtS324Py06tFKJWQQK3MTNIT\nExnWrx8nT57k2LFjlE9NpbVhMNjtJtYw2LhxY9j4Fi1aRCevN2xFlU8c+G+xdu1a6ta9nuzsa7ju\nulZoWgQitVFc/hGI9KZTp17/9Xn+abga+P+GMIzoYErnnAn0KEQeQ6Q0IsMQUd6pRcHbb7+N398k\n5HuVh8cTc1Ez7JMnT1KiRDkcjjsReR+brQcORzRum5sUXSfO4yHe4yFR12neoEGhzTbr168Pa+DK\nFSFS00iIiKBXp05/qp3z6aefEuFw0FjOFVxftlIORZFg+PXXX6levjw1fT4a+/2USkhg7969fPzx\nx6SbZjDwHRIl7/CsCGmGwTNPPVXo8Z599lki3W5GizDcbicpKqpQjfd8PL1gAcnR0UTqOtc1aECz\n88zcYz2eMCXSfLz77rvEeL0UNwxivF5WrlxZYJsDBw4we/ZsZs6cyb59+wr8/Y8//rjg/T19+jRu\nhyPYDR0QId3lorjbzQRNo6VhUC87m507dzKsf3+6t23LKy+/DKi6gt+fgNPZDpc0oIQYHBEl4maK\n8JoIX4rQWtfp06VL8HNYsGABs2fPLpRRtGHDBtJDmENbRYjQ9QLNbz/99BPTpk1j7NhbeeGFFy5L\nMrlChVqI3IPIz1bKdCq9ew/+8x2vMFwN/H9DdOvWH12/CZHtiPREpGtI0P4ckRLoehluu+02vv/+\n+z893nvvvYfXm4XI64h0RKQjdrvnojOqDRs24PeHGlTnIhKPW2rSTnTucjhoXq8ee/bsueCS/OTJ\nk5QrUYI7HA42iNDL7aZRjRqXxJ3u060bPhEyRLhWlCtWnNsdpsdyMZw+fZpVq1axfPny4PW+++67\nXHselz/GZqNJzZosevHFix7vgw8+4NaRI5k4fvxFg/75+Omnn4j3+Vgsis0z2W4nOz29QPA6cuQI\nsabJ+9bYNooyQAlVPP32228pFhlJH7ebAS4X8T4fX375JQcOHKB98+YkGAYuTcNts9GwRo1C03qj\nBg+mpmGwQITeLheV09NZtmwZEydM4LHHHgsTwQtFw4Yt0bS5wefCIb25QRy4RegfMmP/2QreF8OZ\nM2fYtm0bK1eupG6NGiS4XLTxeokzDJac53P75JNPY7d7rYmPH7e7LB06dL9kHv7y5cstKuijaNoU\nTDOWbdu2XdIxrgRcDfx/Q5w6dYr+/UeQmJhOfHwKNtvIkAC8ByVHWx9d74LXG/en5h45OTmULl0B\npVm+EJF5OBwRF1Xq3LRpE15vBc4xfE5ZedFvcYiTrSKUiov702s5ePAg3du1o26FCgzp3fuCLmAX\nwvHjx0mIiKCjCA+JMMJup0pGxmWJzeXj8OHDFIuMZKGVcplst5NgmiQYBrFOJ1XKlGHDhg2XffwL\nYfPmzWSXKUOUYdC0du1CXxybN2+m6nkyF9l+P0uXLqV+djaxXi+pUVGMCCliz9A0OrZoQWbJkjTR\nNBqLot2eFNXVnOD1FlghBQIBnpw/n14dOzL+jjuKnFZJT6+OyEchw3sCuxiMFtVrkf+Hf4uQdJHi\n/d69e0lJKYuul0HEh82WhdvdlKSk9AIuX9999x0eTwyqIQtEPkQkBl1PCtJkLwXr1q3jllv60afP\nkP/JoA9XA//fHjt27MA0Y62A/QGqUaViyBfvabKzG1CzZmNcLoPk5LLBoPXjjz8yb9485s6dS2Zm\nHcKVCR+ie/cBFzxvTk6O1TnZAZFnURronRE5gUOcTNM0mtWpw+HDhxl/550M7NGDxefN0v4qfPXV\nVzSqVo2U6GhaNW5caHrkUrF161Zqli9PrNdLcZ+PcprGTaIYOq+KaiLLL2xfKn777TeWL1/OO++8\nExScA5W6evDBB1mwYEHY70Nx4MABojwevrM+qD0iRLrdlIiNZY6m8aMo/nuSnOteXi5C7YoVqejz\n0cpKt+R/0G9bq6Wxw4df1rWcjyFDxqDrrVEkg4O43RWp6DE4LkJZUR25D4iQous8OX/+BY9Tr15z\n7PYp1jB/t57rheh6G+bMmRO27apVq/B6G4a+CxFJwjDK/8/x7/8q/J8H/iNHjtC0aVPS09Np1qzZ\nBU07UlNTqVSpEtnZ2dSoUTht8X8h8AN89NFH1KlzHampWaSkZCAyM+QLsBWHIwa7fRIixxFZhmnG\n8uGHHxIVlYSud8fj6YnNFoNyLMrfbxYZGVU4dOgQL774IgsXLiwgdPXHH38wbtydeDwJ2GzXIvIa\nmjQk2uEjNS6OzZs3UzYlhf5OJ3NEyTA8cP/9/9V1Lliw4P9UOOvo0aN4rY7fQyGRZZDTycyZMy/5\nePv376dMUhKNfD7q+nxklS7NkSNHeHXJEhIMg9EOBy0MgxqZmcHg/8knnzC4d28G9erFqlWraNOq\nFV67nZqGQZyuc/utt1I5ZBVwSlQfxSxRTVkZLhd9e/akhGEwWBTLqo8oamqEFZBvuQjX/lJw6tQp\n2rfvht3uwunU6dmzPyUMg99FMbXGiqDbbH+qcBoVlYzi1Odf1n2I3I6m3c3EiZPCtt2zZw+6HovI\nt9a2mxHREYngvffe+0uu638N/+eBf9y4cTxoGXc/8MAD3H777YVuV7JkyT9tYf9fCfyhmD9/PiKp\niHyP6lS8CREf5+zowO9vTf36jbHbJyOyDZG7EamAorO9isgziMTiclXENOPxem/CNNsTHV2c3bt3\nFzjnjz/+SM+eA6lfvyX9+g3mueeeo1SpimiaHafowcam70TwezyXpX8yfcoUUgyDDh4P8S4XbW+8\n8ZIZLbt37+bZZ5/ljTfeKHJn84kTJ/A4HCTIOb0eRGjldvPEE08Uus8bb7xBx+uvp1vbtgXSZT06\ndOBuhyNYOxjocjF22DBS4+L4MKSmcINh8NRTT7Fp0yZiDYPporRrvJpGN4vJFOd2M+fRR/nmm29I\n0HV+t1JTmaJkIYqJ6iJu5HSSoOtkly3LNR4P0aKM4g+J4s0niTB40KBLupeh13r//feHCaSBWhHm\na90M6d2bcqZJL8t34bFHH/3T49aq1QSbbYZ1u08iUheRezGM4oWm2aZMedAK9hVQLlz3IDIXXY8u\n9Jm9iovj/zzwly1bNmi68eOPP1K2bNlCtytZsmShRamwQfwPBv4HHngAm6229fC7rBSMA5G91pfo\nLF5vRapUqYfI/VawvwvFCtIRSUSkMSKzUZaM5+oHNttUWrXqctHz5+XlkZycgabNQ+X/12OIzvei\nBLY8DsclB/5ffvmFCLebN0UJdnUUobIIqbGxF2Qe7dq1i1oVKuCy2ymXksKcOXOINQy6mia1vV4a\n16rF0aNHuf+ee+h3yy08MX/+BVkgtw4fTqrTSXFRNM2umkbZ5ORC894vv/QSKZYF5aOimCzFIiOZ\nes89BAIBGlWpEta1/IQI8dElENEpKd5g0XaU08n06dPp3LIlj+fn6kXoErLvehHKJycTCATo360b\nVU2TKtasOiBK2K61CFNEWR5GeTzcM3kyMS4XHcTFSHHwtZUaGj7gwmm9C6Fh9er4RUlTGCJMCjHY\nCUUgEGDNmjUsWLCALVu2FOnY3377LYmJafh82djtcWiaF58v/oK6OQcPHsTpjLCe+xaIDEdkPw7H\nIKZPn37J13Y+cnNzmTp1OjVrNuOmm26+7DTfPwX/54E/MqTgEwgEwn4ORalSpcjOzqZatWoXbGcX\n62HM//e/sOy75557sdnGWTP8XES+xmbzYRipOJ2jMc06XHddG2bNehSbLcnKz+fHkkmoXoBiiNRB\nFWtfCvn7SqpWvfai5z948KDVKn8u3+qU+jwgQiuPhx4dO17yNb3//vskuN2UEGFByKz4OhGKxcQU\noCXm5OSQkZzMbE3jhCi9HFPTeMnaN0+ExoZBuZQUOnk8PC5CbcNgSJ8+hZ7/zJkztGzalEiXixiP\nhy4331zAGH358uVcW60axdxuhsk5GeEpVrDONk3mPfoo40aMoL3HwxlRBVafzYfNNhylOfMvDNF5\nTYR4Xeezzz6jTePGQcXPSSLcGXJj94hQPCqKDRs2MLhPH1o2b05qZGSYLPNTouQhEKGy38/cuXOx\naX5EHkSTO/GKhw4OB5MnTrykz2ThwoVEyTmph02iOqfPnDlzWTTKwnDixAk2b97Ml19++aeThUAg\nQHp6ZRSrZyEityNSApfrFmZYyqv/DYYPvxXDqIvICjTtYfz+hEtibf3d8d5774XFyv9fAn/Tpk2p\nWLFigX9vvvlmgUAfFRVV6DHyC3i//PILlStXLtD0Af+bM/7PP/8clysSkedRAlV1sNmqUa1aPaZP\nn85LL71Ebm4ugUCAmJgyiKwKCdJPo/RKfrd+7ommVUbplvyKrjfjzjsnXfT8J0+exOXyhuRb/0Ck\nGE67l2H9+oXRAPfv38/zzz/P0qVLC9ADc3Nz2bZtG++++y7Fo6NpLUpeOUYk2ME5WYQyDgcLFy4M\n23fPnj0kG0YY86W6nJNQQITONhuVXK5g89hxUU1BMx9+mIaVK3Nd7dqsXr0agDFDhtDE42G7CCtE\niDeMMAmCdevWkWgY/EtUg1eGSHCW/pAIg0VJNGdnZPDpp5/StnlzfC4XhsOBprkIVZgUuZ44v5/X\nXnsNUI1hJQyDt0VJUvtFNUN9K8KNus5NTZuSoOvMEGG8phHpcDDU6SQgSqyuqTWG90SI83rJzr7G\nSufln28ifjO6SMqfoRg1ahRNQ9/u1qy/akYGdpuN5JiYIveR/FVQ/S17QobUAY/Hz+zZsxk+fAzz\n588vsgPY+dD1SEQOBI/t8fRi7ty5f/EV/H3w/yTVk798P3jw4AVTPaGYPHlyUCUxbBD/Y4F/woR7\n0TQnIk5rtl7NSuccx+FwM3nyFJo1a8/IkeM4fvw4Dz44A6Va+G+Uln4ySrsk/4tzHE3TcTjc2O0u\nunbtV6Tc+COPzEXEQCQLVW/oj8fTKuyLsmXLFny+eLzeTni911C+fPXgzP23336jQdWqlDZN4ux2\nxovwomjo4sYlSTjEw/Oi8tjXuVw8/vjjYeffsmULut3OblHplrEiRGkaNzsc5IjqQI11u2kU8nLI\nFcFnt5Oh66wU1QgWp+vccdtt6CK4RDl4HRdhgqYxPkRjvn+3bjwaEgDXiFBJlP9wnAgjxIFT/Dgc\nTdH1RKZPn8WRI0c4fPgwTqeO0pMHpTBZneXLl/PZZ5/RtU0b2jZpwrAhQ2iQlUX9SpUYPWoUlUqW\npERMDEP79qVexYq8aZ33pAgDRUiJiiLVNIlzuYiw24n3eIjz+VizZg0VKtRFZF3IZzyX9u17XPKz\ntmzZMnxyrpv3LVHF4ik2G2dFpaFiDYM9e/Zc8rEvFx6Pn3ONjWC39yArq5qlvf8ghtGIG25of1k1\nJsOI4ly6FHS92yWZ2fzT8P+kuJvvbjRt2rRCi7snTpwImkH88ccf1K1bt9Duxf+lwP/666/jcpW2\nUga5iPRH0StBZAsOhx9dvwGRV3C5epOZWZ3Tp09bWiVpiGSi8vwlETmECGjaPDIza5Kbm1tkXvyZ\nM2eoWrUBSrP/LkSKIzIXTRsfxsaoUqUhIs9Z4wvgdnei8TXX0LhaNSqXLk17azbeSlQeXBcDkS+s\n7Tci4qGLqOal0OLdtm3biPN6aSCKsdJchPtESLHbyUhOxmmz4XW7mTF9OiXi4phus/GpCH1cLuI9\nHtaHBPCBohRGt4uSF+4lSuu/r9PJtKlTg+cc2rdvmPjbv0QorutE2+3cYLNhl9Dg/gMeT3QwTfDQ\nQ7MwjFJo2l0YRlMyM6tToWRJTE1jtggviVDaMHjqAunMGhkZbBThYbHjFCcOMfB7E1mzZg179uzh\nzJkz7N+/P/jCnjnzEUwzC0X9fQfDSGLVqlWX+rgB0LtbNzyiisi6CB6bjedE6e2cEqG9zxcURSsK\nXnrpZcqWrUFaWjYPPzzrkgN0xYo1UbTPtYg8gq5H43ZHhqxgT2OaJYPqpJeCO++ciGFUQeQVbLaJ\nREUlBWuRVyL+n9A5mzRpUoDOeeDAAVq0aAEodkblypWpXLkyFSpUYGrIlzBsEFdo4D916hSjR99B\nzZrN6NatPz///DNjx95mze7z489ulLxsD9zuWGw2A9VkpQKt11uJPn36k5KSic3W1HpZHMXhSMHh\n8OHzpZOYmHZJphwAS5cuxeutzzkW0S5ETHQ9OazGUqxYBiJfhoz3IaI1F+/KOVnnY1Z6I0MEv1QO\nzSqgacWoVq5cAV/brm3aMEPTeF2U/HF+rv17UYYgJ06cCAaUb7/9ltZNmpCdlka/W26hRtmyrAg5\nSUMR7gr5+QfrZZIaH8/u3btZvXo177//vlLwNE3u1zQeFSHRMFi2bBl79uxh8KBBuN3lwsbu91cN\ns1JctWoVkyffw8SJE4nVddqJhOkPrRehapkyhd7vmdOnU9rjwSOx1sslgMh92DQ/T563EgKVC58+\nfQYpKRUpVSqbRYsW8cUXX9C+eXOurVqVaffee0nNb/v372ft2rWsWbMGER1DWuKVKmSKQTnTZO3a\ntUU6zttvv41hJKNSj5swzUo88kjRUymrVq3CMNKtyUZDROoQG5uM15tGOKOtOuvXr2fHjh3s2LGD\nGTNmMHHipEL9kUMRCAR47LH5NGvWnu7dB4SJ9F2JuNrA9TdDIBDguuva4PG0Q2QFDsdYUlPL89BD\nD+F0Xs+5fPFjiESgabG4XDHYbBEhgf80NlsMTmdHVGt6eWw2H06nyeDBo/jxxx/56quvLksA7Omn\nn8Y0u4cEurOI2Jk3LzwI3XxzH+z2WxA5g8h+dEmhmJzLwzey/p8jQnlNQ7E1vrOO+W90PbLQLt9W\njRqxRITn5ZzSJ9ZxXCGG6oVhyeLFFDcM5oswRdPw2Gw0EOXetVlUs1O8pYTqRQAAIABJREFUrrNl\nyxbSEhOp5/dT0evlmurV2bJlC0P79qV/165BhytQncVebxznHJ/W4fXGBYvDeXl5HDx4kJMnTzL+\n7ru53WZjrKj6Rf7Y3xehSlraBZ+HVjfeiCaDQu7579jFTrJhFOh5yMnJoUOLFqQYBpV8PtKKFSPO\n6+URTWOlCPUMg1tHjAjb5+DBg3z88ccX1T/KyqqHyAvBiYUmLamcmVnkWXuHDj0RmR9yDauoXLlh\nkfYFmDNnDh5P6D04g6bZSEurhN0+AZFvsNkeJjY2meLFMzDN0ogY2GwVEbkLw0jk1VeXFvl8Vzqu\nBv6/GX755Rdr+Xom+JD7fHVZvnw51ao1xOGohEhTFHd/APkSzTZbfez2qoisxm5vh6ZVCpkJHUbE\ngdtuJystjc8+++yyx7d7924MIxbVBXwAl2sw9es3L7Ddr7/+ik+PxSZ2HOJgsjiYL6qxCBHq2Gwk\nuN2kmSYNqlZl+vSZ6HoMERH10PUYHnjgwQLMGoBnnnqK8obBclGF4FdEsV96ihChaWSWLHlRXveK\nFSvo2aEDA3v2JCMpCZ8IzawViF+EutnZtLvuOu63JInzRJmNTLFMX7Zu3Ur//sPo3XtwcFa/bt06\n/P54PJ5YfL64oOLm119/TUZyMnEeD27LO/hmUcXrWFEF4qUiZBgGj8+bd8Exv/rqq7hcWZxzRltO\njJjcpWncM3ly2LZz58yhsWFw2rrPN2gavULSVD+IEG2awe2ffvJJojweqkVEEGMYvHmBxqv4+DRE\nvg4JvA8wYsSYC475fPTqNQiRXihnrI8QWUSdOgWfmwth7dq1VjDPN1B5nlKlKrJ//34aN25FXFwp\nSqRk4nJEIjLV2uYYIpVQJi3rSUrKYOTI2yhevBzlytXknXfeKfL5rzRcDfx/Mxw6dAiXyx+WtvH5\narF69WrOnj3LsmXLePTRR0lKKo/qYMz/Ij5B6dLZVKnSiHr1rsXrbRHytxxs4mS/CItE8c4v1DEd\nCAR45pnnaNGiM716DSpUDO29994jLS0Lny+eG27ocEHGSPO6dZkv55Q1h4vK6Y90OimbksLmzZvZ\ntm1bMPWwb98+Jk6YQITHQ0WfjwiPh8ceeyxsVhkIBJj18MNkFCtGSkwMJaKi8Inisx8V4WGbjerl\nyvHvf/+7wIph9erV3HbbbdSqUIGKqam45VzT1jEREkVo0bQp2WlpfBoyI39chL5durBlyxbrpTeV\n/6+9846Oomob+DPbd7alh5BCSQid0DtIl9CbgIqgiEiRokgXUFREQVHxFZRmwQIIiIWuWIEXFBQF\nqR8KoQkoNqQk+/v+mMlm1xQC+KLA/M7hHLI7e+feubvPvfepIlNQ1ejAjvv8+fOMHDYMu9mMy2rl\nhurVqViyJNN1obtPX1yKiHCnCANFSwxXs3RpXs6jElm2zj4zM5N169ZhN7lxSQJeaYBDnHhFaKk/\nn7lz5tCvVy8mPfII/Xr35qmgvo/5y8loj2hlHkHLlxPpdLJbf2+TCOGqmmdWz5tu6oXdfru+ITmI\nqqaydOnSPOc9L7p164XmXNADkSJYLD769RtA9+69eeSRx/JNChfMyJHjsNvD8XjKExmZEKLLf+qJ\nJ6iqqtjFQbABWAtenIDID9hs4TidzRD5GpF3cTqjCx13cK1hCP5/IW3adMXpbIXIImy2/qSkVMr1\nw2jduqt+xNW8RZzODjzyiFY+7scffyQ8vCiKMh2RrYh0p4HkeLjU9fnyTYvw6KOP43KVR+RVTKbx\nhIXFXVJ1KNBSEUS5XPS32bjF4SDa5SK9QQMG9e3LsWPHcl1/9OhRIpxO/itCKxFiRKvu1ahGjVzC\naM+ePaxatYoHH3yQ/g5HYGxnRTCJEG+3E+lyBVw2J4weTQlVJUxyUh14gwQiItwgQrG4OG7v2pW+\nuvH5NxEaqCr/mT6dTp1uQwt8y/7IPBo31lIhLFu2jNIuV6BgzACLBUX/P6IVaO8umutlZxHKJiWx\ndu3aXM9g9+7dpKWkoIgQ5XbjU1VUi4VGomXqXCpaTQKvCNXKlmXQXXdR1elkugidrFZS4+Oppxux\nl4pwp6Lgs1p5wGRivggVVZVH9ECspUuXUu8vefBT3O48g5dOnTpF48ZtAqkaHnlkcqG/B9988w2q\nGo/IL/ptMlAUB07nDYi8gNPZjnr1WhQqPiAjI4Ovvvoql0qvYVoaa0SwiZecerunEamOyNM4HO2x\n24MTvYGijGHcuIuLb7hWMAT/v5CzZ88ybtxEGjduT79+Q/LcUWdkZJCUVAavtxpudyp16jQLWRx2\n7NhBvXotiY8vh9Xk5v/0b/vvIiSoKt98802e9w4LK4rId4Efh83Wu1A5a3777TdWrFjB6tWrQ/qx\nZ88ennzySaZPn37BHPrr16+nhs/HAyJ0Eq3IS6YI3fW0B9k8+9RTRDudNPH58NhsVLDb+VPv8Cp9\nV11ONP/6KLebAwcO4LXZmC1CW/26LNGqYM3X/94qWhSuTYSRw4fToGpVoh0OPFYrvW++mczMTNLT\nu5LjqQQiSyldugbVU1OJdruZGCRA94sWVPahCPeLFatYUcRNkqjcbrFw74ABucaflZVFsdhYYkQr\n4egWLSXDB6K5jWbP4UoRIlWVY8eO4TSb+TloTGUVhZioRERiMUkDFMXFs88+S/877qBrejpzZs3C\n7/ezeNEifA4HbtGqgyFala2IfHb82Zw5c+aiA7jWrl2Lz3dD8PqCFk+yLXAidblSLmv3nV6/Pi+J\nECZOtEJFtdE8ziKw2cLp2fNu4uNLo3mMfYHIUEymNO67r/DqqmsJQ/BfxZw+fZrPPvuMTZs2Feip\nMW7kSBIcDlIVF2FmDx1btcrXKOf1xhIcJGO1DmDKlCkF9iMjI4OiRVPwehvi8dQiNbVKiCrpu+++\n45577uWuu+4pMJvikSNHiHA6aS6a7ju7E8tFqFOuHKCl6I10OPhBf2+7CF6TiWJWK01F051/KMI3\nIiSJkKTv+ku63bwjWnHzbE+g7FqyHtHcFeeLsEuEJKeTNi1aYDebsZvN3NKxI2fOnGHZsmWoaiJa\n4e412GzFUM1WXhdhlGj1ArJ3+PNFKFOsGB67HXPAhdaPyL2ojsg805EcOXIEt2iGa/QdfpgI5UVo\nI1rkbGm9rOOI4cOpVLw4Pv0UkT2mciJYrSloeZw0Y3NERHzIfU6ePEmEqvKliC4shRK60H/3nXfy\nnZ9PPvmE+vXTqVSpIX379mfu3LmFSm3w448/6gbw5WjOCXPRUoufCXzPPJ4qtGjRlri4VCpXbpCr\nhu/58+fZu3dvnidF0OokRKkq5cWJSdL1ey3G6UwMnPpef/0NfdfvQ/OQG4eqRl6S++fVjiH4rwNW\nrVqF1RqOVmTaiqJ4mJ1Plalhw0ajqrURWYXIs7hcUezdu7fA9jt3vg2zeaz+I/Zjs/VhyBCtjuyO\nHTtwu6NRlHGIPIGqxuQZk5HNK/Pm4TGZuEUXZn4R+okQYbfj9/u1ql5OZ4h6IkFR6Ny5M61MJjL0\n13bpO/9wVeXUqVOULFKEUSLEilBKNFtDObudUnFx+IJ2vYiWLC3JYuEX0YKm2jidjBk2DNCER4UK\n9YiMKIFbMVNfX2zeEa0Ae1lFob3HQ4zHw+bNm+nffyBaQrHs5r8nLCw+z7GfOHECiz7mk/rCNUG0\nU0xLETwmE/PmzSM+Kopo0aJ1N4rmDjtKNBWWKoLVGux1lYmimEIC87788ksqBWX7/FGEsi5XgZG4\nW7Zs0e0bL6O5ZKZitVZDVaPp3r0HtWq1oEOHW9mzZ0+en//444+Jjk5CUUwUK1aO5OQK2GyDEPkv\nFstY7PZIPQX4dkRexe2ODlQWO3jwIMnJlXC5ErHbffTvPzTPjcvXX3/N8GHDKF26Claritcbw/PP\nhybaq1y5ob7wZA9/Ct263ZHvuK9VDMF/FeH3+3nxxVl06dKLRo2a07p1N0aPHnfBEob16qUjkoiW\nzvkPRN7GYvHmuXvKysri0UcfJyIiGUUJw26PJC2tboEh/2lpDdGCarJ/TK+Rnt4VgN69B6AFjm1A\n5FdEFlCjRtMC+/vkk08SoyiUE6GSCFVFcFutHDt2jD179qCKBAqfr9N37Y8//rjmtiiaW2Y5ETyK\nQrWUFAb26UPxyEhc+u42O/GYz2zmqSeeoGR0NEv09vwitDOZQgqwrxahUZUqgf6tX7+e4i5XoHTh\np7rwXypCmaQkFi5cGEg58sILL6CqTRE5rzc3l4oV6+Y7v2G6fv5NfZef3Yc/RLCIkBwXRz3RcvRk\nv7dSX+QaiRBus+FwFEGL8wBFmU6pUpVD7nPixAnCHA7u0J9TVRE8NluBpTjvu28EmpE0+7ab0TJl\nfoEWxf0uJtMkwsLiCmwnewE6ceIEN93Ui5IlKxMXVwoRMyJ2tDq4WbhcPZgzZw4ADRu20tOO+xH5\nGZer8iXVfsjKyqJGjWaIvBs0jpdo3br7Rbd1tWMI/quIwYOHo6rVEamHSH1E5mG330qlSnVypVo4\nduwYd95yC42rViU6sjgiscGbZCyWuixfvjxw/fnz5wPqohkzZqKq9dAiIrOwWgfmGfa/Y8cORo0a\nQ9WqdbHbu6D59P+BqjZl0qQn8Pv9pKRURiQSLb1EUUSeJSWlcoHFVDZv3kyC08kK0ZKDrRbBZ7dj\nN5txWCw4dAFeXBe46Xpah6+//pouLVvSoFIlYj0e7jObWSlCW0WhlGhulB7R1EOI8IMIkQ4HCxYs\nIEpV6e100tzlIiEsjLv11MqIMNFs5tYOHQL9mz9/Pt3+YhR1ipYC4t133w0Zy7lz52jUqBVudzm8\n3hb4fEUKVC2sXr2aCKeTVLOZekHtnxLBLEKk3U5f0ZLD/SrCMyJ00Hf6PqeTubNn89xzM7DZXDgc\n0SQkpLJr165c92ndpAn1RauUtUSECJutwH6NHj1WTw6Y3aWPEUnTVTeWgNrG6bwl36SKeTFy5Dg9\n4vx3RH5CS8/8NC5XU97Q6/xqdqfvg+49kZEjRxf6Hj/88AP10tIwm0y4HSpWazwiyxD5AFUtxuLF\nSwrd1rWCIfivEs6ePYvFYkczvPrI0eFm4XanheQwP336NBVKlOA+i4XVItQwWfTdVHYSqtM4HEls\n2rSJc+fOceutfTCbbVgsdtq370p0dCl9N/e8vsvaQlJShUD7fr+fwYPvQ1HCEElCpCUmkw+r1YvV\n6qZLl9s4f/48y5cvx+FIRSsQAyKPIeLCbk/Gbg9j7NiH8h3vxAceINrppK7PR4TDQbzdToZoxt47\nFYUy+qLwjuSulrV27VrqBKkyzokQIVqEbOng1U+EerqH0549e5gxYwbz58/nhx9+oHRiIk09Hlp5\nPCRFR/P999+TkZHBrFmzePTRR4lxOtmnt/GG3ofPPvssz7FkZmby4Ycf0q1zZ4pFRVEuMZGXX3op\n8P57771H39tuY9jgwfzwww8cPnyYvn37EinCUL39eiKoioLbbme5vuDFi+bGOlqEWLudV195JeQ7\ncOjQoXwNsXE+X8BYjAjDTSYe1mMV8mLv3r14PDEoykOIzNJPkPPQCqhUDTxSVe3GrFmzcn1+48aN\n3H//SCZMeCjES6xKlUbkBL+ByOsoSiqpqZUDnjtVqjREUWbo759FVRvmq6r8KydPnsTnjkUVFzHi\nwipuRCqiKC7i41N4+eVXLtzINYgh+K8STp8+jdls14/wUWgpGLQfi9dbN8Q18KOPPqK6xxMw+J0X\nwWayoyhFUJR+OBwV6Nq1F36/nzFjHkRVm6OpYU7qu7ieiKxAK/H4NGbzYzRt2j7Q/jPPPIfZXBqR\nTfrOrxgivWnZslNI0NW0adOw2+8J+lGXJydN9AYslgg6deqWq8hHNnv27OHjjz9m8MCBPBwkpPaJ\nEG61EuFyUSYhIZfN4IMPPggZ/5/6CeH/dIGZna9ni2ieN3nptn/77TcWL17MwoUL+emnn9i2bRte\nbyyqeisuVxvCworiUBSiFQWv2XzBXe7D48dTR1X5VjTVUKKqsnz5cubNnUuSqvKcCCPMZoqGh5OR\nkcEPP/xAlMtFM9EycJazWOjTowdzXnyRWKeTSroxO/uZbBIhMTIS0BbmgiKYAZJjY9kY9Pmednsg\nvfH27dvp1u0OWra8ifnzXwt8ZufOndx+ez9q1GiEzaZiNtuIiEjC4UhDZBFm8zgiIxNyVXJbvnw5\nqhqDyINYLAOJiIgP5DJq1+5mTKZHA98RRRlEzZoNArm6svsTGZmAz1cPl6sk6emdC512omLF2oj0\nRqs+F0OOj/96XK6IQhfsudYwBP9VRKtWXbDbO6MlqroVkU8xm8cRH1+K33//PXDdp59+SlqQ4Dsj\nmnF00aJFPPnkkyxZsoS1a9cydepUkpOrohlys2XAG4h0Dvw4FCWG2NgSIYFc2i5tZdBnZiPShMaN\n24f0d/Xq1bhcqfqCkoWICU3X/R1a4feRiDyMqkazbt06/H4/O3bsYMuWLSHpJJ599lnaOJ0Bj5nX\nRKhdvjygCblHHpmMyxWJw+HlzjsH8uuvv1IlNZXeJhMLRfO28ei75wqieccUFS0vzyARYr3eCybk\natiwNYryfGDMJtNdFDc7WCGaPj5KVQss/F0tJSVQgQvRsore3bMnZeLjQ17vb7HwqF6+8uuvv6Z1\nw4bUKlOGMcOGcfbs2cDrXbt25Z4gddQJ0aqfrVixghivF5vZTNmkJLZv355nf16aN48EvfJXP4uF\n4rGxHD9+nL179+rG+MmIvIaqlmL69NxRxX6/n9OnT5OVlcVTTz1LkyYd6NHjroBBNphy5WoTXO/Z\nbB7CqFFjAS0SPDIyAbe7PW53S+LjS+Vpezp16hTr1q3jiy++KHSaiNWrV6Nlss1EZAlatbqcA5/T\nGXPJMSpXO4bgv4r4448/uPvuIaSkVCUuLpWSJavSvv0tuQpGnD17lprly3O73c6bIrR2OunUsmXg\nBzNu3MOoaklstiGYzXEoSnDyt3sRGaj//wPi48uF7L4AGjRohebdkf2ZhzGbY5g79yX+yrBhY3A4\nIvB6y2MyeRGZghZGH+zp8irx8eWx26NRlHDs9nhKlCgfsAP8+eefNKhaldpuN108HqLd7kDJw1df\nnY+qlkOrD3AUVW3KqFHjeeaZZ/CJkC7CRNFy44SZzQwcOBC3xcJ3ogVnIUIbr5clSwrW85YqVR0t\ntXV2n1+gneR4Fw3WK2rlR6OqVXkzWLViNjNs8GBKREezI+j10YrC+AceyPV5v9/P5EceoWRMDMmx\nsQy7916iVZXVoiWou9nhoOONNxKlqnwqmpF6lmjG4Px2x6tXr2ZI//5MGDcuIGzHjZuAyTQsaJyr\ncbtj6Nq1J6+//nqBzyg/ihWriGYEzm7zCfr0GcDu3bv5448/OHHiBK+99hpvvvlmnvmZCuLNNxfQ\nps3N9OhxV66Eg9WrN0FTcR5GZKe+49+j92E5YWFFLjl//9WOIfivUX755RdGDB1K5+bNeWTChMBu\n8eTJk9hsnqAj77do2TU7oKqtUBQXIqMQmYWqJvLqq/Nztf3JJ5/orn0TEBmOiBOLxYPNFoXXG8ug\nQfeH/KAOHjzIV199xbx589A8QGqTE12pCRetJORXiHyESCImUzdatcqp5nX27FneeecdXn/9dTIy\nMgKva8m/Zge19Qlly9amc+fODAgSqL+LZhz97bffcFqtgcpSmSKkud15RtEGM3jwcJzONmgqsQwU\nSeahoPZvcjr5Tx75dn744Qc+//xzli5dSpSqMlZRGGCxUDQ8nB9++IGxw4dTV1X5XHJsBWvWrOHQ\noUMhO9sZzz1HJZeLbaIFm5VVVe4dMoRySUkU8fnoddNNLFiwgHSfL8SGEet0XlQlqbFjx6EoI/WP\n/4SmxrsdkWmIFKFduy6Ba0+dOsWAO+6gfsWK3NGtW74+9qNGjUdV66Ol3f4Amy0Wu92N210Cl+vS\nC7r85z8zUFWtIpeiPILHExNSHyA1tQYi/dBqUjyKVj/Cgduditcby6effgpoqsHU1GpER5egZ8+7\nL6gmuxYwBP91xr59+3C5kkKOvB5PXUaMGMH8+fNZv349PXv2pWPH2wLJxvJiy5Yt3Hnn3VgsbkSe\nRfO66INIY1T1BkaNyh0K36/fYEQmornTJaK5gG5EUVLRXD6z+/QcIl1CDMr5cc8992Gx3Bf02Znc\ncEMbRowYQXldzYVoLp4eRQHgobFjKeNy8ZAIzVWV5vXqXVBnfObMGbp27YXZbMNmU2nVqh2JTieP\ni9DbaqVUfHyu/EdTJk0i0uGgps9HlMvF888/zwNjxvDwxImBxSszM5NHxo+nRmoqjapVo261akQ6\nHEQ6HLRrlhONnV63Lm8HTdoCETo2DXWL3bx5M8VUlV9FiwP4QgS3zcbp06cv+Byz2bFjBy5XFJph\nfwAibYKe7TeIuNiwYQNZWVk0rFaN3jYb60QYZrVSMTk5z4yvmZmZDB8+liJFSpGUVAGr1Y1mHwKR\nT3G7o/Ksb3wh4uPLEJyvymweyoQJDwbe1+xXDRGZgUgvrNYI5s6dy/bt2wPC/dtvv9U3McsQ2YXD\n0Zmbbup10X252jAE/zXKkSNH2LhxYy5D2/nz54mPL4WiPI3mQrcIrzf2gukU8mLevHm4XDcHCYZz\naK59PfF44nnrrdA0uHfeORCRJ/Rr5yNSFoslmqJFU9FsC9ntjEFRatO6dVe++OILKlWqR3R0cdq3\nvyVXxs7Dhw8TE1MMp7Mbdnsf3O5otm7dyvnz50mOiSFJhCaiuTsG13V4++23GTNqFDNmzAichgpD\ndllLgHfeeYdB/frx8EMP5Ypz2LZtG3GqyiF9UB+JEOXxFKhaGDt8OB31er2nRWhms3F3795kZWXR\nrXXrkCpgTygKvfKob3x3r16oJg8mcSBip0rl3K6+F2Lz5s20aNGZxMRURO4MmpejiKjMmDGDvXv3\nEu90MkDslBAvNcVDqqqyfv36Atv+7LPP8PlqhWw8vN4KbN269aL6CFCkSCn9lJhtGB7F2LHjAu+f\nP3+ewYOHEx4eT0xMiVzBXKDFjNhswQ4Ix3E4vBfdl6sNQ/Bfg8yd+zJOZwQ+XzWczggWLgwVwHv2\n7KFChdqYzXZcriK0aNGuwGja/OjY8SZEKpOT/vkrXZVzNyLTUdVSTJmSk+dn48aNekWwlxF5F1VN\n5fnnX+CDDz7QXx+PZl9wkZhYmq1bt+LxxOjX78Fm60vdus1z9ePEiRPMnDmTZ599lieemErp0jVJ\nTa3BjBkvMGXKFAYPHhyo2bx+/Xr69+9P0aIliYkpSa9e/S76aJ+ZmUnv3gMwm+2YzXY6dbo11073\nrbfeon2QSykiRDkcBQY3tapXjwdFy6hZTFTsEo3ZFEOdOs3YsGEDUS4X95nNDDGbifZ48jTc3nvv\nKGy29mhZNE/jdLZg4sS8CxldiF27dqHVSXgNkS2ItMJsjmXOnDl07nwriniwSWO0YK6XUMR5wYyd\nBw9qFcpy0oLsxOEIu6SNx4QJD6OqldE80F7E5Yoq0MCeF1qAXYegaXoVkykMtzuKhg1bFRhvcjVj\nCP5rjEOHDuF0RpCTaG0LTmd4rp3yzp07de+NiYj0R1HCiYgozr33jirUDnHFihWoagqah1FbNH2/\n7y+qgZ243VEhn1u3bh0NG7ahZs3mzJ49N7B7/uKLL7j//lEMGDCQ5cuXc/bsWd544w08nk5B7WVi\nsThCPJiCWbBgIapaApG1iKxDVVO4447ePPjgQ6xdu5YXX5yDwxGHSH9E6iByA3Z7J7p0ubiatFOn\nTtN11qd04dqa4cPHhlyzfft2Yp1O9uudXyVCrM/H+fPnmTv3JRo3bk/79reEBE3Vrl4bixRBs4Hc\njOYJlYnD0Y1hw0aze/duJj70EA9PnBioOXDmzBmOHDkS8NevXr0poR5XC2jWrNNFjS+Y5557DpMp\nHEWJwWKJpFOnW/B4YjCZHkLESU5+fFCUnvTv359p06axYsWKfL1vpk+fgdMZhc/XGKczijlzcjsF\nFMTatWsJDy+KiInw8HjKlatLkybtc+X3KQy//PILxYuXw26/Fc3LTNVPn0ewWEZRvnzNS6rh+2/H\nEPzXGJ9++ik+X+2/HKXL54rKHDToPhTlAV1HGoPIe4h8jao2ZsiQERe8z2OPPYbFcj9a6ttnEbkP\nLey+Z8ix2WbT0vxu3br1olQqoBX8drtrB50oDmM2Ozh9+jR+v59jx46F7LSbNeuk706z7/8WJlMx\nFGUMTmcxLBYVzbtDW0REaiDyGna756L61bLlTYi8HnSf1VSt2jjXdf955hnCHA7Ke73EeDx8/PHH\nTJv2LKpaBpGFaBGqUezcuVMP0HMichCR5mhJxrLbX0yjRu1ytf/SS69gt3twOCKJi0tm+/btdO/e\nG4sl2zjrx2brT//+Qy9qfL/++is7d+4MLLBHjx5l5cqVbN26lfHjH8RszrbHhKY5tlgqYLOVwG6/\nB5erLP365X/fffv2sXr16gJLHJ45c4YvvviCb7/9NrCwHT58WLdBrNW/F7MoUqRkniq0w4cP88Yb\nb7Bs2bJcJ7Lgzc2pU6eYPPlx2rXriKreGPTc/djtYbnUpdcChuC/xjh8+LC+4/9W//J+gapG5DI8\n9u07CJHH0WqYjkcrq9cZkU5ERCQUeA+/38+bb76Jy1VNF/zoAjRK3/W/pB//m+DxxKGqCbjdZShZ\nsmK+qo7Dhw/Tv/8Q2rW7hVmz5uD3+3nvvfewWMJ1QTgJzSDsxm6PolR8POF2Oy6bjf888wwA7dvf\noi9COS6XIl30/3+nL0yZQe/3QGQiPl+Ri3rG/foNwWodHGjHbJ5Ihw635nntsWPH2Lp1a8AlNiEh\ntICOooxk9OixfPPNN1itLl2YDULkLv3/WdjttzF0aOhivH37dpzOGER26G3NJiEhlUOHDpGQkIrH\n0xCPpw7JyZUKzLP0VxYvXoKqhuN2J+fpcaN5/YzS7zkVkRREpmMt7R2SAAAgAElEQVSx3IamFso+\nAZzC6Yxl9+7dF/Vsszl8+DAlSlTA4ymPy1WMpk3bcvbsWZYvX47P1zxkY6Oq8bkKBm3duhWvNxa3\nuzUOR1lKlCjHL7/8wrZt20hKKouimIiOLhbw7AGtkprbXYGcvEqHsVqd16SXjyH4r0FeeWU+Tmc4\nXm8aqhrBkiW59a6ff/65Hk3ZDS3vT6q+i30CRXHlmWXR7/fz0EOTsNlcmM024uJSUdVEfL6G+HxF\niIsrrS8gTdF0/y0wmUqg6Zv9WCyjaNOmW652T548SWxscSyWYYi8hKqm0a/fIN3b4n19gaqp99GP\nyAO4RAtQ+z/R6gts2LCBL774Qt8NTkRLJeAhx/c+ExE3FssItIIgHyDiw+GIY8aMF0PGuGHDBpYu\nXZpnMBJoaYYTE0vjdjfD42lNdHRSnpXK8qJo0dKIfEj2KUZRRuFyRaCqcYh4MJnu108lZRFJQFVT\nqFq1Qa5EfPPnz8ft7hYiAC0WLRPpb7/9xvLly1m5cuVFefQcPXoUVY1E5Eu9zU9Q1XBuuqknVas2\npn//e9m0aZM+L7MRWYXFkkR8fCrt2nXE7S4b0h+fr0bA2Ltnzx6eeeYZZs2aVShf/bZtu2OxjNaf\n0zmcznSeeGKqniU0Cc2tFkT2Y7O5c8WaVKvWSP8OxOvfx1QSE0sTFZWkb0yyEHkfjycmYF/Iysqi\nSZM2uFw3oChjcLlK8eCDjxb6+V1NGIL/GmL//v1s2bKF06dPc/z4cb744gveffddBgwYysiRYzhw\n4EDI9atWraJy5fqIeMlxrwNFGRbiHZHNggULUNWyiBxA5A8cji506HAza9eu5eTJk3Tq1AOrdZD+\nY/0ds7kWIt2DhMGXFC9eKVe7s2fPRlW7BF13EIvFgdt9a9BrWYjY0E4YGYioZInwnWiFWp5++mlA\ni2odMGAot97aG4cjDJG39Z3bIKpWrU+9ejditTpxu2Pp2LFLiFHb7/dz2219cblK4vW2QVWjQhLZ\ngVZboH79dIoWLU3duo2ZO3duoXfUCxcu0nf1NjT/+DF63ER2MNtGTKYInM4IkpPTmDdvHlu2bMnT\n1fSTTz7B5UoJEoCbcLnCL7pIyl/b9PnqBD3z0yhKGBbLvYisxuG4mfr1W7B+/XpuuKEtHk8xbLZi\nOBx9cDhi8HhiEZmDVjb0dTyeGLZs2cLnn3+OyxWF3d4XVe1AYmLpCz6zkiUro50as/syg1tu6QNA\nnz734HKVRlVvR1WLMm3a9Fyfj4tL1Tc0zwUWfpOpHnZ7sb8sTg348MMPA5/TbDBzmTDhwVxzfy1h\nCP5rAL/fz4DevQm32ynv8VA8JoadO3eydOlSVLUIIpMxm+8lLCwul/CHbLe4L8kR/COoW7cBc+bM\nCRE6WorlZ4J+OFspVqxi4P3jx49ToUItVDUeuz2cypXr4HA0D9rxj8xzxz9jxgyczuAc8icxm224\n3dXJUc3sRCvekaXvNr3UERVVIjFJNMnJlXLt+j755BNKlqyE2x1NixYdL+g5snbtWlyuMmhurpqP\nudcbEzDunThxgoiIeBTlWUS+xmbrQ+3aTS9o/Fu8eAkNGrTEbPahlcL0IzIdpzMaLY2FXx9nFi5X\nr0IlIPP7/boALIHX2w5VjWLp0rwLpReWAwcO/MXj5iVEypBjYzmPwxHNgQMHeP/993G7q6C58Go+\n/na7m+TkNEwmC2ZzGE5nMZzOOLzeBLSToDa/VuudjB//YK77HzlyhNdee43FixfTpk03/QToR+QM\nTmdzpk59KjD2tWvXMmvWrHzzPHXtejua7WoHOd+rBzGZVH3joKmjzObIEHXP9YIh+K8Bhg8fgSJ2\nHOIhUpwMF6FOxYqkplYn2MPDbB6S505+8uSpuFwV0IJYnkPT1Q5EVRvQqlWXgGAbP/4hbLbbg35I\nc6hZMzSIKCsri3379nHo0CHOnTvHjTd2vKCOPyMjA683FkV5BpEPUdVm9OzZlxtuSEfL/HgPmiGx\nCCK10DwvHJikvS4wz2Gz3RYwYi5btoy4uBRUNYK2bbsVOg3AnDlzcLmCjdN+TCZLIIjq7bffxusN\nNv5lYrN5OXHiBK+//gbdu/fm3ntHhOT90VJKJKF5ErVA5DZ9JzoIi0XF641GpANaagEHFkssq1ev\nLtzEo7nILl68OCRiNZj333+f8uXrULx4JcaOfeiCgWrPPvu87nFzAzabF7u9XJDgP4PJ5OXgwYPM\nnTsXl6tH0LPIwmSy8ueff9KsWQe9HrRfPzXUROSBoGufom/fQSH3/fbbb/H5iuB2d8LtbkSJEuVI\nTq6E210KVS1KenrngEF2//79NGiQTlRUMerVuzHPsZ86dYqIiBJorsVZiPyEqlahS5ebUZRoNPtO\nSRSlJqVKVb5ox4OrHUPwXyVkZmbm6Wb5/fffY7X60PysNU+WcHHidThISCgX9DqITGLw4GG52vD7\n/Tz//AvUqNFMT7X8oX79WVyu5EBenJ9//pkSJcrjdt+IqvYIHOULwu/3F8qrZ/v27bRo0YlKlRow\nevQEzp07x/nz5/H5YhEZhsjnaEbRzrhcYVSt2gjNM2aoLjRtREaWYPPmzfpO+iNEjmG39wpJ/VAQ\nW7du1U9Iu/WTz/OULJlzolm1ahUeT3VdkIDIT1gsTt2fvAwiM7FYBlOkSImAKqNs2dpoKSlWoBm+\nRyOyDpFbUBQPN9/cE8219BQiJ7BYqjF16rRC9fdCrF+/XjcAv4PIZlS1DqNHT7jg5/bt28eaNWu0\nojdqrL5YvYlIa0ymOGbNmsXOnTtxOqPQbCjnMJsfpEKF2kC2HSPbuUAT9GZzdrK+71DV5FxR4fXq\ntQxKgufHbu/JmDHj2LRpE2+99Rb//e9/WbZsGatXryY+vhRm8yRE9mIyTSY+vlSetozjx49TqVId\nHI5IrFYXAwfex/bt2/VCNTPR7Dx+PJ7y+Z4crlUMwf8vx+/3c++9o7BYHJjNNjp37hHimvbuu+/q\nFZ5y9JZW8VEpOZkxYyagqnXQEmS9j8MRw7vvvpuve9q+fftQ1YSgHZ6mAw3OY/Pbb7/x2muvMXv2\n7DzVRn83jzwyGVWthJbm4Tmczgi++uorhg4dgdlcQxeaJxD5BbO5IU2b3ojNNjjoefyE3e4u9P1e\neGE2drsbhyOKhITUkMRfZ8+epUKFmtjt6YhMQ1Wr0a1bT1Q1gpzkX6CqN/HCC1qUaJkytXQBs4bg\nvPUi57Faw6lc+QZCXTcX0rRpx7/l2Q0dej+agTNHNRcfX/ai2oiISEKkL5rH1yN6ezbatevOokWL\nCAsrgslkpnLl+oGcQE2btsdszrZbnEFVG1O1am1sNhdudxRPPaV5YX3zzTdUqlQPn68IdnssmiE/\nu6//oU2bLkRGJugZXlWs1kY4nWUxm6PJUTGB11sx30Ltfr+fI0eOBFJC7N69G1UtGvT5TFyulEuK\nHL6aMQT/v5yZM19EVashcgyR33E624b42W/btk3/Ip/Qd6K3ImLBbLbTqlUXhg8fS1JSBVJTq1O5\ncl3s9jBsNh+tWnXJ5ducmZlJyZIV9TJ3B1CUF4mIyJ2D5kri9/uZPv15ate+kRtv7MyXX34JaAuQ\nx5Ok70SzhcVKihcvi6qmBy1e/72geyrApk2bKF26Oh5PDA0btuLrr7/OZSh99NEnsNncWK0xOJ1R\neL2RuN1l0Iy1Pwb6Ybf3Yfp0zeD4wguz9EC3h9HqG2T36zQ2m4/k5DQ0L6Rsz5xR3H57v7/l2T3w\nwHjM5kFBz2c1iYnlL6qNOnWaYzI9GRDiIg0RmY7N1p4BA+4DyKU+OnDgAImJpfF4KuBwxFOuXHVm\nzZoV4hb5888/6/aSF9BiF8ah6eT/QOQYLlcasbHJaPVxa5GTDfa8/vd/As9RVYsGFuiTJ0/SpElb\nLBY7YWFxvPHGmyF98/v9NGnSBqezLSKv4HB0oXbtJoXO73+tYAj+fzkdO95GaHHoTyhTpiZHjx4N\nCKYRI8ahqvHYbBXQCqn8jMifOBwdGThQU+0MHz4Wp7MDmqH1DE5nW8aMmZDrfgcPHqRBg3R8vjjS\n0uoXGAJ//PhxZs2axcyZM8nIyGD37t1s2bIloBO/HP74448LGk3vuKM/ZvP9gWejKA9TpUpdypat\njqq2wWy+H1Utwuuvv1FgO0eOHNFTQ7yByCEslhFUrFg75P4ff/wxqlqMnCpm0xApiaZ+ikOkAZra\n40Xc7ugQvfPLL79C7do34nIVwWrtgcirqGpzwsOTsNlaotUmaIPJ1IKYmOKBBG5vvrmAEiUqUaRI\nKUaMeOCihdO+fft0r6EhaDmSYlDV8FwL+VtvLSY6uhg2m4vmzTuERHnv3buX2NgSWCzl0Vwjb0Kz\nq3yOooQHFuK/8ueffzJ9+nQcjjBstv6oaitKl67C999/z2effcYbb7yByxXsQeRHJBJFsWCx2Bk+\nfCxWqxPNa6mIvjhkXzsOiyUBkUmoal26dLktMFfNmrXHau2PZqDfjNMZy+bNmzl79ixjhg2jbvny\ntG3ShHvuGUrr1t0ZO/bBi3J5vVYwBP+/nKFDh2O1Dgj60t+ByeTE4YgkOjopcMTdsmULNWo0RvPE\nyL72Y8qX1wp71659I1p0bvZ7S2nYsM0l9ysjI4Po6CRUtStO521YrT7s9ig8nvIkJKQW2q89m3Pn\nznHs2DG2bdtGYmIZzGYbXm8MK1eu5NdffyUjI4OsrCw+/fRTZs6cyYcffsjhw4eJjS2B2dwMs9yI\nKk4qOBz0u+MOXnjhBSZNmsTGjRsveO8lS5bg9bYJEUI2m48TJ04Ernn66aex2wcGXfMnWpGPaLT4\nh3sRScZujw3YRP7KL7/8wvDhY2jdujt33dUPkykSLTahMSKTsNki2LBhA6B5GGknuQ8Q2Yaq1mPM\nmNyeMAWxc+dO3bA8Gq2I+Yf4fHX56KOPAtdodo0YNBvKz9hsd9OsWWhBnd9//53u3XugpebIPrFM\nQ6QWHk9MvgFOxYpVQLNtZD/TOthsPny+WtjtPn3BPEu2Sk5EpXHjZoGTaKlSVdDKPLZFS6fgR+Qo\nTmcqgwcP5t57hzN37tyQk5nN5tI3Pto82WxDmDp1Kn1uvZWWTicfi/CMohDr9eZZhOXcuXPs378/\n37Qg1wqG4P+Xc/z4ceLjUzCbk9EKprvIKWqxgIiIosyePZs5c+Zw110DsdnuDvw4TabHSE/XDJu9\nevXDah2qv+fHZhtInz73XHK/7rxzIGbzSHIE4RSyK3eZzY9Rr96NBX5+//79VK5cH7PZRnh4Ajab\nis0WjsnkQXPX9CPyCVarD6fFQozTSUJ4OPEOB3c6naS4XIwcOpRVq1YRZ7czV4QfRStK7rXZLirp\n1wcffIDbXYngiE2z2UGbhg2pUKosUVEliIpKxGYrR06t42W60G8WsmA4HLEXtH1kZWWRkpKGlpBu\nuy5Ek1DV4nzzzTdAdmT11KC2NwViIDZv3syQIfczYsRo9u7dm+99jh49qgvY7GjaP1DVRLZt2xa4\nZtq0aX/JTvkLVqszV1vHjh1D86aqp89zHCLf4XCkhLQXjM8Xh8gPQQulB5EN+t/f63/XR8vzVBGR\nBlgsCdx//xgAVq5ciUlU3JKIIh7M4kIRK9269ch3zNHRxRD5LDAfLlcz5s2bh91i4VSQIewWVc3l\nNrtlyxaiohJR1QTsdg+zZs3N9z5XO1dc8C9cuJBy5cphMpnyPSaClgSsdOnSpKSkMHny5Lw7cR0I\n/qysLCpVqoPFcpcuXBsF/Ugz0IqodERVu+HzFSEhoTRudyM8njZERiYEBMOPP/5I8eLl8Hhq4/HU\nIjm5YsiO9mJJT++Kllo5R3+sCYOuiLxGZGRSvqmhs7KyKFmyIibTJF2QvodIOJq7Y3hQm6BIbV4V\nraLUBBHq62/8JEKM08lLL71Eg6AsmH4R4pxOvv/+e44fP86LL77IjBkzQoq3ZJORkcHQocPp0eMu\nPf6gMYryAHZ7CbwWJ7eJCZsko8U4rMdsjsZuT8Tna4bLFa0XtCmKpvsGkSMoiv2C7qMHDhzA6Ywl\n2IguUoPixcsEcs7cf/8ozObgOgNvU6FCXT788EM9k+lETKYReDwx7Nq1K9973XffaFyuMpjN9+Ny\nVaV79ztCVFgvv/wyLlfToL5szNcmUqxYGX3jMQMtRfNhbDYfK1asYP78+bl+z50736YnPzuFZriN\nCJlbs7k4ilILkRGIPIWmSnqZiIhEVq1aRfnydTArYdwgVvaIlugu0unMN6Ia0GNXYrDb++NyNaZK\nlfr8+eefuGw2DgfdvL3LxUtBBe/9fj8xMcXISQ++C6czhh07dhQ4l1crV1zwf/fdd+zatYtGjRrl\nK/gzMzNJTk5m//79nDt3jrS0tDwn4HoQ/P/3f/+nH/mz0NIex6O5xYGWwTGnTJ7JNJlWrW5iyZIl\nLFy4MJdgP336NGvWrGHNmjWXrdd8/vmZ2GyV9MXnOJrRrwgivRCJID4+GYcjHJ+vGqoawaJFiwOf\nPXLkCHZ7xF8EXyNEWuuCZa/+2q9YJIov9YtOiOAN+vHW8vlYuXIliVFRPKMo7BThfquV6mXLcuDA\nAV0V1Q2nsydebyzfffddSB8iIxN04Todp7MYt93Wk/Hjx1MpJYVlItQQH6GeJi9Rr14LVqxYwbFj\nx7i9WzdSxIkq5bDIEBxShNiw6As+uxMnTmCzedFSR2gGS4ulZEhenAMHDhAeXhSz+R5EHkRVY1ix\nYgW1ajUnOEGcyTSBu+4q+OT23nvvMWnSJBYtWpTLbnLmzBnS0uricjXHZhuCqsayYMHCPNvZs2cP\nHk+cPs9dsdmKcsMNLVHVRDyebqhqUSZPfjJw/a+//krbtt2w2VR8viJ6JPU6ve97cDgiKVGiAjkq\ns1mIfEl4eFF9cVuKdrqtjsPsJExVWbJ4cZ59C+brr7/mmWeeYf78+QG10QMjRlBZVZknwhCrleS4\nuBBbhzYnvpCFyePpzJtvvpnfba5q/jFVT0GCf/369dx4Y46q4LHHHuOxxx7L3YnrQPBnZGTgcESi\nHZVB09dG43K11XXEwV4tK6hevemFG/0b8Pv9JCWV1wW1ihZk9RYirRB5HJPJzV9TQ2f/0E6fPo3V\nqpKjBjiDloDtY7TEanGIdMJmK060xc1ZfYALRSgpQpYIS0Urkv7zzz+zc+dOmtepQ8mYGLqkp3P0\n6NFcqihFeSqg9gKYMmUKNltwkZHNxMYmA9CkWjWWidBE3Ii8GNTGJG69tU+gjXlz51LZ6WSWCI+I\n0Nhqpf/ttxfq+d1550BUtQYiT+J0tqJevRa5jLcZGRmMH/8g998/MpByuEKFemh6/+x+z6B7996X\nNZd//vkn8+bNY+rUqfm6RWbj9/tZtmwZzz//PIsXL9Z9+Y+SfQK128PyLVy/du1a3O4ovN4KOBxh\nzJw5i4yMDHy+IphMYxCZjaqm0Lx5S0IDvnYQFVX8soKs/H4/s198kR4dOnDfPffkKhOZmZmJqoYj\nspFsm4PLVeySUj1fDfwrBf+iRYvo0yfnB/bqq69yzz25dzUiwoQJEwL/1q1bd7nd+tfh9/tp1647\nqtoMkdk4HF0oV64ab775JmPGjENVa6K5ev6EqjZm/PiHr1jfOnW6DU39lL1zfw5N1TMCiyXtL7un\ncnz99deBz06ZMg1VTcJmG4TZXAEtX1D24rYJm00rk3dT69akut208HqJcrkoFhODSVEoWaRIwBCa\nF7lVUWuoUqVR4P2JEx8O8QgS2Ut4uKbiWLhgAYmqykMi2MSJyEhMpnvxeKJDTp5+v58RQ4dit1hw\nWCy0a9YsVzK1/PD7/bz00kv06zeYadOeLrRQmzJlGi5XFbTcSh+gqom89957hfrs383nn3+Oz1fz\nL/OcOwV4ML/88gtbt24NUf/t37+fvn0H0blzTxYsWMjDDz+CxdIvqN2PSUq6ODfUS0GLiYnC52uO\nqsYzdOio//k9rxTr1q0LkZX/E8HfrFkzKlSokOvfO++8E7imIMH/1ltvFVrwXw+cP3+eKVOeokuX\nXkyY8HBATZOVlcWQIcOxWp1YLA7uuKN/gaX9/m62bdumF3O5H63oehgiE3E4orDZwtAMl5CdGvqv\ndVU/+eQTnnzySRYtWkStWo2x2ZoiMgOnM51mzdrh9/vx+/2sX7+e9957L7BLK8wYn3/+BVS1ClpC\nuR9R1UaMG5ezKObUWn0NkQ2oakMGDx4eeH/JkiV0bNqUFvXr06NHT8aOHZevIfXs2bNXzAvE7/fz\n6KOPk5RUgeTkKrz66vwrct+8OHnyJG53NJp9B0TewecrUujFLz8OHz6sq+EGIzIVVY3ntdde/5t6\nXTAHDx5k+fLl+RqsrxX+lTv+DRs2hKh6Jk2alKeB93oR/BfC7/dfVlbGy2HXrl2MHTuOLl26UqNG\nYxo3bs/KlSsLlRo6mHPnzjF16lPccksfnnhi6mXnTvH7/YwaNQ6Hw4vN5qJPn3tyLRiffvop1as3\nISWlGqNHT7iii+a1wkcffURYWBGsVheRkQkXrLlbWDIyMhg5cgz9+g1mzZo1f0ubBjlcquxU9A9f\nMo0bN5apU6dKtWrVcr2XmZkppUuXlg8++ECKFi0qNWvWlDfeeEPKli0bcp2iKHKZ3TD4H3L8+HE5\ncOCAlChRQiIiIv6RPmR/PxRF+Ufufz0AyC+//CI+n894zlcJlyo7TZd6w6VLl0piYqJs3LhRWrdu\nLenp6SIicvjwYWndurWIiFgsFnnuuefkxhtvlHLlykm3bt1yCX2Dfz/R0dFSrVq1f0zoi2hfcEMY\n/W9RFEXCwsKM53wdcNk7/r+lE8aO38DAwOCiueI7fgMDAwODqxND8BsYGBhcZxiC38DAwOA6wxD8\nBgYGBtcZhuA3MDAwuM4wBL+BgYHBdYYh+A0MDAyuMwzBb2BgYHCdYQh+AwMDg+sMQ/AbGBgYXGcY\ngt/AwMDgOsMQ/AYGBgbXGYbgNzAwMLjOMAS/gYGBwXWGIfgNDAwMrjMMwW9gYGBwnWEIfgMDA4Pr\nDEPwGxgYGFxnGILfwMDA4DrDEPwGBgYG1xmG4DcwMDC4zjAEv4GBgcF1hiH4DQwMDK4zDMFvYGBg\ncJ1hCH4DAwOD6wxD8BsYGBhcZxiC38DAwOA6wxD8V4CPPvron+7C/4xreWwixviudq718V0qlyz4\nFy1aJOXLlxez2SxbtmzJ97rixYtLpUqVpEqVKlKzZs1Lvd1VzbX85buWxyZijO9q51of36ViudQP\nVqxYUZYuXSp33313gdcpiiIfffSRREREXOqtDAwMDAz+Ri5Z8JcpU6bQ1wKXehsDAwMDg78ZhcuU\nyo0bN5Ynn3xSqlatmuf7JUuWFJ/PJ2azWe6++2656667cndCUS6nCwYGBgbXLZciwgvc8Tdv3lyO\nHj2a6/VJkyZJ27ZtC3WDzz//XOLi4uT48ePSvHlzKVOmjDRo0CDkGuNEYGBgYHDlKFDwr1mz5rJv\nEBcXJyIi0dHR0rFjR9m0aVMuwW9gYGBgcOX4W9w589uxnz59Wn777TcREfnjjz9k9erVUrFixb/j\nlgYGBgYGl8glC/6lS5dKYmKibNy4UVq3bi3p6ekiInL48GFp3bq1iIgcPXpUGjRoIJUrV5ZatWpJ\nmzZtpEWLFn9Pzw0MDAwMLg3+ARYuXEi5cuUwmUx8+eWX+V5XrFgxKlasSOXKlalRo8YV7OHlUdjx\nrVixgtKlS5OSksLkyZOvYA8vj5MnT9KsWTNKlSpF8+bN+fnnn/O87mqav8LMxaBBg0hJSaFSpUps\n2bLlCvfw8rjQ+NatW4fX66Vy5cpUrlyZhx9++B/o5aVxxx13EBMTQ4UKFfK95mqeuwuN71Lm7h8R\n/N999x27du2iUaNGBQrG4sWLc/LkySvYs7+HwowvMzOT5ORk9u/fz7lz50hLS2PHjh1XuKeXxvDh\nw3n88ccBmDx5MiNHjszzuqtl/gozF++//z7p6ekAbNy4kVq1av0TXb0kCjO+devW0bZt23+oh5fH\nJ598wpYtW/IVjFfz3MGFx3cpc/ePpGwoU6aMpKamFuparkKPn8KMb9OmTZKSkiLFixcXq9Uq3bt3\nl2XLll2hHl4e77zzjvTq1UtERHr16iVvv/12vtdeDfNXmLkIHnOtWrXk1KlTcuzYsX+iuxdNYb9r\nV8Nc5UWDBg0kPDw83/ev5rkTufD4RC5+7v7VuXoURZFmzZpJ9erVZdasWf90d/5WDh06JImJiYG/\nExIS5NChQ/9gjwrPsWPHJDY2VkREYmNj8/0RXS3zV5i5yOuajIyMK9bHy6Ew41MURdavXy9paWnS\nqlUr2bFjx5Xu5v+Mq3nuCsOlzN0lR+5eiCsVA/BPcbnj+7cHreU3vkcffTTkb0VR8h3Lv3n+gins\nXPx1V/Vvn8NsCtPPqlWrysGDB0VVVVmxYoV06NBBdu/efQV6d2W4WueuMFzK3P3PBP+1HgNwueOL\nj4+XgwcPBv4+ePCgJCQkXG63/jYKGl9sbKwcPXpUihQpIkeOHJGYmJg8r/s3z18whZmLv16TkZEh\n8fHxV6yPl0NhxufxeAL/T09PlwEDBshPP/10TeTYuprnrjBcytz946qe/HRT10oMQH7jq169uuzZ\ns0e+//57OXfunCxYsEDatWt3hXt3abRr105efvllERF5+eWXpUOHDrmuuZrmrzBz0a5dO3nllVdE\nRGTjxo0SFhYWUHf92ynM+I4dOxb4rm7atEmAa0Loi1zdc1cYLmnuLtXSfDksWbKEhIQEHA4HsbGx\ntGzZEoBDhw7RqlUrAPbt20daWhppaWmUL1+eSZMm/RNdvSQKMz6A5cuXk5qaSnJy8lU1vpMnT9K0\nadNc7pxX8/zlNRczZ85k5syZgWsGDhxIcnIylSpVKtAb7d/Ihcb33HPPUb58edLS0qhTpw4bNmz4\nJ7t7UXTv3p24uDisVisJCQnMmTPnmpq7C43vUubuspO0GT2vy2sAAABBSURBVBgYGBhcXfzjqh4D\nAwMDgyuLIfgNDAwMrjMMwW9gYGBwnWEIfgMDA4PrDEPwGxgYGFxnGILfwMDA4Drj/wHGmjlG2pBS\nXgAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 88 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Prepare data for analysis" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "reds = np.hstack ((red, [[1]] * len (red) ))\n", + "blues = np.hstack ((blue, [[0]] * len (blue) ))\n", + "dots = np.concatenate((reds, blues), axis=0)\n", + "x = dots[:, :-1]\n", + "y = dots[:, 2]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 89 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train and test sets" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from sklearn.utils import shuffle\n", + "x, y = shuffle(x, y, random_state=1)\n", + "size=dots.shape[0] *0.8\n", + "x_train = x[:size]\n", + "y_train = y[:size]\n", + "x_test = x[size:]\n", + "y_test = y[size:]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build clussifier" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "knn = KNeighborsClassifier(n_neighbors=5)\n", + "knn.fit(x_train, y_train)\n", + "print 'Accuracy of KNN train set:', knn.score(x_train, y_train)\n", + "print 'Accuracy of KNN test set:', knn.score(x_test, y_test)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Accuracy of KNN train set: 0.89875\n", + "Accuracy of KNN test set: 0.895\n" + ] + } + ], + "prompt_number": 99 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predict color" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def predict(a,b):\n", + " if knn.predict([a, b])==0:\n", + " return 'blue'\n", + " else:\n", + " return 'red'" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 96 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print predict(1,1)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "blue\n" + ] + } + ], + "prompt_number": 100 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 29558700621867c296338802627b35ecbd410c1f Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Wed, 23 Apr 2014 00:00:19 +0400 Subject: [PATCH 12/34] THe third regression problem (Algorithms for biologists course) --- kolchanova/regression3.py | 56 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100755 kolchanova/regression3.py diff --git a/kolchanova/regression3.py b/kolchanova/regression3.py new file mode 100755 index 0000000..5c5a34d --- /dev/null +++ b/kolchanova/regression3.py @@ -0,0 +1,56 @@ +#!/usr/bin/python + +#I chose to perform the classification task using the KNN method +import sys +import numpy as np +import scipy +from sklearn.utils import shuffle +import matplotlib.pyplot as plot +from sklearn.neighbors import KNeighborsClassifier + +blue = np.loadtxt("./blue.txt") +red = np.loadtxt("./red.txt") + +#Visualize data + +_ = plot.plot(blue[:, 0], blue[:, 1], "b.") +_ = plot.plot(red[:, 0], red[:, 1], "r.") + + +#Create the classifying function + +red_points = np.hstack ((red, [[1]] * len (red) )) +blue_points = np.hstack ((blue, [[0]] * len (blue) )) +all_points = np.concatenate((red_points, blue_points), axis=0) + +x = all_points[:, :-1] +y = all_points[:, 2] +x, y = shuffle(x, y, random_state=1) + + +train_set=all_points.shape[0] *0.6 +Xtrainset = x[:train_set] +Ytrainset = y[:train_set] +Xtestset = x[train_set:] +Ytestset = y[train_set:] + +knearest = KNeighborsClassifier(n_neighbors=5) +knearest.fit(Xtrainset, Ytrainset) +print 'Training set score:', knearest.score(Xtrainset, Ytrainset) +print 'Test set score:', knearest.score(Xtestset, Ytestset) + +#Prediction function + +def classify (x,y): + if knearest.predict([x,y]) == 0: + print "must be blue..." + else: + print "must be red..." + +#propose some coordinates :) +print 'what will be your x?' +x = raw_input() +print 'and y?' +y = raw_input() + +classify (x,y) \ No newline at end of file From de5da673393d17b59003b253807047305799e274 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Wed, 23 Apr 2014 00:14:23 +0400 Subject: [PATCH 13/34] edited --- kolchanova/regression3.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/kolchanova/regression3.py b/kolchanova/regression3.py index 5c5a34d..889dc79 100755 --- a/kolchanova/regression3.py +++ b/kolchanova/regression3.py @@ -11,10 +11,10 @@ blue = np.loadtxt("./blue.txt") red = np.loadtxt("./red.txt") -#Visualize data +#Visualize data (this doesn't work outside ipython) -_ = plot.plot(blue[:, 0], blue[:, 1], "b.") -_ = plot.plot(red[:, 0], red[:, 1], "r.") +#_ = plot.plot(blue[:, 0], blue[:, 1], "b.") +#_ = plot.plot(red[:, 0], red[:, 1], "r.") #Create the classifying function @@ -53,4 +53,4 @@ def classify (x,y): print 'and y?' y = raw_input() -classify (x,y) \ No newline at end of file +classify (x,y) From bc74e82b64150ff3e7a141492cfeb1ac2bfdb266 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Wed, 23 Apr 2014 00:18:48 +0400 Subject: [PATCH 14/34] the third problem, edited once more --- kolchanova/regression3.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/kolchanova/regression3.py b/kolchanova/regression3.py index 889dc79..191cf0b 100755 --- a/kolchanova/regression3.py +++ b/kolchanova/regression3.py @@ -11,7 +11,8 @@ blue = np.loadtxt("./blue.txt") red = np.loadtxt("./red.txt") -#Visualize data (this doesn't work outside ipython) +#Visualize data (this doesn't work outside ipython), but we get something +#like an ellipse.... (pic attached) #_ = plot.plot(blue[:, 0], blue[:, 1], "b.") #_ = plot.plot(red[:, 0], red[:, 1], "r.") From aa60d2c961eed9d8fd45803a0e4400b7cb777f06 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Wed, 23 Apr 2014 00:22:06 +0400 Subject: [PATCH 15/34] 1st and 2nd problems (Algorithms) --- kolchanova/regression1_1.py | 51 +++++++++++++++++++++++++++++++++++++ kolchanova/regression2.py | 51 +++++++++++++++++++++++++++++++++++++ 2 files changed, 102 insertions(+) create mode 100644 kolchanova/regression1_1.py create mode 100644 kolchanova/regression2.py diff --git a/kolchanova/regression1_1.py b/kolchanova/regression1_1.py new file mode 100644 index 0000000..2c4ddb7 --- /dev/null +++ b/kolchanova/regression1_1.py @@ -0,0 +1,51 @@ +#!/usr/bin/python +import numpy + + +yz = [1, 3, 2] +xz = [1, 2, 3] + + +xmatrix = [float(x) for x in xz] +print numpy.matrix(xmatrix).shape +x_matrix = numpy.matrix(xmatrix) + +ymatrix = [ float(y) for y in yz] +print numpy.matrix(ymatrix).shape +y_matrix = numpy.matrix(ymatrix) + +from scipy import stats +import numpy as np +#linregress - This computes a least-squares regression for two sets of measurements. +slope, intercept, r_value, p_value, std_err = stats.linregress(xmatrix,ymatrix) +print "slope:", slope +print "intercept:", intercept + +print "standard error:", std_err +print "Coefficient of determination (R-squared):", r_value**2 +print "p-value:", p_value + +from scipy import polyfit +coefficients = polyfit(xz, yz, 1)[::-1] +print "coefficients (same as slope, intercept):", coefficients + + +#let us use the CHI-SQUARED TEST + +def Sum (y_matrix, yz, xz, coefficients): + for i in range (y_matrix.shape[0]): + a = (sum([yz[i] - coefficients[1]*xz[i] - coefficients[0]])**2)*6 + + return a +a = Sum(y_matrix, yz, xz, coefficients) + + +#count p-value + + +from scipy import stats +p_value = stats.chi2.cdf(a,3) +print "chi-squared, P-value:", p_value + + + diff --git a/kolchanova/regression2.py b/kolchanova/regression2.py new file mode 100644 index 0000000..9573877 --- /dev/null +++ b/kolchanova/regression2.py @@ -0,0 +1,51 @@ +#!/usr/bin/python +import scipy +import numpy + + +xfile = open ('x.txt', 'r') +yfile = open ('y.txt','r') + +xmatrix = [[float(x) for x in row.split()] for row in xfile] + +print numpy.matrix(xmatrix).shape +x_matrix = numpy.matrix(xmatrix) + + +ymatrix = [[ float(y) ] for y in yfile] + +print numpy.matrix(ymatrix).shape +y_matrix = numpy.matrix(ymatrix) + +add_column = numpy.matrix([1]*x_matrix.shape[0]).T +new_x = numpy.hstack((add_column, x_matrix)) + +#matrices multiplication + +step_one = numpy.dot (new_x.T, new_x) +step_two = numpy.linalg.pinv(step_one) +step_three = numpy.dot(step_two, new_x.T) + + +coeffs = numpy.dot(step_three, y_matrix) +errors = y_matrix - numpy.dot(new_x, coeffs) + +print coeffs +#the model is too complicated (multidimentional) +#are errors distributed normally? if yes, then the model is accurate + +import numpy as np +import numpy.ma as ma +from scipy.stats import mstats + +x = np.array(errors) + +z,pval = mstats.normaltest(x) #Tests whether a sample differs from a normal distribution. +#This function tests the null hypothesis that a sample comes from a normal distribution +print "Z-score:", z +print "P-value:", pval + +if(pval < 0.055): + print "Not normal distribution" +if (pval >= 0.055): + print "This seems to be a normal distribution! Our model is good" \ No newline at end of file From 79dcd4cb60ca4af4372d7dee1ea02a8f3b64eadc Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Wed, 23 Apr 2014 00:32:59 +0400 Subject: [PATCH 16/34] bebe --- kolchanova/3_classifier.ipynb | 209 ---------------------------------- 1 file changed, 209 deletions(-) delete mode 100644 kolchanova/3_classifier.ipynb diff --git a/kolchanova/3_classifier.ipynb b/kolchanova/3_classifier.ipynb deleted file mode 100644 index 640b953..0000000 --- a/kolchanova/3_classifier.ipynb +++ /dev/null @@ -1,209 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Import dataset" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "red = np.loadtxt(\"math/red.txt\")\n", - "blue = np.loadtxt(\"math/blue.txt\")\n", - "print red.shape\n", - "print blue.shape" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "(502, 2)\n", - "(498, 2)\n" - ] - } - ], - "prompt_number": 36 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Make plot" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import matplotlib.pyplot as pl\n", - "pl.prism()\n", - "pl.scatter(red[:, 0], red[:, 1], c='red')\n", - "pl.scatter(blue[:, 0], blue[:, 1], c='blue')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 88, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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GDBmCpiWTtwOxWF4lObk2AB063IXV+lRQ2FgsI2nf/vYi9+WPP/6gXr1mOJ0e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LzYZZJ1uBOYZh2effZZduzYQaxhsE6ET0To4nDQpBA6c1Ewe8YMKlsNeStFKG4YvPvuu7z11luW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\nXgAAAABJRU5ErkJggg==\n", - "text": [ - "" - ] - } - ], - "prompt_number": 88 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Prepare data for analysis" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "reds = np.hstack ((red, [[1]] * len (red) ))\n", - "blues = np.hstack ((blue, [[0]] * len (blue) ))\n", - "dots = np.concatenate((reds, blues), axis=0)\n", - "x = dots[:, :-1]\n", - "y = dots[:, 2]" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 89 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Train and test sets" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from sklearn.utils import shuffle\n", - "x, y = shuffle(x, y, random_state=1)\n", - "size=dots.shape[0] *0.8\n", - "x_train = x[:size]\n", - "y_train = y[:size]\n", - "x_test = x[size:]\n", - "y_test = y[size:]" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Build clussifier" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from sklearn.neighbors import KNeighborsClassifier\n", - "knn = KNeighborsClassifier(n_neighbors=5)\n", - "knn.fit(x_train, y_train)\n", - "print 'Accuracy of KNN train set:', knn.score(x_train, y_train)\n", - "print 'Accuracy of KNN test set:', knn.score(x_test, y_test)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Accuracy of KNN train set: 0.89875\n", - "Accuracy of KNN test set: 0.895\n" - ] - } - ], - "prompt_number": 99 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Predict color" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "def predict(a,b):\n", - " if knn.predict([a, b])==0:\n", - " return 'blue'\n", - " else:\n", - " return 'red'" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 96 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "print predict(1,1)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "blue\n" - ] - } - ], - "prompt_number": 100 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file From 711f9e92b93120ac34a085725e0f1d4d9f30fd76 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Sat, 26 Apr 2014 00:28:16 +0400 Subject: [PATCH 17/34] 3rd hometask, unfinished --- kolchanova/python3.ipynb | 309 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 309 insertions(+) create mode 100644 kolchanova/python3.ipynb diff --git a/kolchanova/python3.ipynb b/kolchanova/python3.ipynb new file mode 100644 index 0000000..857e7d3 --- /dev/null +++ b/kolchanova/python3.ipynb @@ -0,0 +1,309 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:bb1c75b39348a60ae2106df2c130e9c4206f6f96ac2ecd8fd17fd3ff0e6eb39c" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy, scipy\n", + "from math import sqrt\n", + "from scipy import stats\n", + "import matplotlib.pyplot as plot\n", + "import random\n", + "%matplotlib inline" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 75 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "x = numpy.linspace(0, 10, 1000)\n", + "y = 2 * x + 1\n", + "noise = scipy.randn(y.size)\n", + "y_noise = y + noise" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "TRAIN_SIZE = 800\n", + "from sklearn.utils import shuffle\n", + "x, y_noise = shuffle(x, y_noise, random_state=1)\n", + "x_train = x[:TRAIN_SIZE]\n", + "y_train = y_noise[:TRAIN_SIZE]\n", + "x_test = x[TRAIN_SIZE:]\n", + "y_test = y_noise[TRAIN_SIZE:]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "X_train = numpy.asmatrix(x_train).T\n", + "Y_train = numpy.asmatrix(y_train).T\n", + "Train_set = numpy.hstack((X_train, Y_train))\n", + "print (Train_set.shape)\n", + "\n", + "X_test = numpy.asmatrix(x_test).T\n", + "Y_test = numpy.asmatrix(y_test).T\n", + "Test_set = numpy.hstack((X_test,Y_test))\n", + "print (Test_set.shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(800, 2)\n", + "(200, 2)\n" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "betas = scipy.polyfit(x, y_noise, 1)[::-1] # 1 is order (max degree of x)\n", + "betas" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "array([ 1.10092692, 1.99020288])" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "_ = plot.plot(x, y_noise, \"r.\")\n", + "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"blue\")\n", + "plot.xlabel('X')\n", + "plot.ylabel('Y')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 61, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Pw4dT9I5MBAMo1HPWLOCzz7TjcXGUC7B1qxYBJKN9VDOQ263NP1hzFjeFiWnY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\nxDisCBiGYWIcVgQMwzAxzv8H8HjnbZuxxu4AAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 61 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from sklearn import linear_model\n", + "regr = linear_model.LinearRegression()\n", + "regr.fit(X_train, Y_train)\n", + "print(regr.coef_)\n", + "print(regr.intercept_)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[[ 1.98956501]]\n", + "[ 1.11394404]\n" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "regr.fit(X_test, Y_test)\n", + "print (regr.coef_)\n", + "print (regr.intercept_)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[[ 1.99356972]]\n", + "[ 1.04440558]\n" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "slope, intercept, r_value, p_value, std_err = stats.linregress(x,y_noise)\n", + "print (\"Full set r-squared (determination coefficient):\", r_value**2) \n", + "\n", + "train_set_error = sqrt(numpy.sum(((slope*x_train+intercept) - y_train)**2)/len(y_train))\n", + "print ('Residual sum of squares, train:', train_set_error)\n", + "\n", + "test_set_error = sqrt(numpy.sum(((slope*x_test+intercept) - y_test)**2)/len(y_test))\n", + "print ('Residual sum of squares, test:', test_set_error)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Full set r-squared (determination coefficient): 0.970628650764\n", + "Residual sum of squares, train: 1.0022902867570522\n", + "Residual sum of squares, test: 0.9928345873525531\n" + ] + } + ], + "prompt_number": 77 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 76 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from scipy.stats import pearsonr\n", + "print (\"Correlation coefficient:\")\n", + "pearsonr(x, y_noise) #correlation coefficient x1" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 78, + "text": [ + "(0.98520487755804353, 0.0)" + ] + } + ], + "prompt_number": 78 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print (\"Correlation coefficient array:\")\n", + "numpy.corrcoef(x,y_noise) #correlation coefficient x2" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 60, + "text": [ + "array([[ 1. , 0.98520488],\n", + " [ 0.98520488, 1. ]])" + ] + } + ], + "prompt_number": 60 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "_ = plot.plot(x_train, y_train, \"r.\")\n", + "_ = plot.plot(x_test,y_test, \"b.\")\n", + "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"green\", linewidth = 3)\n", + "plot.xlabel('X')\n", + "plot.ylabel('Y')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 68, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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VqsBwGJ8szk39Qr04hsEyvqP4b1ot8kQgCDFiXz0Fd0WnQKM1qD8IarH4h7rb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\nbvsLON+7Fu2pJ3AuGoY9fPhXWOWxnSW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+ "text": [ + "" + ] + } + ], + "prompt_number": 68 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 9a928e4de1ced75ff328323560329f6ecb232019 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Thu, 1 May 2014 20:04:59 +0400 Subject: [PATCH 18/34] python & ipython regression task (please do not pay attention to other "regressions" - these are for "Algorithms") i have added this to github about a week ago, but haven't created a pull request since the task is not quite finished :( But it surely will be --- kolchanova/python3.ipynb | 19 +--------- kolchanova/python3.py | 76 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 77 insertions(+), 18 deletions(-) create mode 100644 kolchanova/python3.py diff --git a/kolchanova/python3.ipynb b/kolchanova/python3.ipynb index 857e7d3..d609318 100644 --- a/kolchanova/python3.ipynb +++ b/kolchanova/python3.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:bb1c75b39348a60ae2106df2c130e9c4206f6f96ac2ecd8fd17fd3ff0e6eb39c" + "signature": "sha256:ce7767af915b384aa25f3c12e852aedac142b911294b4a26e008ed223d349132" }, "nbformat": 3, "nbformat_minor": 0, @@ -209,15 +209,6 @@ ], "prompt_number": 77 }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 76 - }, { "cell_type": "code", "collapsed": false, @@ -293,14 +284,6 @@ } ], "prompt_number": 68 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] } ], "metadata": {} diff --git a/kolchanova/python3.py b/kolchanova/python3.py new file mode 100644 index 0000000..d73192a --- /dev/null +++ b/kolchanova/python3.py @@ -0,0 +1,76 @@ +#!/usr/bin/python + +import numpy, scipy +from math import sqrt +from scipy import stats +import matplotlib.pyplot as plot +import random +%matplotlib inline + +x = numpy.linspace(0, 10, 1000) +y = 2 * x + 1 +noise = scipy.randn(y.size) +y_noise = y + noise + +TRAIN_SIZE = 800 +from sklearn.utils import shuffle +x, y_noise = shuffle(x, y_noise, random_state=1) +x_train = x[:TRAIN_SIZE] +y_train = y_noise[:TRAIN_SIZE] +x_test = x[TRAIN_SIZE:] +y_test = y_noise[TRAIN_SIZE:] + +X_train = numpy.asmatrix(x_train).T +Y_train = numpy.asmatrix(y_train).T +Train_set = numpy.hstack((X_train, Y_train)) +print (Train_set.shape) + +X_test = numpy.asmatrix(x_test).T +Y_test = numpy.asmatrix(y_test).T +Test_set = numpy.hstack((X_test,Y_test)) +print (Test_set.shape) + +betas = scipy.polyfit(x, y_noise, 1)[::-1] # 1 is order (max degree of x) +print (betas) + +_ = plot.plot(x, y_noise, "r.") +_ = plot.plot(x, betas[0] + betas[1]*x, color="blue") +plot.xlabel('X') +plot.ylabel('Y') + +from sklearn import linear_model +regr = linear_model.LinearRegression() +regr.fit(X_train, Y_train) +print(regr.coef_) +print(regr.intercept_) + +regr.fit(X_test, Y_test) +print (regr.coef_) +print (regr.intercept_) + +slope, intercept, r_value, p_value, std_err = stats.linregress(x,y_noise) +print ("Full set r-squared (determination coefficient):", r_value**2) + +train_set_error = sqrt(numpy.sum(((slope*x_train+intercept) - y_train)**2)/len(y_train)) +print ('Residual sum of squares, train:', train_set_error) + +test_set_error = sqrt(numpy.sum(((slope*x_test+intercept) - y_test)**2)/len(y_test)) +print ('Residual sum of squares, test:', test_set_error) + +from scipy.stats import pearsonr +print ("Correlation coefficient:") +pearsonr(x, y_noise) #correlation coefficient x1 + +print ("Correlation coefficient array:") +numpy.corrcoef(x,y_noise) #correlation coefficient x2 + +_ = plot.plot(x_train, y_train, "r.") +_ = plot.plot(x_test,y_test, "b.") +_ = plot.plot(x, betas[0] + betas[1]*x, color="green", linewidth = 3) +plot.xlabel('X') +plot.ylabel('Y') + + + + + From 6e75d8f069b88f042cd9605e94e85a80b1d13b15 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Fri, 2 May 2014 21:31:13 +0400 Subject: [PATCH 19/34] some editing done --- kolchanova/python3.ipynb | 197 ++++++++++++++++++++++++++++----------- kolchanova/python3.py | 49 +++++++--- 2 files changed, 177 insertions(+), 69 deletions(-) diff --git a/kolchanova/python3.ipynb b/kolchanova/python3.ipynb index d609318..ae7ec23 100644 --- a/kolchanova/python3.ipynb +++ b/kolchanova/python3.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:ce7767af915b384aa25f3c12e852aedac142b911294b4a26e008ed223d349132" + "signature": "sha256:b6bc5b1ee763aa8c5d4520e4d96ea1d850639a84a4a9ec46e31991ace23aa207" }, "nbformat": 3, "nbformat_minor": 0, @@ -22,21 +22,35 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 75 + "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ - "x = numpy.linspace(0, 10, 1000)\n", + "x = numpy.linspace(0, 2, 1000)\n", "y = 2 * x + 1\n", "noise = scipy.randn(y.size)\n", - "y_noise = y + noise" + "y_noise = y + noise\n", + "\n", + "X_full = numpy.array(x).T\n", + "y_full = numpy.array(y_noise).T\n", + "print (X_full.shape)\n", + "print (y_full.shape)" ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 7 + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(1000,)\n", + "(1000,)\n" + ] + } + ], + "prompt_number": 95 }, { "cell_type": "code", @@ -53,7 +67,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 8 + "prompt_number": 64 }, { "cell_type": "code", @@ -81,59 +95,55 @@ ] } ], - "prompt_number": 11 + "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "betas = scipy.polyfit(x, y_noise, 1)[::-1] # 1 is order (max degree of x)\n", - "betas" + "print (\"betas:\", betas)\n", + "print (\"original model: y = 2 * x + 1\")\n", + "print (\"proposed model: y = 1.99725967*x + 1.03406303\")" ], "language": "python", "metadata": {}, "outputs": [ { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 12, + "output_type": "stream", + "stream": "stdout", "text": [ - "array([ 1.10092692, 1.99020288])" + "betas: [ 1.00597503 2.01020888]\n", + "original model: y = 2 * x + 1\n", + "proposed model: y = 1.99725967*x + 1.03406303\n" ] } ], - "prompt_number": 12 + "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ - "_ = plot.plot(x, y_noise, \"r.\")\n", - "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"blue\")\n", + "_ = plot.plot(x, y_noise, \"r.\", label = \"full set\")\n", + "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"blue\", label = \"model\")\n", "plot.xlabel('X')\n", - "plot.ylabel('Y')" + "plot.ylabel('Y')\n", + "_ = plot.legend(bbox_to_anchor = (1.05, 1), loc = 2, borderaxespad = 0)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 61, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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Pw4dT9I5MBAMo1HPWLOCzz7TjcXGUC7B1qxYBJKN9VDOQ263NP1hzFjeFiWnY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\n17/+dTz99NO68zabDSInR8sINvYX6G2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h9JDompI2pLSvBQ5jI4UoBD1JHgiVNefgXvWNaKF4rb+WFiu5RUmJdU6nOXqV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\nAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 61 + "prompt_number": 75 }, { "cell_type": "code", @@ -152,12 +162,12 @@ "output_type": "stream", "stream": "stdout", "text": [ - "[[ 1.98956501]]\n", - "[ 1.11394404]\n" + "[[ 2.03151967]]\n", + "[ 1.01171718]\n" ] } ], - "prompt_number": 16 + "prompt_number": 68 }, { "cell_type": "code", @@ -174,19 +184,20 @@ "output_type": "stream", "stream": "stdout", "text": [ - "[[ 1.99356972]]\n", - "[ 1.04440558]\n" + "[[ 1.92562103]]\n", + "[ 0.98433975]\n" ] } ], - "prompt_number": 17 + "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "slope, intercept, r_value, p_value, std_err = stats.linregress(x,y_noise)\n", - "print (\"Full set r-squared (determination coefficient):\", r_value**2) \n", + "print (\"Full set r-squared (determination coefficient):\", r_value**2)\n", + "print (\"standard error = \", std_err)\n", "\n", "train_set_error = sqrt(numpy.sum(((slope*x_train+intercept) - y_train)**2)/len(y_train))\n", "print ('Residual sum of squares, train:', train_set_error)\n", @@ -201,13 +212,14 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Full set r-squared (determination coefficient): 0.970628650764\n", - "Residual sum of squares, train: 1.0022902867570522\n", - "Residual sum of squares, test: 0.9928345873525531\n" + "Full set r-squared (determination coefficient): 0.57897951659\n", + "standard error = 0.054262016436\n", + "Residual sum of squares, train: 0.9613567770303205\n", + "Residual sum of squares, test: 1.1002000473349025\n" ] } ], - "prompt_number": 77 + "prompt_number": 70 }, { "cell_type": "code", @@ -220,16 +232,23 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Correlation coefficient:\n" + ] + }, { "metadata": {}, "output_type": "pyout", - "prompt_number": 78, + "prompt_number": 71, "text": [ - "(0.98520487755804353, 0.0)" + "(0.76090703544549931, 1.1166799486254262e-189)" ] } ], - "prompt_number": 78 + "prompt_number": 71 }, { "cell_type": "code", @@ -241,49 +260,113 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Correlation coefficient array:\n" + ] + }, { "metadata": {}, "output_type": "pyout", - "prompt_number": 60, + "prompt_number": 72, "text": [ - "array([[ 1. , 0.98520488],\n", - " [ 0.98520488, 1. ]])" + "array([[ 1. , 0.76090704],\n", + " [ 0.76090704, 1. ]])" ] } ], - "prompt_number": 60 + "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ - "_ = plot.plot(x_train, y_train, \"r.\")\n", - "_ = plot.plot(x_test,y_test, \"b.\")\n", - "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"green\", linewidth = 3)\n", + "_ = plot.plot(x_train, y_train, \"r.\", label = \"train\")\n", + "_ = plot.plot(x_test,y_test, \"b.\", label = \"test\")\n", + "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"green\", linewidth = 3, label = \"model\")\n", "plot.xlabel('X')\n", - "plot.ylabel('Y')" + "plot.ylabel('Y')\n", + "_ = plot.legend(bbox_to_anchor = (1.05, 1), loc = 2, borderaxespad = 0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, - "output_type": "pyout", - "prompt_number": 68, + "output_type": "display_data", + "png": 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qhaxcy8qcWaQxQnEUtNW5wRZQ3ykevtbIddddx958803W3NzsjrJNxulFL/Gq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\n8UhtZbtgAfDCC0BpqfS3xjqrrwfannk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"text": [ - "" + "" ] - }, + } + ], + "prompt_number": 74 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "model_function = lambda x: betas[0] + betas[1]*x\n", + "ok = []\n", + "too_far = []\n", + "for tx, ty in numpy.vstack((X_full, y_full)).T.tolist():\n", + " if (model_function(tx) - ty)**2 < std_err:\n", + " ok.append([tx, ty])\n", + " else:\n", + " too_far.append([tx, ty])" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 99 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "ok_points = numpy.array(ok)\n", + "too_far = numpy.array(too_far)\n", + "print (ok_points.shape)\n", + "print (too_far.shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(174, 2)\n", + "(826, 2)\n" + ] + } + ], + "prompt_number": 104 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "_ = plot.plot(x, betas[0] + betas[1]*x, color=\"blue\", linewidth = 1, label = \"model\")\n", + "_ = plot.plot(ok_points[:, 0], ok_points[:, 1], \"g.\", label = \"ok points (dist. < std)\")\n", + "_ = plot.plot(too_far[:, 0], too_far[:, 1], \"r.\", label = \"points, that are too far (dist.>std)\")\n", + "_ = plot.legend(bbox_to_anchor = (1.05, 1),loc = \"best\",borderaxespad = 0)" + ], + "language": "python", + "metadata": {}, + "outputs": [ { "metadata": {}, "output_type": "display_data", - "png": 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VqsBwGJ8szk39Qr04hsEyvqP4b1ot8kQgCDFiXz0Fd0WnQKM1qD8IarH4h7rb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\nbvsLON+7Fu2pJ3AuGoY9fPhXWOWxnSW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1hSyuZ1tVBVx5ZfDqbcWYTCbMmDHDOQ3ar18/PProowCACRMm4Mknn8TUqVOR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\nOSihJK5KS13C5+efgRkzhH3z5gn9OXnSvYykJHXhomKtdFr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"text": [ - "" + "" ] } ], - "prompt_number": 68 + "prompt_number": 108 } ], "metadata": {} diff --git a/kolchanova/python3.py b/kolchanova/python3.py index d73192a..2fda833 100644 --- a/kolchanova/python3.py +++ b/kolchanova/python3.py @@ -7,11 +7,16 @@ import random %matplotlib inline -x = numpy.linspace(0, 10, 1000) +x = numpy.linspace(0, 2, 1000) y = 2 * x + 1 noise = scipy.randn(y.size) y_noise = y + noise +X_full = numpy.array(x).T +y_full = numpy.array(y_noise).T +print (X_full.shape) +print (y_full.shape) + TRAIN_SIZE = 800 from sklearn.utils import shuffle x, y_noise = shuffle(x, y_noise, random_state=1) @@ -31,12 +36,15 @@ print (Test_set.shape) betas = scipy.polyfit(x, y_noise, 1)[::-1] # 1 is order (max degree of x) -print (betas) +print ("betas:", betas) +print ("original model: y = 2 * x + 1") +print ("proposed model: y = 1.99725967*x + 1.03406303") -_ = plot.plot(x, y_noise, "r.") -_ = plot.plot(x, betas[0] + betas[1]*x, color="blue") +_ = plot.plot(x, y_noise, "r.", label = "full set") +_ = plot.plot(x, betas[0] + betas[1]*x, color="blue", label = "model") plot.xlabel('X') plot.ylabel('Y') +_ = plot.legend(bbox_to_anchor = (1.05, 1), loc = 2, borderaxespad = 0) from sklearn import linear_model regr = linear_model.LinearRegression() @@ -49,7 +57,8 @@ print (regr.intercept_) slope, intercept, r_value, p_value, std_err = stats.linregress(x,y_noise) -print ("Full set r-squared (determination coefficient):", r_value**2) +print ("Full set r-squared (determination coefficient):", r_value**2) +print ("standard error = ", std_err) train_set_error = sqrt(numpy.sum(((slope*x_train+intercept) - y_train)**2)/len(y_train)) print ('Residual sum of squares, train:', train_set_error) @@ -64,13 +73,29 @@ print ("Correlation coefficient array:") numpy.corrcoef(x,y_noise) #correlation coefficient x2 -_ = plot.plot(x_train, y_train, "r.") -_ = plot.plot(x_test,y_test, "b.") -_ = plot.plot(x, betas[0] + betas[1]*x, color="green", linewidth = 3) +_ = plot.plot(x_train, y_train, "r.", label = "train") +_ = plot.plot(x_test,y_test, "b.", label = "test") +_ = plot.plot(x, betas[0] + betas[1]*x, color="green", linewidth = 3, label = "model") plot.xlabel('X') plot.ylabel('Y') - - - - +_ = plot.legend(bbox_to_anchor = (1.05, 1), loc = 2, borderaxespad = 0) + +model_function = lambda x: betas[0] + betas[1]*x +ok = [] +too_far = [] +for tx, ty in numpy.vstack((X_full, y_full)).T.tolist(): + if (model_function(tx) - ty)**2 < std_err: + ok.append([tx, ty]) + else: + too_far.append([tx, ty]) + +ok_points = numpy.array(ok) +too_far = numpy.array(too_far) +print (ok_points.shape) +print (too_far.shape) + +_ = plot.plot(x, betas[0] + betas[1]*x, color="blue", linewidth = 1, label = "model") +_ = plot.plot(ok_points[:, 0], ok_points[:, 1], "g.", label = "ok points (dist. < std)") +_ = plot.plot(too_far[:, 0], too_far[:, 1], "r.", label = "points, that are too far (dist.>std)") +_ = plot.legend(bbox_to_anchor = (1.05, 1),loc = "best",borderaxespad = 0) From 1ccef0b0e52d9cefcadd2c57a8a76148d37fb983 Mon Sep 17 00:00:00 2001 From: Sofiiako <19rubisco93@gmail.com> Date: Fri, 23 May 2014 14:24:51 +0400 Subject: [PATCH 20/34] =?UTF-8?q?=D0=AF=20=D0=BA=D0=B0=D0=BA-=D1=82=D0=BE?= =?UTF-8?q?=20=D0=BF=D0=BE=D1=82=D0=B5=D1=80=D1=8F=D0=BB=D0=B0=20=D1=8D?= =?UTF-8?q?=D1=82=D0=BE=D1=82=20=D1=81=D0=BA=D1=80=D0=B8=D0=BF=D1=82=20?= =?UTF-8?q?=D0=B8=20=D0=B2=D0=BE=D0=B2=D1=80=D0=B5=D0=BC=D1=8F=20=D0=BD?= =?UTF-8?q?=D0=B5=20=D0=B4=D0=BE=D0=B1=D0=B0=D0=B2=D0=B8=D0=BB=D0=B0=20?= =?UTF-8?q?=D0=B2=20=D0=BF=D1=80=D0=BE=D0=B2=D0=B5=D1=80=D1=8F=D1=8E=D1=89?= =?UTF-8?q?=D1=83=D1=8E=20=D1=81=D0=B8=D1=81=D1=82=D0=B5=D0=BC=D1=83,=20?= =?UTF-8?q?=D0=B0=20=D1=81=D0=B5=D0=B9=D1=87=D0=B0=D1=81=20=D0=BD=D0=B5=20?= =?UTF-8?q?=D0=BF=D1=80=D0=B8=D0=BD=D0=B8=D0=BC=D0=B0=D0=B5=D1=82=D1=81?= =?UTF-8?q?=D1=8F=20=3D(((=20=D0=BD=D0=BE=20=D1=80=D0=B0=D0=B1=D0=BE=D1=82?= =?UTF-8?q?=D0=B0=D0=B5=D1=82?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- kolchanova/B8.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 kolchanova/B8.py diff --git a/kolchanova/B8.py b/kolchanova/B8.py new file mode 100644 index 0000000..cdced4e --- /dev/null +++ b/kolchanova/B8.py @@ -0,0 +1,19 @@ +#!/usr/bin/python + +with open('nextchoose.in') as infile: + number, n = [int(x) for x in infile.readline().split()] + combination = [int(x) for x in infile.readline().split()] + +def mk_choice(number, n, combination): + for x in range(n): + if combination [ n - x - 1 ] < number - x: + combination [ n - x -1 ] += 1 + for y in range ( n - x, n ): + comb [y] = combination [ y - 1 ] + 1 + return combination + return "-1" + +result = mk_choice (number, n, combination) +print result +with open ('nextchoose.out', 'w') as outfile: + outfile.write(" ".join(str(x) for x in result)) \ No newline at end of file From f4e9515fbc8b424941371da33b510b66b05ff71c Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Sun, 1 Jun 2014 16:32:09 +0400 Subject: [PATCH 21/34] C3 --- kolchanova/C3.py | 34 ++++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) create mode 100644 kolchanova/C3.py diff --git a/kolchanova/C3.py b/kolchanova/C3.py new file mode 100644 index 0000000..e1f9861 --- /dev/null +++ b/kolchanova/C3.py @@ -0,0 +1,34 @@ +#!/usr/bin/python + +infile = open ("tower.in",'r') + +inlines = infile.readlines() +#print inlines +def peop_lang(inlines): + lang_vars = {} + population = {} + for someone, line in list(enumerate(inlines))[1:]: + population[someone] = [int(x) for x in line.split()[1:]] + for variant in population[someone]: + lang_vars[variant] = lang_vars.get(variant, []) + [someone] + return population, lang_vars + +def thinker_f(start, uzd): + uzd[start] = True + for variant in population[start]: + for neighbor in lang_vars[variant]: + if not uzd[neighbor]: + thinker_f(neighbor, uzd) + + +population, lang_vars = peop_lang(inlines) +uzd = {someone: False for someone in population.keys()} +start = 1 +uzd = uzd +thinker_f (start,uzd) + +outfile = open ("tower.out", "w") +outfile.write(str(uzd.values().count(True))) + +outfile.close() +infile.close() \ No newline at end of file From 2025d6b3fd536a02d311e9f0a27112ab5e7b19fe Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Thu, 5 Jun 2014 15:06:27 +0400 Subject: [PATCH 22/34] improved version B8 --- kolchanova/my8.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 kolchanova/my8.py diff --git a/kolchanova/my8.py b/kolchanova/my8.py new file mode 100644 index 0000000..6aba6df --- /dev/null +++ b/kolchanova/my8.py @@ -0,0 +1,19 @@ +#!/usr/bin/python + +with open('nextchoose.in') as infile: + number, n = [int(x) for x in infile.readline().split()] + combination = [int(x) for x in infile.readline().split()] + +def mk_choice(number, n, combination): + for x in range(n): + if combination [ n - x - 1 ] < number - x: + combination [ n - x -1 ] += 1 + for y in range ( n - x, n ): + combination [y] = combination [ y - 1 ] + 1 + return combination + return [-1] + +result = mk_choice (number, n, combination) +#print result +with open ('nextchoose.out', 'w') as outfile: + outfile.write(" ".join(str(x) for x in result)) \ No newline at end of file From b7805a143240d5f661648a6fd04ca92b6c77f30c Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Thu, 5 Jun 2014 15:06:46 +0400 Subject: [PATCH 23/34] C4 problem --- kolchanova/sdkfghlsk.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 kolchanova/sdkfghlsk.py diff --git a/kolchanova/sdkfghlsk.py b/kolchanova/sdkfghlsk.py new file mode 100644 index 0000000..f6fbb37 --- /dev/null +++ b/kolchanova/sdkfghlsk.py @@ -0,0 +1,20 @@ +#!/usr/bin/python +infile = open ('harddrive.in','r') +_ = int(infile.readline()) +parts = [int(x) for x in infile.readline().split()] + +def function (parts): + turns = -1 + backturn = set() + + for part in parts: + if (part - 1) not in backturn: + turns += 1 + backturn.add(part) + return turns + +result = function(parts) +#print result +infile.close() +with open('harddrive.out', 'w') as outfile: + outfile.write(str(result)) \ No newline at end of file From d906f73667a498fcdd4e75d53ad97bd7a8965df4 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 00:15:14 +0400 Subject: [PATCH 24/34] changed name --- kolchanova/{sdkfghlsk.py => C4.py} | 0 kolchanova/regression3.py | 12 ++++++------ 2 files changed, 6 insertions(+), 6 deletions(-) rename kolchanova/{sdkfghlsk.py => C4.py} (100%) diff --git a/kolchanova/sdkfghlsk.py b/kolchanova/C4.py similarity index 100% rename from kolchanova/sdkfghlsk.py rename to kolchanova/C4.py diff --git a/kolchanova/regression3.py b/kolchanova/regression3.py index 191cf0b..40d5f53 100755 --- a/kolchanova/regression3.py +++ b/kolchanova/regression3.py @@ -37,21 +37,21 @@ knearest = KNeighborsClassifier(n_neighbors=5) knearest.fit(Xtrainset, Ytrainset) -print 'Training set score:', knearest.score(Xtrainset, Ytrainset) -print 'Test set score:', knearest.score(Xtestset, Ytestset) +print('Training set score:', knearest.score(Xtrainset, Ytrainset)) +print('Test set score:', knearest.score(Xtestset, Ytestset)) #Prediction function def classify (x,y): if knearest.predict([x,y]) == 0: - print "must be blue..." + print("must be blue...") else: - print "must be red..." + print("must be red...") #propose some coordinates :) -print 'what will be your x?' +print('what will be your x?') x = raw_input() -print 'and y?' +print('and y?') y = raw_input() classify (x,y) From 4690af06a7da9645da88a53e1454114310638c89 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 00:15:55 +0400 Subject: [PATCH 25/34] classifiers, first attempt --- kolchanova/Classifiers.ipynb | 310 +++++++++++++++++++++++++++++++++++ 1 file changed, 310 insertions(+) create mode 100644 kolchanova/Classifiers.ipynb diff --git a/kolchanova/Classifiers.ipynb b/kolchanova/Classifiers.ipynb new file mode 100644 index 0000000..a60c5fa --- /dev/null +++ b/kolchanova/Classifiers.ipynb @@ -0,0 +1,310 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:97f069921adb86c6bb078ed2e8137f4f966d7d55576836e5408e9a6e0c102c3d" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import sys\n", + "import numpy as np\n", + "import scipy\n", + "from sklearn.utils import shuffle\n", + "import matplotlib.pyplot as plot\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "%matplotlib inline" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "blue = np.loadtxt(\"./blue.txt\")\n", + "red = np.loadtxt(\"./red.txt\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "_ = plot.plot(blue[:, 0], blue[:, 1], \"b.\")\n", + "_ = plot.plot(red[:, 0], red[:, 1], \"r.\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Gfm5nh9daem6jNg9wM8fsYGALLqd+NJi5QSH+MEh54XQu0OTzO9Gs+jlyxI5h\nXBkpRgg7oDA5Z3NkAQNboMhUohB/IDR56ibCLFiEJp/fCXkGfzw2ZxhXRooRwrbKMI4ZYo8UBjQy\nYQsDezMxSd3ZgHfdJcQddxTiD4e1tRlBXbiQWhq+sCVkVyLWkZbPuJkKrTKMI7rYIwXX8rp0nPvB\na9Ro2YKqSiYm2XU2YIn4Q6KZQDx1yrxbLuiHyupNLknRkRbDNItx35bL3g2djn3XxU8m4o31TfGd\ntW3x8FYlbp7VlEOBRL7qap66swFn6i7Er4R3O7t0y8sCaicyuSRFR1oMj9QwHmRw2bvRB5PTNl3W\nxUvPP4ld8b11z9Fg10oxal+V7OFzexX58VTtpmovO0ch/nk07SFnaoJx8rIugaB2ombCFxDit35L\nn7LZ2Fh0bCrylIldddDcsnbyQuh17Lsufvr8d3FGnDtV1ZvTXNqyb6XYZDIjBPkSHqKNgP/56K7W\nNEL17Vh24u+6zjQ4J6deApEq1UTd4ckTvl0T6SHJV373r/3a4vzOsnbyXfC1/6oSv9ypj0jxUmk7\nD9I1MpHn6wiW13wXZ8QqquimgWUn/nbbNTZw6pT9ZUvZgfJiCxtQd3impBqSfOV3nzix2BEF7ORZ\nTRWxEsYQ7TyIab7FwJ4eeKDuT0aj1qCmqsSV9V2xikqcPl33JzEzjVh24m+3XeogPCooL7YIBd+z\nf1y+Z1qu7t3NxL7N3bweeHp9Ig6wKZ7FNs0BgT5wsRuqziJUp6Ozm/bfFeXLc9fjsfrxGLeOtpsF\ny078ujbtS9kOAl1EyGXSM1UH5FNu5Ojh6trmLVl/uZN4/sDFbqjaOHWwoii/Ob18ZUU/jRFD7Haz\nYNmJX4e+lO3gEYu82lbf7ghS5cYzysm/vaW4ByIVXOyGStep20xR/uFhHel3zV0bi+0xomk3Cwrx\nqyEfVd6cDtA3d1jggLbVtzuCVLm3nHJ+OcmqApX8qfXgWL7xY4RDAzgQ/20BCNwV0zrQ48YN4AMf\nAH7+89nfTp8GXngBOHEiSJEzXLwIXLsGrKwATzyhL9D0ezHgKsuNG/Wzjz9eP3P+PPD888CZM8Dl\ny2nr5IKUbcLJHkIi43p6ia7wjQ9+EPjJT4CjR4FXXgHuucfsVbfddhvAi8ut4NXr9aEJRmPMus/B\npGfndhsQVTSSOmrzRco8c+ocdyxkXE8v0Vu+MZnMZyPak8ddgEPE/44ABM4STzwB7O7WUf7Xvx4x\nsFhZqf/kQXBfAAAVlElEQVQ/c6aOhFW4dg34xS/qn9fW9N+LhUbm0Qh46606Orlxw/49J04ATz2V\nVRQ3B5O2G2LZXbh4ETh3zt0m2ohdT0L5vURv+ca1a8CvflV/dOQI8K1veYmWFSy7zExgEvVyuw2o\nkTnF/ZeckHLEwnW0RB2hx64nofyUojcUcPSoEFev2j2LMrmbKWwtKNbGGp/TM9sHreW4GahgEalX\n2/iCqfw+nQjK5C4/BJm7OncOuHKl/nl3t36prhAfAdqTtS7yNTL+7GfzMj/1lPn7GmQ8ERgFMfTj\nahMp0NbH5z8P/OAHwPXrwEsvmc+eMkeZ3GWIIHNXfcsmdQJsbITZValbr9+cl0G1hj/jiUAydI2c\nin7m0XWQ/YD0g5Lq4YcgI8v2uLCrEPkzqpx9n0NVVb1JQl4+RXHEgo8yh5Jq6iIvpmmMqJDbuTlu\no32Q/cD0g0L8/BBl7qqrEPmzULsqqR1KR24+yowd7YXqaLp0zXVCOCbap2+qDrIn0A+nOAKF+JmC\ni5X0Gb7plYbt91ATTojILHa0F6qjyYXcXa/H9IVnO5uK13c6ics7XYFC/AxBsTkrVschW/P6+qys\nEPezdsGE3HxO3KSWV4WYHY2t3DHsKdX1mJ4do6l4TfOORnUGteuyp9BVRiH+eDC5GlYI4X8lXfsd\nIdMU8qSsXJYLiYXejRxCJ/I7T570I8aYkbmtLlIcIdn3dyYwFU+11cVkmi1Ev4xC/PFgcjWsEMJu\nc1aISU0bVFXdm7XLciExig6vC746UelaPs0vhxFaA1tdtMPVmBf0ME9V2YpnctlT+53Up5ejEH88\nyMFx5x0dNpYUYlLTFlRlhd6NbCqnzstUum7e2V4NYovYE8m2baYKVynkjNnhMZk3842JKE4vx1CJ\nn0kbz6Gq6kUDTlc6Ukf2XBWk84iY8upI2GV1jKnczNMZtxBrNVYIZLwmn/r0cgyV+DNuYzWoI/vc\nFBTzSj9dWoMiVNOBeTrjFlzk7GqHmB1eLp2rAm21+1YFQyX+jNtYDer8NLWCjGeuHRHzSj/KtMbg\nDLEDNimyBjmkJBmOjuWquIiH3IlfV9lcAihj+FYo9M1WxjPXjnCR15d0KUibS/oqBlxSZLZIoTPm\no2MX8ZA78adoiyz9NXTkKc9cHzsWJurvQ9+mMVuEjh6YE4o1dDZGqccUOmM+anMRD7kTv6qyoYmZ\n2vaidCShSayZuX7Pe9KRWW5EypxQrBFjmK3TWUgnYp4+cBEPuRO/qu27dsRRIMrChiyHFSItmeVG\npD6Ekqt9OECu6o1Djc5y6/QTA7kTv4x2mjmU/1MHAKpFJDfPbuZpyCmjI+aRGSlsiS7jjsKoqgw7\nfc4qx5CIv2n7GJejUzaqahHJ99b5GXIBI9gSnQl7NkY9HofbneuAzqo2Mm9tOW6QoUeszIMPMCTi\n991DY4MQI0vZwLVD2oICIexHNyYdRXvIDMwfvJcInVUldkSZK/b23HgjVubBBxgS8esQmqSpGnWZ\nMhXRwDSKDQpVpGNiXI1RHz8edmkuJYgdsX3mnosKYmYeXIFlIP4u2wh5CnABA6iiWM5ERgHfjWuH\nh+qD9ziC2BFlrnA9fqkRyXXEEAOITPx3ALgM4BqAvwagu3n5EMDfAngVwMsd7zOqZJdt9PkI2wka\ntoIxQzuK5XLWfcj2C73xbMCQq029Z5ITEJn4vwDg89OfLwH4U833foy6k+iDUSV9jgpx6RiicHJM\nq8q5k5GjWE5n3dtMttoaVx9jpe6YlgQxTrJ2BSIT/xsA7pz+vD79XYUfA3iPwfuMKulzVIhLxxCC\nkxf8MObyNc6hSwzYkqBJ29hOtvoYV1t+qo6poBOq1XpcVInIxF9JP9/W+l3G36FO87wCYNLxPqNK\n+nBkVQmxsSHEe9+rPn9M9e4QnLzghzGH4jFCF84Rpi0JmrSNzWSrr3G15afqmCgQ+nA/BmC4xSAI\n8V8G8H3Fv9/HItH/s+Yd75v+fxLAawA+qfme2N/fv/Xv4OBAWUnKXF3b91XvDsHJSY1HFbq4XDPY\nRe5d5Jq6U5CV7zhj51QFKuNqG0/POyYTIR46W4kr67v1suKQCH24X0LIWwxSr+556KEDcc89++L+\n+/fFpUv7SVI969Of3wd9qkfGPoA/1nxmVXnf49mB+ro0+dlYnMRirq1RhOs1g13k3tWz+aQdXBqo\n67A3R1mSZk4sjSeqrLJzdV5Llx84ZcvasiDB5O6l6c+PQj25uwLg3dOf3wXgRQC/q3mfV+VNUVX1\npsD3v38x0xG7caMGvzoCdF3n5nKDVd9zfXBpINcOqgNRRmxExhF1dFlV+mvpUo/0PMEpxdOWBQmW\nc34Ti8s57wLw7PTn30Cd3nkNwOsAHut4n1flbaHig9iNG/WIFupbv6ifM6mcSwNZdFCm+o0yYiOK\nQliMLoXgFTI7oEuPsfu0tiyITPzU0FZUtWFTt6LP51rU2E4S4ogWIYRaCdPC/m50Rjx0tuIXeJnM\nC7gkWC0alZSbfNmAU4hJgaHVR0LqPg1DJX6bDZumjZAqEpL5wHY5urHvqJQwrfBDZys/I6U4AEWF\nUPMCRCJYw1fmaXt9bq/KOUMyA5uhhz36+vDUfRqGSvyNYldX+axcc4UPHyh9pyO6VynBWz9yBUYj\nOkIONS9AJIIR5LZwnTtpIXU0SYHQqZDUlzWl7tOQO/HrGq5RrEmEnLoR+uDNYSYbeDqU4K0figNQ\nbDCZ1Pm99fXaADhDbosLF0gMsVH310aT+l4HKnaLmJgO3XmFfj/3YBK5E79tw9nYLpdFBd7E67KB\nhxJyBWL0sq7HIaRAgLZoVOx8mY9ONxGHEqFNNPT7fcw8VGZUBnInftuGs7HdIQyZhRDWG3iyx3hc\n1/f4cX3Ez6VxQ7aFK7vpdBMxYAhtopxdgOJo6D4gd+K3bTgb21V+l0ukaAOuVh5KlyaHo8Qc9cQI\n4VTluW4Z1enGxo5y9JOUkPT18FZllBn1UTFyJ35b2Niu8rtcIsVUoHToULo0IXUDQ7CqqulxFKFC\nOF15HquDvNqXsZ+w7JMkfb10z644ebIm/a45Sh8VY9mI3xsEkSJLwzMFpUO76rIvgq6q+mQ9zwPl\nrKpquts3xuS2iV5DGyHj2U1dUyX1S0lfpsunfVSMQvyWIIiGGAdD/aA8qVPWpc0ViSbLQwmUbOVY\nprt9fe3H5Ix+kzJCGyHX9KLQNxWX85RM7c5HxSjEHx+Mg6F+NNZme8h4Xzhls+POJIIm6KCsHIs6\ndaRDcyVis/xTCDfGkg/cax2H7CxnJkNZXVNx8csYfSYK8ccHZcMm8zXqsyNsdtyZRNCuHZQpHBRP\nElGurc1esrNT/82FsapKO9/gLGfWQ1nWg5ROuHAACvHbgVtQk8zXbPPofeTUeB31FYld5fo0poPi\nSSLKZoTTHGFss1mtXV+NQM5yEobMnPyMkywquHAACvHbgVtQY+Nr5AZso4y9PXFrqUJM7+kK43yO\nOnWYpCWJKNsv6auDLHN79KMRyFlOwpBZrtbGRlritTGTFJ2ES3+LQvx26EiNJoGNr5F3WjYWR104\nhYf5pKt2dnjkBZrNaqur6ohflrmZH0idxDaA3DS6bF0skk1p5iZw6W9RiN8OVUV3zljs6IB88srG\n4lwK161gWV8X4vbb51f2uCjR1mO4zP7J6JvDkGWmTqOpQGTUctOkWoXjsg+Oo4mogCETf4rTgG0Q\nMzqIem6ZyvldwhKVgtqrf44ciadEjrN/pnMnsWQOYNSpVuG4VCW4uok6VgyZ+L1PA9YomapxqYJg\nE0QdglIVplJQ87cmvdGUxT3ECgVbYxzQxq3QJMsyeifyLQyZ+L03THoquW+vjc3Iu3lOXs1nI5LK\niINxAJXHqDy7qur8ejP25hiFmyDVUpEl3rhlC05Vaczl5dHMt3wu3MGQid9kuXcnPAmsL1Nh43ft\nDIetSKr6B+MATh7jiOC8nOroaJZhbDxwX5qpQ2Muq6jEi+Pat8pZPaHgSWBdmQpbv2ueO33a7cBF\nE/lydQohBLnwWqeiKsfEEEL0zAw65ZR2xm05tgkmk9lIv9m+IUQ5q4ctdJkKF78L4a+2S8KpYUQA\nDzxQ5/JHo+5ZaWLhtU5FVY5Jg6aIziOwckryzXHAI+urOaVDCD9OQCF+GmQdLU8RapOrDkYE0Bzh\nANRr1l2Ed4DWqWIyR4roPAIrpyRfBgMea4TQFwrx0yDHIaQQ/ZPNvpPKXTAy6GY51spKd8Qfy6Nz\nYQ7XnjoCK6tUOITAyRS2dQ1hcijET4PYUQzVHoW+Dst3UrkLRgZ9eFhH+twvTecG10gkUccmHzra\nnD2nRYBeImbHEytI7KoTCvHTIOU+GZ9Lnfo6rBCTyksHKlaxeU9myWx5RCnnsZUIwJwxR+yxmqar\nTijEnye89yhM0ddh5ZLZYA0qVrF5T2YN19jwqVMGIgdgziFO3XTVCYX484T3HgViLFOO1hpUrBKJ\nnVK0pY0Nf26vEi+c3BUPb1Vx046ZoatOKMSvBlci65NrqBtCOcBZt1SsIr0nZDtzb0vu8uUAFOJX\nw9W4QhOvzWRsTKegCEZtdWdzTS8FUhNO19H6lOA2PWB4f0yBARpdohC/Gq7GFfoCCdPJ2NhOQRHU\n2hJre8VRaEIOpVvTDi/W0frc0h5tu+Amnwm4ZBBmuizEr4SrcZlcIBFKrqhHLweA7UFyzfdNruml\nQCjCMe3wKI7W50JANjDtcDnXLfVoscHscNtC/KSQySF29M3FuFyhItauOjXfj3G/SEiY2kmKURUH\nmNabc91cuYC6M2t0iUL84VBVdveR+yLUkQtdz6o+Ux6v4yjAMuRzY6YuUuszZFTO+Wgj1zbu68xc\n9YlC/GHhG4XYNGyXcfnI0fWs6rOjR2d/u+suPwFyzOdSIBRBptZnyKg8Rd1CjzKazkx3x7dr+SjE\nHxa+UUjIy6wonlV9Jl+He/48gQCE4JwHlsE5beEDnRmYtotv+1G3f2izrqru2wNdy0ch/rDwjUJC\nXmZF8az8WftAt9/8TemZ1KHmFLaEGqqj6Hsvk36SHDozMG0X3w6RukONYdZdtuBaPgrxi14vTBkl\nMuFLI8hONR7z2mDWwJZQQ0Xefe/Nqd0pYNouvit8cuxQQ9gCCvGLXi+kdP7UxBcSqS6VsoGtE1ES\nhdz2PucrDRGm7eK7wseVRLn7ra18WHbin0yE+M5a7d03T6u9kNL5UxNfSJg4lYkuOTkZZbTVvkmp\nb8UXJz3EkIWyDOrIPuYiDRfYyodlJ/7NzfoC4yexKx65oG4RSufPcahJCZMlrjl1jj4nJXM9fkOF\nGLJQlkGdHuGySEMHW/mw7MQfm4iXLXerQp8T5NQ5+pyUzPX4DRViyMKpvm2Y+m2quQVbXsGQiN9l\nOFWIOD76nCCnNvFx6L56ctJDDFlUK8RSpLlcDwvsOjyPU1sKMTDipxhOxVpPvMzg5gQq6Nq3/fcc\n6pIjUqa5fA4LpDg8Lwa3YEjETzGcirWeuCAeXBxJ174x2p1jUBFbpr4dqzawlX08rsteXTU77HB7\nW4g/x0S8cmxT/O/NbfHIBb8LYmLYGIZE/BTRF/V64oL0cHEkXfs2fx+Nwp3BZCNvLEJ20aGPbFU1\nf5f0+nr4YK6B7am6VSXE6yPLQjpgxC2eDY8hET+FfqjXE1NDVZ+Y0Rh5WRGEd+mkde3b/J3LRSix\nRp4uOvSVbXaEsF/9bI+JcArqCCNBI27xVC4iE/8ugP8O4FcAPtrxvU8BeAPAjwBc6vhebwWHlpJR\n1SdmHa3KMiH1CMKH6KSfG0/EATbFt45vixuHNC9u1LW1Va/zN5E31sjTRYe+slUVTc5cJ3vfJq+9\nPYuYJHYk6KlcRCb+DwL4AIAD6In/CIA3AdwL4CiA1wB8SPPdhQoN/Zo2VX0o6nhwcLCgOxVva8tS\nfdmE1FM1kCTv5/Yq60HHzbObnXU7ODiwFsmlD+Q8uUwhW/OOZ545IJOrQZ/psQ4aHZQruygSpXq6\niP8TAL4h/f7o9J8KC5VrN5ZKPxwnz0yhqg+Fg+3v7y/oTmX42rJUXzYh9VTMJcn7wsldewfvqdv+\n/r61SKH6wJztvYGLPvvQZ3pDCxplF4UD8b/D9gFL/DqAv5d+/4fp34ywslL/f+YM8PjjwIkTwFNP\n1f83uHYNuHIFeP554OJFEpmj4cSJ+t/ODnD+PPDII/XP//Iv/u9u6675fTQC3nqrLg9Y1KfyYQB4\n4glgdxe4fFnxgFQh5QtrXLwInDtXl33jRn8djL8vyftnH3l8QfRemNTNEgFeCSBve9fB1i5U6DG9\n3vagkCEmZBcNgcsAvq/493vSd7oi/k8D+Kr0+2cAfEnz3YVezSSAzL0nl3tueeVDO1q1ifT29/cX\ndGc1kRkocvdZU935fUneEKKHiFBdkbu9C7GoTw5pGA4y2EC2czhE/LfZPqDAAYA/BvA3is8eBPAf\nUU/wAsBjAP4fgP+k+O6bAO4jkKegoKBgmXAdwP2xCz0A8Nuaz25HLdS9AN6J7sndgoKCggLm+Leo\n8/f/F8BPADw//ftdAJ6VvrcN4IeoI/rHYgpYUFBQUFBQUFBQUJAI1Ju/lh13oJ6IvwbgrwHo1pEc\nAvhbAK8CeDmKZHnBxN6+OP38KoDTkeTKFX36PAfgF6jt8VUAfxJNsrzwFwB+inphjQ5Z2CX15q9l\nxxcAfH768yUAf6r53o9RdxIFizCxt/MAnpv+/HEAL8USLkOY6PMcgKejSpUnPomazHXEb22Xodfx\n6/AG6ui0Cx9DbTiHAG4CeBLAhbBiZYvfB/CX05//EsBOx3cpVnINESb2Juv5u6hHVndGki83mPpv\nscd+/FcAVcfn1naZivhN4LX5a8lwJ+qhIKb/6xpdAPgmgFcATCLIlRNM7E31nXFguXKFiT4FgN9B\nnZ54DsCH44g2OFjb5e0BhbkMYF3x938P4BmD57M+ajQAdPr8D63fuzZ0nAXwTwBOTt/3BupoosDc\n3toRarFTNUz08jcA7gbwf1Cv/vs66hRwgT2s7DIk8f8bz+f/EbVRNLgbdU+2rOjS509Rdwo/AfA+\nAD/TfO+fpv//HMB/QT0cL8Rfw8Te2t8ZT/9WsAgTff4v6efnAfwZ6jmofw4r2uCQnV2WzV80+AJm\nqyYehXpydwXAu6c/vwvAiwB+N7xo2cDE3uRJtAdRJne7YKLPOzGLVD+Gej6gQI17YTa5y9ouy+Yv\nWtyBOnffXs4p6/M3UDvfawBeR9GnCip7++z0X4MvTz+/iu6lyAX9+vwj1Lb4GoBvoyatgkX8FYC3\nALyNmjf/EMUuCwoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoK\nCgoKCnji/wO6FCbrjnOy5gAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "red_points = np.hstack ((red, [[1]] * len (red) ))\n", + "blue_points = np.hstack ((blue, [[0]] * len (blue) ))\n", + "all_points = np.concatenate((red_points, blue_points), axis=0)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "x = all_points[:, :-1]\n", + "y = all_points[:, 2]\n", + "x, y = shuffle(x, y, random_state=1)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "train_set=int(all_points.shape[0] *0.6)\n", + "Xtrainset = x[:train_set]\n", + "Ytrainset = y[:train_set]\n", + "Xtestset = x[train_set:]\n", + "Ytestset = y[train_set:]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "knearest = KNeighborsClassifier(n_neighbors=5)\n", + "knearest.fit(Xtrainset, Ytrainset)\n", + "print('Training set score:', knearest.score(Xtrainset, Ytrainset))\n", + "print('Test set score:', knearest.score(Xtestset, Ytestset))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "('Training set score:', 0.89166666666666672)\n", + "('Test set score:', 0.88)\n" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def classify (x,y):\n", + " if knearest.predict([x,y]) == 0:\n", + " print(\"must be blue...\")\n", + " else:\n", + " print(\"must be red...\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print('what will be your x?')\n", + "x = raw_input()\n", + "print('and y?')\n", + "y = raw_input()\n", + "\n", + "classify (x,y)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "what will be your x?\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "stream": "stdout", + "text": [ + "4\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "and y?\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "stream": "stdout", + "text": [ + "6\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "must be blue...\n" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from sklearn.ensemble import RandomForestClassifier" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 20 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "rforest = RandomForestClassifier (n_estimators=10)\n", + "rforest.fit(Xtrainset, Ytrainset, sample_weight=None)\n", + "\n", + "print('train set score:', rforest.score(Xtrainset, Ytrainset))\n", + "print('test set score:', rforest.score(Xtestset, Ytestset))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "('train set score:', 0.98333333333333328)\n", + "('test set score:', 0.85250000000000004)\n" + ] + } + ], + "prompt_number": 23 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def classify_forest (x,y):\n", + " if rforest.predict([x,y]) == 0:\n", + " print(\"must be blue...\")\n", + " else:\n", + " print(\"must be red...\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 26 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print('what will be your x?')\n", + "x = raw_input()\n", + "print('and y?')\n", + "y = raw_input()\n", + "\n", + "classify_forest (x,y)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "what will be your x?\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "stream": "stdout", + "text": [ + "5\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "and y?\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "stream": "stdout", + "text": [ + "6\n" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "must be blue...\n" + ] + } + ], + "prompt_number": 27 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From e8f335707a3c346a274795f1e86e5278f2aa7b66 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 00:52:05 +0400 Subject: [PATCH 26/34] some editing, vizualisation --- kolchanova/Classifiers.ipynb | 130 +++++++++++++++++++++++++++++------ 1 file changed, 110 insertions(+), 20 deletions(-) diff --git a/kolchanova/Classifiers.ipynb b/kolchanova/Classifiers.ipynb index a60c5fa..4ae592b 100644 --- a/kolchanova/Classifiers.ipynb +++ b/kolchanova/Classifiers.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:97f069921adb86c6bb078ed2e8137f4f966d7d55576836e5408e9a6e0c102c3d" + "signature": "sha256:211dfd9e6577f0298d3b6fa664f42c5f8aa876f1c7070e56ecbacab4ad90f6a3" }, "nbformat": 3, "nbformat_minor": 0, @@ -23,7 +23,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 7 + "prompt_number": 3 }, { "cell_type": "code", @@ -35,7 +35,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 4 }, { "cell_type": "code", @@ -52,11 +52,11 @@ "output_type": "display_data", "png": 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Gfm5nh9daem6jNg9wM8fsYGALLqd+NJi5QSH+MEh54XQu0OTzO9Gs+jlyxI5h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\nCgoKCnji/wO6FCbrjnOy5gAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 8 + "prompt_number": 5 }, { "cell_type": "code", @@ -69,7 +69,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 9 + "prompt_number": 6 }, { "cell_type": "code", @@ -82,7 +82,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 10 + "prompt_number": 7 }, { "cell_type": "code", @@ -97,7 +97,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 14 + "prompt_number": 8 }, { "cell_type": "code", @@ -120,7 +120,39 @@ ] } ], - "prompt_number": 15 + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print (\"Visualization for the KNN method\")\n", + "prediction = knearest.predict(Xtestset)\n", + "_ = plot.xlim(-1.2, 1.2)\n", + "_ = plot.ylim(-1.2, 1.2)\n", + "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction, marker = \"*\", color = \"green\")\n", + "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"^\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Visualization for the KNN method\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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X27hxI6KjI6HTrYaFViQkxmDligvoP7ovSnuXhiikvvnH0VvH0TLoXXSr1Blf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\n16hcmQ0sN+f0tZ24d4IwgM5DFVTpBHYBOAagu1bLI0eO2HUNt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b4wKcf9gW4/9aQYLlFh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+ "text": [ + "" + ] + } + ], + "prompt_number": 10 }, { "cell_type": "code", @@ -135,18 +167,19 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 17 + "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ + "print ('Lets try to classify something!')\n", "print('what will be your x?')\n", "x = raw_input()\n", "print('and y?')\n", "y = raw_input()\n", "\n", - "classify (x,y)" + "classify (x,y)\n" ], "language": "python", "metadata": {}, @@ -155,6 +188,7 @@ "output_type": "stream", "stream": "stdout", "text": [ + "Lets try to classify something!\n", "what will be your x?\n" ] }, @@ -163,7 +197,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "4\n" + "5\n" ] }, { @@ -189,7 +223,7 @@ ] } ], - "prompt_number": 18 + "prompt_number": 13 }, { "cell_type": "code", @@ -200,7 +234,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 20 + "prompt_number": 14 }, { "cell_type": "code", @@ -219,12 +253,44 @@ "output_type": "stream", "stream": "stdout", "text": [ - "('train set score:', 0.98333333333333328)\n", + "('train set score:', 0.98833333333333329)\n", "('test set score:', 0.85250000000000004)\n" ] } ], - "prompt_number": 23 + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print (\"Visualization for the Random Forest method\")\n", + "prediction_rf = rforest.predict(Xtestset)\n", + "_ = plot.xlim(-1.2, 1.2)\n", + "_ = plot.ylim(-1.2, 1.2)\n", + "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction_rf, marker = \"*\", color = \"green\")\n", + "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"^\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Visualization for the Random Forest method\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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xzpw5/P3337Nc94j/jGK+qQFMSkpi/vyFCbxDd3dPh3q33XfFCbQi0JKiqHDv3r2ZbifJ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HIG+yIhIcFnd/Po9F/BypUradOmPZrWEKs1nA7d21PEKIQZhCLVBLPLyEf7P0y3jVnTqFW1ao6O\nlZyaTL81fbPFyq4lX0N3GQkbakJcQuIV//DKrO0v02BuTQwJKkHjHTRcUJs1u9cQYLVSV4TCkZFU\ntVh4QoTCBQpki72fP38ep81GSxGi8uXjtZ1L6P7sE9QwmxkrQqTNli32nhEuXLjA3LlzmTVrls8W\nLlyYaSVRYmIiZl2jqwi6UQgY7MmjpDVPDRwwALvRSAmnkxJOJ4G6TssWLZj3vzm+odMNF9ZJN/tz\n27ZthFmtxItnYElQjBVxCTWbq2hjFYInBSIuwTbGSNB4xx1j72nYfXI3kZPCqNBeo9JjGhGTQvju\nhH8j2O7du5k5cyYvvPACNl3HpCjEKgptxaO+qatC2EMahgSVzUfSl2ouWriQciVLpiudHPBpX8Ql\n1G+k4BimEdTYxvgpCX5r9u3bl20HXbVCBb/SUafNxltvZ58cZIRVq1ZRyJsgbiNC1YrliZwURvnW\ngjZK0IYGIuUNmPMFUaJEBUqUqEDJkhVyREruhKZNH0ZRav+j4ZlNmzb5+Uq5R849TvzDMiMlfVJ1\noYh0vOX1/1dhmcywadMmRASj0YbICERaYtAs9Ep7dA4Unnink1+IIjU1lZIxMXQQIZ8t++ziYOJB\nXvv+NY+2/K5F6War3o6fTv1E9NQCLNq1iNjpRdj6uz8r/frPr8k3MZh6jYSYZ3Ti5lSm74DnqG42\nM8SbyOzrjQHH2u3Z+qHEjx7tESwToZjNiu0hM0aDSnsRnhaP/G8ae79XCb40DBsyxCdDUFoT7LVU\nxm0e5/v78ePH2bRpk8/eX/0+r335GgUnhVNoSiQ1ZlbEkKASOiGQFq828WkO1YuLo7TXybQUwaiq\nWHuaKNbDc/NY/N1iGi+uz6r9qyg/pyynLmev9K7/p8/7asZ7f9gr03VpSpHRqkrx6GhaNWvGI00f\nxByr0DKhBQWm5GPBtwv8trl+/ToRISGEmEy+cYy3ouTUGEKG6ihDBJtJ99PySU1NpXjhwtSvWdNv\nm6tXr2ZrSPrxS8cpNC0qV0M50lAmNpZi4hlF2EAETVEwdNeInVoINV6QzrGETIq4JxLNu3fvxmIJ\nQmTUv5pclXvk3A0ickg8CVVdsk6oxsn/0YRqTlGlSk1EQhApgUhnRDoiYqCNt9IjWDdQtltpggMD\nfW3oK1eu9LGQ1iLZYu+eYQvhiEuo9KhH/Cp0SvBdN400mFfT51BcaxKwmc10EaGuCAYR8msaxZxO\nQs1mKpYpc8d9nT9/HrvZzEMidBbxzHE1CaZgjxWJzk+Z2FjiqlThzJkzhAUH53r2aFY4e/YsFl2n\ntgjNRYgTwWAUer+f+VShqV+9hLiEYj11QgYZMIwWz42vl06lmWU4etHTQDOwb1+/EXu1alVHbajQ\nb/XzOCc6fKw/pxj4aV8W7FzAq98tpu/HGTuQW5U/B4mn6zItDpwWSrl682q6Sq758+ZR2majkwgl\nihTxY+/JqcmETQlh2vZp5K8XSnWjgSoWi0+Jc8WKFRSy2QizWv3CiBPGjcNkNGZa7ngt+RrjN42j\n1fKWiEvo/EEnXtz2Yq6KDKZPn86I4cN9NnLECN768i2W/bAMcQkRUwpgHm/Nkyaq2+Fh7XHeMstu\nGI3mfyW5KvewFPIhEflZPFUzI73vPeO1NMz1/n2PZBySEfn/yLlv2rQJmy0CkWqoqpPY2LJE5CuE\nyejAYTYTbLVSJDKSWtWq4VRV2jz8MAClixal+G0s5PZYb0Y4fuk4BpdG+XYqqkvhjwt/3PVn6P3x\nM2z7YxvzvpnL0FcHE1OwIIXy5yc0OADdIsQUKsSmTZvYtm1blg09hw8fplqFCtSvUYN61asTVsRO\nQIQQ+KyB9mP8JQsmT5pEsKZRvmRJkpOTM1QcvBskJibSu1cvenbrRqt2LXjqySfo/tQTfHf471DH\n7WP6ALp+0IXwfhqBQw0Ue6GQ78Y3bfu0dGvBk9soV6I4NrOZN954g4vXL+bYwSRdT/IL3dxMuZlp\nKGfi+PGEaBpNRWgqQoSmZdl1mcbae3qfwgrb7Rmy91OnTuGwWBjkjZUHestPixcuTCcRHhHxsfe0\nm0xJg4G+z2V8I0pOTabBwtooCUKb8p7r2P7NNtm9LNnCwcSDfPXHV9xMuclbe9666+a26dNn0Lfv\nIL/3KlasRv78hXxWoEDhXM/MvRvIPXTueYV/9IJcvXrVN+w6r+Fh7a0QGYtIF8LzF+Sr37/yG0+2\nc+dOHGazp5HIKyI19aWX0g1Fzk4n5A8nf0BzqbR/py0Gl8baPWspl0151ezip1M/UXZGCZzjbOhV\nhPDmgTzzYfYE17744gtExBdmipkaTeVZ5bA28rTgpzWPJCUlEexw0FuEgjYbgwcPRlEU9u+/8yDy\nvMSxi8fQxmk+jfA0VJtXiQcXN6TKrHIUnVqIDb9tYPq2qcz4anqG+/n000+JstspbzCgieRYutnt\ndhNeLJBHBj3se6/XB08xcp3nO3H7QOlVq1bR59ln/eztLMJly5Ytw6RpVLHbqWK3U1DXM3wKG9Sv\nHxGaRjMRmokQqml0aN+eIt6nzDEiPvY+Ydw4KlssDPYmTE+cOJHhsf9K+gtxCQGjdUwuY7a6V7f9\nsS1dwcI/AY8cRCAmk/2uE8D3AnLfufujd+/niY4uSkpKCpcuXcqzMMDp06fRdROKoiDiNUWh9MgK\nhIWEUV3TqG80UrZECWp767WbqCptWrTI1v7379+fTr/8evJ1XwXE4XOHGTSwP2ZV5blemcdnc4rr\nydfp8UE3gnrp6Ipg1IV1P63Lcju32031ihUpdkuYadfxXZw9fxabrlNOhAa1awMe1l7RasUlQlsR\nrAYDxRWFtq1a5dnnyAipqakkpybz2JutKDejJEqCUHZGCR594xEf2z51+RRut5ubKTc5e/XOwxg8\nrL0E7b25CV2EthmMM5y+fToXr6fXon/9+2XUGVoDsyboFoW4l6vQculDOFwWQic4iYwJIV9o0B1F\nz7KDP//8kzfffNPPPv/883Tr3nrzTZ7r1cvP4qpV83RXGwzoBgOqovDM008TZLfTRzwNclVEePih\nhzI89ld/fEWN+VVYsW8F5WeX4eczmZMYt9tNamoq5aYVp/Py9rjd7n9M8RI8chAWS2WMxvo8+WTm\nImX/FuS+c/8bJ06cwGx2YLUWZPny5YweHY+qahw+nLdJlzTxJNPIILRHbBi88dC+4pGfLWk2U81m\no7zViiKSZTPJ9evXyR8aSq+nnsp0TWJiIgFWKz3FI6iUl+z9zT1vYign1FaFUkZh/Li/k5DTX3op\nwxvkF198QX6bjTG3JYnHxsdTUoRIEcyKwq5duwh0OChoMFBUhAJGI/lEGCmC02zONntfumRJjm7U\nbrebahUr8vrrr5PweTxKgkKXop4S0VHrhme9gwzw6aefEqjrPC1CLxEKi2DWNB97P3f1HN8e/xZx\nCXN2zPENJ0nDliNbsORXaS1CEYMQ2DIA5zgbldqoRD+g4jAKRa0WX0npv4GUlBSuXr3qZ++99x7i\nZexGRUHzJpXv1hEPXT/EI2MwVMMW70lOv7H7jTz6JHdGGmsX6YPIUMxmB0eOHLnnSf+cQO4797/R\nu/fz6HptRLoSGVkYq9WJplWgc+dueXqcmyk3af9uR7SehVFNBgJEoboINRQFh6LQsH59li1bxrJl\ny3jzzTczHd6bhvnz5hFjsdxxbmXnXh2pZFRxiVBH1/OUvb+x6Q2sJk+dch8RgryVEydPnsSi6xQu\nUMCvtTuNtT/qZXJpSeKLFy9i1XWaiBAqQoAINSpX9pSBmm2IVEIXT7u9S4QmmpYt9n7hwgUCrNZM\nZYUzwieffIJT1ykYHs6x88dQXR7JWiVBOH4pdzfGuXPmUKJQISyKQpgI+UQoKEKn9p78QpnZpTwJ\n2u4GDAkqxnEGPwe/ceNGAnWNeG8lUYDDQs93u6GNVdDze65jN/GUlOaUvW/cuJFq1eJy1HyWXbjd\nbi5cuMCKFSvIb7UyzBte++ijj7LeOBN8e/xb4r+MxxxvoGR7oUBvjUfebJFph29eY8KESWhaECKN\nEGmEqkZQvXpNihcvk6txifcCct+5e5DG2j3dagkYjVEYjTGIDMNsduQ5e3/49TZYujgQzY5IE0Rq\nYjJZmTx5Ml9++WW295OW/OohQj1dT8feE68kMu3LaRgMCpVEqC9CVRGMmpZn3XPdu3YlQlFo4E34\nBmoakyZMoF+fPtQ0mYi123nzzTd96w8dOuTRZDGZCDCbsRiNiAjLli1DE8HkDb+0FMGqaYwbNx6r\ntRIiT2EUwaQIJoNg03UMmnbHm1/ChjE89kwbqlosFLPZWLp0aZafx+12U7Z4cTqIR8xs0sxJPLWy\nG7+c+YUeq7qz/3TuY/2fffYZVrMZi8nks+gCBQA4mXSS4AkBVG0haAmqb8BzGurVrEl+VaGGbqSa\nbsCkKtTsVZ2+c/sQaDIyUjz68rE2W47Yu9vtpnz5qmialXfffTfXny2rY1QsXZrHvEnaDiKUjo3N\nNXvf8NsGrC4TjkGCaYSgxQsPLc25LlFucC35Gp9//jnDh4/w2aBBg7FanZhMoemSzx/s+4BjF+9N\nHu9OkPvO3YOJEydiMJgICIjG4YjCI96fH5F4DIb6ec7et/2xjUpVqqPrEVhtFXA4KmMwWJg5cybr\n1mUds05DWsmaSzKeOv/LmV8IGRuIubZCwVhB6gu1O9diwoQJeab6uHLlSuLj4/3sgw8+8FVSpDU1\n3cqaz549y+nTpzl16hQVSpUiyOEgf1gYmqIQJMJY8XSBOhTFy9qbI9IaXVSMIkh3ocG02gxbNTjD\nc9r7115e+/41gkcFoOsKfUV4UuSO7P3dve+w4H/z+OSTT4iy2xkrQncRCoaH5zqOvWfPHurWqpWt\n7c9cOYPiUqizIA6DS2Pl/pV+f//kk0/8unDnzJnD/v37GTFsmC/GnWbtHn002+e4YcMGbLZIRDoR\nHR17T9j7n3/+idFg8BOJM2jaXenXDFs3BOMYBdNohadWdks3CjG3+Oyzz2j+4IOZ3njKzq6YbrTm\n9OkvY7OVQ6QTRYqUIDU1lRspNzh/7TyO8UEMWjskwzzKvYTcd+4eJCUlsXv3bnbv3s3s2bNRFBVF\nUVFVDVXVCA3Nl+fH3Lp1K8uXL/ezGS/PQETSVT1khsrly2MxGgm2Wgm2WjGoKlOm+HdIfnzwY4xj\nVUKGGKk2q0Kef46M0K9PHwppGu3F0+oeaDTyxhvp46Hr168nv9WKRQSnphEbE4OmKFgMBiwGA5qi\nEB4aToUKNQh2OGkgnnr4qABBTzDw6q5XMzz+gp0LUBKE8LIK+VWhq3gsVNfTsfeTSSf5+ODHlJlW\njOjJ+SlWojBRBgNxFgtxFgsmTfN78sgJmjdpgklVPUO3k5MZN25cph2yKakpLFmzhJSUFPad3pft\nZqbs4tKlS+kcdxprF3nMqxQac8/Ye16j7dtt6PdJHwZ92o82b+bNRCe3203p2FgsBkO6JPLM7bPo\nsLwL4hKKTi/Jkyt6cPjcYa5evUpgYCgizyCSgM1WiA8++IBWy1ojvQVT/4Jo8Z6u74w6ge8V5L5z\n/+8gJSWFyIhQSotQv3bNrDfA84M9fvy4n93OEidtmUT1OZUYv3EcYS+E/iMVBRNcLpo3auRny28b\nDuJ2u6lSrhxVRIj2Ot/CkZEkJiZy7tw5n928eZMDBw5gMxgYIcJwEYwGIWJwyB0/yxMrumCpLlgj\nhNiSBalTtSp1qlbF9eJYv+7Hd398F8WlEP2ckWI9daSj0HF4RxYsWOCz3DDM77//niCLhc7iGUTy\n2muvISIsXLgww/UHDx5EVRTef//9HB8rK7jdbiqXLZtOOG3jxo0oioai1EFR6qEosRQuXJykpCTa\nt21LUlKS3/rt27fz0gsv5PjYt34n//zzzzx7Osjr7/KqVauIttt5VIRqFSrgdruZO3c+mzZtYvG3\nr6IlGJEazTAMCqHczMqcvnzap7bqcFRCTLFoxnDKlq1En/79UE1G5JEyyGA7A3NrATcAACAASURB\nVNYO+EereeS+c793yMkX+GTSSfJ1CiOf7qkPthqFaqMr+61JTEz0qS/+/4D169cTZjYT6E0EJohQ\nyGRKNyEK4InOnbGJUFyEGBECDAYK1S/A7h93U6927QzFwIr1icFs02k0qy6d3u3ge7/EtBgmb5nk\nt3bUF6MIHKoRMlDjmY+fzvFnSU1NTffv3bxJE5qpniR2cZsNpzMMkUaEhubPkL13ePRRYhSFYoUK\n5XlS7rPPPiPcYkkne3zo0CEmTpzoZwsWLGDK5MmoIkye9Pd1Sk1NJTI8HKOm8ccf2W+IGz9uHE6r\njdOnT3Pp0iUCAwLyZJD766+/TuP69fPMYaaJjXX0hgXz22ysWLECXbf4Qi3FppZFGashLuHjgx8D\nntF6jYY0xtzeitbagtrWgLWLHZPZhmgFkQYGJF5Fd1koObPMPemKzQhy37nnPS5ev0jS5SQKFIhi\n48aN2domOTmZ0LAAunorQZqLUKVaWb81g/r3z1HI5r+Orl26oIqgiVDSa/lVlZJFi6Zb279/f4ro\nOu1FKKTrPNm1K/v376dpw4aoInTs0MFvvdvtplKZMoRoGq6xY0lOTWb4uqHETonCFK9hc5koMTXG\nF6dt+XoL6syrTrNXG1NnYVym55zmSK5evepXhtm7Z0+6de7se71nzx4UbwL7AREKiKBIJCIubLZS\n6dj7wYMHCTCbGSFCEbs9T9l7WjKznWRP9jitaaydCMEOh4+9u1wuRIQYVaVnt+zloC5fvoxN17GI\n0LZteyZNnEiU0ZitQe4Aa9euZbVXmnr37t2+99Ombzl03fcbS3WnZijTfCckpybzxaEvOHDgAA88\n0BSjtzCgoZdERIRGYDLFYbcXYsWKFdR+pS6rf15N9w+eZsn3fyetD507RPRLMUiTWpgHRVKhdWXM\n5uqIPIfoBqRaIyRB4c09uQvv5QZy37nnDQ6fO+xrAa+5oB4tn2+FpjmpVKlGtpjFDz/8gIigKH+b\nwWDwTfVJa/WuJ0LjunXv6Wf5p9CgVi1sqsrjHTvyxhtv+Oz2hHJSUhJOm42G3vh9A6/T2blzJxZV\n5THx1MTfmiBet24dBWw2+oigm1Q27t/Inr/2EDUlgnoNhah+Ztq91cYXnkmT6nW73ZnK16akplBh\nbjkOnTvEiGHDCA4I4PLly/zxxx84zGYCzGZf+ObIkSMMGTyYwYMGMXDAAGy2QG9SuDcij6Rj7x0e\nfZTGXt35TiJ5yt4/++wzCthsjBVhgGQ9tGTK5MlU8jaNVbJamTxpEqmpqTh0nXriGWVoN5myxd4T\nxo6lmHhUKE2KSoDVSh/xDHKfM3v2Hbe9ceMGBcLCiAgJoXCBApQtXtz3W1q0aBHRukIbEeIqV8bt\ndvPZL59hGW/OkeDYZ798hrgUytauhKKoPP7444weNYrRo0YxoH9/jEYrIgMRedzH3jNDwReLYBvv\nRIYKRpMFkQGIuBBjcbTGOuKSOzZl5TXkvnO/e6S6Uwmbko9uK7vT9NWWyCgFxaQj0guLNTzbpY3f\n/fkdc7fPIfFiIvHr4zl/+W9nNah/f2qaTIwRjyb4vWbv165do2K5cuzZs+ee7H/79u2EWa08LUKo\n03nHifF//fUXrZs394vfP9T0AcpVKsED3nBOmAgPt/EMq0iLL7f1PgWVMghFWkYzYcsESk8tiu4d\noJKZ/ktGWPL9Evqv7e/Ru1/cHIvJSLRR5cUpU+jZrRv1jUYaGgx06Zh+huqJEycoXrwMUVGxPitW\nrLSvZT0pKQlNVQmyWAiz2QgymxFR2L59ew6vasaoX6sWYSYTZZxOyjidWA0GJk+e7LfmevJ1dh7b\nSVJSEoF2O/W95agNxDNPd+TIkb4qppIihClKluw9jbX39m4XICpO1YhLPHX6WbH3V155hZI2G8VN\nJkKNRqLsdj755BMmfzERu0Onu7eiKsikUei5goROCEQfo1J4SiSPvpm+/+H333/3lf+eunyK4Mlh\nGBJ05EkLYjAh8ggly/w9P2DAgMEYDDGIdEWkK7ruzFBjJw1zdswh8UoiAycORFFUrNZgdN2OqpmI\nji7CjK9n+Ca1/ROQ+8797tD74+cpPrUcylgN23gn6hgdiYlFDLGeu7a0yTZ7zwynTp3Cout0FU+T\nUO1/gL3PnjULi6ry8G0zTTcf2cwjrzfPZKvso0GtWjzidb7lrVamT52a6TUaM2oUBw74yxXPWT0H\nRTyaJo+IUF489e8XLlxg27ZtiAglLEZidCFSFTSjUOyFwgxZN5hD5w6xYt8KVu1bBXhuBu+///4d\nWdnjy9shLqFZdUGrKZQ3CL1FsFtN2HSdod5E763sPSc4efIkR44c4ciRI1SoUA1VM2TakJZT7N27\nl7Vr1/rZ7R3KS39YinOig+Mnj9OudWtaNm3qs8datiQ6IoIm4hEIayceeefH27W743FffPFFjCKU\nFJWSohEiCkYRCtjtFHY60VQ108Heaaz9KRF6imD33mzKFi/OE2O6YFSEGiJUU4VIRYguEYF5jEab\n8oLVZWL1z6v5+eefWbnSU07qdrvJl68g4eFRvtddPuiKxKtIQAFEaYxIX0zmMN/8gEGDhlGlSm0/\ne+21pVle75SUFI4dO8a+ffswm200adKcCxcuZLldXkPuO/e7w/rf1mMdF4BUbYE+LJjghEjErCFa\nFJqxImZzFUSEAQsH5voYX331FUWjoigSGemzSmXL3rNOuGvXrhEeFER3EYIsFnbv3s2py6eYtn0a\ndRbVREkQJm+dzCcHP8nV/nft2oWIUN1kopbJRAmjEYfFQqtbxsSlybzu2rULRYRHmjXz28f+/fsx\na56a9zTTRPjkk0+4ePEiH3zwAStWrCC8czDWNhrSWfjqj4ynWK1ZswYRYdWqVZmec6o7lcDxdpz9\njBgMQn/vjamYKphFqG6zUd1mI8Ro5OnuuR+VuGXLFizWMESrQptObXO9n+xi/+n9RL9YAKvLhG2U\nRviEINq/43/cCxcuUCo2lkIRERSKiCDc6cQoQr1adx5L9/333/PQQ8154IEHeeCBB6lduw4xhQtT\nKDKSnTt3smvXrkyZ+yuvvEJ+k4mnvSw/nwhNRIi0Wpk7dy4hLZwoDwryoNBrZC/Gzh2LuASjS8M2\nzsy15Gs0qV8fm9nM2bNnWblyJSI6IkZfPuPLw18iz4lX66kFIhZEIihfPmcDcTLDmDFjMZvLY7EE\nsm/fvjzZZ04g95373cHtdhM2KRLF5dFMr7moDiNnjqTps81QFJUiJYoS2aIgtnZOvjz85b/SqZZT\nzJ41i7LexqhmXvZ+5PwRIieHEzRYo+4Dnlb8hA1jcrX/U6dOMWfOHGbPns3s2bOZPn06dosFm9HI\nt99+y7pf11F3kcdxNG3YkAcUhSCLJV2IqN1bj1Jnbg3aLHuEqnMqpbvZXUu+RuFp0Sz5fgn1F9Zm\n6Q9L052L2+2mQqlSVBShVNGimd4wj186TsGXIukysguKIliMgs3gmWYUHhzMkiVLfLZjx45cXZdU\ndyq2QoGItERkCGIwUtIVy5WbmYes7hYpqSkMWzeEoJE6D9YUQic47zgXNSUlhaJRUXT03vh/+OGH\nbB8rbepWhMXCihUr7rh2gstF2WLFCHc4sCgKFkXBrGnYzWb6Pt+HeovrsOG3DfRY8STL9y5n57Gd\nzNg+jcQriQxeN4itX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GWbF54djtw+wq2XtvJx0mN+dfCrN/Ieb926xR9//JGr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+ "text": [ + "" + ] + } + ], + "prompt_number": 18 }, { "cell_type": "code", @@ -239,7 +305,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 26 + "prompt_number": 16 }, { "cell_type": "code", @@ -267,7 +333,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "5\n" + "6\n" ] }, { @@ -282,7 +348,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "6\n" + "0.5\n" ] }, { @@ -293,7 +359,31 @@ ] } ], - "prompt_number": 27 + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 'Which model is more accurate?'\n", + "if rforest.score(Xtestset, Ytestset) >= knearest.score(Xtestset, Ytestset):\n", + " print 'Random forest is better'\n", + "else:\n", + " print 'I would prefer KNN'" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Which model is more accurate?\n", + "I would prefer KNN\n" + ] + } + ], + "prompt_number": 19 }, { "cell_type": "code", From 01e12729da42ca85e8ef5fbe7c2f99b357a682a8 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 01:04:33 +0400 Subject: [PATCH 27/34] a bit more --- kolchanova/Classifiers.ipynb | 35 ++++++++++++++++++----------------- 1 file changed, 18 insertions(+), 17 deletions(-) diff --git a/kolchanova/Classifiers.ipynb b/kolchanova/Classifiers.ipynb index 4ae592b..f641b8f 100644 --- a/kolchanova/Classifiers.ipynb +++ b/kolchanova/Classifiers.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:211dfd9e6577f0298d3b6fa664f42c5f8aa876f1c7070e56ecbacab4ad90f6a3" + "signature": "sha256:b607c24551f1351b3a32432386366dfc125cd0b47cb1315bbb3ecbf9bb7a111d" }, "nbformat": 3, "nbformat_minor": 0, @@ -126,11 +126,11 @@ "cell_type": "code", "collapsed": false, "input": [ - "print (\"Visualization for the KNN method\")\n", + "print (\"Visualization of the KNN method\")\n", "prediction = knearest.predict(Xtestset)\n", - "_ = plot.xlim(-1.2, 1.2)\n", - "_ = plot.ylim(-1.2, 1.2)\n", - "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction, marker = \"*\", color = \"green\")\n", + "_ = plot.xlim(-1, 1)\n", + "_ = plot.ylim(-1, 1)\n", + "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction)\n", "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"^\")" ], "language": "python", @@ -140,19 +140,19 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Visualization for the KNN method\n" + "Visualization of the KNN method\n" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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X27hxI6KjI6HTrYaFViQkxmDligvoP7ovSnuXhiikvvnH0VvH0TLoXXSr1Blf\nHlrpOD5y5FgkJNRHXNxlLFu2HAMG9IciKUgS4xDY5A5uxkTCx5j6jpjtSrcDAJTPW95x7E7kfQys\nMhglvItgw1nbfXn58mUsX/4ldDodunTpDL1e78ifJ48nBMGKatVyo23b1gCA6tVTbvrRu3dfkD6w\nmStf3L51HzABVs1hQDgCd607ZMkdx44dg6+vb5rX7/HjJyhaNBDAKQDApUexQG4LrF6RECBCEjO+\n16v7V8fZIbby/av0xw9nfkD48XUo4V0c5fOVxZ7ruzOs4/8jr/2JlxZJliQeu3OMHcO7UJ1g4OHb\nh1mtRh0KQjP7q3sjApL99a4fgaoUhNyvRb1/PmcOgwIDeePGDf76669Oafv27fTy8uatWzbf7r9P\nXr7/bVeKoTJls5aNvkzpj/0w+iERKlAZZ6BkVl4q2t+LJFoSufb0WlqsFu6+tjtdz4Jpe6bxUczz\noYakpCQquQ0EOhIwU6crz8DAIixdurIjlStXNc0J3f9Ghg79kKLoxUqVqmeY9+TJk+zSpTutVist\nFgtv377NxvObEINloreR0od6imaRB24eSFE2JiGGJ++dZNV5tVhwenGevHfSMf+yZ88euzvreAK9\nHOr9yuMr/P2v35lkSeJ3p77LlJpNj/btO1GW61OvL8sZM2Y5jj9/C+lCnc6U7pZ+tlW0OgIGAnoC\nGsLLl/J4XaqL/P5OWpumbDq/ievPrqfXNB/u+StrYQ+uR1znwoMLWXJOOerMRs77cx4P3DyQY7+Z\nrADXsEzm2fPXHgpmgcoYE7U9ixHDQQDU6z1pNHpTq3Wz3WBQKQg6CoKOoqiydu36r7RfMTExzJMr\nF721Wq5enXJ8sG3b9x3LpyPjIuk2xZ3nHz5fLBJ2IoyHbx/mmftnuPzI8hTlD946yOBFNbjh3AZW\nXhD8yieG9u3bxx49PiBpixmz78Y+wgxO3TOVVx5f4dLDS9l8QnMCoKj6U6MvTJ3Oj+7uuTNVf3R0\nNC9evJhunuVLlzpt4pCTdGrXjgsXLHA69nwHoCE0GPI65m/SomHDtykIErdv307SttpZO0FHjFWI\nUTpivMh3v23NAzcPpFg1uezwMsIMakf4UB0cQJjBiTttcY1q136TouhHRalFRalFSdJzyZIlOffl\nmRxszY3AR/z7jk3P5w7M1Gqrc/DglBubkOS1a9cYkD8/FyxYwK+//pqLly+m2Eqix8fehBnccC79\n/93BgweyKfvOAAAgAElEQVQpiiJPn3Ze3HQr8hbbfNOBQbNs3i4NljXhmK1pT+j+nb3X91KdoKfU\nPx+l1uWJUIGf/zE30+VzEriMe9ZYdngZlTFuFLoEsdwXlXn52mVeuXKFV65c4eXLl1m4cHHmzx/4\nWoM8zfnsM5YxGNgFYGD+/E4Lhy5evOhYPi1pVFafUdu2c86Cauz2fa8UiiLJksS4xJRRLM89OOfk\nIWG1Wl9ZyNPKlWtQFGXu3buX5edXJMyg0rUExRCF8gSF3db2IkaDKFqZirdAUyE9w9eH8/fff89U\n/cOHDKGPp2ea0TojIiLoptczf548jhj2OcWJEydo1Gjo5e7utAn50KEfvrAD0DvpqvejR4/aJxxb\nsFy5KrRarYxJiGHL1a2J7gFE2xLEWIVdf+jKyl/U5JtLmzAhKcHp/zXs52GUh/hQ7OPHdt+1d5z7\n4YcfOHPmTKd0/HjOLql///0uFIR8BN4k8CYlyZ2zZn3GZ8+e2ePtV7X7ytekomhTLIQiyZ5du1In\nihz9kW2DmISkBC4+tJjxSfHcfH6zk3hJDVtI4bxs0aK10/Go+CjWX9qI0mgjUbo1xVCZ8/bPz9L3\nm3dgHqWxKqWRudhydeuMC7wi4DLuWSPk11C6T/JkrcX16PFJHsfx48ePc/z48TQa/Wg0BnHVqlU5\n1qbVamX79u/z3LlzKc4lq/Y+AEMBBhmNTuq9bdv37Uv3zZTkakQliSjagUKIxHdXt03xev3x1jFs\nv6az07HYxFjqJhm4+fzzYFBjto7PkqLJLL/99hsNBh8CTVmjRj0+inlEjyneFFqVpxgqc/vl7bRa\nrcwzJT+l7gaqMmjUajJU4sncu3ePJp2OgaqaZqx9c0gIK+l0LG40cunSjF/vs0KLJk3YSBRZ1mDg\n7Jm2QFkxMTH2CKIF6eZWliZTqXQnb22qvTGBEBoMvg713im8G6UQhUqIzrZ/7HiR0jgdlbFGwgzO\n3f9cQbZa/R79phVksdllWHXB6w1+tWrVan744UintH37dkZGRnLQoKH84IN+jtS//yA+ePCAV69e\nZe3adRkbG8tr167RpKr8AKCbXp/lVbvPQwqPpE6XK4V633l1p8Nl2Guyb5ZFTM91H7DekoYcvGkY\ni84pkaWyOQlcxj1r3Iq8xQfRD2i1Wnny3kmSzzdFsM3ctyLQJUfV+4YNGygIUgqVQZLLly+nRpJY\n1s2NZd3cmE9VWapoUZLk9evXKYoSVbU8dbpq1GpLE6JIjBIIM3jl8RVHPTuv7mS7sE50m+hJrVnP\ndt904o9n1rFNWHsGTAuiMF5m7sneDJpdjEP+M4S5J3sz92Rvjv91fIbxu7NC5co1CLzD5A2st/66\nlYJZYN2lb1KZoGHYiTDO+3MeC8wqyHJVSrCxANaTRHZs2zZT9Q8fMoTVtVr2Aujj4ZFCvSevJh4I\nsDuQafV++v5pjvp5RLp5Tpw4wVw6HccA7AM41LvFYuG2bdscIQaqD6vNFiHvMCoqZUz8Y8eOURAk\n2iJ/tiJQhuXKVSFJ/nThJ/b88QObYWpXgvjQRHyspdzXn++taeu0Kvfio4uMio9ifFJ8pv3+Xzdh\nYWGO2POdO3ejICj8/PO57Nm1K+sqCs0Aq6qqQ71nFptqb2oTPFLDFL+rjec2sscPH3Dv9b1886uG\nKcJRHz9+nCNGjKLVas1UbPx/CriMe8ZERkby+++/T/P8jh07qNXmIVCUts2BP6JeH5gl9X7//v1U\n47BYrVYWKVKKwDtUVfcUKuPu3bsp4o/s22cztlFRUVy6dCkXLVrERYsWceT4kQxqW4S/XviVLVe3\ndgo+dvLeSfp84ke5UwmKLarQbaIH9/y1hxvPbbRtxFG2FeWxer7zTWuqZgOFDiUotC9B1Wzg9kvb\nU/Q7o+X9qbFz506KomI3XC0JFGONGvUck4In753kkdtHqJhlDlg6gB46HccC/Mi+iUdG6j1ZtQ8D\naAZYymBIod7NISH0VxR2BNgRYB6NJt0x5/ikeG6/vJ0dwztQMov89tS37PZjt1TztmrWjPkEgXXs\nySRJnPv5547z3578jo2Xt6QSqtIwwZ1NlrfktkvbnOo4cuQIW7ZswxYt3nOk3r37O+UpMbsclVG5\niRCR+okmGia4s+WqnBkeyGi1aE6RHAupVKmKvHLlit29tzPd3b0oCQIr269hOUGgXqvl06dPM1Xv\npUuXCMDu4lqUJlMBCoLgcDbIDHXqNKAgiJw1axYB5PiwVU4Blytk6lhpdbiQzZgxC5MnT8SZM2dQ\nvHhxp3wkMWLEGMTH1wKQD8ASaLWHYbUK2L79V3Tq1CnDthISElCmTAUMGTIQo0d/7HRu06ZNuH07\nEkBZJCZGY/ToEGzY8L3jvI+PD1q0aOH4HJsYi0uPLwEADAYDevXq5ehn2bKV4WX0Rf0i9VG/SH2n\ndkp7l0bPKt3wSfwUAEDzYl1RK6AWEiwJEAUR4rsbkQQL+gf3QaHcgZiTNA8A0L/qQDQo3MCprrik\nOATMDsQvXbchvyk/PPWZcwNVVRWtW7cBHbdkJRQsGICq+asCAAZs6ofdN39H4D0NFn83H5oE4Hs3\nEyRBBGNi8Pns2fhiwQIAwI4rO0DSqW9hYWGITUhAmNEIAIhJTMSCuXMxYMAARx5FklC4UiXcsn8u\nBcCSmJhmn889PIfm3zSDEmNBmasi2n/fHqIFaFmiJUp7l0aQR5Aj7/tdu6JicLDjc0MAVapWdXwu\nlLsgDt49AMvRsog3ReOUegr+7v5O7VWoUAHr14en2R8rrXiS9ABTW47DsgMr8H7FNuhRoQcuPr6Y\nZpnMcvToUQQHV8OZM6cRFBSUcYFMcOvWLZw/fx5vvPEGAOBe1D34GH0wc+ZsAMVw7dpd9OrVD0lJ\nlQAURmJiXjR5uxqCX7iOGo0Gspw5kxUYGIjg4Jq4efMmwsKWQhAEKIqCvHnzZqr8n3/+iUOHjgFo\ngHHjJkEQCuOjj8bhP//ZCJIQBCGLV+D/N6/9iff96e9ZcUEVfrb3c0cMdFGsyHfeSRlJ0KbakxeQ\nDKZWW5STJ0/JUnuLFy+mVpuPJpOH0yKW56q9nP0VvClFUUqh3l/k8/2f02dqPlqtVl6/fp1vv92c\nCQkJ/Pnnn2kw5KNenyfNXW2GbxnBqbs/5bLDy9kpvCtJm9vcoC2DeefZHX66Zzr3Xt/L98LacfhP\nI9njxw9YeFYxp/6O3TaezVe9Q5hBv+kFmPcTf6cwBxnxLD7t/ULvRd2j/9S8rNQM1PWXWX98fW7d\nupXbtm3jtm3beO3aNcYmxvLy48usMqccq8wpy8uPLzM20RboKS4ujpcuXXJKDx6kvd9rZll3dh3V\n8RLz9wKVMWC5NiJhBkvNzfp4a7uwTrZhlTbg0PVp78v6sixZvDjTE9DJNGzYlIKQh23bduSFCxcc\nK1izi8VqYcuW79FgcOfTp08ZFR9F3SQ9t53aZt93YBBtUUwF+xtxIwIVmCtXngxXQqfFsWPHqNPl\npsHgz3XrMg6D8Hdsqv1t++pZHYEe1Oly8/jx4xy+ZRSn75mZcSWvCbiGZZ5z+fFlDvlpKP2mFyDG\nKFRDTKzVqQ5VtSKB0VRVd549e9apzKxZn9Hb288ptWvXMdNtPo+V3YN6fXl+8slUxzmr1coePXqz\nZcs2jtSqVVuePHkyRT2Hbh2i//RCVM0GSuN09Jniz6JvlKQgyFyyZAlLl65IW8jW5qxWrU72LxJt\nngnbL29ntx+7E6EC151d53CPHLxpuM04lWxDjBeJMRpWm1eXX+xLf6PwZOouqpFmiNb4pHiqE7Us\nPbsYpVCbAd15dSefxj1/JZ/1xyzCDPqMUJn3Q5UwgzP2zkizvb/HSMkO0/ZMY/6pPnx7RWMKIWCp\ndiJzTTI5hWrILH3XD+CMH2cQAOt2qfvSfUuN+/fvU6fRsHTRopmeLLSFBPCgLaa/G2vVqk9RlDO9\n2fbfufbkGvOO9KWqulNVSzOwZhC9G/kRoQLd3/SkIAfStk9vR4qijm+/3YJ9+w5g374DOHz4iBSR\nGTNLo0bNKIqNCbRnUFDJLE2W/vnnn5Qkjf131J5AKQJFKYiNWKRqKbpN9KTPJ36csnsKj905lq3+\n5SRwGffnXH58mbkme9kiuw30JDr4E4psv8lGUxTrpqreX4bFixfTYChhd4Hrl0K9Z5a4xDh2+74X\ntSN8iNpvMPfIPNRoDQTa0d3dkwZDfiZHb0xPvWeGcw/OUZ2opzRGT+W9SoQZbL66JUmb4VfNRmK8\nZDPyzSrTc3Je7r+xP0U9FquFNRZX45XHV7j4wEK+t6I5xVCBvlO82Obrd1LsEWu1Wrnu7DrqJtmM\ndkAvm4H3+TQPw8PDWbpECSYkJrDbj13p10+iX1+J3X7smqYBP3rnKEt8XuylDXxkXCSj4qO4/ux6\nqmYN24a1pmAWsr0hyDtNm7KSIDC30ZjpseT0iIuLY+O33uJff9kWiY0YNozBWi39jUZu3Lgxg9I2\nbKq9iX0Ssj4lSU9Fqc7u3T/IUl+iE6LZ7cfubLKqKVFMpiC+QWAAAYUQRKJQc6KchkZvLwYGFmNg\nYHEGBhbnvHlZc0dMjWTVDoyhbcOagCyp9127drFevUasVKkGAS1F0UhJMlCjNdkMacviFLsGUZ1g\n4G9Xf3vp/r4scBl3Z8JOhBEhAjHCQDTPRVGWnWKJe3vndTztIyIiuGXLFg4a9HyhxcmTJ9NdVZdM\n8oRjoUJFqap56O5elO7uRSlJGi5evJgkOXHHFH59LPOTsosPLSbMoMasUlfRnYpSx/5jdKcoyk7R\nG7t375mVy5KCny/+TClEofxBQQbOKOKINXMr8harLa7B7uu6E+NsBr7OogYpyq85uYajfxlNmMG2\n4W3Zb3M/Gs0q69cBA/opLDO7uFNgsxc5dOsQhVCwZgNQa1Z4/sF5eru7UwA4e/ZsNvmyAQOn5Wfg\ntPxstDxlONvHMY857pexrL+8LmEG+2z4gPMPZO7NIj0i4yIdgc8uPLyQ6YeG1WrlooOLmGhJ5MmT\nJx0eNRV1Ok6aMOGl+7Vg/nzKgsBe3brx/v37dLNPKrcDMqXekychTaaidHcvRUnKZx8q6U9VNWVJ\nvd+IuGFz0+wnEIJKWwyksQSKEQggytvumeS4NDnJ4MFDKEkK9XoP6vUelGWVb73VJFt13bp1izdu\n3HCkziu62uIljdW+9gBhaQHXhKoz1578hQBjIcRp4xFTKQYBDUrg9OATKfI9ffoU/v4FoNUaEBHx\nCP3790bhwoXRsGFTBAcHY/36tWm2sePKDgzYPBhnB53C5s3r8fDhQ6fzx68dR4nKpXG35X146j1h\npQX1AuuhQK4C6fa9YK6C+O6971BILISqE4NBqwLgCCyWwvD0vI0TJw5DUWzxW9zc3LJ+cV7gwqML\nyK16oGmjelhz+hvQPguaz5QP+3rvxdx9X2Bhi6oo6V0Sa45/l6L8j8fDsfbSOjTcLmBd0loUyl0Q\n5T3L4Lc3DgJIxMLaQ+Dn5pdq23FJcaAAJLWqiPgHR/Djtz8i4elT1AAwYexY/HZpL4I8gyAIAq48\nuZKivCRKWHN0NW4+/gtvbwcWYyk+rDj4pa4HAJi0Jpi0JgBAEc8imSoTnxSPE/dOoO+WvgjMFYj5\no+agQnw8CKBSbCxmzZiBwUOHZvv/FR8fj4khIWhD4rtvv4Uoy/BOSsITACqAG9euYfPmzWjevHma\ndQQEBGDbtm2wWCy4cuUKBg8eBqAJAAuSkgoiNHQSvvxySZrlT5w4Ab1ej46/dMG5B+chWGXwaiIg\nJADCbMAKAAKAfNCe06FDQFvEJcVl6/umx/Tpn+Kjj0Y5HXN3dwcAnDt3Dh99NAbr1n0PUUw9Fs+L\n5MuXz+nzXes9DK01EBGxT3HhweWc6/S/nNf+xHsY/ZDnL53nihUreDsy9YhyoaETKIpuFAQfSlID\nvvNOGy5fvpx6fWHqdLl45kxK3+GbT2+y9/p+LPW5LQTo+9914Wd75zjlsVqt9C0USAgKxXp+lPsU\noGxWuOXClkz3/9q1a3z//S5s166TI/Xq1SfNFZnZ4Vn8M8dE6Z1nWd/82WK10GOSG31GaAkzeO7B\nOb73TStuPr+Z47eN5We/z0qz7OOYx45hnl1XdzGPuxvfAzgKoMau3tPiftR9rj6+muU/L0VpHKiO\nk+g5yZ2z9s7KsQ1DMovFaqH3NC/bEFMfiQgBJT2o02io02qp02qpV9VMR7JMjRc3DKmrKCxTvDir\nlCnjlL788stM1xceHs6AgCDmy1eQXl756e8fxMaN095hKikpif7+hVmlSk3+fPFnasw64s2axDiZ\nH2z4gPk7+VOW3ewOA60oigWyPNSTE7Ro0ZqCIDM8PDzLZWNjY7PkSvm6gGtYJnVsAf9lxzjli0RE\nRNhn8z1o2490NLVaN3p6+hLoRklqyJYt30tR7lHMI5b5vBKlke5ElaYUQkXO3ONsiP7zn//Yx8fb\nErlVCgN0LNug/GsNZ/A6uPvsLr2menDu/rksPrsIfzjzQ7bqWbFiBTUA2wN8H2CQfcejtPZu3Xt9\nL3UTtMwzRGLp92yLuXJNdiPM4NLDS3k/KuVS91fJibsnqDHLrFcXFEMF/nH9jxyrOz4+nnk9PVkJ\n4NsA6wOURTHbk6Av0ql9e+o0mlRDA7zI/PnzKQje1Ou9uXHrRopmibqJthWzf1z/g+vWrXNyGGjZ\nsg2nTp3+0v3LLL3W9eE3v3xDnS4XgTZZjvlPkgMGDGZAQOGX3i84p4HLuKfk7Nmz1OncqSjB7Nat\nV4rzoaETqCgF7a5QzeyLbrwoSQXsE6M2z5rU1Pv2y9sJMyiFaBgwrYjTOavVylKlKthn40Moq970\nKO1DQMjRcAb/JhYtWkQ/T0/6eXg4UtkSJdJdVbrk0BLqxkr0GibRMFFHmMEi3WWKoQI1ExU+iH55\n98jMcvHRRcIMlv6sOGFGqhPP2SU2NpaD+vdnj86dHemD7t1f2rhfunSJbqrK8hoNRwxLPbAXaVPt\nBkNuuwBqyQqVqnHq7qmMTojmwoOLMoz/8irZf2O/fWcpmV7l81EUG9gnWQvyu+++y3Q9d+7coU5n\nok7nx7CwsFTzPIh+wJpLa2drYd/LAJdxT0mrVm0pSQ2YvKP9i+rdarXSaHSnRpOHiuJFRfEioNBo\n9KAgSNRoDNRoDBQEkWPHjktR96rjq/heWAduPLeRlRZUYULScyO0bds2CoJMoC6BegQKEIJCoBW9\n8/plW73fvXv3lQX5+l9k0KYBrDK3PPv82Iv+0/PTbaKBwU1synn3td2vtS/Tdk/liqMraLVa+euV\nX7P9YHn8+LEjxkxOkdaQZKf27VlfljkMoJtOl6Z6nz9/PgEfAqEExlOv9+bOnTsd52MSYrI1pJcT\nDNlic9mV3ixtnxxuZBdp5RgQEJTp38uAAYOp1dYg0Jl+foWc1HuiJZGrjq9i3019CTP48faPGX4q\n/LX9FuEy7s6cPXuWiqIj0JvAIMpyxRTqfffu3dyyZYtTevPNxhRFmadPn+aTJ0/45MmTLL+mzf9p\nPut1qUfUBku+W5LwlQmxku3HocnL3B08suy2Z1uEZeI333yTYd67z1KPb02SSxYt4q5du7LU9n8r\n8Unxjut45fEVwgzWWFCFolnI0txGZnn06BG3bXMOI3A/6j6P3jlKjVnm4M0Deeb+mZf60ffvP4iK\nok0zRnlWufvsLqUJUgp1fenSJRo0Gg4F+DHASlptmuq9QIGgZAPjSAMHDnacH71tLKvMz1zQspw2\niFarlZXnVafUxZMorWHNpvXZoUMXdujQhf37D8rU0EyyageG21V/YSf1HpsYyyKzSxChAlGzIWEG\nqy2q6TLuL/BaLkQya9eupY+PP729n6fatd9It8yJEyeo0+WiogSzV6++2W777ZUtCDMo1KtPDFVs\nQb7QxDb+jmr08smXZfU+Zsw4ynI++vkVTPdhc+reKSoTNXwc8zjFuQcPHlCv1bJE4cI5vgeo1Wp1\nTMxarVZGxEZkUCJnSUhK4K5rtofWsTvHXsmQTP/evalqNE4usm9/3YQwg8V6aKkfJ1M0i+m6/yVZ\nknj0zlH+eNp5biI6Opp37tyhqpqo0ZThwIFDX6qvSZYktl7VkmVmF6MQChafWZjNvmrsmGz+6quv\naFBVR9JptaxUvlwKlX/v3j2KokxRLE9RrEVBKEdJUvjgwQP+cvkX+jTMT3WEgWKIwnKfVeWs39Oe\nBCfJZl+/w/Vn0997NStYrVZ6TPXk4M1DWWx2aYb8GprlOqZMmUJZ1tq3cSxArTYXK1So4pTnzrM7\nttj5Q/NTMWtTDaf9qoDLuGdMRgatSZOWFMW3CIygqpp482bWNnl2tGO10H2yJ7VD8xGDwXI1KxMF\ntdQEuRMFtWzcrJlTDPCMSA6dAAym0Vg4VfUeGRfJJiuaM2hWcSJUYKnPyrNNWAcndTFy+HAGqyoL\nGI384YfsTXymxZqTa1hqTnGS5Orjq1na/vf/CmN+/ojbL6c9HHLr1i2aVJVlNBoOHzLEcTw6IZrF\nZhZmifYCDeMUhp1IfbyWtC1Qyz82H+vOr8HAqfl4PeI6YxJiGBYWRh+ffOzTpz8VJZhAHep0ppdW\n79N2fUIxVGDHIFAIBT/6z4hU1ebly5cpSxKbTWjBOoud1zJERkZy5syZnDZtmiPNmjWLUVFRDN8Y\nTgAUS+Um3qpJn6l+KRasJbPh3AaG/hZKMVRi/k8DOGHnBF59cvWlvl8yyWEpkixJTsOjmSUyMpJH\njhxxSjduOK/N2H5pO72n+XLG3hl0n5KbZx+cTaO2nAcu454+kyZ9wrffbuV0bNeuXY6b/cSJEy8M\n4wykLJfLtnq/F3WP+skGTt09lf4zCnLRwUVcf3Y9LVYLw06EOS2zzwxjxoyjTlfFPsnbOVX1brVa\nOXDTUAqhIhHUkUKoyE93P/dWePDgAd10Og4F2AFg8UKFUjzsbt++zW+//TZLfbvw8ALbrXqXBT/1\nJ8yg/yRvekwwEWaw2bK3+OnOqRlXkg7ZWeWbFhcvXuS8L5xDIpy8d5LfnvyWRrPKWgur8btT3/Fh\n9MMUZfv37s2aGg2HATTpdA71brFaaJikY/0ltWmaqOesP1J3/Zzzx2zWWliDkgpqa4K+g2yLfIZs\nHsz8+QMpyx5UFB0FVCEAKkrJl1bvD6MfUjKLjpjmaRnTN5vVpY8AavMKlMZrWXxmec7dn3roiGSs\nVivLlq1M4C1Clok+YNVPnYdmevfuz+nTbSEjPv/jC9u92aAmMcCTuSd5ZzlEcWxsLCdOnOh070dH\nR7NZkyY5ElsoLTae28imK1s4hgAtVstrnfuCy7injU355qKquvHIEZuy2Lt3LwFw06ZNJMk1a9Yw\nX75A+voWcKQGDbK36o1kjt0IVquVBoOJen0+x+pXQOCWLSnHlM8/PO/4IUtmxekhMnL4cBZWFHYF\n2AVgLo0mhXrv1rkzZUlK1W00LR5GP2T1eZXpPUxh0yqgPF6g20iRTaqCerOWa0+vzfZ337FjB92M\nRj58mNLYkrbJx71796Y4/ufNP7ngzwUpYsK807QpRUFwCikcuiOEMINl2yv0HipTO0FJsd/mrVu3\naFRVDgM4HmA1rdZJvR+5fYRWq5W3I2+nOXk5YtNQCm+BviKoKGCB9uCby+txxdcraDQGEahPAJQB\n1rH7+QcGBmX6WqXGtSfX2PPH7rz8+DL7b+jr2LfgRS5fvkyjquVIgCZZoFC9OANnFOG5Byk3lHmR\nbdu20WDIRyCEkhLMXB4+9C9X2KlerdZIgyEXIyIiGBkXSWGMSnystcUqMoM+032zNPc0d+4XBMA1\na9Y4js2cPp2SIHDUiPRj8GeH6xHXOWnXJJb9ogKFUJETdk7gxnOZC/OQk8Bl3NNm/PhQ6nSVKQiN\n2bBhU5JkjRr1CBRjsWJl/lEPlMTERE6aNCnd6HhHjhzhrl27nFJqwzpHbh9hnw39eOHhBXZa28Vp\n2f+IoUNZrXx5p7R82fNogFevXqVJVVlFltmrW+pxzNNi7em1jodKgSl5HX+XmVk0S/W8iNVqZdXy\n5eklSfwojR9un549adLrGRHxfHz/wsMLtvkOs8A5++bwYfRDxsfHMyQkhO6qylqSlGJDkKZfvUXv\nIRL1YyUuPrQ4RTurVq2iJIpOqVhQ1gxvdHQ0NarAPgCLy6BHAzeWnV2S+fMH0rYRu5la2YsVFIXj\nAfoYDBnuv5oTdHn/fdaTZZoBtgKoyQs2WNo03TLPVXt1Aj3sXmEmqmpuNm7UiE+ePGGHDp0py/Wo\n01ViaKgt9ELBWUG2kCC9fSmGyCn2hE2P2NhY5s7tTeAN+vvbfNGjo6Pp6e7ODrDt5JTT6v3Cwwv0\nmuJLaXAeomHNVNezvA7gMu6pk6zabWFHx1Kny82vvvqKer0XgXE0Gv0d6v2fYOXKlQSQ45sXZ5Vu\nnTuzrqLYFJyqZkm9rzi6gsM2DeavV35luS9Kc+SWD7nr2i62WNUs2w/OX375hb4GAwfbf7h/V+83\nbtygSVVZUqulOSSEVquVNRcFUxNiG+7w6wmKIaBoFjl51mQCYEVBSHVDkIIzA9hjbVdW+rwMB20a\nkK3+ZsSUaZNYRCPQDHAAQKNe5YS5EygIEt3cytFkKkXJvoBrgF2916hcOWfa3jmZp++nDC8dERFB\nWZLoZzTS36ijv1FPAOy9qE+69SUkJLBmzXosWbIiS5SoQFV1t69MbUJAoZenNxVFT2AUgYEO9f77\nX78TZrDwrOLpDhOlxty5X9BgKO3wZlmzZg1nTp/Ocno9zQCDVfWVqPdvT35LIUSiPNrEagteLgpr\ndoHLuKfOlCmfUJbdqKrVqarVKcs+zJ07LwWhuX0Muy2LFi2d4+r9xN0TGW5bl5iYSF/fAAL1mSdP\n/mzHtn5Zrl69Sp2isB/A4UAK9X7i7gkmWhJ57ck19ln/6paUHzt2jDWCgxkfH8+q5cvzXcDxw/27\nev4I57wAACAASURBVO/TsydrKwoHAcxlMDAiIoI/nPmBSqhE/UiwSlNQGS9y7fG1zJMrF6sB9Ab4\nAcByovN2flHxtm3wkixJKbZiywpWqzVVLyWS/D/2vju+pvv//3nO3SO52VtiBEkENWqU2NQoLVVq\nlxpVWnskQm7srdReVaVFURS1i2pia6lZI2pFSEhkSHLvff7+uDeXK1tC+/n+PB+P94Pc8z7v8z53\nvM/r/RrPZylfXzoqlSxhb09vOzuKgsDZs2dz8+bN3Lx5M6dPn04vFxd6OTuzlJcXS3l5sVJgYJGo\nJv55/A9/u/kbFXoZu27ozKh/omwCjiaTiadPn2ZUVJS1HT16tFCZXAcOHKBG40FgLIExlEBJCUDA\nhWbu9nqUSBw4fvxExj6JtWrnbr20NZuoe254ZrW/T6A/gXfp7V2KTnZ2rA3wfYD1YaZ7yM2F97KY\ncHAim3/TmnOivmLA3KBiHbugQC6Le3HIiTQH8BUACYDlAKa9cLwBgK0AspidNgGYmMviXgzTKRz+\n/PNP/P7779a/k5KSEBoaCrlcDUEQYTQaYDBk4PTpk6hSpUqRr0cSBpMBrVa1xcOUeBwbcBhSUZqj\nssvq1asxYMBEJCd3gVa7DrNnD0WfPn2KPIfCYtOmTejfuzee/3xKlS6N46dPI92QDtepzvii9iA8\nTHmApWeW4ft23yPAJQBVPIv+fj2PVs2a4cD+/RgyahSmTJmCivb2EAA8MRhw32RCwuPHUCgUuH37\nNoLKlkW/p0+hBbBdpcJ7I0bg85ED4T7TDSQgNQCUiehh6IEjM3/Ax0+f4mtBgJ27O7RqNfzLl8fW\nnTuLdf47ruzAZ1v74MKXl3Er6RaCXIOsx27duoXHjx8DAJYuWYLFixbhwqVLKFs2Z2KyrM+iKIpA\nXX/sjLUXfkCF63L8421CmoI48unvqOlTM/+T88GpU6dw69ZtrF69Btu374QoKJGZkQ4gHVqYkCoq\n0fK9JqhWrRoAoH79+qhfv36hr7Nx40Y8ePAQs2fPQ3r6MyUthUKGt6sEQ3juOyuVyzFt1qwCqTE9\nr9CWEw4dOoR69er9JxSZLHMo9olIAFwFUBKADMAfAAJf6NMAwLYCjPVan3ZJSUm5phsmJiYyPj6e\nDx8+ZJkygZRKHTh37rwc+xYWC48vNNP1jrGnYrQToQcjfzX7HH///Xerdf7Mam9F4HMCrf9V6z0n\ndPrhI/pN9qQ8XKQ03KxOVLGD2e3x7jfZ6X+LgtOnT9NRpWI3gJ4uLty0aRO3bNlibXv27LHurhYt\nWmQOPooipaJIURAYVL48H6Q8YOQBPbde2spZR2Zy09lNdHd2YkeAwwG2BFilQoVi36XFPIrhB6ta\nsfR0X3PO+7SSdNLb5XidxMREOmi1rCCRsE/PnrmO2bNrV44NC7P+bTQZeebemULNK9OYyarzKrJ0\nT5GaMVJ+92fxUF+YTCYGBlamVuvAO3fu8OzZs9RpNKwBsIXFpSSFlC4ungUSJc8NqampdHBwpZOT\ne7GS5ZFk53XdueD4whyPHTlyxCbZ4t8GXpFbpjaAXc/9PdrSnkcDAD8XYKzX+obUq9eE7dp1zLPP\ntm3bqNWWINCHGnuHl1aFeR4Zhgx+vL4zZX1LUexWjs2/bcm0zDTGxMRQFCXWh8idO3fo7x9Ib+/S\n1lamTABjYmKKPIfiwv7r+2kfqeZ71UBtqJSScLBUHwlLTPF4qXzivNCyaVM2F0XqAQZotVy2bFmu\nfU0mE9PT021aToVd58+fp5uTE53s7KzNy82t2LfuT9KfsOWKprQfKeEHlUFxLCgLF1hysicHb//S\npu+E8eNZVaWyxjZy4oe5cuUK7ZRKmyDh/uv7KYuUFkoVymQy0WGSPdusakn3Sc4cf3B80W7Ugh07\ndlCj8aZaXZlTpkxlXFwc27ZqRSeNlkpBQZVoT6WooyjKi8SlNGfOV9RogqnRVLARQH/8+DFXrFjx\nUmPuvLKTI3ePokKvove0khy5ZxTPxp616VO7dn0C5f71ZIss4BUt7u0BLHvu764Avn6hT30A8QD+\nBLATQBByxmt7M44dO0a12plKpT0vXco5pctkMrFcuWACHc2+d1lJjp4YSoOx6Ixw7dd+TE2kPR0m\nuLLeErPIRLduPSmRBNDR0a1YHiKvA5nGTDqM11KhlxF6UDdBy/5b+1EaKbH6qYsDZ8+epQAwBGAj\ngEEAvV1d/3PsfHnhl79/sWYJKUaD9RqA3pPdbWTasqz2AZZYQj2ZLEfrvVP79mwklbKmUsmBX37O\nil8F0nmCjooxIr0nubLZyuzCJbnhWsI1kuTjtMcFrto9dOgQo6JyZrXMstqBjwj0p729M5OTzd+F\nHTt2cPny5Tbtxo0bBZ7r88iy2s11J31srPew0aMJwJrWXBhsOLeB0ggF0ao6xU9L0mGCq81ndOTI\nEarVrv+JZIss4BUt7h8i/8XdDoDa8v8WAK7kMtZrezOyxG8lksa5Wu979+6lIIiEPICQBRASL0Il\nods0jyLLtR28cZC3Em8xLjmOe66aBZ9VKnsCI6nRBBebC6ggKIrlkWHI4IjdwxmXHMe5UXOsFZzF\nTad78+ZNhoWGcvSoUdYWqdf/Ty3uWy5u4dCfv+TQXUMpjgXleinLTy9l02fr1q3mAiWJhDKJhBJR\npKNOZ9PnypUrtFcqOQrgYJgJvcK2jKZsnMgPg0GlXsatl7banJOSkWJV0MoPi08sznPXlZmZyRIe\nHvT39c3x/d+xYwcVCieLK3EAFQp/TpkytUDXLgzmzPmKcrkXgR4EelAu9+T8+fMZHx9Pe7WatQSB\nLZqYXYOnTp3KVlGaF9qt6UgxXEFhnJSzo56lNp45c4Y1a4ZYiMfMyRb/BesduSzuRVViugOgxHN/\nlwBw+4U+T577/y8AFgJwApDw4mB6vd76/wYNGqBBgwZFnF52HD9+HCdP/gHyMxiNBuzcuRCXL19G\n+fLlbfpVrlwZq1Z9g0sPLmHKkanA+UBIqsVhV7edeQZaCoL6JZ8FjpqWaYru3XshM7MqADVSUmpD\nr5+Ivn37QKlUFuk6+eGnn37C9MmTEXX8+EsFhmQSGaY3mwEA+LL2YOvrrhrXYpsjYFYImjR5Mr7/\n/nskJDzGgAH9UbNqVUilUoSNGVOs1yooSOL4neMFDj6+H/A+3g94Hzsub0cd3zqo7lUd35xeadOn\nTZs2SEtLs3lNIpFY/z95wgQcOnQIysxM/CaXAwDEzEzc2XsHma4mbG8vA0E0LNnQZozuP3RCoGcw\nJjSdlOv8nhqe4sKDC/hsx2fwsvNCk9JNoJKpsvX77rvvoEpOhgHmYGbHjh1tjl+4cBHOzvYwb9LN\nuHz5ap7vzcsgJSUVQUG+AC5bXvFDUlIKZk6fjgCTCY1JLPr9dxw/fhytW7dDpUqVsHdvwQLkj9Lj\nMb35ZFyK+xsxCbcAALGxsahRoxYyMzMgkykhir+CJC5fTsGlS5cQGPhiqPHV4eDBgzh48OArv44U\nwDWYA6py5BxQdcezSG4NADG5jPVannIfftiBcrmOOl156nTlKZNp2a9f/1z7R/0TRejB0jPLE3pY\nt7HFBaPRSKVSTZlMRYVCS4VCSwD85ZdfivU6L8JgMNDf15d2Mhm3bMmZqMlkMnHhwoX/ipvoxXS7\nrG24Wm3PH3/8kc5KZY7C0ps2bcq1uOfY7WMvHei9+dg2rz/6VjShx0uLYxcWMTExlEulLOnlxdmz\nZ3POnDnW9t2O7zj791lMSE1g6N7RVlK2tX+uZbtv3qMiQkqn8Xb8cFVrHrxxMNvY0w5PeaYU1dcc\nEFdNUFqJ3rKQZbV/ArArkKv1/m8hPj6eWqWSPS0pu/UEgZUDA6nR+FOlcnopN00WBgz4klJpWep0\nLrxz5w4TEhKYkJBgUyD3bwGvMM+9BcyPz6sAQi2v9bM0ABgA4C+YF/4oALX+zcX9xo0bPHjwoE3L\niwDsfvJ97r6625p7++IXviDIb9v25MkTxsfH27RXvdVbt24dS2u17AgwyD9nXutdu3YRAL+el7eb\n6Pjt40XK/34Rd+7coZOjo40ISlbwTKV6m+4ubmwPi7D0+GdBwJSUFDrb27O0j4/NohOfGs850XPY\nZGUjQg9OPDSxUMyDp+6eoixSyoTUBCY9TWKFOeXpOMGeqjCRruMcWHvR26/88+ppKSLz1WpzfRi/\niCM3j9BpvB1rtRAY0ENG/2m+vPLwivX4vSf3eOLOCcr0Enbe8DHleinrNTDz3b9IsUCSK1euZAmV\nioMADgLopVIVmmvoVeLQoUN0c3Kiq4ODuel0lIsSAp9QEJqzTv2GLzXu85S/anUwfXz8ClXE96rx\nKhf34sK//R69EjxIecCyX5UrcEHG60CW1d4VYASQ44JhMplYNTiYtQG6OTrmar1nGjPpOFGXY1n+\ny+Lzvn2pE0V+9MEHNJlMvHXr1nPBsy8pQMqRlkpNh+es95nTp7OSWs0yWq0N3/atxFv0meJBu5Ei\n6zcyS+4N254/6dbjtMdsvLQ+S07zoTgODJrpz3bfteGCowsoRgh8xw8UleDaE3lz6MfExBTK55vT\n+XZKJUcCeT6Mc4IuUmMN5OpfoLt977uWhB4M/ERB9RgJEQGWnVmK0CNHMZNBAwfS09nZpuVG/fCy\nKMou8fLDyzb8OMuWLaNWG2Dxj4+hRK7lyVMnCz3uM6EOPYF+BGTs1i33NNXXDbxZ3F8Prl+/zocP\nHzLdkM450XPYZVMXQg/22tKL847OK5Zsm6Ji06ZNlIki68hkrCOTsaREwsqBgTZ9du3aRW+NhuMA\nVtBocrTeO6//mG4THKkJk1Kll7PEVM9saWOFRRZ17hcAdUolZ82aRZVCQanUmWZZwvYE3OguU7KK\nnR3VUilnz57NlJQUuuh0/AxgNyCb9X7g+gGKEQKdRsoZOKNMHjN4BqPRyJE7h1EyTmCncqA0QuSi\nYwt5+u5pIgJUuAjUCWBYRGiuY5hMJr5duTLr1qjx0u9Jz27d6C+K7AiwA0CtVJqv9T5+XwSbLAoh\n9KDLeB2DZ5XjgK227sfUjFQGzPJn+c4C1eEyhu4Lpclk4qGYQ69dY5Y0L+zeHh7cuHFjoc6Liopi\ndHQ0W6x8n3UWPdNkaNiwqWXhEywNRF0Umi9eq7WnQmFHlcqJgNLCyplzmuq/AeSyuBctMvh/ALt3\n78ajR49yPb754mZcTcgeEGIO1bQmkwmNG7fAp59+Bokgwfozm7H23Fpgaxus/GMltv31S5GDscWB\nSpUqYeqMGWg3dSraTZ2KL6ZPx8jwcOtxkggbPhzBKSlIBlAxJQUTIiLw9OlTm3GGh4yEIAioddgA\ndZqAjyp2RKBr0QJLkyIjUdlkgjOA6hkZmBAeDrvMTJTyc0bz5pmoVesBKlcuiXc7dcLo5cvxzdq1\naNu2LRYtWADN06cwAlACePLgATZs2AAAuPvkLuYdm4sablUR/sFUxBuTYDAZ8p3LwC39oFZpYRSJ\ndZ0FiIKILpW7QivXogVbwCVNjS4EFs36GsnJyTmOsX//fty+ehVXzp/H4cOHX+o98fDwgH/9+khs\n2BBJDRuibkgIaDLleU5F77cQff84Wu4AxMepcNe6Y2KzyTZ9FFIF/km9A79GDSGTK+CidoEgCKjn\nVy/XoPjCEwuRlpmW47GiYvmyZUiLj0fosGEw5XN/WUhNTUXduo1Qu3497L26Fydun4ByvBrTj0zH\nvn27EJcUh8pzqwLvB0P+pRe+GP0lWpdvXah53bx5A9euXcQXX/SGUlkGwFCQbyMiYsJL3OX/n3jt\nT7y7d+9SJlPkyIv9NPMp45Lj6DzRgz029uKDlAfWrfD1hOsMmBfEDEMGDUYDw/aNYaYxkz/++CM1\nGl+qVA68cOEC41PjiQiBitFOlOhlVpWbwuDixYuMj48v8r0WBo8ePaKvl9cz36WDAz1cXHjunC0l\nrNFkpOtER2oizeLTq86sKtJ14+PjKZdKGaRUsoZGQ1+ZjK4ABz7HD5MbRgwdygr+/jZt+tSpvBB3\ngSN3j6BEL/LY7WMF0vI8eOMgJx2eRLtIFUtM8WDI8rrcd30f+27pw9gnsUxMS6TCxWxF6wFWUas5\nedKkbONkWe3tLPwmRbHeXwYB00tZXTLr/8pZDPps7FmaTCbGPonNU34xJSOFf8b+SejBNX+ueanY\nU15IS0ujm6Mj+wAspdVyw4YNBTqvX7/PCNgR8KJQ242SLkFssLyxzfz8ZwXSdZInZXoFh/3ycm6k\nlJQUiyBOFQJNCNSmKEpfWrCnOIE3bpns+OyzAZTJKuWoatPzp17mrXdPD8rCtYQe/PH8j5zx+wy2\nXdeW0IM9furBPtv6EHpw8eHFtNe5EOhMiaQp33+/PaNvRTPgqwpc/cdq+s8pnyNfdl7IyMigh0cJ\nduzYpThvu9hgMpk48dBEPkx5yB/P/8jf/8nOnV4YpKenc82aNVy5ciWXL19ODycndrUsoNVVKurH\njSvUeBfiLlAaKaFyrISBPeRmXvavg/M9b80f31EaIbLKBwL9eovUjdfw2O1jJMmGK+pT8YmMAFha\nDpZRgH5KJR3s7LKJm+zdu5eeFtfWWIBuGk2B9GnnzZlT5Gwpk8nE9t+349FbRxm+OzRXBahTp07l\nWpD0/FilZpck9GDJvlKKEQLl42XFKlX49bx5DNZoqAfYBWBZP798ldFSUlIokagshGGfEHIZFWM1\nbLLclpL4p4s/MfFpIi8+uGj9HAuLlJQUhoWN4dChw6xtxIhRuYqGv07gzeJui7t371KptCMwjArF\nO9ms9+T0ZJbu408IIuX9nDnuwDimpKew4tyqFMZKibdbmLmn9aCkUwWinGBhuosgEEqlUscLFy7w\n6+j5/Dp6gXXc+Pj4AtP3rlixgmp1aSqV9jYUtP8/YOfOnRQABuh0DNTp6KNW016rLXRWypaLW6gc\nK2VQR4FuEx0p00sLZHV2/r4DNaESysNFfrHzC+tCdubeGepCtaxUDlR+KGGPiT24YcOGHBfjTh06\nUC6RUKdUUqdUUiaRsGf37nleNy4ujmqFgiW9vYstzfDSpUvcvHlztteNRiMDy5RhSW9vZmZmMnTP\nqBypf0lzJatdpJp1mpizafZf35/r9Qqr/0uSXm5u9FMqWdXOjlUsrJjbt2/P8xyz1a4lEEpgDAEv\nTp4zmZsvZL/X/8vAm8XdFp99NoByeW0LFengbNa70Wik1ElNCF6UVFNy+K4RJMkbj25YSsgdqdRr\nKNFLiXcrE4KUgIyCoKFa7UyJRMZmXZrTbYwPvaaU5Ld/fMu/4//mkCHDCYBnzuRN8pSRkUF39xIE\nPqFU2vA/Zb2fjT3Lfdf2vdJrJCcnc9++fTbt2LHCW12LTiyiOlJJWbhARICuQ6SU6EXWXfpOnueF\nLKnNiH1j2fWHj2mvV3HMHnPQNDUjlapIBZ0nOhB6sOycMrkGydPS0nj//n2blh/B1bDBg1lLoaC/\nVstVq7K7uQxGA1uubl6ogGejunWpVan46JEt78zmzZvpq9WytEbNETNHUKqXsMuGTtx/fT/TDbYE\ndXeT7hJ6sMrcihT0An/5O+edhdFoZKWgoEJzu+zatYvr1q2zafmJa6jVdgREm1a9eq1CXff/AvBm\ncbeFr29piqLEpj0vz7Vp0yaq1D5my16p5f4/9tNgMLDroG4Mnl2Zq86sosc0Lwp6gX7NyxBiBQKD\nqFK5c82aNZy/dz5RVyTUSko+KUNRL+HSQ0upUtlTEGqzWbNWec5vxYoV1GrLW9KvRv0nrHejycjH\naY/ZdlUrVphRlo/THudY1v4ysYVXhfvJ93k78TYXHJtPVbiU9RuArhMdefnh5XzP7bulD7WRKupC\nZVRESKlsLOPKfSs54/cZnB01m3WWv0PowZF7RnLNn2uKPNe4uDjaqVQcArPUoUIQePGiWWjZZDJx\n19+7OOW3KYQeHLhjIDee35gvrUB0dDSd1WpWUSoZ/jyLpMVq/9hyLZkdWLmDjHahUioi5dkYJtMN\n6dZ6j2O3j+Xqn9+4cSMd5XJ6u7q+cgbTP//8M5sCWXFq6v6vAG8W95yxfv36bEERo9HI0qUDCHQi\noKdcHsI+fT7jDz/8QACcN88sDpySkcLDFw5ToVAT6GDJww5hpUrV+ejRI8qUKkLiRKGlkn7B3vzo\no45UKGoRCKNK5Zin9V6jxjuUSpVUqRyoUjlQFKUcNy7ilbwHd+7c4dAhQ/J1eaw8vZLQg/ZhcroP\nVxJ6cNSekTZ9DsUcos90ryLz7xQ3vj/7vVmBaYo7VZEKpmVmz6fOyMhg7Ro1ePKkORf6u03f0W+Q\nN2s2B127yAmAbVu/x6SnSQyaXZaycIHv1jYHLD9a0zbbeC/iaWb+VntJqZSdAH4MUAOwds2aJM2L\ne93FtQg92KCRQMk4gX4zfPJ1MTWqW5fvCQK/BKjTaKzW++bNm+mpUnE4zHTHbjKBLg0EqsZKuenC\npjzHzA1Go5HlS5UyC6xrNP+6etjL4vjt42yTw+f54u9j//X97P7jv5/vjjeLe3bcvn2bEomMHTrY\nujwOHjxIALS3L0mdriQ1Gg9KpTL6+JQi0MiGufHMmTMsVy6YpUsHWVuVKjUYFjaGoiyYQA/K1BrK\nLJYY8AmBwRSEumzWrBXT09N5/fr1bHNLTk7mvXv3bFpRuK/zQr9PPyUA7t69myS5cvlybtuWXejX\naDKy39a+LDFQzrJdBTb7pol1kbz35B57rOvMil8FEnqwzTctqN87Nt9rZ2Zmct68efkGz4qKSw8u\n8cD1A0w3pHPl6ZVMeJTAw4dtC3VWrFhBpSiyaf36TE1NpVoup8pJQodILeWlwYaCQAeViufPn7dq\nsbqNUNBxvF2BHmZVv67Eny7+lOtxfXg4m4SEMOTtt6kWBJYCqJJKrTu2dEM6tePV9BugKJAMXXR0\nNO3kcg60VJQGKRRW633YkCF01GqpEEXaq1SUycFyDUvTa7Ibp/w2Jd97yQkbN26kn1bLCIC9gFyt\n98dpj1lpfnCxZ9wUFY/SHnHh8YVsuqo5oQdnRc2yup92797NSpWq0GAw8H7yfS46sYi1FtelGCHl\nguMLcqR1eF3Am8U9O3r3/owy2dvZXB6ZmZk8deoUT548aW0zZ86kVluGQAQ1mmCr9Z4THj9+TLXa\nnmZdVj0FwZs1AdpDoL29I52dPejs7MGyZQM5ZsxYOjn9ezS/WVqjLQBWCw7mo0ePaK9W08fNLceH\nSY8NXakbr6HPZHfWnF/Vas08SX/CxktCqAmVsF1FUBIhcvaRWTbnZhgyuP2ybZAsSyN2/fqcU/Ve\nFYYOGkSVQmH162ZkZLCEuzu7AXRWq/n+++8TAO0kIidNn0R7pYJhAJtKJPywTRtuubiFgXPKccHx\nBXSb6sK7SXdzvdb86K/Z7YdOhB4MmFWGvTd+wusJ2R/oWejRpQvrSSTUA2wklbKzRfLvesJ1qieo\nGHEggm5TXLj98na2/rZljlQBJLlwwQJ6urjYVJS2bd3aenz16tVUSySsVbUqbyead69P0p8w8Wli\njuPlh8pBQSwhl7OGRsMaGg0VEokNX3umMZNLTi5h7629CT3Y7+d+XHpy6X+isI80x9NcJntQMtKe\nYrO6hB4csO1LK42xVKrh2rVree7+OdpNcKBkiAvF1jUJPThun/5fmzfeLO62uH37tiVbZjil0kbs\n0KFzrn0NBgNLlChD4F2aNRrfz5V33WA0cMSEERREKaFwo1LlS0BLF0jZFmCNt96yLohmcW4dlUo/\nfvXV3Fd2r3khS2t0HEBvjYbdunRhdZWK5bVaLl++nCO2D+GKU8ut/Y/fPs7bibeZ+DSRP538iX4+\nPtYH4283fyP05mwKz4ku2baxO67soKAXrLnmmZmZ9PP0ZB2YSagKa70vXriQs2fMKPQ9379/n3Yq\nFSvI5RwxdChJs9VeXqulHmArQaACYCuACoAOKhXfEgR+ArNAtVwi4fnzOWeV5IRlJ5ZSFiHhu7VA\nl6FSVp4TxPvJ93PsGxsbS1EQWNKSPx+sVlMUBN66dYsmk8m6U9p0fhMnHppI6MF6y+pyVtSsQgVZ\nMzMz6eflxa4APTQaHjhwoMDn5oadO3dy5cqVNi0mJoZjx4zhuXPnaDAaWHvh24QebFXd7M4KWVw7\nx13Pq9ql5oe91/ZSiJBQPsyV5WZVIPlMfAToSh+fUjQYDFx3bh3FsXJKhzmz9qL6/8pcs4A3i7st\nzFZ7NQJDCXxOuVyVa8AyLi6O5csHs0QJf2vz9w/k1atXs/U9eusohVEiJd1UlLXwo9QO9AboD9AO\noAhYf0hjxoylUlmdQF86OLi+duv91q1blEulbGcp2a8GUC6K/AJgT4BOjlrqIjQsO6Mkv4r+KlsQ\ncsTQodQ8Jya95eIW9tjQhQdvHGSD5fWsgdW45Dg6TXagTC+h01AJFXoZK31dgd9++y3LWrbxpbVa\nDpoxqMAiH0lJSXTUammvVhe6yGvooEGsrVBY+dDj4uJYwt2dAQAbwCwKAoB9Ada0LPDl/fz4dsWK\nfLtiRdaoXJn79hUuW6jyrABKx4mEPu/y96SkJDra2dEHYKWgIH733Xf84Ycfsn03wnaNIvRgxSqg\ntqNIr8lu+bppnsfq1avpb3nv2wKsVdW8C5t+cAq3XcrukssLI7YP4YKj83M8dubMGYqCwHcbmkm7\nHqc9pqgX6DpCQYlezJFzyWg0MiioMpcseeazj0+Nfy0W/pzoOQye+xYnHpxE+8kOzDRkPic+EkGt\ntgzXrl3LsL1jWH3+OwzbE06P6V6vfF55AW8Wd1vUrFmXDg6u1ubo6GqTLVMUrP5jNWVjtBS7+9O9\nrRdHh46mq05HrSjy/fff5+XLl61We5brRqMJfu3W+5kzZ1i3Rg3WqVaNdapVo5+nJ70EgV0shST2\nEtCnGujXR0J1pIKHYp4V4Dx48IB2KhU/A2ivVOabybP6j9WUjRPZogaoiVTyyI0j9PX0ZFuAg+Ix\npgAAIABJREFUQwC2BijXgatOryqQ/3rihAmsqlKxhlLJsNGjC3zPWVb7EEtxVC2lksOHDOG0adMY\nHh7O8DFjqJbL6Q3wA0sTAY4sAkGWyWRi3aXvcNulbez94ydcdip3icClS5cyQKPhGIBOKhVPnTqV\na9+3ZgZRoQblduDPFwqnCFTK25tlBYEhosg6Fp3ZCasn0HWCA6vNrcTNFzbnuxOIvhXN6Uem03G8\nHUtN8+H0I9Oz5cm3ataMTUSRTmo1T548yWO3j7HkzBJcfGIx/WaU4Km72e9v8+bNVCic6OzsYU0d\nrTa/lo1wxuvCnj17KAgSymR1KJPVpURShr6+/q99HnkBuSzu/7509zNY5vm/j0mHJ2Hmb3NQ1bM6\nTtw7iuVll2L0p58iJDkZh729cfXmTSxbtgwDBnwBrdasxJ6RkQwPD2fcuFH8wgYFxcTISOz75Rfr\n31cf/I241ASInwgY/95UjKwz0nps5LBhOLxwIVo8fYrDUik827XDmvXrcx37wI0DaLy6MdxkzojP\nfIQTHU6iTaOWyExPR1J6EgwmIwQRyOgHSBwkuD7oOnx1vjZjnDlzBn/88Qfat28PPy8vdE5OhgTA\nt2o1rt+6BScnp3zvcfXq1ejRowekopnjx0TCr0QJXL95EwCQkZGBD9u0QdJzfEOpT59C5+SEvQcO\nvFK1+4yMDJT28cG7Dx7AF8AxQQAbNcIv+/Zl62uiCY7tdHDc+RQGwYR6ozri+8jvC3Sdy5cvY/78\n+fDy8rK+9lvMYfyi2oXAx3Ik2hP3nU3Y2mkrWpVrles468+tR7fNXRBwnki2A+L85NjZYzfq+dUD\nAMyZMweRoaEYmJ6OM4IAY4MG2HXgQJ5zM5lMKFcuGNeuvQWN5k+8+1kQ4ss+weF7e+EgdUZVj+qY\n0iISb3u/XaB7LSpiYmKwadMm69/phnR4unmiZ8+er+X6BYHlO/lfWsuz4bU96YwmIx+mvLwI8jdn\nvrEKIuSE2CexfJjykCaTiX/F/sWyfn7sAjO9rr9WyzVr1jAtLY1//fWXTbtz5/UIPxQUPs08KACs\n1vMtdt/wLKMoMTGRKrmcFaVS1pHLWU0moygIeYp3X0u4xk0XNjHDkMElJ5fY5ML/Hf83nSfoWK8h\nqBwnzTFn3GQysVbVqlTJ5QwLDaWrVMrWFovfQypl2OjRDA8Ls1q60dHRbBgSYvXjX7lyhUeOHCmw\nePbzaPDOO5SJYr4Vk0XFsWPHCICCpQGgQi7PMXc7IyODDmo1e1ry1LOqTAuCKhUq0E6lsmqbZqHT\n+o50HSyh3Wgppx2ZVqCxem/qSU2ohMoxIicdesavk5SURAXACpZdYEdLrCIrzTQ3bN68mVqtn6XS\n+1PaOzjTbpwjUa8h5Z/7surXtfLkwHn06BH/+uuvAs39ZfD2gto29NY/nv+RYbvzzwp7lUAulntR\nZfb+J7HoxCIsOboCZ788jUePHmHKlKmYNm1qvlbZU8NTxKXEoffW3kjOSEaPyj1gp7DL1s9d6279\n/7Vj13D9n3/gpFLhKgBDejrGh4ejS5cuqFChQnHfGvZe24v7T+6h61vdizROQkICko4koS2Ao9vv\nIGrxMesxuVyOmXPmWCXhRFFEd4kEDg4OuY5X2rE0SjuWBgD0rdbX5pi7xh2JxmTcaeGHp6k3oZRm\nlxc8ePAgYi5fRiVBwJ+nT6N5+/bWY00BKFUqREZG4vCBAzgUHY1RQ4bg+IkT2LhxIzp06IDe3bvj\nyt9/I+bOHSgUigK/D1FRUTj/xx9obTIhbPhwtGzZMt/vyaWHlxDgEmD922Qy4cmTJ9DpdHmeV6NG\nDRiNxmyvi5ZdRmpqKpYsWYLBgwdj8eLFkKamQgPzLzsjPh7r1q1D165d87zGoUOHcOX8eXgBmDd3\nLkLDwqzHLtw/j3rV3sPtx//gr7t/5jlOFq4lXEX/ul8i7kksLt+/YH198OAh5uMApAEBcHRwQB1R\nRGJiYp7jjR07ARkZRmi1OwAAKU+SUeJaCTxp9CsyAPSsMcLm9/UiBg8ejh07duL27RuF+pzzw/yj\nC7Hn8q84EXcU/+y5hc1nt6Nu6Rr4/sxG3H7yD8q5lUFVz6qo6F6x2K75fwmv/Al3+u5pNlz6Lp0m\nuhERAkMWNWGDro0JgD/9lHv+cRaqLTJH+mX9/ShGSCnoBV6Nzx5UfR7//PMPlyxZYtO+X/99kXnP\nX0TS0yQevXWUtb6uytJTfHj01tF8dydxcXHcuXNnjsdCR41iDaWSektBypIl2cU4enXvzj49i17E\nYTAa+MO5H2gwGng45nC2NMEsqz3LP58VBN2zZw8vXzYHedu2asXGokhXtZoLFiygq1rNTpYsnEOH\nDtFVrWaARsOFCxbkNAUrXtw9NXjnHbYGOA6gj0aTr/V+Nf4qoYfN9yI8fBz9/QOLnMs/fdo0AuCu\nXbv4To0a1AB0BKgEWMLNjWGjRuU7RpC/P98D2B/IZr0/TntMk8lEg9FQJHGZpKQkKkUJ2wIsCQm9\nvEoUmBNoz549/Pbbb21a24Uf8lDMIU47PJ0Lji7K9dyYmBgqlXZUqcpwwYKF2Y7ntdvOD1svbqVS\nryHqNqZsgA/9ppelVC+n9HMfSjsFE3pwbnTu6dGvEngTUDWrItVcGEL5Fz5EnSbUjLanQqUl8C79\n/YPy/QLeTrxN50nuRPOalI5Vcd25l5MYmxM1hz5TPYpVmm31H6sJPegxREHvjnLiC3DiwQm59l97\ndi3L1vOlQibjvXu2NLjx8fFUKxR817KdrgvQ64WClGvXrtFeqaSdUpmnO6Y4cODAAWplMn4KsA/A\nAJmMX3z+OR20WjaqW5fnzp2jTqViKMA2AJ21WraxuMFKa7UMLFuWbQD2Bujh7Jwrv8uvv/5KiSha\ns6Cio6MpEQQ2A9gCYCCQTdQkC+mGdNZb8g59p3hSOlag7xRP1lvyDu8/vE+NRkeVyp2bNr1c5Sdp\nLmpztrdniGUO9mo1v7QEhWsrFBw6aJC171/3/8oxs+TgwYNUAhwMcBjAkkCOVMVFRa9en9IOAsda\nPi8Z8icBywv7ru3jlgv5G189enxKmaw+gd42wVjSbNhpJ9kVSQ6y+td1rBTKK06v4KyoWZSEaSgZ\n5siO63JPpX7VQC6L+7+vHPEa4aJ2Qa8aXZHhfBtoug/qE1oIDARQC7Gxydi6dWue5zsoHZBoSEDA\nuykwSTKQacos1PVP3DmBMjN8Eb5nNOKTH8Bviic+3/ZZEe7oGbpV7obRdUYjEwYk7MyA+8+OCA0J\ny9Zv//X9aL22NSI2hCEm6h+UpRGfDe9j0yc5ORmNGjQAGjTA4wYNoGnQADVr1rQR69CHh6OawYCq\nRiMix44tlnvIDTdjYuDn54ej/v6I8veHxM8P0VFRKGE04uzp0xjYrx+8nj5FDIBkAAnJyUgC8BsA\nWXIybly9ikAArgDs09KwcsWKHK8TNnw43EjoLcIlWq0WvXv1gl/PT+DRoxvq9eqF9z74IMdz5RI5\nOlT6GLefxuKj9TT/W6kj5s2ZD5OpLNLSGmHEiDEFFqF4EQsXLICPwYCGAO5dv46k1FQsk8kwTSbD\nSYMBP/zwAwBzwK/20prYcmlLtjGWLF4ME4ClABYBuAtgy3PBwudhMplwIJ/gZ274Zds2qEFsA3Ac\ngABi1apV2fqlZKTAaMruhspCamYqzsedx5jtwxG+cxTOx51HckbOoig3b97E+vUbkJlZA4APnj51\nwooVK/Eo7RHar/0Yndf3QHLmEzRe0Rz9tw58qfvycnTDL11+wahaYUhJT8WZO3+itm9NdKnVFufj\nzr/UmP+/4LU85ZadXM7Jh6byl7O/UJTJCbQl0ItAvXytd5PJxG2XttFoMvL03dOMeVQ4i/Vp5lN+\nurEHPYYp2bAe6DnJNRtBU1Hw0dp29OrmRle5QHu5wP37n9GymkwmXku4xo/XdaAkHNQGgrUFs0q8\nWpHdes8L27Zto1IUOQrgSIB2SiXnzJnzykWis/DkyRM62dmxP8D3BIG+7u5sEhLCJiEhfKd6dZb0\n8WHHDh04auRI1rEEQ1VyubU9X6WZhQMHDtBDo+EIS2rn8zUMY/eOYYvlTfKd183HN80U0HpzPvvZ\nmLPPpbtGUKv1eynrPTk5mU52duwI8EuATSzWe2JiIpOSkpiUlMS0tDR2+uEjlpzsRXm4SMfxdgye\nE2Dj4ho2eDC9XFxsWlYR14tYv349AfD48eOFnu/27ds5d+5catVqegOsHBzMS5cuZev33spmee4u\nFx5faN6NDlXQZ5CZy2jqb1Nz7DtlyhSKooRKpY5KpY5SqZL+gQHstL4rP/q+k5mmu1wnChEiJx8s\nWLA4P2QYMqzf+RdZNF8n8MYtY4vz58+zcuW3GRhYxdpq1Qp5JaxyX3+9wCrYnPWFVerlLDXVu1gX\nxAv3L9DH242dLYUpAYGleTHOzCqYVT2qCZfRp7OEUol5ex4GsJpMwkEDB2Yb73n1qefh6+5u5lq3\nKCY5SCQU8Yyb5lVjyuTJDFQqOdzig9cplYyOjs7znIyMjFxdA1k+/Q8sbo6GUim7fvwxD944yBZL\nG9MxUktZhIQtljTk8pO556hfT7jO0D2jOWBgP3aZ2ZljJo6hVKqkThdEnS6ICoUrq1R5u1D3umTx\nYn784Yf08/amj5ubtZUrVcoqDJ6FPVf30C5SzdZVQbswGYds/zJf1sgX8TDlIY1GI/19fRkIsGn9\n+oU6Pwvz5s5lsEbDMIAaudRGxevb06v44TetKYuQ0HWCI9uvapOj0IvJZOLn2z+n5xdSeveXsPum\nbrn+XjIzM620yhdvXOSMPTNYZ349ChEiw/eHW90pqkhtvgRu/2vAm8X930FCQgLVansrXcGeq3v4\n4/kfeTvxNiN/1Rfr4j5x8US6yM2+5nCACgnYdsL71uOLTiyiLlROz1qgKIJSiUhRNP+/VJkSNlae\nyWRiieleNgyBJpOJb1WsSJ1MxlYAy5cqxWXLltFZp2MAwKrBwTxy5Eix3U9u+KBVKzpqtc+anR1n\nTJ+e5zlLly4lgByLgv744w8CYCl7e/rrdPTRaikRRf5x/Q9WnF2e5XrJ+E4zgW4TnRj1T96qRefO\nnaNUFFk5MJCxsbHcvXu3TTt7tuCB9CzRb41cXiC65wxDBnXjtZTrpYQe/Ply4Qqb0g3pdJhkT/18\nPUtrtRwDM89OYXn0syTz+loelo0FsF6j2tYA/8EbB+k03p51mwos20vG8jNK58q102ZVS5aZVoJB\nM/3ZcEndAl3/QtwF2k90pGSYEyXvmZk0K8ytzFN3T7HVd61zpX74XwXeLO4vj/T09JcSiiDJ0NAx\nVCrfpkYTzLlz5xXLfIwmIzf8lV1jstNHH2V90NbWrGlT6/EJBydQ0UzKatMr0X6ClhK9SOfhMlbo\nbpagG7LTrEYV+stI1l9g/lH4TvViyxVNeS3hGrds2UIlzJwrWbJxoaGhLKvVchxAJ4WCAPKVbXvd\nSE9Pp7erKysKAps3bpztuMFg4NGjRxkVFWVtp06doslk4vhfI61WX5uVzfO9VttWrdhUFOmj0XDH\njh1FmvesGTNYSa22IQ/LC+mGdA7bNZT3k+9zfvS8QskeDtzyGevMf5sYB6odJOxiWZhbCQKbFNJ6\nP3z4cLbvoSAFy8woZTVm2qxsbn1fpx7OnYXy8sPLTE5PZlpmGi/EXSjwHDZf2ExxnIzSoc5EmCxP\nYrf/deDN4v7ymDlzNqVSeaHFcM1Wu47AlwT65ko2VlhkuVguPrho87rJZOLwX4ax7JSSVDs7EKjB\nUqXKW1Pw1m1fRwDs16c3Px/Vn4tOLKJdqHnL22R5Q+sPb/1f66nSy9mmCug0Usb3Vr7LpKdJLOXj\nQ4klI6WtpUBFK5PxY4CjAToDLAuwYZ06Rb7H3PDgwQMGBwZmS1m8nXg71+KWpUuXMrCAJf0vYtrB\nKZwfPY87r+xkv59659n33LlzdFCpGAbwI4tf/GV3ZllW+2cAR6FgFA9FwaJjCymNkLBZKfNiLJMI\nVMlkVEillIgiHz4sXNGf0WjkkZgjFMaB1VuCdnq1zQLbY0NX/nTxJ047NIWTfs3d7/6yCNsXRtU4\nHVV6O2KsSPdJPgxZ2qBQOgNZrp7/OvBmcc8dWWo3OSE1NZUODi6USsuzb9/+hRo3NHQMpVJvAu0J\ntKdM5pqNP2b16tUFrkxNyUih42QdJXqRroMklOhFes/wskl7e5L+hGu+X0OttrQliFeSGzduJEnW\neftt1gOoEEUKALsu7MKy00uy3erW9JvhYx3DZDLRd7Kn1bLadmkbt2zZQneVihUtKXTOGg2bN2xI\nlVRKlUJBuUxGHWDeyqtUeVrv8fHxbN+uHVNTbdPSHjx4wK+++irHc5aeWMrzcec5cvhwqkSRn/ft\na3P8vRXN2OX77NZtltXey2KJtsjFei8OtG3VimUFgW1h5qRRSSQvbb1/NXs2dRIJGwFsBNBLENi1\nY8dinvEzZBozqRtvFoJHKLjv4j5rsDYl5eWUtbZf3k6pXsIGS830ublZz3n9/l4WRqOR0w7PoBAh\nEgEdKImQ8pvT2WULX8Tzv6WxYyPo7e33UpqwrxN4s7jnjKwtZG7W3MyZs6nRVCQwnEqlndV633F5\nR77bxFmzvuK777axacuXr7Qev3btGiWiyE+6dSvwfHdf3U0xQmDzmqBcL8229TYajfT19SfQjsBI\nAm1ZqlR5HjhwgO4aDccC1gW6dcvmTMtMo8lkstLwkuYfevvv2/HMvTMM3TWSP138iZUCAlhaEFhP\nEBgiCJQKgnXhMplMrFKhAttbFtDWgpDNev/l71+s4gxho0dTIgj8as4cmz6DBw7MlqGRkJrAC3EX\n6DBey/ZL21KrUrK3JUPnzp07XHR8IctO9aVqnIyqCBnLTvPjd38+4xAvTEl/UTFm9Gi2b9PGphWW\nPTILBw4c4KiRI23a2rVrC3x+YXcMiU8T2W7tBzwbe5ZfbPs8TwHsrPHzu8bDlIdWIrHoW9HMMGSn\n8Y2KiiIAHj16tFDzzQuHDh1iZEQE/7r/lyV7SUqME/IlQsswZNBvVikev3acMTExFjpub37zzTfF\nNrdXAbxZ3HNGzZohBHzZuHF2f2qW1Q70s8rtfdq7HxNSE1hiahm2X/sxE1ITXlpSrnvnzqwpldJO\nqeSNGzcKdM6JOyfMcnFTPQg9sgWiYmJiqNM5Ua22tzYHB2dWr1SJ9QAOgJmTXGFZIAvKw7Fs2TJO\nnDjRpmVVh166dMmsXKVU0kGlop1SSQDWHUlaZhrV45VcdGIR4+Pjaa9WswNAFwcHq/UeGxtLO5WK\nIQDr163NsfvCSZKfbOpB6EH/fkoqawqsLDU/QOrK5fy8b1/eTrzNqnMr8q2PJKzQTc53FtbI5p4x\nGo3Z2v9l/P777wwqXz5fMe4svIzmbb9PP+Xn/frl2y89PZ3jxo7NlZ+9YZ069AXYOCTE5vUMQ0aB\n6Z+fh8lkYqWAAMokEu4+vpv6A5H8ec/P1DjZ81rstVzPm3FkFrtZvmuOFdxp7+ZMpaoagR708PDN\n13q/f//+v2bh483ibovLly+zQUgIVSpXAqFUqZx46tQpJiUlMSgomH///Te3bdtGAFQq7alU2lMu\nV1OqlBMRoHKoF+Vj7Ak9uOTQEi7Ip6z9RVy7do12SiVHAmwglRbYer/35B43X9hMo8nI789+z0dp\nj/I9Jz09nZWCguikVpvFJ2AuW/cH2C6HnO+XwYMHDxgbG2ttWT7ad1c1pUwvoctwGaURIuV1Jayu\nVFAPsKJGwzmzzTSugwcO5DsKBcMB2imkRB9w//X9vPLwCmstrM5SHUGJBKwCsD7A6gBlEgljY2PZ\n7tvWlESIFCME9trQ/aXmf+nBpf+c7mt+WLxwIZflQAsRUrMmtRJJvlQLpHmX5jHNPd8soOcRExND\nO0t18j///JNn30ULFxIAV65cme1YVFQUXdRqhgJ0UattrPcRO4exw3e569ImPk3McSewfft2+mi1\nbGBJZyXJ6tXfoUSi45QpOefIk+RnPw00u6TKNSAkCgJSKx23VlsuT+s9MzOT7p7erNGxVq59XiXw\nZnG3RYe2bSkCBKpbpPBasHHj5pwwYSJFUcUOHTrTZDIx9n4sPSK8+PPpnxkXF8fYh7EMWdaA6Fye\n8kFeHLxzMAcM+JIAePr06QJfv3vnzqwukXAwwH4AVTJZga33l0FiYiI1SiXtAPq6urJ6cDCrBwfz\now8+eGXXJM2Mj56TXBjSCLQfIqdCLmUjgB/CTGvgotPxxo0bVMnl7GbZWdQG6OgmEHqwztJa9Jnm\nycrTK1DVRME6Xetw7NixdHJwYKOGDfno0SN+fXQeT9w5wd9u/sYlJ7Ivdi/ixo0bNtb708yntJuo\nyVPf9HkYTcY8ZfJeBxITE+mg1dLJzs7GxXT48GG6qdXshbypFkhy3J4xbP2NOWvlrXnB7LmhW4HU\nnHp268b6MhnryWR5cgulp6fT08WFTQCW8PDIZtk2rFOHrQWBepiL0RqHhHDftX18f2ULOkRqqYyQ\n8f0Vzfn9n99nG7vZivc4aneozWtZVnuH54LQa9asoUbjTqAf7eycsjFhZsFgNNBuvCOFUkoCAQSk\nlEg8qdP5U6l0YUBAcI7nPc18yqHThlKUuRIyKdccW5ON0/5VA28W92e4ePEi7RUKtgeoECTUar0s\nXwBYKgp7U6m05xerB/G9bz+w5sl239CLsU9iGTinEn2mlqImUseu33SnSmVHQajDatVqFzgbplb1\n6vRwdrY2TxcXbt68+ZXd83i9ntVUKn4B0EGj4ePHL0+iVBhkGjNpP0FDz8muxDCwZsOqbNuypbV1\n+ugj7ty5k6VLlGApLy96uTtTYQdqdKDXJFdzgPjPNZSPl/Fq/FXefHyT69ato4dSSQetNlshT07o\n26uXNf/+wYMHVCuVVkuy6/pOLDvVl7KxAl0nOrLqvEr5Vh5vvrCZDpPsc7QcXxUepDxgQmqC9e+s\nz7OKWm3DD1O9UiW2scQ+gvIhSpt+aCrFCIEfBoOqMJHvLmuYr4smy2ofCXCExbWXm/W+aOFCBlqk\nC8trtTbW+/Xr1wmA7lotve3s6K7VEgD3n97PstP9GNRNyprviXSf6Mxjt5+lIa84tZINl7SgJEJO\nbaQDGy9tYY0PbN++nRqplB8B7ACwrCjSydGdwAcE9FSr38rVer+ffJ+lR/pTrrQnMIxAD8rldly+\nfDl///13XrlyJcfzTt8+TWjlBHoQkopEiMhOG7rm+R4WN/BmcX+GDm3bsolEwgiAngopZ8+ezfPn\nz3PQoCFUqaoS0FMqbcRKDauZo+2V2lISqmHdxY34JP0JD1w/wOT0ZN5KvMUOPTtToXiHwBgCSg4a\nNOSl5zVn1qxXku6WZeUNtPzoq6tU1I8bV+zXyQkmk4nLTi1jakYqD1w/kC8b5qozq6gdr2Lb71pT\n0AtsvLQeS0/3pRABVpxVnh99147+vr7sCrCqWs3x+ryFiaOjoykVRat27Yhhw+grlVotyR1XdlCr\nV/L9t8xVnV9s/Tzbon3p0iXeu3ePNx7dYO351ekxyZmScQIrzCjL3pt6cu3atUxKSirwe/IyPv92\nq95jdws5VWJiIu3VKg4E+Dlgtd43b95MAKwpkbCuTMbyEgk9XFxyvZ7RZKTrBAeKEeZd0vOLaG7o\n37cvnaVS1lKpWEulopNUyoH9s2eRpaen08PZma0sO9MWL1jvJpOJV65c4YULF6zt77//pslkYtju\n0dZMrc5rP7IZ9+ito3Se6E6xRW3KPinPcrOCrfKC27ZtY8vGjdmyUSO2bNSItatVIwCq1dWpVteg\nQlGWcrk6R8ZIkuzevSdlMi11utLU6UpTJtOyY8e8CcG++eYbKtWlCegJfEFBLmd8QuFkH4sKvFnc\nzbh06ZJZ0xHmfO23ALq42fPncz9brPaKBOoRqEFBEOkw1IVChITQI5tf8t69e5TLVQQ+sfjnalEi\nUWdLHYuLi8tXEOLixYsUBcHGB56cnFwsi/2qVasoCgJdNRq6ajS0Uyjo7eFR5HGzsHPnTt66datY\nxkpITbCmzP11/y8O+flLSsYJ7FQOlEaI7DWxF0tbtD8HAPla743q1mVLQaCnRsNNmzbRTqXi4Ocs\nSXMKoMbKB7Pzii0FssFgYFk/P7Zq1ozphnT23vgJ7UNlfP8tUKNXcM5PcwiAkRERBbq/+Ph4ent6\n2pTj54WVp1ewyqwgqiLM2UAVZ5VnhfYBdBUFtgPYDqCrROSkiRP54YcdKQgOdHZ254wZMzhz5kwu\nXrw416yWxKeJbLC8Hg/FHGLXdZ24/XL+zI1RUVFctGiRTcuJ+uHmzZusGBBAf18fBpQsyYCSJVk5\nKKhAab8Re8O54Oh8bjy/kf239M12vOU35t00hoOhO8NyHefhw4dcvnw5ly1bxv79+7NOnRDKZIpc\n3TOxsbE8duyYTcuPcykwsBKlch0FpRtlai9CkOSazvuqgDeLuxmXLl1iizZNqa4go9xPS5m3A+XV\nJPzp7E+cNm0aIyMjrW2sfixrzK7N/df3s+O6LtmEjX/99Vd6evrRxcWbgIKAIwVBy+nTZ1r7ZGRk\n0MvLlxMmTLQ5NzMz04ZL/aMPPmA9UaROpbJmsAzs3z9Hqt2Qd94pVDGUwWBgTEyMTStsUUpuiI+P\np1KpZtu2+VdQFgTRt6Jt+FDOxp61WnEKvYyVgyvQTalkkE7HIJ2OCqmU8+blXPkbHR1NF7Wa4ZZF\n0MvVlTUtHPWfWCzJ5LRkfrF9IO8m3eWsIzP5283fbMZYt24dS2o0dFSpeObMGW6/vJ3Qg6JeoPME\nHVs2bcq3BYEOWm2BXF1ho0fTThT5QcuWBXo/riVcY4VZ5Vi1vZQVO8tYaU4gfT50o9IfLKED5eXA\ngLdLctrkyVQq7QiMoFbrWyB9guLGqbun2OybZwRr045Mo2ycWOzuq75b+vPnSz/Tx9fh4MpZAAAg\nAElEQVSdNVtUz7d/ZmYmPT19KYoyymRVqFZX5tSp02gymTg2PJxxcfnHGXLD33//zX2H9vHA4QOM\niorijv07XpvLMwt4s7jbIuKAnsJYKcVwOXtuyrvyMD906fIJpdIGlq3ZZ9TpnK3W+4oVK6hUelGr\ndbTZuq9YscKaX3/x4kXaK5UcDbCpKLJd69a8e/cu7ZRKllKpuHjRM4GCbp06US6KnDf39Ypp54ZR\no0KpUFSmSqXLtxjlxo0beVaHPkl/QsV4uc1D9OSdkxy6YzCvJ1xnr82f8Nejv3LHjh0cNWoU9+zZ\nwz179uT642wcEsLylh3aezALXTsrFPSzt6efvT0FgNu2bct1PgaDweoCai6KbNW0KVfvX80pBycx\n5lEM281uS0eVimMAVlOp8rXe4+PjqVOr2R+gg0pVYOu909r2FCLMD7i+m3rxz9g/CT1oN0ZG94lO\nNJlM7Natp4XLXE/g4wLpExQXHqU94tyjc/nuqqbE/2PvvKOjqL/3f2dmd7Znk5CEEEiAEHrvoTcR\nBKUovSgIooj0XkKWrlJEioCIYMNCsYEUlSp+BFEBpVgAlSaEHmrKvn5/7GZlSUIKQf3+Ds859+hu\n3lN22L3zzC3PdQl9P+1LgUnBWOOMSLxQYEIwjV6tl/WOcoCPP/6YAlYrDosly6fGV155BaMxBJEG\niJRBpC8BAfl81XCD+/fP03P7pyH3nbs/nvrwaQavHcbUrc/zyJvZrxj58bT/D9LtdmOzOdA0IwaD\nCYPBo6+ydu1akpKSyJ8/EpEeWCxVfOw9KSmJyPz5Keftlmzfpg2VVJXe4pmHaTIY6NyxI3V0nV4i\nFAgJ4ebNm74BGd1FCAsKypK9u93uTGPBly9fzrVeThrOnTuH1RqAyEA07YEs2XvjunWJyqBqAqD5\n0qaETgrCOlrDMcFK9PQo/ryYcaJu0aJFiAhbtmy54/HGjR5N1/btfdbqoYdYunQp33//vc8yq78G\nD2tPCwGNFSFA11EUxVff3/LBB2mkqowQoZcIAVbrHVnbmFGjfNOtHsyCvf/+++++UN60rVPYcnQL\n639dz6yvZrDqwCoavVqPd398l5IvxXDi3AkMBiM2WxgORyQOR0FEhO3bt2e475SUFFwuV7oO4dzi\nxOUTFHo+HPtIlYaNPPF7xzgd+1DhkSqCNk5o+3arPDnWxYueaVFlixenowj1jEae7tUr0/XJycne\ncKsg0g0RMyL10LQgCoeH01Q8E6n+L8gMZAa579zvHgfOHMiwcejmzZtcvXrVz8DDzu32El421c/H\n3pcsWUJJr+pesMVCg9q1KV+ihM/KFCuGxWhkqDcBWtpuZ+GCBXTv3JlGBgMuEcrZbFmy9xkzZlGk\nSPEM4/1DBw3CbrVy4ULWdfKZwcPaKyEyEpFBmEz2TNl7WogkxmbLsOZ56+9bCZhg5eGqgnWcgSlb\nJmdYd37z5k0iQkOpIkKd6jmTz80pmj/wAEZNw24yYTeZvF2udh57rBMpKSkUDA8nwGr922y2TG84\nV65cwWaxUEbXqWU2U9UrspZ2o7gVly5dwm53+gnN/fHHH3dUlPzll1/Yu3cvcXFxBAWF8O2332aa\nSH3vPY/G0O0dwneDbb9vQ41XCBmuU/zFIrz0v5f+DqeNkTyR2f3www9xOJwsX76cKO9Nd5i3Yicz\n9j5//nxvzXpdRMIQiaJIkRI0b96SMJOJ8SLUNplyzN6PHz+ea1mGvIbcd+65x43kG1R/pRZhUyNQ\nxhnJP7UQsQvr+sWGM6ptLVGiLGZzKE5nCZzOEmiazpw5c4jMn58ekrnWyYsvvohBVclvt5Pfbseu\n65QuXhxVUagvwoPeRHBoUJBfPP5WXL16FaczBJMpLF3b+pkzZwiwWCip68SNHZvr6xIbWw+z2e4z\ni8We4axV8LD2hxXFF+u+nb1fS7qGZYIJ2wRzhonNNCxatIgYiwWHCCEWSzpnmpehiBs3bnDu3DnO\nnTvHBx98gNVawCtDEZChU74TkpKSeO2115g3b57PXnnllQxvri7XRFStIA5nsO/prHHdukRHRt4x\nMX/z5k1CQgqg6+F0GZ5xlUdaqKmJCKG3dAjfLRZ+u5Cqcyoyc8dMQqYFM+qLUZSYXpRhG4ahjhPi\nvozjenLuRfNSU1MpVqw0BkMYRSOjCDSZiHY6iXY6MRsMjMvke9yhQyc0rTIi49C0AJo3f5iZM2dR\nrUIFanufuNqLYNH1bLP3lJQUoqKK0afPs7n+PHkJue/c7w5z/jfPUxZZshNqvObXLJM2ged2B3/w\n4EG2bdvmZ19++SUigqaqaKqKqijoRqNf+OTGjRscPnzYz3766ScGDRjAgH79fDZqxIhMm1SmT5+J\n1VoBke4UKlTUzykMHTSIWiYT/UVw2mx3xd6zg1sTm64Map7BI1EwcctELt+4zOvfL8lwQlUaay8l\ngk2Ewrex94MHDxJZsGCeJYtv3LjBpUuXPGGAspW9AnAuNK0Jjz3WKU+OcTvW7luLbrEh8hyqXoz2\nQ9qzdtNaQqxWitpsvqEvGaF9u/ZoWhFE+iBmI7+e/jWdQ7011FTeZstT9n4rUt2p5H8hFHEJzsGC\nPlqwTrJw5eYVPvzwwxxN/gJYvXo1dnthRJ7DYgngyy+/ZNeuXT47f/58um027NvgnbbWDZHnEKlH\nxYrVSUpKon6tWlQqVcpnVcuVy3YT4vLly7FaC2E2O7It+ncvIffQuTcXkUMi8quIjMxkzRzv3/eK\nSOVM1vzb1+iOOHz+MOISDC4j4hKOXzpOSmoKdRY1IHxqJMo4I2FTC1JjQe0sGUpSUpKf5bUmRRpr\nF3kGjzJkMR97T2Ptg2+peb8b9p4djBwxIu0L6LOWzZrleD979uzBYjZj8NZ3G0UIsNt9N6cObdti\nV1VGDhuWJ+fdo2tX6tWsyXfffYeI4HAUJCAgEpstP4qiZuhQsoOMhlenocHjDRFDaW8orw+KxUiN\n6pV4WFHoJkJ0oUIZsvfz58+jiI5nZKQLxVAUKSqUG1rm7+N6WfuDIjwjHuXKkDxk77dj5tczkXjB\nOEawDxUUl/Dkmz3RDQZ65kAsL421i3RGxIXFUo24uPhM15+/dp5Xd79K9XE1EIeRgHwhBAaHIWLC\nbHbc1e8tJSWFyMhoRLqh63X/E+xd7pFz10TkNxEpIiJGEdkjIqVvW9NCRD7z/n9NEfkmk33929fo\njjh8/jBxX47n3LVzjPl8rC/Z9+q3r6LGa0jJTijxKrN2ZM2E3G73PdUxWbx4MZpmwuksj9NZHrO5\ngK99evHixSiKglXXMWoKuqYRHRWV42MkJyeTkJBw1+d69uxZXPHx2Q6n9O3Th3q6jkuEBkajT5Pn\n4MGDOC0W+noTm3fL3o8cOYLDbCbUamXLli389NNP7Nu3z2eZdSwCPN27N7t3787wbwfOHKDIzKhM\nx98FB4eiGu2IHoiYAhFFxaHrjBPPhK1idnuG7L1z586IKBgkAlEiUNRARDTKlIjB7Xbz1Ie9+Obn\nb6hQujQloqJ8VrZ4cb95sXmJn8/+jBon5H9WofyjQtmXStKrVw+qGI04zGZ+/z17M4g///xzRBSc\nzrI4neWwWqOw2Ry+nEJqaipNGjZk27ZtgEfywjLBjjbcifpQbcQllGteCV2vhc2Wn82bN+f6My1f\nvhy7vRgi8YgM/U+wd7lHzr2WiKy/5fUor92KhSLS8ZbXh0Qkfwb7+lcvUG5x8vJJFJfikRV1Cb+e\nS990NGHCJN+Pfe2aNQxY+BxPrcxck+Nucfr0aT799FM/S5PRTUlNYc6WOfT+oDcySujyThfmfDUn\nw1rkhKsJfu+fP3+el7yP8ePGjMkyBnw7Lly4wFO9e/tVqAwfOhQRYePGjVlun5CQgG4wUEHXqWUy\nUUnX0VSVEydO+LqOXSLUNJuzZO8JCQk0atCAJV+/xk+n0ytj9ujalYYGA61EqFezZrY/4/bt29FU\nlYa1awOeG3mXDzpz9PxRRm8cSZPXGyEu4fGV3ZjxVfrRgEeOHCF0UD56L+hFxVFlKdeorDeMp6Cp\nCqqi8MhtVTZXrlwhyOHgYfEofuqaYIswUVkRIqwWhs4diriE7iu78fGhj3M8zLn50qbsOp7zQdmJ\nNxNp83YrTC4jQRMclIwvhsNsZqj3xpxd9p6YmMhnn33mZ2mOHDwhG7OmEVulik8iWnGpKOM1tMH5\nKOEq6+0BGIpIG6pVq53jz5KGatViMZmcBAREERAQhcFgokWLlvz1V8aDYv4JyD1y7u1EZPEtr7uJ\nyNzb1nwqIrVvef2FiFTNYF//2sW5Gxy7dIyRG0dx7to5xn0Rxy9n/RndoUOHUFWNGjXq8s3Rb7Db\nTFiCNOzxZkZtHMnnhz/3W5/GQu7VLFK3202TxQ0Ql9CiuqDEC9XnVsrQudedX4NJmyf6Xo/yhlfW\nrVuH02YjwivMlF3EjR2LIsKSJUsAj4N1WCw0EaFahQpZsvdr166xcOFC5s6d67MFCxbw008/oSoK\nVXSd2iYTZY1GrCbTHSUBBg8egFFRcDS20Gl5O45eOOoLl6Sx9hHiHSdotfo5E4CL1y9mGF6pHxtL\nS/GoHL764ass+HYB4hKGrB9CuZklMY5TaF3JU0XS/6Osh7+sObSGdkta4YizYB9npt2SVny037+Z\n7qVZs7AbDNTWdYqqKnYRzKrKKPForOghQvVWGtYxGs7JDg6fTy99m1Fi/uNDHzN121TEJTRd2oSX\nv3nZT98mO9j+x3YOnDnAuWvneKh9U6objYwQ4TkRrLqebfaeGVJTUyldrBgdRAi32Sg/rIKnyWyQ\nZ7yexCkYqpsxGEoj0guRnhiNtlyz95MnT7J3716fffDBB4jIvxqekXvk3B+T7Dn3Ore8/kJEqmSw\nL+Lj4312N49O/xWsWrWKtm07oGmNsFrD6NizA0WNQqhBKFpdMLuMfHTgw3TbmDWN2tWy7ry7Fcmp\nyQxY2z9brOx68nV0l5HQ4SbEJSRc9Q+vvLzjJRrOq4UhXiVoooNGC+qwds9aAqxW6olQJCKCahYL\nj4tQpGDBbLH3Cxcu4LTZaCVCZP78vL5rCT2feZyaZjPjRYiw2bLF3jPCxYsXmTdvHi+//LLPFi5c\nmGklUUJCAmZdo7sIulEIGOrJo6Q1Tw0eNAi70UhJp5OSTieBuk6rli2Z/7+5vqHTjRbWTTf7c/v2\n7YRarcSJZ2BJULQVcQm1Wqho4xWCpwQiLsE2zkjQRMcdY+9p2HNqDxFTQqnYQaPyYxrhU/Lx3Un/\nRrA9e/Ywe/Zsnn/+eWy6jklRiFEU2olHfVNXhdCHNAzxKluOpi/VXLRwIeVLlUpXOjno0/6IS2jQ\nWMExQiOoiY2J0+L91uzfvz/bDrpaxYp+paNOm42338k+OcgIq1evprA3QdxWhGqVKhA6JQJpUwEZ\no6END0QqGDDnD6JkyYqULFmRUqUq5oiU3AnNmj2MotT5R8Mzmzdv9vOVco+ce6z4h2VGS/qk6kIR\n6XTL6/+vwjKZYfPmzYgIRqMNkVGItMKgWeiT9ugcKDz+bhe/EEVqaiqloqPpKEJ+W/bZxaGEQ7z+\n/esebfndi9LNVr0dP53+iajpBVm0exExM4uy7Xd/Vvr1n1+Tf3Iw9RsL0U/rxM6tQv9Bz1LDbGaY\nN5HZ3xsDjrHbs/VDiRs71iNYJkJxmxXbQ2aMBpUOIjwlHvnfNPZ+rxJ8aRgxbJhPhqCMJthrq0zY\nMsH39xMnTrB582affbDmA17/8nUKTQmj8LQIas6uhCFeJWRSIC1fa+rTHKofG0sZr5NpJYJRVbH2\nNlG8l+fmsfi7xTRZ3IDVB1ZTYW45Tl/JXundwE+f89WM9/0wvdZKGtKUIqNUlRJRUbRu3pxHmj2I\nOUahVXxLCk7Lz4JvF/htc+PGDcLz5SOfyeQbx3grSk2PJt9wHWWYYDPpflo+qamplChShAa1avlt\nc+3atWwNST9x+QSFZ0TmaihHGsrGxFBcPKMIG4qgKQpaTwOFp8cgcSrSNYZ8U8LviUTznj17sFiC\nEBnzryZX5R45d4OIHBZPQlWXrBOqsfJ/NKGaU1StWguRfIiURKQrIp0QMdDWW+kRrBso16MMwYGB\nvjb0VatW+VhIG5FssXfPsIUwxCVUftQjfhUyLfium0Yazq/lcyiutfHYzGa6iVBPBIMIBTSN4k4n\nIWYzlcqWveO+Lly4gN1s5iERuop45riaBFOwx4pGFaBsTAyxVaty9uxZQoODcz17NCucO3cOi65T\nR4QWIsSKYDAKfT/IfKrQ9K9eRFxC8d46+YYYMIwVz42vj07l2WU5dsnTQDO4f3+/EXu1a9dAbaQw\nYM1zOCc7fKw/pxj8aX8W7FrAa98tpv/HGTuQW5U/h4in6zItDpwWSrmWdC1dJdcr8+dTxmajiwgl\nixb1Y+/JqcmETsvHjB0zKFA/hBpGA1UtFp8S54oVKyhssxFqtfqFESdNmIDJaMy03PF68nUmbp5A\n6+WtEJfQdWUXXtj+Qq6KDGbOnMmokSN9NnrUKN7+8m2W/bAMcQnh0wpinmjNkyaq2+Fh7bHeMsse\nGI3mfyW5KvewFPIhEflZPFUzo73vPe21NMzz/n2vZBySEfn/yLlv3rwZmy0ckeqoqpOYmHKE5y+M\nyejAYTYTbLVSNCKC2tWr41RV2j78MABlihWjxG0s5PZYb0Y4cfkEBpdGhfYqqkvhj4t/3PVn6Pvx\n02z/Yzvzv5nH8NeGEl2oEIULFCAkOADdIkQXLszmzZvZvn17lg09R44coXrFijSoWZP6NWoQWtRO\nQLgQ+IyBDuP8JQumTplCsKZRoVQpkpOTM1QcvBskJCTQt08fevfoQev2LXnyicfp+eTjfHfk71DH\n7WP6ALqv7EbYAI3A4QaKP1/Yd+ObsWNGurXgyW2UL1kCm9nMm2++yaUbl3LsYBJvJPqFbpJSkjIN\n5UyeOJF8mkYzEZqJEK5pWXZdprH23t6nsCJ2e4bs/fTp0zgsFoZ4Y+WB3vLTEkWK0EWER0R87D3t\nJlPKYKD/sxnfiJJTk2m4sA5KvNC2guc63mnqUm5wKOEQX/3xFUkpSby99+27bm6bOXMW/fsP8Xuv\nUqXqFChQ2GcFCxbJ9czcu4HcQ+eeV/hHL8i1a9d8w67zGh7W3hqR8Yh0I6xAIb76/Su/8WS7du3C\nYTZ7Gom8IlLTX3wx3VDk7HRC/nDqBzSXSod322Fwaazbu47y2ZRXzS5+Ov0T5WaVxDnBhl5VCGsR\nyNMfZk9w7YsvvkBEfGGm6OlRVHm5PNbGnhb8tOaRxMREgh0O+opQyGZj6NChKIrCgQN3HkSelzh+\n6TjaBM2nEZ6G6vMr8+DiRlR9uTzFphdm428bmbl9OrO+mpnhfj799FMi7XYqGAxoIjmWbna73YQV\nD+SRIQ/73uuz8klGr/d8J24fKL169Wr6PfOMn72TRbhs2bJlmDSNqnY7Ve12Cul6hk9hQwYMIFzT\naC5CcxFCNI2OHTpQ1PuUOU7Ex94nTZhAFYuFod6E6cmTJzM89l+JfyEuIWCsjsllzFb36vY/tqcr\nWPgn4JGDCMRkst91AvheQO47d3/07fscUVHFSElJ4fLly3kWBjhz5gy6bkJRFES8piiUGV2R0Hyh\n1NA0GhiNlCtZkjreeu2mqkrbli2ztf8DBw6k0y+/kXzDVwFx5PwRhgweiFlVebZP5vHZnOJG8g16\nrexBUB8dXRGMurD+p/VZbud2u6lRqRLFbwkz7T6xm3MXzmHTdcqL0LBOHcDD2itZrbhEaCeC1WCg\nhKLQrnXrPPscGSE1NZXk1GQee6s15WeVQokXys0qyaNvPuJj26evnMbtdpOUksS5a3cexuBh7SXp\n4M1N6CK0y2Cc4cwdM7l0I70W/RvfL6Pu8JqYNUG3KMS+VJVWSx/C4bIQMslJRHQ+8ocE3VH0LDv4\n888/eeutt/zs888/T7fu7bfe4tk+ffwstnp1T3e1wYBuMKAqCk8/9RRBdjv9xNMgV1WEhx96KMNj\nf/XHV9R8pSor9q+gwpyy/Hw2cxLjdrtJTU2l/IwSdF3eAbfb/Y8pXoJHDsJiqYLR2IAnnshcpOzf\ngtx37n/j5MmTmM0OrNZCLF++nLFj41BVjSNH8jbpkiaeZBodhPaIDYM3HtpfPPKzpcxmqttsVLBa\nUUSybCa5ceMGBUJC6PPkk5muSUhIIMBqpbd4BJXykr2/tfctDOWFOqpQ2ihMnPB3EnLmiy9meIP8\n4osvKGCzMe62JPH4uDhKiRAhgllR2L17N4EOB4UMBoqJUNBoJL8Io0Vwms3ZZu9LlyzJ0Y3a7XZT\nvVIl3njjDeI/j0OJV+hWzFMiOmb9yGzv51Z8+umnBOo6T4nQR4QiIpg1zcfez187z7cnvkVcwtyd\nc33DSdKw9ehWLAVU2ohQ1CAEtgrAOcFG5bYqUQ+oOIxCMavFV1L6byAlJYVr16752fvvv494GbtR\nUdC8SeW7dcTDNwzzyBgM17DFeZLTb+55M48+yZ2RxtpF+iEyHLPZwdGjR+950j8nkPvO/W/07fsc\nul4Hke5ERBTBanWiaRXp2rVHnh4nKSWJDu91QutdBNVkIEAUaohQU1FwKAqNGjRg2bJlLFu2jLfe\neivT4b1peGX+fKItljvOrezapxOVjSouEerqep6y9zc3v4nV5KlT7idCkLdy4tSpU1h0nSIFC/q1\ndqex9ke9TC4tSXzp0iWsuk5TEUJECBChZpUqnjJQsw2Ryujiabd3idBU07LF3i9evEiA1ZqprHBG\n+OSTT3DqOoXCwjh+4TiqyyNZq8QLJy7n7sY4b+5cShYujEVRCBUhvwiFROjSwZNfKDuntCdB29OA\nIV7FOMHg5+A3bdpEoK4R560kCnBY6P1eD7TxCnoBz3XsIZ6S0pyy902bNlG9emyOms+yC7fbzcWL\nF1mxYgUFrFZGeMNrH330UdYbZ4JvT3xL3JdxmOMMlOogFOyr8chbLTPt8M1rTJo0BU0LQqQxIo1R\n1XBq1KhFiRJlczUu8V5A7jt3D9JYu6dbLR6jMRKjMRqREZjNjjxn7w+/0RZLNwei2RFpikgtTCYr\nU6dO5csvv8z2ftKSX71EqK/r6dh7wtUEZnw5A4NBobIIDUSoJoJR0/Kse65n9+6EKwoNvQnfQE1j\nyqRJDOjXj1omEzF2O2+99ZZv/eHDhz2aLCYTAWYzFqMREWHZsmVoIpi84ZdWIlg1jQkTJmK1Vkbk\nSYwimBTBZBBsuo5B0+5484vfOI7Hnm5LNYuF4jYbS5cuzfLzuN1uypUoQUfxiJlNmT2FJ1f14Jez\nv9BrdU8OnMl9rP+zzz7DajZjMZl8FlWwIACnEk8RPCmAai0FLV71DXhOQ/1atSigKtTUjVTXDZhU\nhVp9atB/Xj8CTUZGi0dfPsZmyxF7d7vdVKhQDU2z8t577+X6s2V1jEplyvCYN0nbUYQyMTG5Zu8b\nf9uI1WXCMUQwjRK0OOGhpTnXJcoNridf5/PPP2fkyFE+GzJkKFarE5MpJF3yeeX+lRy/dG/yeHeC\n3HfuHkyePBmDwURAQBQORyQe8f4CiMRhMDTIc/a+/Y/tVK5aA10Px2qriMNRBYPBwuzZs1m/PuuY\ndRrSStZckvHU+V/O/kK+8YGY6ygUihGkgVCna20mTZqUZ6qPq1atIi4uzs9Wrlzpq6RIa2q6lTWf\nO3eOM2fOcPr0aSqWLk2Qw0GB0FA0RSFIhPHi6QJ1KIqXtbdApA26qBhFkJ5Cwxl1GLF6aIbntO+v\nfbz+/esEjwlA1xX6i/CEyB3Z+3v73mXB/+bzySefEGm3M16EniIUCgvLdRx779691KtdO1vbn716\nFsWlUHdBLAaXxqoDq/z+/sknn/h14c6dO5cDBw4wasQIX4w7zdo/+mi2z3Hjxo3YbBGIdCEqKuae\nsPc///wTo8HgJxJn0LS70q8ZsX4YxnEKprEKT67qkW4UYm7x2Wef0eLBBzO98ZSbUyndaM2ZM1/C\nZiuPSBeKFi1JamoqN1NucuH6BRwTgxiybliGeZR7Cbnv3D1ITExkz5497Nmzhzlz5qAoKoqioqoa\nqqoREpI/z4+5bds2li9f7mezXpqFiKSresgMVSpUwGI0Emy1Emy1YlBVpk3z75D8+NDHGMer5Btm\npPrLFfP8c2SEAf36UVjT6CCeVvdAo5E330wfD92wYQMFrFYsIjg1jZjoaDRFwWIwYDEY0BSFsJAw\nKlasSbDDSUPx1MNHBgh6vIHXdr+W4fEX7FqAEi+ElVMooArdxWMhup6OvZ9KPMXHhz6m7IziRE0t\nQPGSRYg0GIi1WIi1WDBpmt+TR07QomlTTKrqGbqdnMyECRMy7ZBNSU1hydolpKSksP/M/mw3M2UX\nly9fTue401i7yGNepdDoe8be8xrt3mnLgE/6MeTTAbR9K28mOrndbsrExGAxGNIlkWfveJmOy7sh\nLqHYzFI8saIXR84f4dq1awQGhiDyNCLx2GyFWblyJa2XtUH6CqaBhdDiPF3fGXUC3yvIfef+30FK\nSgoR4SGUEaFBnVpZb4DnB3vixAk/u50lTtk6hRpzKzNx0wRCnw/5RyoKJrlctGjc2M+W3zYcxO12\nU7V8eaqKEOV1vkUiIkhISOD8+fM+S0pK4uDBg9gMBkaJMFIEo0EIH5rvjp/l8RXdsNQQrOFCTKlC\n1K1WjbrVquF6Ybxf9+N7P76H4lKIetZI8d460knoNLITCxYs8FluGOb3339PkMVCV/EMInn99dcR\nERYuXJjh+kOHDqEqCh988EGOj5UV3G43VcqVSyectmnTJhRFQ1Hqoij1UZQYihQpQWJiIh3atSMx\nMdFv/Y4dO3jx+edzfOxbv5N//vlnnj0d5PV3efXq1UTZ7TwqQvWKFXG73cyb9wqbN29m8bevocUb\nkZrNMQzJR/nZVThz5YxPbdXhqIyYYtCMYZQrV5l+AwegmozII2WRoXYGrRv0j2+6NNIAACAASURB\nVFbzyH3nfu+Qky/wqcRT5O8SSn7dUx9sNQrVx1bxW5OQkOBTX/z/ARs2bCDUbCbQmwiMF6GwyZRu\nQhTA4127YhOhhAjRIgQYDBRuUJA9P+6hfp06GYqBFe8Xjdmm0/jlenR5r6Pv/ZIzopm6dYrf2jFf\njCFwuEa+wRpPf/xUjj9Lampqun/vFk2b0lz1JLFL2Gw4naGINCYkpECG7L3jo48SrSgUL1w4z5Ny\nn332GWEWSzrZ48OHDzN58mQ/W7BgAdOmTkUVYeqUv69TamoqEWFhGDWNP/7IfkPcxAkTcFptnDlz\nhsuXLxMYEJAng9zfeOMNmjRokGcOM01srJM3LFjAZmPFihXousUXaik+vRzKeA1xCR8f+hjwjNZr\nPKwJ5g5WtDYW1HYGrN3smMw2RCuENDQgcSq6y0Kp2WXvSVdsRpD7zj3vcenGJRKvJFKwYCSbNm3K\n1jbJycmEhAbQ3VsJ0kKEqtXL+a0ZMnBgjkI2/3V079YNVQRNhFJeK6CqlCpWLN3agQMHUlTX6SBC\nYV3nie7dOXDgAM0aNUIVoVPHjn7r3W43lcuWJZ+m4Ro/nuTUZEauH07MtEhMcRo2l4mS06N9cdpW\nb7Sk7vwaNH+tCXUXxmZ6zmmO5Nq1a35lmH1796ZH166+13v37kXxJrAfEKGgCIpEIOLCZiudjr0f\nOnSIALOZUSIUtdvzlL2nJTPbS/Zkj9OaxtqLEOxw+Ni7y+VCRIhWVXr3yF4O6sqVK9h0HYsI7dp1\nYMrkyUQajdka5A6wbt061nilqffs2eN7P236lkPXfb+xVHdqhjLNd0JyajJfHP6CgwcP8sADzTB6\nCwMaeUlEeEg4JlMsdnthVqxYQZ1X67Hm5zX0XPkUS77/O2l9+Pxhol6MRprWxjwkgoptqmA210Dk\nWUQ3INUbI/EKb+3NXXgvN5D7zj1vcOT8EV8LeK0F9Wn1XGs0zUnlyjWzxSx++OEHRARF+dsMBoNv\nqk9aq3d9EZrUq3dPP8s/hYa1a2NTVTp36sSbb77ps9sTyomJiThtNhp54/cNvU5n165dWFSVx8RT\nE39rgnj9+vUUtNnoJ4JuUtl0YBN7/9pL5LRw6jcSIgeYaf92W194Jk2q1+12Zypfm5KaQsV55Tl8\n/jCjRowgOCCAK1eu8Mcff+Awmwkwm33hm6NHjzJs6FCGDhnC4EGDsNkCvUnhvog8ko69d3z0UZp4\ndee7iOQpe//ss88oaLMxXoRBkvXQkmlTp1LZ2zRW2Wpl6pQppKam4tB16otnlKHdZMoWe48fP57i\n4lGhNCkqAVYr/cQzyH3unDl33PbmzZsUDA0lPF8+ihQsSLkSJXy/pUWLFhGlK7QVIbZKFdxuN5/9\n8hmWieYcCY599stniEuhXJ3KKIpK586dGTtmDGPHjGHQwIEYjVZEBiPS2cfeM0OhF4pim+hEhgtG\nkwWRQYi4EGMJtCY64pI7NmXlNeS+c797pLpTCZ2Wnx6retLstVbIGAXFpCPSB4s1LNuljd/9+R3z\ndswl4VICcRviuHDlb2c1ZOBAaplMjBOPJvi9Zu/Xr1+nUvny7N27957sf8eOHYRarTwlQojTeceJ\n8X/99RdtWrTwi98/1OwBylcuyQPecE6oCA+39QyrSIsvt/M+BZU2CEVbRTFp6yTKTC+G7h2gkpn+\nS0ZY8v0SBq4b6NG7X9wCi8lIlFHlhWnT6N2jBw2MRhoZDHTrlH6G6smTJylRoiyRkTE+K168jK9l\nPTExEU1VCbJYCLXZCDKbEVHYsWNHDq9qxmhQuzahJhNlnU7KOp1YDQamTp3qt+ZG8g12Hd9FYmIi\ngXY7DbzlqA3FM0939OjRviqmUiKEKkqW7D2Ntff1bhcgKk7ViEs8dfpZsfdXX32VUjYbJUwmQoxG\nIu12PvnkE6Z+MRm7Q6ent6IqyKRR+NlChEwKRB+nUmRaBI++lb7/4ffff/eV/56+cprgqaEY4nXk\nCQtiMCHyCKXK/j0/YNCgoRgM0Yh0R6Q7uu7MUGMnDXN3ziXhagKDJw9GUVSs1mB03Y6qmYiKKsqs\nr2f5JrX9E5D7zv3u0Pfj5ygxvTzKeA3bRCfqOB2JjkEMMZ67trTNNnvPDKdPn8ai63QXT5NQnX+A\nvc95+WUsqsrDt8003XJ0C4+80SKTrbKPhrVr84jX+VawWpk5fXqm12jcmDEcPOgvVzx3zVwU8Wia\nPCJCBfHUv1+8eJHt27cjIpS0GInWhQhV0IxC8eeLMGz9UA6fP8yK/StYvX814LkZfPDBB3dkZZ2X\nt0dcQvMaglZLqGAQ+opgt5qw6TrDvYneW9l7TnDq1CmOHj3K0aNHqVixOqpmyLQhLafYt28f69at\n87PbO5SX/rAU52QHJ06doH2bNrRq1sxnj7VqRVR4OE3FIxDWXjzyzp3bt7/jcV944QWMIpQSlVKi\nkU8UjCIUtNsp4nSiqWqmg73TWPuTIvQWwe692ZQrUYLHx3XDqAg1RaiuChGKEFUyHPM4jbYVBKvL\nxJqf1/Dzzz+zapWnnNTtdpM/fyHCwiJ9r7ut7O6R/w0oiChNEOmPyRzqmx8wZMgIqlat42evv740\ny+udkpLC8ePH2b9/P2azjaZNW3Dx4sUst8tryH3nfnfY8NsGrBMCkGot0UcEExwfgZg1RItEM1bC\nbK6KiDBo4eBcH+Orr76iWGQkRSMifFa5XLl71gl3/fp1woKC6ClCkMXCnj17OH3lNDN2zKDuoloo\n8cLUbVP55NAnudr/7t27ERFqmEzUNpkoaTTisFhofcuYuDSZ1927d6OI8Ejz5n77OHDgAGbNU/Oe\nZpoIn3zyCZcuXWLlypWsWLGCsK7BWNtqSFfhqz8ynmK1du1aRITVq1dnes6p7lQCJ9pxDjBiMAgD\nvTem4qpgFqGGzUYNm418RiNP9cz9qMStW7disYYiWlXadmmX6/1kFwfOHCDqhYJYXSZsYzTCJgXR\n4V3/4168eJHSMTEUDg+ncHg4YU4nRhHq177zWLrvv/+ehx5qwQMPPMgDDzxInTp1iS5ShMIREeza\ntYvdu3dnytxfffVVCphMPOVl+flFaCpChNXKvHnzyNfSifKgIA8KfUb3Yfy88YhLMLo0bBPMXE++\nTtMGDbCZzZw7d45Vq1YhoiNi9OUzvjzyJfKseLWeWiJiQSScChVyNhAnM4wbNx6zuQIWSyD79+/P\nk33mBHLfud8d3G43oVMiUFwezfRai+oyevZomj3THEVRKVqyGBEtC2Fr7+TLI1/+K51qOcWcl1+m\nnLcxqrmXvR+9cJSIqWEEDdWo94CnFT9+47hc7f/06dPMnTuXOXPmMGfOHGbOnIndYsFmNPLtt9+y\n/tf11FvkcRzNGjXiAUUhyGJJFyJq//aj1J1Xk7bLHqHa3MrpbnbXk69TZEYUS75fQoOFdVj6w9J0\n5+J2u6lYujSVRChdrFimN8wTl09Q6MUIuo3uhqIIFqNgM3imGYUFB7NkyRKf7dy5M1fXJdWdiq1w\nICKtEBmGGIyUcsVwNSnzkNXdIiU1hRHrhxE0WufBWkLIJOcd56KmpKRQLDKSTt4b/w8//JDtY6VN\n3Qq3WFixYsUd105yuShXvDhhDgcWRcGiKJg1DbvZTP/n+lF/cV02/raRXiueYPm+5ew6votZO2aQ\ncDWBoeuHsO3rbeSzWqliNjN65EhCQwsgUgaRJuTLFwF4BnXnHxxBwcrRGMOsiFIATTPRoUOXDM/p\n9JXTNHy9cbYkDi5cuIDN5kSkP5rWlFatHsv2dcoryH3nfndISU2hz8dPc+T8EWZ8NYt1v64D4Jln\n+qFq5TyswKEjBiMyWojf5Mrzc7h582Y6RchbkZOQUHJyMqFBQZQRT7NQLREUEX788UfW/LwGbbxC\n0EgjVWeXz3JfZ86cydYxX5o5k/I2Gy0UhZiKkVSZV9EzrGFOFwJMOmNFaKaq6dj7lZtXSHWn4na7\nuXwj87mod8LatWsp5E02Frbb78jewXN9Fq1fhN7CSJfFndEGq/xwJPsO7k7YunUrmsGCSE9EeiFq\nDGWaVciTfd8J7+x7xzPmb4KF4EkBdxzz9+6771LMK+nbXFVp+eCDma5NSEjwa1wbN2YM1S0WuohQ\nokiRe6rB0rRBA1oqCgNEsOgexi7yLCKjETGxcNlCXwfw9evXCQwMRaQPZnMNRo0a47evpJQk3v3x\nXfqu6eshNZvjPQPFb97MtNx57Ng4zOYKeKatDcFkcvzj7F3uO/e8x986NVURKeh5HFSLU6Z9+XvS\nxPBUz57Url49w7+53W7qLIxlx5/ZS86lpKQwY8YMJkyY4LOJEydy4sQJpu+YToMFtZm5YwaR0wve\n8bN88803aKrKL7/cWWf72rVrhAQG8rR4dFGsRoWALiqN6wl6EaGCInQTjxaJUdP8yuHuFmms/TFv\nYq5jFuw9DbPnzEZE2L59O6cST+VqUlBGWL58OTElyiH5TCj5zEg+E9aKdi7duHRPBbH+d+x/vPvj\nu5y/dp6JWyZm+nncbjfFIiMp5811NBFBVZRM/00G9OuHIsLBgwd9rH2ANwFe1G7Pkr3nFrt27cKu\n6zznrQ7SRUPEikhtr4URkD+EgElBXLh+gZmzZmGzlfPmyAZgtTo5d+5v+eYrN69QZEYMMl5Fqd8E\ncQm1F9WjaKWS2B1BGVYe1anTALPZ5mfz5s27J583M8h95573eOaZfhgMFbz6NEMQiUSkCapJz7DZ\n5m7w559/4jCbCbVa081WfWffO9TpWBNDJaHe4jpM2jqJM1eyx6bvFk3q1SO/olC7WjW2bt2a6bp5\n8+Zh1zTqGgzUNRiIUFWM0YJtrIHQSgHUr1HDZw1iY9myJe/at48dO4ZJ19FU1We60XjHhGiaUFtV\nEerHZl4Pn1v8lfgXHT/ogLgEyxiN/EM8bevPremX58fKCtu3b/e70bndbkaNGOGv4f700xnewE+d\nOoXDYqGmqtK+TRtmzJiB2WCgtNNJaaeTULOZapUq3dX5Xbp0KUOCsXDhQgrky0e414ICAoiJjmbk\nyJF0fqYzUkdQHzNgGlgIcQnWMCcmkxOHIwKHIwJNMzB//ny/fR67dMwj0z2gELrLwtLPliKKCRED\nHZ7o/I92nmYXct+55z2qV6/lrY+t4mUDTyASiK6XZNKkyXl6rKd69qS+0ZjhbNXB7w3AYPBUkdif\nUij2QhSnEjOeXwl518r9zTffkM9iYZh4BlJER0Zmyoa/++47XnzxRZ+1fq411Z+rzLIfllFuTpn/\n3I9m/rx5lLXZiBPPlKHt2/NGrOpWuN1uBq8bTMQgE6U6CXUXxt7VsOjcIC3pnVZtklMM6NeP2iYT\no7wVRDt27OCLL77ws59+ylnD0a24fv064aGhLFu2LEfbud1upm2bhmlkPqRNRUrMKsvBIwc5eNDf\nbtzw7yJd9+s6wp4PZ8q2KajjjUiUEZEHEamJKAa+Ophxsv7fhNx37nmP1NRUTCYLRmMgImkm2GwB\ntGqVfbW+rJDG2od7wwq3Dr0AT218FYNQVxEM5YRNRzLvlv3u5HdUmV/R50xvfSzNKZrUq0dLRcEl\nng7NAE3LtpN4++23Kfl8DB8e/BCAfp8+e8cb0j+JGzdukD84mMfFMyyk+T1i7wD9PumLfYKFws9H\nUP6lUlmuP3bpWJ4mXps1bkwJEUpFR+c4Nn7q1Cms3kqXISLU1jTaZzBx6m7w8uzZhBmNOdLoT8Ok\nLZMxuHQKvxhD6LQC2dom1Z3qy0Vs+2YbopgRGYtHIlznmWf++SerrCD3nfu9wZEjR9i3b5+f5fRL\nmBVGDB+OzWgkwqwQ47ARpOu09Nalp3W0DvbWX5uMKpM/Sv/UcO7aOSZumUjj1xshLmHw+sH0n9Uf\nh82WzsFfv36dtq1akZCQkCmjPnTokKdF3eEgXIRwb0I25paOy7NXz/rium632zezduDi/p4u3UZC\n1AsR1F1UC3EJQzcMZdvv23IU217y2mt5PmP1u+++w261+mmxBzudd0xm5/pYJ7/j9wu/c+XmFTb+\nttH3/tatWzOcolVjTiXiPh+bJ8fevXs3wVYrY71J5pyy93Xr1hEaFESI0+mzsiVL3tU53Uy5yaQt\nk3C73Vy/fh27yUQbEUrY7dnS6L8V+8/s52DCQW4k32DNz2tyfC7NmrdEJACRUl6zoqr6Pfke3A3k\nvnP/v4uxq0bTaGx95HEh5rloHpnQgq/3fA3AyOHDCTIYqKPr1NF1QjWNXk88kW4f566do8yM4lhH\nqTSLFSReCCvgJL+mMXqk/zi5l2fPRlMUhg8dymOtWvHKbXFJ8FSTbNu2jW5du1JA03hIPDo5gUaj\nz0mUfakkr33nkep98803sVksnDt3jko1y1BNBLMqGIcK4hKqPmpAj1MJmGzPsIw0KSmJJ3v08Mk0\ngEfIyahpNG3QILeX9j+Jy5cvE2i306FtW997z2+dSqUZpdHHa9hdFqq8VDbdkI+colmjRrTwPnl1\nziV7z0ucSjzF23vfRlzCul/X0X9If1QRCotnVkBu2PvdYNOmTTz06EN07NiR1u1a06ZdG0aOHPmf\nGrEH9537/2m8sGUaarxCq8qCbaRK7XnVfAMBduzYwaxZs/zsiy++yHA/O4/v9EycH2MkpJuTKLud\nAeLRIElj79evXyc0MJCOIthMJmxGIyGBgZl+oYcOHEiVMmX8rPXAh2nySh3EJRSYEkLThQ0omD+U\nQgYDTz7xBEEWC2NFKGXwsPegiXZKPGFAjVfYeTzj2vHFixejiDBuzN/la3379CFW18lntbJrV+Y1\n27fC7XbTZElDfjz9Y7bW5xQ//PDDXQ+unjJ5MmXMZpwWi69jd8+pPUROK0CdpkL0MyaavFo/y0Hd\nd8K5c+dQVRWbruMwmbCbTIhIjurZ8wput5vGDepj6qqjxAulunvUGHXNI+wVIEIRmw1NUdLJAmSV\nqxm9fhxLv886Xv9fy/nkBHLfuf/fhdvtptCU/BjHqxhLC70G5a4z8p1979BgUR2W/bAMW4iBTt7u\nyxreBhDwsPa0xqbKqkoxEcrbbLw0c2a6c/roo4/S/Sjix4/nrR1vETDBSrNYocAgndI9ihNjszFQ\nBJOqUtcbQuolgtlkQEYLT656gsBJDt7Zl14GOCkpiYKhobQRj/7JhQsXOH78OA6zmaEitFQUmjZo\nkE6T/HasPrCaSVsnIS7hkbcfZt7Oeenq5pNTk3Nd8njixAl0o5H5d1EKd/nyZYLsdp4V4QFN82Pv\ndeZWQ433NJZN3jIp18dIw8WLFzl79qzPbn0quhVut5vDhw/7vXf27Fmm3aZbk1ts2LABq8FA4UIF\nkPFCjRaCsa8Bu64zRjwzY0sXK8ann37qd47bft9GkyUNM9zn9ye/Z8G3CwiYmI/oGaWYv3M+c5bM\n4dtvv0239pVXXqFRo8zr+P/rkPvO/b+P5NRkNh/dnO79a0nXiF1YnSdffRKzQcFm1nOUCF2xYgXv\n3qLtsWnTJkSE0k4nZZxOIm02bBYLiYmJhAYGUkuEtiI0Fk+7/+Mi6dh7Wit/x0l/645s3rwZEeHZ\nPn0oP6Mk4hIkTggNCeQJ742kgghmTcNhsWAxGjEoCu9+/C7gCR1lVC2yePFiSnpvONUtFsaNGUPf\nPn0oZzDwjHg0SUyahtVs5vTpzKca9VrZA3EJjRsoWEerFH6hYLopSH1WPsn4z3PXkftsnz7EGAyE\n58uXrgoju5gyeTIVLRbiRBjhrUA5ePAgV65coc24Nuw5tYd3f3yXZd+9nuH2P5/9+Y4J9dzg/fff\nRzcafTkTgOFDhiAi6cpyc4q0QS6PilDYakHaCY1erYexuFBKUeggHq0Zk6b5hPlOXznNtO3TqL+4\njq/ZaOV+f0a/5LslKPEqWqdyqK3DEYeKbrJStmxlP0Lima4UiskUcE8qov4JyH3n/t9H+/fboblU\nzl71b5a4fOMyBxMOElDKRBNFqGY2MXLk8Az3kZagS0OafkyI0+lzzlevXmXjxo1+9vXXX3Px4kWe\n6NKF9q1bExUaSoAI4YpCdU3DrmnMnTsXgPPXzhMdXZDyIphCFFb8tIL9Z/ZTu1o1HhDPfNfWC1qx\n8/hOuk3pgiJCtNNJMaeTcKsVu9XKjRs3CLBaCTYaWbhgQabXJI211/PGhZuLYDObad2iBSULF/aZ\nQ9fJpygMGTgw03253W4KT4sgdJjn8X/n8Z1cuXKFM2fOsO6Xz3j2wz44JlgIGeWkctuKmWrUZITj\nx49j0jQGilDWlvtGlto1avjV42uqyqxZs5g6ZQoikql6p9vt5nrydTq/057SL0Zz6LdDXLh497Nz\nU1NTiYmKIlLT6NunD+DpSHVYLDTMoCw3p9iwYQMR3s7hriJEFSxAamoqXXp2oHnjRrRs0sRjDzzg\nG4d37NIxop6PwDlMpWFDT84mbsOYdPt+fGVPtBEBSEEzIiaMxvLYbAVZt26db81LL832zkRtRWxs\nfS5evJhpXH/Nz2v49kR65v9vQ+479/8udh3fRejUYNQ4wTZCwe6yUHthTd/fR2wYjjwrmDRPad4A\nEayZsPeqL5Xniff+HiaRph9TwWpl1ozsS9+uXr2aF154wc++++47AKYvnU6Q7pF3DTYI0kXo/GIn\n8nvrwuvoOs96HcGNGzf45ptv/Gz//v0M8TK/MiIUCAnJdN7oxYsXeaR5c5rUreuz5o0b+2R0wfPE\nkN8b9nFYLJmy9zXr1uDoZ2fW17OoMLsMS39YSrdOnahSvjxfHv6SgAlWKrdVCCnlGew8+43Z2b5e\nDz34ICLCQ94nifzBwblm77cjbahGVUVJJ82QhrREpH2ckdChJoxOoXzjrEsr74SklCTef/99ou12\nhnlv2sePH2f4kCHUNJszLMvNDi5fvsyhQ4cAqFm5MkUUhfqKQj1FQVfVO8rtpmHDbxtQ4xWco4xU\nmJlxhU7l+dVpNbUNitHuFQt7DpF2Pvaexto9M1HjsFhCKFy4OIMH/z3kZO3atfxv1/84dukYRV8s\nxQOvPcSxS8fuaSdxTiH3nXv2cOT8kX9sPFYaai6ohowXtHHCw1U9/33/p/d9f09JTSGyejj5FKGK\nJlQ3ajgNBkaOGOHr5Bz3xVisE0w4x+hYxhuxTjTz+q7XCQsKoo8Iz4j4sfc0TPgynr1/ZV/LPa2V\nv4M3zNJehKACVmpVrUqsN47eUQSTwZBhKR94NHJsBgPNxKO0GGO1+tj78ePHM3X0maF2tWq09p5P\nLZMpQ/aeVrtevmRJ32P5b7/9RoDZTLjVyvr163lqVU+0oYLBIDQToUKpUn6P8K5N8RnW4qempmJS\nFBqIp5kr2GpFURQ++SR3apq3Y+qUKVS2WhkjkqGwGni+I898/DSF+utE1BLCdBWH2czRo0ezdYyM\nEorlZ5ehUEQYXb3Xtp6u0+Pxx7HoOp2836m6uWDvT/fqRURoKDdv3mTp0qXpxv9lp+lp7s65NFpU\nl/k751F4RmSmOjm1azdEpCQiRRF5BpGnMZkCWbduHa+88gqaZsVkqo3JVBtVDUZVA7FYAjhz5gxX\nr14lICAfIYUjkHjBPLggplHBiEt4/fuMw2L/BuS+c88eomeUYOaOmVkvzEMk3kwkaFIA4vI4doNL\n4+J1f13oYs8WIaJtfgIetlPzyerMmTOHR1u39kmdnrt2jthXqlGhnUKxp010erc9M1+aQbiu0008\nui0Ruu5j70fOH+GLw19gdum0X/4om49uztZN7ffff0dT1bQvlM9iq1alUqlSPqtStmymqoljx44l\nQDzMv6Z4mp+KFCpEUlIShcLDGTNqVLau28aNGxk2eDAiQtmAACoEBBBts2E2mdINBZk/bx6lbTYK\n2mwUjYri999/p1unTjQyGHhMhCrlytFxeTsadahHNaPGeBEK2e2sWbOGY5eOseXoFhSXwqjPR7Hv\nr31+zvCjjz4i0mYjXoSyViuu+Hj+/PPPPKnASExMJMhup7d4ntoaZyCsloanP+yNdbwJs1OlmwgN\nDQZ6dO+e5THm7ZxH31W9/379vzn0XPE48oTn3zbUYiTSYSfMasWgaZSKjvYLiVWrVCnbFULHjh3D\nYTZT1GK5YzguL5DWfauq4d56dTuKYiEqqjhz5szjxx9/5OWXX+bll19m9uzZhIUVQqQDJlMsgwcP\nY/r0mVitnlBOtWE1UHsWxTgggv5rB/ynqmskE+eu/FOeOxvwnue9xx9//CF2u13y5cvne2/kxtHy\n4b61cjjxkJg1ixQNiJbX2y+SGgVr3PPzuXTjkgS+ECjVw6rI/oQD0rpMW3mt9WtiNVp9a/b+tVfK\nhJaRq8lX5ey1s2K+ZpYyxYtLFEjrwYNlyrRpUu+VmvLj2f1ynZvSs2JPKXm4pHz4/vt+x2rW+mFp\n0L2xvL77NVn64xtS/jdd/izklmsWkW1PbpfYQrFZnq/b7ZZrydfEqBpl+rQXZOlbr0n58RXko+5r\nstwWkCrlyonpwAEpJSJXReRjVZX3VqyQ8+fPy8T+/eWyqsrR48clKCgo0/2kpqZKyaJF5eTp07Jw\n8WIJDAz0/c1isUiTJk1EVVUREbl586YUjoiQR86fl29E5BcRad22rWxYt0763rghJhF5zWaTWUuW\nSM/HH5eHkpLE6V2XWKqUBAwJlq9Ofi3lfjXKr9FuEaMm+/sdkGLBxeTChQtSu1o1KXzkiJQQkVMi\nsjUwUP48dUrMZnOW1yMrbNu2TR5q1kxwu33vORwOOX7qlBiNRr+1O4/vlJ3rd8rLg8ZI96tX5bqI\nLDCbZd/Bg1KkSBEREfnfsf/JteRr0iS6ifx05if58OCHsnTnq3L2xjkZ3mC01CtcT/ac+F6Gfj5M\nmq5Dvi6tSoHQIrLosSUSZAkSq9UqxYsX9zvusUvHpFBAIVGUrN3JM717y4E335TiycmyLiREfj9x\nQnRdz3Q9IA2X1JMFrV+VMqFlsn/hROTs2bOyYsUKudWv2Gw26d69u++75Uu2hAAAIABJREFUkYY1\na9ZI587PypUrPUUkUSyW18RgMEpiYgcROSsG52cS0iNYboYmSfPiD8ryDm/l6FzuJbzX/b/ky9Ph\nH7nLud1uihcvQ8uWbf3e33l8J/kmhyP1GmMaWJCH32iba3nZNGzatClbAmJut5tDCZ4Y5KnEU+lY\ne0Z4ulcv6hmNDBDB6a1TX75vOScun+DH0z+y/tf1GW73yq5XCJzk4HrSdarPq0zhpzRsYw25Guj7\ny4lfsFl0AowKShdh2vZpWXYCpqSk8GCjRtSsWNFntapUYefOnRQMDaWntzRz7OjRGW6fxpjSJGlr\nmUwMeu65Ox5z/rx5FLVYeEYEizd0ZFJVTAYDRZxOijidBOg6tWNjqVm5MtXKlfNZo7p1SbiUQKFp\n+SnTSUUfr/l1ktaPjSXQaiUqf36fRUdGppso9U+hbmwsdl0n3G4n3G5H1zTGjR1LUkoSJy+fpOEr\ntajyUjlOXj7JV398hXOinSK9VCq3UTDGa7y/7z0ASr5QFFOcp958w28bMj1eSmoKIVODfbK6d0Ia\nax/mDfOUttnuyN4/+OkD4jbFIS6h1TsPM+ebOXf9m8wMsbH1MJlCcDpL43SWRlVNaFowIgMQeQoR\njWLFSpNwNYF9f+27J+eQW8j9sIwHH330ETZbISyWQH780b+RpdDAaJTBnmEc83benWznyZMnMRpN\njByZsZPKDlLdqRkmbm7/kdQwm7MMZez9ay8hU4IwuQw4RxpwTrBhjjfS7u02FJqWn/FfxuX4/AaP\nGkhpo2eYtdPq6Xqd9GXudOwXL15MKbsdlzdh7LRa09Vdp6amUqNKFT766COKRUby/9h76/Coru97\neF0Zn3hCjJAQLHiAFC3utLgUCqXFvUWCQzK4FyhaWqA4FEoFaflQLLgWLa5Bk0ACRElm1vvHTAaG\n2ARC2+/vZT3PeRhmzj3n3JuZfffdZ++1OsHMaeKg0Vg1MzNDjy5d6OXqSge1miUt16yaKLLFxx/z\nxIkT1pbVHkF8Sjwlg8imK5pQN15jFQM5fPgw3bVaOms0/4oCT2Z4/Pgxr1y5YtMSEhI47+g8wgC6\nD1fRK1RNGMAJeydw+oHpVIwVqRkl8bP1HUiaU3JDFpbnzxd/Zoc1bfjDX5kXAfX7pTfLfV2CYhjo\nM8mDNRZV5o0nN0iaM2per3adMmUKZVGkm05HN52OWqWS5ctkzWPfdWNnwgDWrS5QM1Jk4PQCjE6I\nzqMrZYu///7bhuysXr2GdHPzooeHLzUaRwIlqVC4vnXq57sA3ht3s9dXuHAJAp9QFBtYvfddu3bx\n449bUOPoyOp16nLZqeXceP7tOKjNdMClqNU6vjE51/DfQ9n351427505c4aLFy/OEPMuXqRItmMZ\nTUaO/t9Iuo1QsVZN0GuSO/+8bq5kfZ7ynE8SMy9gyQpPnz6li17PfpbYuYsCdOqo5YS945mSlrsN\nUZIsWawYXdVqBjg6MsDRkUpJ4ty5c236bNq0iXpZpl++fHSSzUVYHQAWlOUcvffnz5/TQaNhWZjF\noCsClEXRJnc7K5hMJp5/ZN7ku//svrUytM6HH7KpILC+JLF1s2Z2n+uNJzf+8Zit0WRkl81f0K+P\nzIDuEtusa8VUYyp7/9yD3TZ+znG7wlnnu5p2j7d69RrO+WUOdQYVmweDTiMU7LSuPZNSk5iSksL8\nXl6cMX26zTEpKSm8c+eOTctOc9RkMtF3cj56DDXTIZ+8f/JNT/+N8eTJE4vS0pcEWrBChSr/+Bpy\nArIw7vI/Z7v/ffz22294+DAeQBBMplTs3r0Q586dw4ABQ3Dx4nmoVAVw4vApzJe+RpmSZd54ngcP\nHuCHH1YiLa0nZHk/pk+fialTJ9t9/N6be7H+r1XYdGETUpmGhKfPEflzFJZ/sxQVQ0Iwe+5cmF6J\nwdoDURAR6F4Yj9UpOFPPASJTUSugFgBAr9TnaiwAWLZsGZKTk/GHSoCJBNKAxD2JOFQ7AnKN0bke\nb9uOHXj8+LHNe0WLFrW+NplMGD10KJqmpSHi6VP4FymCGHd3AEAhAI5OTtmOL0kSRowZg+TkZOt7\nH8kyNBpNjmsTBAEl85UEAHg7eAMAjhw5grOnTqE3CaPRiEU7d+Lvv/9GiRLZx4XjkuNQbF5Ru/Y3\nYmNjcfz4cTRo0CDHNeYEURARF/8Yqb5OECQlnjyPhizKWNRiyctOdewbKyYmBl27dkeZMuWga6HF\nb81TQCEVn5TvCLWsxpIlS2CKjcXUiRPRp29f6HQ6AIBSqYSfn5/da45/EY8UIQ1jW0/HsqNLcCHq\nAsp7l8+yf2JiIh48eICbN2+iXr16ds+THWbMmIXUVC8ARgDeOHduN/bu3YtatWrlyfj/f8E7v8PV\nr9+ICoWWOp0HdToPSpKSzZo1p1brQ0BHoCtFsSEbNvzYWhTyJujdux+VymoWjvevcu29H7t7jO4T\nnFiyg8SyrUWqqqkJCKxbsyYLSVK2eeHZ4ejdo9x2ZRvjkuL49aGv38p7vHPnDn/66SeuXr+aYjuR\n6tYyhe5gbNLbF85khk2bNjHAIvvWAfYpKb1LfNKmDR2VShayFGfpFQr26tEjy/4mk4mtVzVn0IxA\nimFggak+rLm4Wrb8MAP69qVKoeCDBxnTL4/dPcbNF37i0EGDOGrYMLsynU7eP8nHiY/5LPlZlhw+\n9mDIkKFUqT6gVufJxhMa8erjq5y4ezw3HN3AkHLl6OXmxq4Ay2q1Gbz33MCevad0pKam0t+/EIsV\nK0293jlHKgp70b59J/r4FLRprwt8/NvA+7CMOZRw8+ZNa7tx4waDgspYxDYKWYzxKGo0LhzywxA2\nWPrRG83j6elNQKAgiDQrroMbNmzI+cBXMOyPUEphAsVQUFaqCTSmAuAQgCV0Oi5auPCN1pbXOPPw\nDCvMD+amC5v4wYJyPHHvxDuZp2SRIiwoSfxQoWA1hYKyKHLLli2MiIjglStXePCgffKCeYV79+7x\n8OHDNi27uD9JLju1lIpwiZ8EgXKYyOG/h9rw2Oy8vpORTyNJWhSO1GqWUSg4oG9fa58XaS94/cl1\nNvq+Lv1H+VCvVlGjUrDO19XfzYm+hujoaGo0DgQGEmjODz6oZv1s0IABVAoCPWSZBksevJujI+Pj\n7RcgOXDgANu1Myse+c3w52+X7KsVWLFiBWXZmYCGGk0pTp48Jdfn9n8VeJ8KmRE7duxAkyZNYTI5\nAYjBy8tBaGo54EXNZLQt1h5NijfAZ8GdAAB///03AgMDs01zu/f0HorOLYaktCSIz1xBx1iU8iyN\nM/3+snttfX7pCT/nAti5ZC/2b3oCpIooj5P4CEAkgO12pJH9v4RVq1YhKirK5r3q1aujVo0aKOjn\nh4dRUbhz/741BPBfRPyLeLhPcUUq0mACcarnKZTzLgeSIAj/qT5oW+YTzGoyB1/1749T33+PSi9e\n4DuNBldu3ICXlxdWn12Nz37+DG5JKqRsT0Xxv00wAjhbAfg89HPULloPHct2emfnEBo6DN98swWp\nqbUBmKBUrsX//rcFxYsXR+GAALRJSsJqAP4ODpBEETfj47Fg8WJ07949x7FJokKFKjh95iTKDS6P\nU/pj8NcWQrBXOcxpOgMBzgGZHpeWloYCBQrhwQMAKAEgEA4O63H/vjnl+f91vE+FzASnT5/ml18O\nZP/+X7Fv3wHs23cAQ8cOpd/kQpS6BxB1P6RmnAO3X9lO0uz56/VODAvLmBHyIu0Fh/5vmLVSbsXp\nFZTClETV+tSEO/CvB7mnUo2JiaFSqSHQgAJEqiBQC4EeOh0FQeCWLVusfZctXcpRw4a94ZX4v4nQ\nQYNYSJapBBikVnP6tGl5PsfevXuzzIQ5duwYZ86YYfdY0QnR7P1bL0Y+jeTI/w23bhB22WwmNMs3\nVEVVmEwMAbUqJQfCrLxVRam0eu8mk4lDdwyle3eZCsn8JDcYoFIE1aEK/nQh59L9t0H79p1YoEAR\nm7ZkyXccNGAAq6pUNACsoFSyU4cO3LNnD/fs2cPYWPtCdbt27aJO50WgGeGtIoKbUx7mzJpL6lkp\nrjPDihUrqNH40SyOPYTAcKrVJf9/473jHYRlXAHshLnW438AnLPodwvAWQB/ATiWzXj/9jWyYs7h\nOUS4QISJbLD0Y+v748ZNoFIZSJ3O2WaX/2bsTa48vZIwgGvOruGt2FvcfmW7+Qc72YcooOD02bZG\n4OTJkzk+rt68eZP163/EWrUasmrVWqxUqQbr1GnAc+fO8ebNm9aYc2JiIt2dnalTqXjnzp08vBJm\nXLx4kVFR/4zgtr2Iioqio0bDIEv2S583CAHkhHTKgsrly2fYnzCZTKwYHEyFJNnw3LyKP678zr03\nXwp9Hzx4kKdOncrQLyYhhmXnlmRwc9B7sJpNhjexIQ4TBYEF/fys/T//sRMdKqnoIpjL/6sBdBbA\nwHr58+jMc4fo6GiqFApWAlgP4AcAtSpVtpkwr8NkMrFcuUoEWhIYS0HhaK6QNcDqXGWFQoWKUZKc\nCCgISARkCoKCVar8M6Gqfxt4B8Z9OoBhltfDAUzNot9NmG8EOeHfvkYkzV+ygdsGM3heBSoMKtZd\n1pCxSbEWr92ZQD9qNCFW7z0lLYXOU8x8E1K70oQBdB3nzotRF7n18lbu/HMnZYWezs4eVl6XuLg4\narUODA0dnt1Sclxno0Yf8cCBA5w9axZL63SsoVSyZ9eueXId0pGamsqCvr5s07x5nhFhkXxr/p7Q\nQYNYVqGgFuAIS+56WY3Gbu997969Od4I0ykLvHQ67t5tS6P7559/0lunY3WFIoPyVeKLRF5/cp3B\nX5dgtXkhvP7kOuOT4lnAy4ulihbNdCO78IwA+kzOR6VB5qj/jWRwyZIcFmomsPqsQweWKV7cetzF\n6Ivc9Nsmdg/tTs8mHlTWlijVFunZ3Z3b3kBOLivYu+H+5MkTDh86lIMHDrS2EcOG5UqObvfu3RRF\nBYFGBJoQKMZipUuz329fZqDzfR379u3jpk2b2KVLV6pUQQTaElCyUaOmds//fxl4B8b9EgBPy2sv\ny/8zw00Abll89ir+7WtEktx/ez9hAOUxOqp6FSYMYKt1bThu3ARqNOUtm64DbLz3G09uUDRIFFqU\nJ3qCslJhJWwKCalKoAV1utKcPdvMMhgWZqBSWZRarSNjYmKyWkq22LJlCyVJxXLlKtLd2Zm9AA6F\nmbkvL733VatWsaBOR71SSa1GY2Xzsxc7r+3kqfu23urqM6tZc3HVDH2Tk5PtllHzz5+fwmu5/gBY\n2Q4Sq/j4eDrr9WzWuDFNJhPXnVuXwZAlJyfTy82NPWDmtk/33k0mE5csWcIPypZlq1eu+ave+5SI\nKYQB9BmsZj5LjvanYz5lEZ2Ofnp9poRimy5s4rPkZzz36By/XvE1PTUaOmq1PH78OB3Vavpotdy6\n1dZwn7x/kh4TnFm0s8QKzQXqDWqb6tm3RYnChdm4fv08Gy87nDx5kl980d2mjR0bbvfxSUlJdHHJ\nR6AngTAC7lQqdTx79t1Xk8bHx9tN0PYugHdg3GNfeS289v9XcQPmkMwJAD2yGe9fuzivY9HxRVSO\ndCLaBzFwVlHGp8TT17cAVSoHaxqlIIhcunQpSXNaGsIFasIdiUAFIbjQtaIXN27bSJ3Ok8CnBOrR\n2dmDDx48oE7nTGAA1epKb+S9m0wmFitWmkAbKhUOdLJomDYG6CuK7NWtW55ch9TUVAb4+rIzQF+Y\n5c7USiUPHMiZ5/xF2gs+TnzM0jOL8aOlDfg48TEvPLrAHpu6sNB0fwrhYNcfO3Ppie+txzRv0oRd\n7CC6Sl9bUlISo6OjGRMTw6SkJBqNxmy9zfSnhalTprCkRkNnjYbr/lxHGJDhBrRg/nwW1mg41JKh\n5K7RcPfu3dyyZQsBUCGYybk+A1jsNd1ao8nITzd2oF8vib79ZHbf3I1+Xl78HGbGzKy8d9L8ty0T\nFMR2ACup1SwdFMTassx2yMhSSZLFZgVSCgPlsQK7/GjftbMHO3fupBJmsZaswk7/JXz33XeUJDWV\nqmACJQl4EXBj48b2F5e9KXr27EMfH/9/VN/1VSAL4y5m9uYr2AngXCat2euGOasJAFQDUA5AYwD9\nAFTPYc5/HTEJMZA1JpSuqsWNZ1dwOeYyzpw5hUuXzuL8+WM4f/4Ybty4js6dOwMASuYriflN5iH1\nYQpwSwHwCzz9Kw5TwmYiOVkC8CuA/Xj2LB7duvWAyVQYgBuSk6tg4cJFGYp3csK2bdtw714cgBJ4\nkVoSVGnh3707/Lt3R9OuXfFB5ZzJv+zBqDmjIMQ+gQPMd+4SABQvXmBw//45HjturwFu090Q/fA2\nDl3bB7fpbth6dSv239yHxMh7qL0bWHNhLVSyOevo7Nmz2LdnDzZt3Ihbt27lOL4sy1Cr1fiiY0d0\n6dQJarUaoihmSV514M4BBM0tiufxzzFjyhTUSEpCSHISOvfugHxPJIQsqYB809yRakwFAByMiEC0\nKGKJTofvdTqkiiL27d2L0NBRACoBkho3ypfHjQoV4B4cbJO1JAoiHsXegzLQB1J+D5zYdgzis2fw\nAJAfQExkJLZufUmy1qd7d/zyyy8AgO3bt+PJ3bsIAlAiORmXLl1CxbQ0BAF4cvcutm/fDgBYe2YN\nuv3YGddjb0AvahHiXQF3n93N8brZi95duqA6gGIAPu9km32TlJSUZ/PkFSpUrYAyXUvBqLwE4CkA\nbwCB+OOPbTh37tw7m/fevXtYuXI1YmOJtWvXvrN5/mlcgjkcA5ivZFZhmVcRDmBIFp8xPDzc2v5N\nDocLdy+w6sIa9J0aQGGsTM/J+VlxYbVsSYtS0lIoFlITQgNz6Eaoxtq167NTp05UqQpSqSzJ5s1b\n0MsrP2VZTbXakWq1IwVB5Pfff5/luJkhKKgsgaIE6hOoS0DkmjUZtUdfRXJyslVsIyuYTCY+f/6c\niS8SefXxVToFaimJoEYUWc1CutUPZorenCTJUtJS2GRFIxb6XGT+fgr2/LUHjSYjV51ZRSHcnOdd\nbd7LEErTRo3YUBQz0NQmJyezSaNGjIyMzDDHX3/9RReLB57V4/fD5w/Za3N3lp9XljCAZT8pySCV\ngqMtIRWlDFYrDcrhIiNuRWRLDbBlyxbq9X4EwqjXF+Xy5cuzPP/TD04zPiWez5KfsXX7FnTR623a\n0CFDSJJnz56lWpYZ4OvLtLQ01qhShe4qFUs4OdFdqaQM0FOlYgFHRzoqlaxXy6wZ+tul36g1qPhh\nPTCgp8xC0/x47fG1bP8m9mLnzp1UwUwxPOA173316tX08/HJ0/2XvECqMZUd1ncmyisIfSARpGKp\nGuXZunV7nj17lvHx8Vz4DmpDevbsQ6WyOoHP6e1d4B/x3vfs2WNjK/GONlSHW16PQOYbqloADpbX\nOgAHAWRVS/3OL0pOSE1NZUhIZZYpU4E1WtahGC4TxdpTCBc5ce9k64/+xIkTvHr1qs2xZ/8+a35c\nVxQkEEjAm6IoMV8+HwJfEOhDR0c3Pnr0iNHR0TYtt5WWkydP4ZdfDmKzZi0pSRoC+dmwYfYFV5Mn\nT6FSqc4262X+vHks5O/PyXsnEwbQe4CKrp8pCYCuksDSlo3LpjDzt2eH6IRoVppfnn5TvOgyXs/2\na9uQJOcc+pp9NvfgxgsbWef7miTNfDkuGg1Hwawb+qrIxMIFCygLQoZQ0zcH57Bc5VJsJIpsKIps\n1rhxput4lvyM1RdWom6kxObBoFwAlCWRSlmmUpYoiKBLEzOX/tG7R6kar8xUXu9lKKwpgaEE2tHL\ny/bHnJiYyPXr12d7XV5H88aN2UAUWViv5+rVq3n+/Hnu2LGDO3bs4ObNm7lw4ULu3LmTp0+f5unT\np22qVT/6vj6lMIFCODjv6LxczZsdivr70x1mrv1KAHUA69auba4C9fGhu0LxnymiexVnH5416/Ya\nQPU4nc2m/eTJUwjAKm6TF7h79y7VagcCoQTCqdcX4YoVK/JsfHuBd5QK+ScypkL6ANhmeR0I4LSl\nnQcwMpvx/vGL8jpWrlxJUVRSFHVUqfUUBosUDWba0wtR5lzn1NRU+vj4s2LFD22OTU5O5urVq6lU\nqgk0pSiWZpEixahUehDoQqALlcoCnDo1b3KxN2zYQEGQKAi1LHm9jhluOOl4/vw5HRxcqVAU4cCB\nQ6zvR0dHW41FutZqPpWKK1auYKdNHenbS6RnTxCtQEkCC0giy6qULK1SEQBPnMi6GrXVD03ZcJk5\nPznkm7L84qfPs+zb8ZNP6KpUsqyjI8s6OtJJoeCX/fpZNzU7WAx+ZGQkrz+5zvXn1tOzvys1CoGj\nAI4CsvXeD905RBhARZhIn0ke1pt0dEI0N13YRJPJxKqLKrLotACKYaDfFG/WWFzVRsv24cOHdHPL\nR53Oydqcnd146dIlnj9/nleuXOHXM2cSAI8dO5blub6Ks2fP0tlyU+uMl9TN9qLZyo+4+sxqDts+\nhBN3j7f7uJwQFhbGBg0a2LT58+dz5cqVLKzXsxuyl0bMDX7//fc8o5E4cPsAAz8sxtnLZ7P5mlaM\nijc7Munff6CqTUXt22LixImUJCUdHHzo4OBDpdKB5cp9kGfj24t3YdzzGv/Yxcjsy5RutAEfAh9T\nlquyVKNgRsVHceyfYVbjvnLlSup0hanT5eO+fftsxhg0KJQqVQUCIwgMpCSpWbRoGZYqFWJto0bl\nnlo3s/V7eRUg4E2gBIHuFMUybNeuY6b9J0+eQq02mMAgqtV6a5l8o7p1rRJp6VqrnQEG+Pqy9uIa\n9JzgSsUoMF8v0LGJSO/2Hpzz7RyuXLmSq1atyjSPedmppSz/dQlqwhVUhkl0Gq2iFGbO5AiZU5o7\nr+/McMy5c+e4efNmm3b58mUuXLCAJXQ6q8Rbr27duPTk9xQMAp0CBapFMJ8KLOigpYNCwS86d870\n/H/6+ye2X9uGO67tYJXFFZnwIiFDnx9OLacyXOYnQeabQOi2QTbUANn9LYICAxlSpgzdnZxYQRBY\nv2bNHI8jyRYffcQAQWAjmGX9VABbtGjFQ3cO2XV8dsjr8EBqaip9PT3Y2fL0lhcUGAcOHCAA/vjj\nj3myxuPHj1OW1cyfP5BpaS9l98zf/3IExlKn88wz7z0xMZGXLl2yaf9GPQjeG3czXrx4wSJFgrht\n2zab91euXEmNxpeAE4ExBEKpVjvwTuQdnntk5n1/eQP4nEBzG+/9kw0dWKpsMNVqnU1Lz6jJS2zY\nsIFqdQECQygISgYGBrFo0dJs2rRVhr4vvZY+ljTOcmzSpClPnjxJV42GXjodd+zYwXwuLuwBMBxg\nYb2ek+dPZsKLBFaYXYryWPOj/8YLOdMgX39ynSVnFWX5NjJLfSpTO1pmhY/Bwj1VrLmoqt183Ckp\nKfRyc2OIJQxUB6BCknj37l32/rUndT1ATXuBnb7uxH379nHfvn3WFNBr167lmmsm4UUC1QYlRYNA\nGGC3yv1PP/1Ef72ejgoFS6rVHA3QVaOxy3v/Zs4c9u3Zk726d6dOpaGEAHNF8gjwVqx9GSpRUVEZ\nCqM2b97MIgUL2i19lxMSXiQwdE4oRQEMVIIldWr6qpQs4OPzVuNWqVKTQAn6+xfJE++9Vq0GFIQm\n1OsLce3atSTN339zfUpHCx9OXRvv/ULUBatmQr9+X/5nePlzA7w37mYsXbqUsuzIokVL2Wyc+fgE\n0Kyz6EizmK4fJUnH1t3aUD1ew4QXCVavHRhLYDS12nz8ZsM3XHx8MWEAO27qxB/P//jGbJL2wGg0\nskCBwpYvq4FKZTX26ZM1l7k5fCNQo3GmJGkJyBQFmY3q1GFjQWALgIUDAqiUJJax6JD6qNUsXqSI\nOVyxuBLXn1vPLzZ04rwj9sV1O6xpQyHcHPvMPzEfxXCzwTTsDre7MCYxMZG9e/Rg5w4drK3LZ5+x\nyTcNqR4lUdkbVI8W6RCu5tXHtuGo2tWq0cvNLVebfo8TH7PXrz0Z+TSSo/83ksfuZm6cX11/utfe\n1rLZ3MWyCVk/F947SS5atJg6XXHzzVcuQbmaSPcJTgxZUC7Hp4f2rVvT09XVeq5Go5FFAwLorFDk\n6FjEp9hXzXsl5godRuqobiGycIhItAVrDK7OXbt22XeCmeDAgQPUaj0IjKFeX/Ctvffjx49To3El\nMJrAZ1bv/cSJE/Tw8KGrq5e1FSgQyISEBKYaU+k0yYVrz65lREQEBUFkw4Yf5zzZfwx4b9zNXrun\npx+BL6jX+9kUk8yZM4f9+vVjx44d2bFjR7Zs15I+7fPTYbALxTFK+kwJoFd5P4qiZNMKNS5qrk5t\nUpXiKA1dJrvz1pNbbNOqFa9cuZLn57Br1y4CoKOjPx0dA6jTeVKpVGUZ/zSZTHzw4AEPHz5MvUrF\nfgC91Wo6KZUcDTN3iYdWywkTJvCXX36xtkOH3jw0MGXfJO65uYd/XP2DdZfW5ol7J7ju3DoOXTKU\nJYOC3ipWe/DOQWpqKaiSQIdQmYO3DbTy+ZDkoUOH6K7VsphOx4VZULMeOXLELvnD13Hm4RmGLCxH\nk8nENWvWsEpICP0tMWglQAmgSpapUSrp5uxsrUjODikpKXR39yZQg0AHAg0pCRLl4WKO0nWXL1+m\no1rNIlot5883K4dt3LiRAXo9vwDo5+mZpfe+/cp2FppV0O6b7Y5rO6gIM2c+FZ9Z+K3FRqpUqWnZ\nnDYQ6PjW3nudOo0IBFgyyOpRkjRct25dpn1jk2JZYm5p5p8SSGGIgrpxTlQXcCLQmBqNC0+fPm3t\n+yLtBUN3DLX5jv3XgPfG3ey16/XFLF+oTzJ4768izZjG0N+HUxqjJsq0pMqgzVQf1Ggy0mdqASr7\n+VEIF3noziH++OOPlASB7Vu3zvUaHz58mO0PJzU1ladOneLJkyetzZ6q0U7t27O2hYq1MEAZoLeD\nA70dHKhVKNi2VcaQzus4e/YsmzZp8sY/wqohIdRJEr/99ttcHRcmX/o9AAAgAElEQVSbFMvTD8w/\nuJgnMVQoQS8RRAgylKbXrlaNHwsCuwOZeu+PHz+mWq1jaGj2JGsjhg3jjRs3rPNP3T+VjVY0IAzg\noG2D6ObiQJVgpnMWLA1AtpzumZ5bbCwLhQTRubAn4aci8qsoBCiJgeC9Z7ayf6/fLNq3bs26ksTu\nAD1dXZmYmMiiAQH81BIXL6bXZ/Deb8fdZqd17Rk0qxBhAFv+8BEn756Q4zpnH57NwOl+HLh1ADUT\n1JnKP9qL6OhoSpJMQKAoypQkBQHw3LlzTHyRaNdex+uYP38Bv/pqkE07fPiwTR+TycRzj85xcoQ5\nG0w1RkfIWgoVVJRVTgTGUhQbWb3360+uc/lfy62cUekSgv814L1xJ319A6hQBFKjqUy1uhIFQeIf\nf2QuJE2a+bVhACWDIkNqVTriU+KpHK/isB3D6TPNj0uOL2ERf3+2BuioVvPy5ct2ry82NpZ6vSNX\nrcq9WHV2SEhIoCxJdNVo6KnX00OnIwCuWbOGly9f5uXLl+1i7vuoQQMqRJHfrfqOa8+uzdUa9uzZ\nQ0+djl8A9PHwsEquLcnG0Pfq2pULFyxg2J9jWWR6AEnSEB7G0iqZFQGKAH868NK7PXToEF01Go4A\nOBrI1HsfPnwklcogarWOjI7OPP6/f/9+AuCn7dqRNIdsis8sTM1IkQ2qgGgKFlTL/FgQWKd6dRqN\nRmvL7sZsMpm4c+fLDeWbsTd58v5Jfn/iOyrCJbYoCzoME1nn2+oct2ccH8U/sva9ePEitRoNr10z\n57Kne+3pvDoldTr26tWLkiDwA62WFXU6BiiVDMhvSyYWlxTH6gsr03mYzGblQEW4xG+PLc5yzelI\nTk22yic+T3l7IYxly5ZRoXCjq6sn4+LirDfhRsuacmpE3rN7kuSj+EfUTtBRDJMptStDNBIJyYUQ\nFARKEWhHoCVFUeaxE8foPNnMGSW2LWPWn52a761uau8KeG/cyXXr1nHhwoU2LTsNzaN3j3LWwdmM\nio/i4D+GZJplQb6MXaakpXDt+rUsaFEMqitJufLex44Npyz70Nc3IM+zHe7evctr165Z2/Xr13P1\naJ1eMNQWoIeXE7XhKkbFR2VJAGYymfjjjz9asxaqhoSwhcUQBel0LPl5cTb8qA5FQcg0hfPy5cvU\nKGQqVQJVo2TqRsv0HONCjVrBngC1AIsArFa5svUHFx4WZslff9mavpL//vjxY2q1jgS+tFA/ZO69\n16hcmQ0sN+f0tZ24d4IwgM5DFVTpBHYBOAagu1bLI0eO2HUNt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b4wKcf9gW4/9aQYLlFh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yOro233prvkubZ555lnp9PA2GRuzWrZfz+PTpM6gomfc/gm3atC/U/f/pp58Y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\njzRWEDBqxAicO3eu2Gpl6enp8HZ3h4+7e6mYQp/r3RtNOA5TiGAVBN3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VaoDz58+joq8v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\nMk+fPo0TJ04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"text": [ - "" + "" ] } ], - "prompt_number": 10 + "prompt_number": 31 }, { "cell_type": "code", @@ -264,11 +264,12 @@ "cell_type": "code", "collapsed": false, "input": [ - "print (\"Visualization for the Random Forest method\")\n", + "print (\"Visualization of the Random Forest method\")\n", "prediction_rf = rforest.predict(Xtestset)\n", - "_ = plot.xlim(-1.2, 1.2)\n", - "_ = plot.ylim(-1.2, 1.2)\n", - "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction_rf, marker = \"*\", color = \"green\")\n", + "\n", + "_ = plot.xlim(-1, 1)\n", + "_ = plot.ylim(-1, 1)\n", + "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction_rf)\n", "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"^\")" ], "language": "python", @@ -278,19 +279,19 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Visualization for the Random Forest method\n" + "Visualization of the Random Forest method\n" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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xzpw5/P3337Nc94j/jGK+qQFMSkpi/vyFCbxDd3dPh3q33XfFCbQi0JKiqHDv3r2ZbifJ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HIG+yIhIcFnd/Po9F/BypUradOmPZrWEKs1nA7d21PEKIQZhCLVBLPLyEf7P0y3jVnTqFW1ao6O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\nzNg+jcQriQxeN4itX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GWbF54djtw+wq2XtvJx0mN+dfCrN/Ieb926xR9//JGr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UgtCWqhrC9evX57tflAj+gmPVqlVUlFA6rFziCbRnxYrZC/DMePfddynLIdrm1lRKUmWO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\n0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VG/Zk3ER0TAxHEQDQY0a9Kk0FRKQCvkC3X4nuJJayVge92GCE2KqKPYtm0bevbogeRq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\nF9n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"text": [ - "" + "" ] } ], - "prompt_number": 18 + "prompt_number": 30 }, { "cell_type": "code", From 5d02cc9ab907ff669ec6cb9cd42acc78b413e4ff Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 01:38:35 +0400 Subject: [PATCH 28/34] final? --- kolchanova/Classifiers.ipynb | 62 ++++++++++++++++++------------------ 1 file changed, 31 insertions(+), 31 deletions(-) diff --git a/kolchanova/Classifiers.ipynb b/kolchanova/Classifiers.ipynb index f641b8f..967e739 100644 --- a/kolchanova/Classifiers.ipynb +++ b/kolchanova/Classifiers.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:b607c24551f1351b3a32432386366dfc125cd0b47cb1315bbb3ecbf9bb7a111d" + "signature": "sha256:7b98e473ce6920a4b016ea725cc63d09dfd4c92f0403c9e6abd0d55dd6fd5f19" }, "nbformat": 3, "nbformat_minor": 0, @@ -23,7 +23,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 2 }, { "cell_type": "code", @@ -35,7 +35,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 4 + "prompt_number": 3 }, { "cell_type": "code", @@ -52,11 +52,11 @@ "output_type": "display_data", "png": 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Gfm5nh9daem6jNg9wM8fsYGALLqd+NJi5QSH+MEh54XQu0OTzO9Gs+jlyxI5h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\nCgoKCnji/wO6FCbrjnOy5gAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 4 }, { "cell_type": "code", @@ -69,7 +69,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 6 + "prompt_number": 5 }, { "cell_type": "code", @@ -82,7 +82,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 7 + "prompt_number": 6 }, { "cell_type": "code", @@ -97,7 +97,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 8 + "prompt_number": 7 }, { "cell_type": "code", @@ -120,7 +120,7 @@ ] } ], - "prompt_number": 9 + "prompt_number": 8 }, { "cell_type": "code", @@ -130,8 +130,8 @@ "prediction = knearest.predict(Xtestset)\n", "_ = plot.xlim(-1, 1)\n", "_ = plot.ylim(-1, 1)\n", - "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction)\n", - "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"^\")" + "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction, linewidths = 0.001)\n", + "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"*\", linewidths = 0.001 )" ], "language": "python", "metadata": {}, @@ -146,13 +146,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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yOro233prvkubZ555lnp9PA2GRuzWrZfz+PTpM6gomfc/gm3atC/U/f/pp58Y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\njzRWEDBqxAicO3eu2Gpl6enp8HZ3h4+7e6mYQp/r3RtNOA5TiGAVBN3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VaoDz58+joq8v\nqpvNiDCbERIYiN9//x1mszuIaoPoKRAlgmUNpU60nzx5EkQEQROwN3EcGIZxShZ37do1yEYjXqC/\nyyhDzGaXGEKLwp07d+CmKC43/hWFXbt2wV+W0Zph0NyJE5Sbm4tuHTvCV5ZR3WqFh9mMAwcOFLje\ntm3bUOMBqgwPSSqUphtQDfDZs2f18cEHH8DPLxAMw8LLq4KdlKtq+GW5bAx/cUBPuuF/1Fiy5FX9\ni7Br1y5YJQkJHIdaoojgihXLtd7XZrPB02xGU+0H6UsEiyzj+vXr+pwOyclI0b60M4ggaI/h1Unl\nSCcivP/++8Xe97gxY8ARoWpwMNq1aIF2LVogISYGRORAGfsoEFenDvxMJtSyWFDLYoHIcVhajO7d\nCxcuFGqI7t69CzdFQRKpHcZJpIqz3717F9u2bUOQFkJJJbWPwNfT06X93rx5E+vXr0e3rl1x+/Zt\npKenY/LkqRg1aow+xo4dX6wO5gfXT2nfHnfu3MHdu3cdGGsLoj+4evUqZKNRP5+ZRAg1m/P1dJQE\n8+bORZQowl+WHeg+SgKbzYaYWrV0WgsLz+OVV15xmPPBBx+gkizrN7GuRAgr5Knu8OHDcBdFTNDm\nDyGCIorFqrq6du0azGYPEPWASq7WDgxjBMMklVmopySg/xn+kiMtLQ1EDLp1e0Z/7fDhw5g/fz5W\nrFhR7tn8vXv3giE1qdmeVK4YiQiffvqpPqdPz55opilCzSRCXSIYGQYCwyCKCFUYBj7u7g7G5OLF\ni2gcHw/JZEJwxYr54rRTp0yBWRTRm/6mG7bZbIiKiEBd7cf0KL3+gwcPYsuWLQ7DFRZMQDV0kh1N\ntTNcuXIFHdq0QXLTpvpIadMGV69excqVKxFnl3SfTgSWZV1O4I0cPjwf51NZIXXGDBgYBvPmznV5\nG5vNhrYtW6KGKKKHFoIKr1y5wBtFYTh16hRio6MhCwKqhYXBKssYRoQUcp3uoyDs3r0bRpZFO+23\nUIUIMss6hB8XLlyIRJ7XP5spRDDxfKHrznjhBbhLEiKtVlglCZsL+V44w65du2C12jeApUKSvNCq\nVVs0bNgcr7zyaqmTuyUB/c/wlxxt2qSAZRu5LLVY1jh06BBMDIMaRIgmgj8xYIl36B4+fvw4PMxm\nxLMsGjAM3GQZVll2yEXUFQQHj7hOzZpoZDBgEmnygLKsx6r37dsHlgjRWjw6j274k08+QUVNmStE\nUdC2ZUssecDjehIwfswYBBgMJb55HTp0CB6ShBHajfYplkXtyEiXtr106RLMoojmZWAIH8TNmzfh\nJsvoRgQPsxl37txxedv09HRMHD8ejevXR78+fYpNrgao8ebKAQFoxbKYSCoXUBCR3mHrbjKV6mb3\n3XffoW2LFlAMBkRpv4cEIiimv6VM9+zZAx9Jwjjte9+CZREbHV3k2mlpadi+fXuJymkPHz4MSfIE\n0RTN8I8FEeeSjnN5gv5/NPzr1r2Jjz4qXrPXg1CpUt1ANBUcl+Tg9ZcVDhw4gFrVqsHPwwMd27Vz\nGjYaO2oUKsoyGhGBJR4sY8nXyLZ582Z4urlh8qRJOHr0KNwUBaPtDH+c0YjFWnfjrVu3YOI4vTU+\nlQi1zWa8/fbbAIDEmBjwpBKSJWv/KoKAyPBwdNC8qDakKk+5K0q5EOYVhps3b7rUVekMV69ehVkU\nMVq7eZU0ZLXqtdcgGo2QjUZEhIS4rPg0cvhwJJhMmE5UJuEPe6TOmIG62pNItCQVy+svC5w4cQK+\nmiBMqmaYBYaBt9Wqd9gucsL+Whzs3bvXKfnfsWPH9DkvzZ4NgefhLkkIr1Tpoahx9es3GEajN4ii\nQWQBUQwkyRsff/xxue+7IND/b4b/1q1bUBQ3XXe3pGjTJgUMUxdEg0H0LDjOVKZe/7lz5+CuKOis\neUWxRiOSGjTIN89ms2Hz5s1okNgAPF8DRN1QpUoNB28xoV49mA0GjBwxAi2bN8fI4cMRKkl4lght\nNQN9+vRpAGo5oonnMcouVBGksTTu27cPnqKIGCIEMAwiw8MxsG9f9O3TB2ZZhmg0qspTLIsEItQW\nBMyZNavMrokraN28OVo2bZrvGr377rt4YepUbNiwoUBPfvyYMaivcez3KmXIKisrC3/++afLXvul\nS5cg8Dy6EqG/5q2Wldd/69YtmEURjUkVZGlIBDdFKZbXX1pcvnwZstYjkUpqyayXJJW6osceN2/e\nhLe7O1KIMIkIrRkGQf75f+e3bt3CuXPnHlo40mazITAwFERxWidtKojaoHv3kjcJHjhwoFTHT/8U\nw2+z2XD+/PkiTzg1dTZEsS4UpRpWrXq9xBeucePmqFw5Qh8hIRFOKWy3bNlSIvH0jRs3oo6dhzSd\nVG1bZ9zyd+7c0RJIw0A0A4oSqPPPfPXVV/CVZQwggmAwwMSy2Lp1K2bNmIF6NWuiZZMm+QQ9li5Z\nAi9JQiLHIUyW0TIpCTk5OWgcH484UnlWehDBxHH5rvnvv/8OsyBgAv1dUeOK1586bRrefPNNp+99\n+sknTuvBbTYbli1diuYNG6J7p0746KOP4CGK8BBF/Pjjj/q84YMHI1CW0ZgIIbLsVO81JycHkiDA\nX5YRarUixGoFET00sY4ffvgBtatXR62qVfXRsH59l7pEi8LVq1fRo3NndGrXTh89u3Z1KAJ4GJgw\ndiwqyDIaGAyoJMvo1b17mZPk/d///R8iw8MhmUyoFxXlVGg8D5mZmfnU48oLcXGNQNRRj/OzbCOX\nRKOc4dixY2AYRu9QLwnon2L4N2/eDJOpcM7xPG9frfnvr3v9NpsNe/bsweuvv479+/eX+GI+iJs3\nb8IsimgYF1fsbbds2YJQOzbCMVoiytldfvny5eA4ARZLNCyWaJhM/qhTR91nQr166KCtEUKE2kSo\nWbVqkT+4vXv3YsGCBdi0aROys7Nhs9nQODERUVWq6KNWtWr5RNQH9u0LP5ZFU1L7GNwNBrykdaDm\n4eTJk9i5c6deDfXHH39ANpng7eaWr2IiIyMDvh4eTjl4pk2ZgiBN6as5w0AyGNCaYdCaYdCqWTMA\naqJaMZkwWbsGLxDBR5adinKnpaXhwIEDDqM0T4X/Q3588sknmDt3Lt5///1yY0Z1FZPGj0flgIAy\nubkWhB2ffYavv/4a33zzDSTJCoZpCI6rD6vVy6WcwY4dO+DrGwieF5CYmIRLly6hffvOYJgqCAio\nXGKvn/4Jhj8nJwdBQWEwGCpi1KiCm4hSU2eD5yuCqCeIesJo9MFrr63C0KEjIMv+kKRYSJIX5s6d\nX+AaxUHqjBmIFkX4SBK++eabYm2bmZmJmOhoRIoikojgK0lYUEAL/blz5/D+++87jP3792P//v0g\nIsQJAuowDIJJreOvKMvlJgD/3nvvYfKkSQ7DvuZ7wbx5cBNFVNOqJN55+20MGzQIDYxG1JRlvLpk\nicN6K1asQHVZRpiiYNq0adi0aZMes/UwmzFSM+iDSa1oekEbeV7/iRMn8snuhVmthcps/g/OcfXq\nVYwbO/ahG+z1b7yB9997r1jb/Pe//y30OP/8809YJAkVRbFQUZbSIM9pCa5YETk5Ofjll1/wwgvT\nkJLSEYsWFV34cPLkSY1orQ+IJoNhAuHp6QdBsIJoChQlrMRePz3phv+3337Dxo0boSghUHUnzbrX\nf+vWLQfKhBdfnIf4+CSHMW3aDIiiO4gm61l3k0kuVnzWGfKqKJ4nVWy8JF7//fv3sWzZMkyaODGf\nfKEruHz5MlasWIFaNWuCIUI4qfX7YUSoFRFR7PVKi19//RVuooix9De/kGQyQdFoLgYTOXj9eT+c\ngUTooyUDaysK3CQJ/9640cHwR5PWoyAICLFaofA8evXsiaysLIRXqoRmBgPGEKEtw8DP0/OhJ52f\nFJw9e7bAztSxo0aBiBxorIvCnj170C0lBc906VJos1RBuHXrFtwUBb4eHrrGc1E4ceIEWJYtlC5l\n0vjxiBMEPEuEShUq6F6/zWbDunXr8FSjRujYtm2RusaFYaXmtIQqCt566y0A0Ck4LJaipTPXrVsH\nWa6Hv6uBBBAZYTA0117r47LXf+zYMSQnt8XBgweRk5Pz5Bt+b3d3uJndQNQLebqTeV7/+PETwfMm\nnWHwzp07eOONN7BkyRK9lfzLL7+E1VrFoc5WUfxw4MABBAZWKjHRU+qMGYgwmTCSVC4dq8lUbK+/\nLHDy5EmYOE41rmPHYuL48Zg4fjwWL1r00I/liy++QMQDVRcKx6ECy6KNVg3kwXG6179ixQoEmkwY\nQmrzjKeWnBxGBEkQMGXiRD3U04hhYJFlbNu2Df/5z38wY8YMvcP17NmzaJKQAE+LBXHR0Q5VHsXF\n9evXMXL4cLR96inMe+mlcg0TPGzcv38f3u7uePGB0BwAnbm0NRFqVKniklO0Y8cOuIki2pDaa2KV\npGIb/zmzZqGOJCFSlrFixQqXtunWsSMqMgxio6OdHmeetz+a1JLbcEXRvf6lr74Kf0lCVyK0JrWU\n2dn35fbt21i4cCHGjRvvNLeXkZEBP09PDCBCbyLd61cpOKIhSdGYN6/wyMLWrVs1LYAZIIoFUQyI\nGLCsCYJghSBYQET5wq0P4syZM9pcBiaTOxo2bPbkG/4gngdHBLM5CFZrCGTZDyaTiEuXLkGSLOD5\nmhgyZDhu376NsLBqkKRImEzxkCQrdu/ebddZ11O7wB3g5eWPceMmgGVldOpUMn79bp06IcDb22GU\nVPu1NOjeqROaGQyopih4fdWqh75/e5w7dw4WUcQQzej3IrXO+tmePdGvd299fPTRRwCAiePGoUpQ\nEAK8vGBmGPhoeYNU+rs+e8CAAagWHo7kFi30m/SuXbtApNJ5lAZZWVkOXuP9+/dRLTT+Z/xaAAAg\nAElEQVQUcUYjOpPKoNmzq2s03jk5OXjvvfewZMmSEnm+DwNLFi9GkMnklOJi7KhRiDeZMIMIgYri\nktffrEEDdLK7ybcmQreOHV0+nlu3bsFdUTCcCAOJXPL6T5w4AYsgYBKpJbHOvP5FixbBaDAgREvi\newgCorVei7DAQAywO+aGDINJEyc6bH/37l2Eh1eHyVQLRE0hSd5YvtzxprRyxQoEanoWQ4ngKwhY\nt26dRrg3FERDi/T6s7OzkZjYBKIYDCIjiMaDaBgEQUZaWhquXLniUk9F/fqNQGQC0dMg8oMgVHvy\nDf8gItQzmfBcnz44ePAgDh48iKNHj2L8+IkQhDgQjYMgmDFz5kwIQrSdZ98DYWHqh/3tt9/C27sC\nGIZFpUrhWiLGAqIhEASLboieNJw8eRIWQcBkrUTQ38vrkScrN7/zDsyiCG9ZhofF4tBsVhB+++03\nWCUJgzQPra32eN68cWMEKwpiJAlWUcS2bdv01v0YUqUaXaXStdlsSG7RwoF9ce3atSAinVp4x44d\nCDOb9YT7VC3hXlTfQG5uLtq2bIkQRUGCyQRPScKq115z6bjKAzdu3MDevXuRlpame8T379+Hl5sb\nBpNKbGfv9V++fBkmnkcKqRQUiS56/Y3r10c3OyPajgidn37a5eOcM2sWAngePbQqMh+ex/Llywvd\nplvHjmimNRd2JHLq9d+6dQuHDh1yGHmJ1vCgIPR/wPBPnuRIqfCvf/0Lslwdf6tyDYcsWx3mjB8z\nBmGBgQ6jebOnwPN+UKngu4Ln/TF3buHU11lZWWjevCUYxgMs2wAGQ0MYDJ4YPXqci1cRWr9RA+14\n/UBU58k3/KlEGEkEnmH0hohr165phns0iFJhNCYiOroeiJrYGf6R8PDwy3eRAWDChEkQhFioajZN\nwHFSiVrUH0Rubi42bdr00JJjPTp3RiDDoCURWhLBzHFY/XrJS1jLCnfu3MGpU6eclqYWhI8++ghm\nSYKJ4xASGIjFixcjRJZ1acZ+mkeYR9Q1gwgRiuKy179lyxYYWRaN4+MBqN+FAG9vVGcYdEhOBqBW\npFQ1m3WjMI0IIs87bazLzs7WvzOff/45AhVFP9YRpBLaZWZm4ueff3b5GpQFfvrpJ3i7uSHMaoWn\nJKFv797Izc1Fy+bNEaod34PEdrNnz4bAsqhXowbiatVCXK1aaN64cZGf3zvvvANvLRTXmQjuTnSb\nC8PCBQvQvGFDh/FaIeGe69evg2UYVFAUVLJYEGg2g4icVnAVhOXLlsFPktBFC0+5yXI+5beVK1c+\nIHIyBRxnLPJ3vXz5SjRtmuwwhg8fgcWLlxS63e7duzF//nyH8eWXX7p0PmfOnAERC6J2IOoGonpg\nGPnJN/wKGaCQEQwxMBpFnD17Fu+++27eienDw8NHa50eAqJJMJlqOW2guH37NkwmCRxXAzyfAKIo\nEBEmT57i0oUuDO+//36xk2OlwZrVq/H80KEOo7z0AQAUy5CXBLm5ubh165Zav79sGeK1ZqtUUit5\nDCyLmKgotCG1gaeHi15/Ho1zFyJ4SxL27duHtWvXIkJRMJX+lk+8ffs2KlWogMYch95EiBIEtG3Z\n0umazw8disYJCQBUoYzadjeMmaT2QKxcuRKcwVAk26Oz4x09cmSJuPmrhYaio90TS6AsY+CAATAx\nDMxE8CGCO6kiKmvWrEF2djb8/ALB8wGYObP4zXjvvPMOGsbGIikhoUQFCsWBzWbD0aNH8dNPP+nj\n559/LjYXzoYNG9AqKQmd27d3etP49ddftWqbriAaAZMpGu3auR7CAtRy6Z9//hmVKoWD54Vy6ydI\nS0tDo0bNIcueYFkFDCOhYsWQJ9/wEw3X6vKfh6JE6W32Npst31i7di2sVi8YjSI6dOjitHMxT6Xq\nlVdeQWxsfRgMISBKhMXins/rz8jIQJ8+z7lUIZKbm4sqlSujjpPH5F7duzs1yBcvXiy0AeVxQnZ2\nNipVCsH69aXTNHAVP/zwA9w0rvQZRGjEcYirXRue7u5QBEEfVrO5SBWoLVu26DTO7UitwArw9kZf\n+pvTJc/rv3DhAnp26YL6tWtj7KhRTpkaL168CLMgwFMUsW/fPpXXXZLQRzO2SQYDoqpVQ6CfH0IM\nBgx47rlinfuuXbvAEKFPz6K1Xx+EwPN6T0MqqYIz1YKD0YZIT6K3ILVr+P79+1i/fj0UpSpUOT+3\nEtNhlDWys7OxefNmLFmyRA/Pbd68GcEVKqCChweGDR1ark/We/fuRUREFDw8/FApsJJTcZqCkJmZ\nCS8vfwQFhUGWK8NoTMCwYSP0912tXioOcnJycPr0ab3QhZ58wz9Ke9yaDkUJLBOecEBNRAqCGUQT\noDLq1fp/7H13eBRl+/U9ZafvbjqBVEIS0giQ0EnoIqGEUAVEkCK9905QwPZSBH0BBQVF+KEIgggq\niNJEBEQQ6U0FQZAiCoGQ7Pn+mNlll7RN2KB+r+e6nusi7Mw8M1ueOXOXc/DSS66VMK+++hqIGGRm\nPptn//379+OZnj0df7///vsor2l5kmM7d+6EwHFIjInJ80Vt1rgxYiIi/hL1vuLirbfegiD4IiAg\n2O24ujs4e/Ys2qWno3qlShgxZIjLU8U7b78Ns6KAY1nUSkoqMWuKj4xEjLHgNSYCYzwlijwPkedh\n4jgIJpPb4b6B/fqhriAgncgROvrss88QXKYMTByH2snJmDVrFqI1DaNJt3l0l/XbbDZUS0xEGhEs\nkuSQ2nAXVePj0dxQax1jJEAbpqSgifF/mUR4jGHQsU0bB9vXHeoyIcvVSsT6PY2cnBw83rAhKqgq\naosifBQFQ4YMgUi6x0RXIngRoZObifeHwZhRo8AS4b+vveb2PgsWLISqxoBhvEDUyJGHvHjxIn76\n6SeYVbXULSvpn77wK4ofTKa6UNUINGnS3GOL5Jw5c8AwLARBhSCo4DgBcXGJjtfv3LkDX99AELWB\npnnlYf2NUlLAMQy2bdvmYPsdDMbX1on1169dGy2JEKxpLo/C+/fvh48sI1RV8cEHH3jkmkoL+gIR\nCqLu0LSKWLx4sVv77dq1C6tXry7w9WvXrqGsvz8acxy6EyFBlpHxgHG5zWbLc6P54osv8Kab5wAA\nz06bhqGDBrmMAwcO4NatW47hLguzs/2RpMts+CsK1qxZ4xIyuHfvHkICA9HdWGjrm0xus/7PPvvM\nkcNoyPPFZv3Hjx9HaNmyCNQ0qKKIsaNG4dixY/C1WFBDEFBDEOBrseDYsWP48MMPwTAsrNZIWK2R\nUJRAWCzeRU9SytiwYQPCnHImg0gXBXzM6UmmO+nWj6WJK1euwKIoaE+EQF9ft74jd+/ehap6gagu\niNqByB9EncDzEejffxD69OwJb5ZFmwe+554G/dMX/u3bt+Pll1/GypUri92+fPbsWWzcuDFP8gbQ\nQzPXr193Gc5s89VXX4OqxhtMKNmF9e/evRt+ioIWpFvanT59GqosQzSZHENTFHzwwQfwVxRMIt0U\nwpn1N2vcGGkMg85ExWL9ubm5hb4PNputyLrf4uKtt96CqkYZT1493GL9ubm5iK1QoVCxsNWrVyPe\nKTY+kQgCzxdaApebm4uosDBoklSqJjgFYfy4cdBMJlSyWlHJaoWvIKCMrx8CA0MdNf/2clN/VYW/\nqsJLkiCYTG7lIqolJqIaEZ40CISJ44pk/ZcuXXJ5mrx79y6OHj3q4sHw008/Yfbs2Zg1a5aj/yEr\nKwu7du3Crl27sGPHDnzxxRduMdETJ06Uauny0qVLkeykYzWFCBwRGjgt/F2IoLCsx+e22WyOyrgx\nRhNYJhHiVNUt1j979hwQmUAkg2gQWNaC+PgqSElpjP79B8MsSRhKBKuRVyot0D994S8p3nnnHciy\nFVZrHGTZCzNnvuj2vnfu3IGPTxkQ1YfurNMUimJxsP5GKSloyTCYTLouTEEliw3q1EGkUT3wOBEE\nlsXHH3/sYPsTjURgmKa5zfqfeaY/OnYsWCJ6/fr1ICLs2bPH7estCuXLR0EUg2E2V4XZXBUsayrU\nyATQq3TCNK1QieAPP/wQ0U4L/zhjoSvMAem9997TSzwlCRPHP3xCvrg4d+4cPvroI8eYM2cORNEC\nVY10iNDZbDacO3cOZ8+edQx3XLVsNhvatGyJBrVqOUbDunVdBOkexOXLlyFJSp6S5KtXrxYrJDdy\n5GikpjZ2a9v0tDSwDFNq+amTJ0/CaqjLTiBCfY5DZHg4TEaoriURZCJUT0ryeJx/zpxXUKlSVVy5\ncgWyIKAJ6RVLdQ3WX1S5dKVKVUEUA6JYmEwyNM0LEyZMAgD06dkT9QThfl7pIVh/UddN/4sL/82b\nNyFJGnQ1S70dWpatbssqX7t2DY8/rjvo2EeTJmn4+eef8fXXX4M3nIDakC6RUJCR9QszZ6L/M8/c\nH3364JtvvsHQIUPAsywskgSLJEHgOLRo1qzI87LnJSTJkm/Hsc1mQ0J0NKKI0KR+fbeu1R1s3boV\nq1atchmFxdvtbL8z6V24BRmD/Pnnn4guXx41BQFtiFBBUfBMj4LNxu1svxnpPgFWRflLWL8zGjdu\nBoZJA9HTCAwMeeSdvmlpLcEwZeDlFeD4THJzcxEXFeXiTlUYLl++DFm2QJK88dZbbxXqX3zo0CF4\nyTJSOQ6dO3TwyDXkh02bNiEoIAACzyO1Zk388ssveOutt+CjqpCI4M2y8JckdOvSxWOL/+3bt2G1\n+kEUfbBkyRK0T09H62bNHKNTu3aFFnrcF4kcaBSj3A8R//bbbzDxPGIUBUlmMxJUveTy1KlTxT7P\nmzdvIiQkvFBCQP+LC//x48ehaWXgLNNgtcY4EsN37txB374DERAQjIiI2GKVX37zzTfomJGBDq1b\nO8awQcWTX83OzsaVK1dchjulkj16PAOTqR44rnG+Hcfr169HiKZhIhF8FcWjrL84WLNmDXxFEX1J\n1+cpL4oFsv7ffvsNwwYNQpsWLTB71qxCw1jvvfcevAUBZYnAEiGY5/Ow/mvXrj0yT+D9+/dDln1A\nNBG6FEjFAqWnSwNTJk0CEQ+i4WDJF75eXrh27RrWrFmDQFmGRZZx5cqVIo/TsmU6OK4aiFpA4GT4\nWiwFqtimp6XhcZbFWCP5/Cir0u7duwdFklCfCAIRVCKIDylf7Iz//Gc2VDURRB3zeF4UhW3btqFV\nq9bguAAQZYAoAzxfxhEizs7OxurVq7FixQrHWLVqVbH8fe147rnpYFkNjRsXTBbpf3Hhv337NiwW\nH9j1fYj6QFGsDl/WZ57pD1mOMcpEu0JRvPDNN9+UaK5HBdcqpHF5WL+d7ds7KVswjEdZf3Ew+z//\nQUx4uMsY3L//Qx930cKFiImIgIVhkEqEAKsVo4cPd9lm9IgRYBkGx44de+j58sPGjRsdMfexY8eB\niMCyPFiWB8OwaNw4/7r/0oBgEsFRVdg71QVGxGuvvYbYChXQiQi1JKlI1r9v3z7HzYNoEkykoAnp\nzXIPLnyHDh2CyPN4mnSJhcosW6qs/0FcvXoVEs9DI3KI97UgQlBAAHJzc9GwXr0Sy2XY2b5uvOTq\neVEURowYDVUtA5OpPFhWQ0xMZWRkdISq+uLJJ7uV6HwKws2bN6Fp3iDqC1n2KZD101+08DcjomNE\ndJKIxhawzTzj9YNEVLWAbUr8Bm3btg1Wqy9U1Q+ybMb779+vLvHxCQTREMfTAMPUw+TJU0o816PA\noEFDYDJ5Q9OqQdOqwWTyRbdu98MiujE8OcJHmiiCYZhC/Qv+iahbvTpaG/kAiyS53PyuXLkCiyyj\nGssWSzPGXdy4cQMWRXF4AdgTgc7DE65P169fx+HDhwt10MrOzgYRAxN5QaQAiOQPIkJaWhrCjJ6F\nYURFsv7KlRKh67xUgEAVwJEV/sRDIMpT079+/XokREUhPjLSMVob/Q+PAjabDf4+PqjklOSdSnpj\n3/LlyyGyLOrVqlWiYy9cuBAcJ0HTkqFpyRCEcqhatUa+5+CMU6dOGTLKY4z1ZBREUcOiRYsgir7w\n9Q30aN3+c89NhyxXNdattAJZP/0FCz9HRKeIKJyITET0HRHFPrBNcyLaaPy7JhF9XcCxHupNunPn\nDs6cOZOnPjs4uIKjdllX/EzCyy+//FBzlTYOHDiAZcuWuYy9e/e6bHPy5EnUTE6GieNg4jhMmjDh\noectLN5bUty4cQMjR4wodmnutm3bIPE8OhtVL7EPLPCjR4xALUO7yCJJHmf906ZORWVJyuMAVhx8\n/fXXaJ+RUWAY4e2334YmSShnNsNL0wrsW7HZbEhv0QKhgoCWREgh3Ru5SkICfEUR0RYLoq1WyDyP\nmQWE2c6ePQvV6EeIIEJ5I28lGcnT9957D82bNIG/lxeS4uNLfM2exFtvvQUvhsEEY+F/mgi+Visi\nQ0PR2Siv3bFjR7GPe+7cOSxfvtxl5OcK93ijRli0aBEAPfTUv/8A8HwgXNV/g1C2bBiInoSqxuG1\n1zyj23Tnzh2oqhUmUyxEsQ5EsTqIKN/qIPoLFv7aRPSJ09/jjOGMhUT0hNPfx4ioTD7H8sgb9iBW\nrVplaPQ3gCBUQ2BgSL6debm5uZg1a5Yjk3/mzBkkVaoEVZIQERzsUbNsT6BNy5aoaTJhChFGECFQ\nUYptyHLt2jVHfPfixYtQZLnEpiY5OTmYNWtWnoRn5pQpICKsWrWqWMf7+OOP0aB2bZeql/69ewPQ\n2b4mSehLeuNSCse5zfqzs7PRo3t3zJ07Fy+++GK+bfzO/gvODmDFRWrNmjCxrEPq98MPP0S7li3R\n9Ykn8Mknn8AiyxjgVKvupWkFNpbdvXsXI4cORXyFCqhXqxb27t2LnTt3Iqp8eUdjWq8ePQpk/E8/\n9RRq8zzGGkl4ngjegoDyRimpVZJQl+MwjAgZRPC1WEr0BHnjxg082bEjypcrh9QaNXDo0KFiH8MO\nm82GXt27w19RkGCxwKqqmDBhAiKMp5x0ohKz/qKwfft2mAUBAd7eyMrKQpcu3SDLEUbpZifo6r/t\noKoWqGo4dNG03h5j/Tk5OVi8eDHmzZvnGPPnz8fevXvzFHvQX7DwtyeiN5z+7kpE8x/Y5iMiquP0\n9xYiSs7nWA/9ZhWEHTt2YPToMZgxY0aB7dgffPABiMjh3RtatiwYI2H5pFFVUlCN9fJ33sm3f6A0\nEejj4zBRzyRCQ6I8krOALqLWLj0dAs/Dx2JxMBgA6Ne7Nyyqihs3bmDwgAHwY1mk1Mj7yOsOli9f\nDiJycUCyL6DNSDc791RD3qZNm2DVNFgUxTEqhIW5te+rr74KIkIZnkcdnncogTpj2tSpiJckjLKH\nUESx2Ax4+/bt8FcUtCFCUkIC3l62DH6KgtakNyepkoQop/r1TCIEaFqxPCMeq18fqTyPqcbNv4yq\nYtOmTfluGxMZCbMswyzLkAQBsiDAIst4hvTaeQvpXbL2c0mwWLB27dpiXTMANExJQTVBwADSjXL8\nrNaHCkHabDbs2bMH69atw88//4zo8HBUJF3SuwERWIbxqMWqHak1ayKdCAmqipdfegk8L4JoPIh6\ngcgLRAyIBHh5BRjlz0kwm5PAcSKWLl3q8fMB9PeicuXqiIlJdHmKpBIs/Hxxd3hwsXZzO8ad/TIz\nMx3/btCgATVo0KBEJ/UgUlJSKCUlpcDXbTYbjR49kYhSafLkadSiRXP65eJFiiWivUSUTkQVWJZ2\n7txJERERLvtevnyZevfsSSm1a9PmbdtKdH43btygS5cuUVhYGMmy7NY+ZQMD6fy1a+RNRDYi+lWW\nKTgkJM92/Xr1ojOffkojcnLo95s3aeLw4RQZGUkVK1akd5cvp2CApj/3HC19803qZbPRih9+oO3b\nt1O9evXcPv/c3FyaNHYspRLR5HHjqH379nTz5k1a8NprVMFmo5pEdOLaNVq9ejV17NjR7eMWhGbN\nmtGNP/4o9n737t2jKePGUWsi2pyTQ/WIKDInh4YNGECtWrVybLdn9276hedpiaYRERHHMLRr1y7y\n8/Oj06dPU4UKFejIkSM054UXCAANGD6cMjIyXOaaOHo01b59myoR0Tdnz9LUiRMp7fZtqmC8fvPO\nHTrEcXSDiLyI6CIRZeXmUrly5dy+nr3791OvnBxiiMhCRBVv36avv/6amjVrlmfboydPEhHRlStX\nKDQoiKKjo+nEsWP0vSzTISKSsrJoOxFFkv59+t1mI4vFku+8s2fPpp49e5KXl5fL/9+8eZO++vpr\nGpOTQxwRBQD0Y24uvfnmmzRu3IOBAPfAMAzVqFHD8Xevfv3o2rVrjr9rEpGfn1+Jjl0QduzYQce/\n/576ElGZW7fopZkzjVc4IgohomFEtJSIqtDt25vphRfGUWBgoGP/1NRUj56PHZ9//jmdOnWecnPv\n0ZNPPknR0dGlMo87qEWuoZ7xlDfBu5CIOjn9/UhDPUVh4MChmDRpEjQtDERToaqxSG/ZChWNMIJs\nVBWEa1q+oZThgwejhijCr4QllW+8/jo0SUKgpsHXasXOnTvd2m/Pnj3w1jRUMZsRoWmolZycb5lo\nGW9vlyeDBoYmeb/evZEqCBhEBJnnUcdoNmlNVGzWv3z5coeZfHlJgmgywSyK4I3H8R4GO/Mk6y8J\n3njjDUQY15loPCWNIL33oCgsWbwYFllGRasViiDALAhoS3rDj4+iuLDjnTt3gjMktNOIEEMEiyA4\nhOIySW9OSq1dG1ZZRrThWVxcL9p4Q4U0k3RJiWhFwZIlSwrdZ+SwYUgWRZhFEZMnT8bChQuxcOFC\npDVrBm9RRAMixCgKGqWk5Ju8/uKLL0BE+eaU7ty5A4HnMdopGesnCOBY1tFBbMexY8fQ8+mnH7ou\n/+rVq1izZg02bNhQonLJ/NAoNRXBHIc6goA6ggCF4xAfVwmimADdM7c+iHSLV6s1Ot/8gKdhZ/tE\nbUHU0YX1018Q6uGJ6DTpyV2Bik7u1qJSSu6WBIcPHwbLmsDzKoiaQxeJawuGBIezVAoRvDkODerW\nzdORabewG0FGSWW9esWa//jx47DKMgbT/dZ0Py8vtxuDzp8/jxUrVuCjjz4qsHMzzmiuyjR+iImS\nhKlTp8JshDImkFEnb0gTxFl0Czh3/UlzcnIQHhSEdCIMNW4cXkYc2Z8IGschKS4OyfHxqFerlqPJ\n5cGFoLRh1+Svb4TumhmJzURBQKd27Qrd99KlSzBLEgYZ72O0cUPLNEZ7IjRJTXVsf/DgQfTt1Qt9\ne/Z0jLSmTVFWUdDZeI+siuIwDfniiy8cSovFwddffw1vsxmJFgtCNA1N6tUrtIP38uXLsMgyhhPh\ncZZFelqay+tr167FuLFjsWDBggKPU6daNdQjglVVcf369Tyvjxk1CsGKgqZEiBdFyByHaI7L06zX\nLj0dHMPkG5paunSpW93Pp06dQqCfH+LNZkSazUiIjvaI4ujatWsxZ84cl7F371707z8YLKuCKMIo\nie0FVfVy61wfFps3b4aqljVyC1OgacEOPTD6CxZ+IqI0IjpOenXPeOP/+hrDjleN1w8SUVIBxyn1\nN+9BtGzZBgxTHwwjwWz2hZ9fOVgsfiDiwTIMOIYBQ7on7IULF6DKssMgBtDZfrzJhIFGLkAThGKx\n/rVr16KSxeIS5/WSZVy4cMFj17hlyxZYFQW1JAlxqoq4qCjMmTMHRLpkAm9cY1BgoEOa4OOPP3ab\nPf38888IDwpCWV9f+JrNkEnXgB9mXI+3LOPnn3922efUqVPgijDQ9jSuX7+O5k2aoEGtWkiIjISZ\n5yGxLJo3bVpoKSWgN/KFO31OCaRLCdj/bkuEpkX0UWzfvh09e/RASvXqaFq/fomT6A/iwoULWL16\nNTZv3lxkeenIYcOQKAgYTrpBiyoIxUq+fvHFFyhjGOZUl+V8Wb/NZsOKFSswoG9fZLRujThVdaiW\n2m/2P/zwA7xkGelEqBof78L6T5w4AZZh0LdXryLPp2XTpniMZR2kJlkQMC6fPJcnsXPnTnh5+UOS\nrFBVKz7++ONSnc+OHj16gWFYcJwJHGcCw7Do1EmXc6G/aOH3FB7JG2jH999/D1m2GgmbLggPj3aE\nIbKzs3Hs2DHUqVULN2/eRE5ODkYNH45AjnPR32/XujXKlyvnGBFBQcXq5jx06BC8FQUjjQWkFxEs\niuJRKWQAOHLkCF555RW89dZb+PPPP2Gz2XD79m107dwZfoqCGIsFXqpaIgN5m83mEFr79ttv4aso\nGGtczzOku1M9GILq2qkTgpwMtG/duvXInMxKAruht92/tQXp3aQtDebvrSgFJlWB+7IWZlnG7t27\n/7JrbdqoEcp4e98fPj7F8lyws/2BxtOpJkn5sn7A1aA8kwj1TCYH62+Xno7HOA5TiBD0QEK6c/v2\nqMlxMEtSHsLwIBKjo9HT6QacToTO7du7fT0lRU5ODn755ReP/04BvcT35Zdn5ztnVlaWy7Df6Onf\nhd99tGrVFgwTAd3GrCV4XsGcOXMcHb9dO3WCwLKY98oruHz5MsyyjGHkvjm1u5g+bdr9OK+q4qOP\nPsJnn33mKAEsLWzYsAHBqooJxgKdQoTgMmWKfZyZM2agkpMS6cihQ+GnKKhssUDmOFgUxeXp4dSp\nU7BIkkM/fvPmzUhOTMS0qVM9dWklwu+//46M5s0hmUzw9/bGsgcqMz788ENYFAVlzWZYFAUzZsxA\nu1at0KZFiyItCNesWYNQTUOSKIIleqgnnVfnz4evxQJvTcPEceOQk5ODuXPmICEyElVjY7Fy5cpS\nWZDu3LmDxNhYhJcr5xgVQkIK7ILfuHEjyHiC9ZJlqIIAWZJw+PBhcIb+VTsiVDFYP6Czfbu5eqrJ\nhD5OHhj5oX/v3qgiSZhEepNfhKLg1ULsHJ1x7949nDt3rlR6V0qK27dvw8tLb0J1R37DDvqnL/wt\nW7Z2y2neE5gx4wV07twNnTt3Q3p6O8iyFyTJG6KooX79RtAEAd2IEODtjWGDBzIEoKgAACAASURB\nVKOWIdn6BLlnTl0cnDx5Elu3bsXFixeRnZ2N4IAABPn7l6qZ+vz581FLkjCVCOWMeDdDVKzk682b\nN+GtafCXJHz44YeO/9+7dy+WLFkCRRAQLgiY/Z/7pjddO3VCQ553hEiiIyLgJ0nwMspK/yp0yMhA\nkihiLBH6GCGqBxPtN2/exJEjR4q1WNjZfifS/XlNpJd35vf9yc7OLtQgZtWqVfCXZShE0IgQLsto\n3aoVghQFPUgvx7RKEjRF8Wi4sCSw2Wy4ePGiy7h+/Tq+++47tGnRAhlpaY7Rs5sudWBn+8MMMsIz\nTKG5oD///BNpTZpA5HkIPI9+vXu79f09fPgwgsuUga+iQBFFvDpvnseu+2Ewe/YcqGolSFJNjBrl\nfsiK/ukLP8NwGD58FADg6NGjaNEi3SNt8UWhZs1UsOxjRjfeaPDEItV4fIxTFAg8jxBVRazVihir\nFURUoDxzfvj1118xZPBgt24Wb7zxBipqGmJUFa+//vrDXFah2LlzJ/wUBRlGEjaedM0WZ9htLgvC\njOnTUVVR0IkIcZGRLtuOGDoUVYlQnwhmWcbt27dx/fp1cCyLMpIEP4ZBqKZBMJKj1WQZmVMerZRG\ndna2oz7fx2zGCKewQSrLIjMz86HnWLNmDbwFAT2NUF4YESwmkwvrt9lsGD9mDASjEatpgwb53lye\naNMGscZnFUmEmkTwliSX+vtgIpiJMLBfv4c+90eN5MREBPr4oIy3N0SGgUDk1mdw8+bNYlX0hJcr\n50jODyW9Kuuv7lS2s31dP2gYFMXiNuunf/rCT9QJsmzG5cuXjVAM/0jUF81mHxCNMBb+RmCIUI90\n+77KRPAym7Fp0yZs2bIFW7Zsweeff16sL9qwQYNARC6sOD9kZ2ejnOEP24Oo1Fn/i88/D5EIHUh3\nPrIoigvrnjp5Mp7qlFcZFLjP9gcaibVQTXNc3+XLl6EIAvqTXg4rEeGlF16AzWbDgQMHEBQUDo6z\nokWLligry5hisOGSsP6eTz1VYqOQ+fPmQTCZcP78eVQICcFTdL/6KUGW3Q4bFIYF//0vqsTEwFdV\n4WsszNFEjvwGAKxYsQLBioJRpJdlJosiuufjxtWzWzeIROhPhN5EUIjgr2loZ5z3AOP9Hkx6MrUk\nlULOeNSy03YsWrQIsaqK9pQ3+fuwWLZ0KRjjM840RjVVLbIMtrQxe/Yc8Lwv7GqfHFcOo0aNcUQB\nCgP98xf+TEhSLXTr1sNIvHZEaGhkqbP+xMTqYJiWIJoEIg0sxYGlGJgVDYMHDMD4sWNL3IZ96dIl\nmGUZzfNhxc7YsWMHrJoGH7pvlF1OFEuV9X/88cfwEgT0NeaLFARHrN2e0LRIUr5dya+88gpknkdl\niwWVLRYEiiJqJiUBAObOnQvGWPDjiRBKhDJ+fgD0Dmm9Z6I/RJZDgCAgUdNQ2WyGwvPF0lE6evQo\nNFGEr8VSqJNXfsjKykKAtzeiOA79+/TBxo0bYZVl1BZFxKoqEmNi3PblLQq//voriHRtmXJmMwI1\nzUV3pV/v3njcaSHqR4QKwcF5jjNm1Cj4GyGdrqRXT3Xo0AFWRVfZDCS9ozWTCHUF4aFYf3Z2NsqX\njyqSrHgad+/eRTl/f/Qkyjf5+zC4desWVFGEQuSwyhxPhABZxtatWz0yR0nxzjvvIiPjCZcxd+48\nlCsXivHjJxa6L/3zF/4MEDUEw/BgmPogmgpNiyh11n/kyBH4+gZCFP1A5Aei/iDqD0kq6yJBUBIM\nGzQItUUxDyt2xm+//QYfsxmJRChj/KAVlkV0aCgmjhv3UPMXhlfnzUPF8HBUDAtzjL5GQm3cmDGo\nIUlownHo2KZNnn3Pnz+PtWvXOsayZcscdcVLliyBnyBAMthnL4PNZ2VlISIiBrrTWSZ4zg8iy0I2\nYrTdunUr0qj88uXLeLJjR1SNi0NEcDCacByqKApeeP75Yl37/HnzkKCqGGWw4/Pnz+PQoUOYM2cO\n3nzzTY8t+nacOXMGx44dc4yTJ086SMCM6dNRxfiOZBKhFcOgXs2aeY7xwsyZqFWlCiKDg1EhKAjV\nK1XCK7NnY/fu3Xiyc2cQERIkCdVVFbGyDIHnS2xes3jxYvC8FRERMY+06W7p0qWQOA61ZBm1ZBkh\nPO8gFA+Lc+fOwVdR8JTxtBRBus5/y8cf/1tWlS1ZsgSSFAxVteb5HL/++mssWbIEO3bs+Ocv/BkZ\nT6Bx4zToPpapIGoBokSEhFQo9Q/m5s2b6NSpK8qUCUNISKRjTJyox51LMv+lS5cgmUzIIMJTRKhT\nAOv/4osvEG21utTzlzWbceTIEY9cW3FhZ/tDDUZkLYD1O6P5Y4+hSlwc2mZkYOyoUfDRNAQSoZMx\nvFkWgwcPBhEDi6UyzOZKMBEDyWCvw4ngpyiFlpTevXsX8VFRqGsyOZQlxxuhj6JY/4EDBzBz5kzM\nnz8fly5dQoC3N56xx/MFAf379Cnx++WMmzdv4j//+U+xvi9//PEHKsfGItJ48vGzWostbnbr1i28\n8847WLp0qWOsWLGiRBU+2dnZCAgIBlEPaFqY21ahnsCJEyfw3//+12U49848DO7evQt/Ly90Ir1j\nuznpJalnz571yPEfxI4dO7C+kHNfuXIloqMTUb58DJ5//kWX70x2djbKlAkB0dOQ5eourP+552ZC\nUfygqtWgqgH//IUf0D/47t174amnejrG4MHD/tJW/y1btqByQkKxY56HDx9GvZo1UTc52TGaNW6c\np6796NGj8JZlR/37CCIooliski5PYurkyfDiedQRRdQRRQRwHJ584okCt//222/hLcuw8DxYIsyZ\nNQsvzJyJx+rVcxnz5s7FmjVrsGbNGvTq2dOhDBlqxFxriyLmzJlT4Dz79u1DkNmsdyAboY1UIx9j\n4Ti8/NJL+e63ceNGWBUFdXkelWUZgf66nr2PosBHUaCJIlRZ9gi5eG7aNBC5lmy6893NysrChx9+\niJUrVxZqdfkosHjxYmhaRdhNXx416y9N7N69GwHe3vrnLkn4vyL8pEuK3NxcRIaGws/LK9984KZN\nm6AoPiB6CkS9oSghePnl+9VvS5YscfoMhjhY/6VLlyCKGohGGq+N+f9j4f+74bvvvoOvqkImQsf2\n7UvtBzBs0CAEqipqKAr8FAXPz5hRKvO4g2+++QavvPKKyyhIKx7Q2X4jIohE6EgEP6u10OR3VlYW\nfC0W9DXiuL6kNwSFqWoeI3FnHDx40NE52pH0iiHZZMKQIUPw7LPPFqhzFBMRgSednqaqCAImTpyI\nCxcuOIYn/Hx///13eGka6jklb5csWYKkpBpF3lSWLF5cIm35kuKzzz4rsOQzKCgMglAeilIDilID\nDMM5wniFff//juGS/JCdnY1z5855TNsnP6xatQrlNQ0Jqoq5+ZCZzp27GTIxdm3/7oiLux/SiolJ\ngCj6gOcDwTD+YBgeU6dOxcGDB2EymZ0W/sx/F35P48yZM9AkCT5GqEYmwohhw0ptvq1bt2LRokWl\nIjNbWrCz/RTSm3EyiRAnSZgza1aB+yxcuBAiwyCRCJWMvIbCsujYpk2hC0tubi4a1K2LGFFEOhHi\nZRmPN2rkcMd6/fXXMWnSpDxt9IG+vg49pEy6L1TnaTw3bRqSjCqlskZS0s+vLASh8Nb+3377DYoo\nFpr89ySuX78OTZYL9DBYs2YNFi9e7DIuXLgAm82G5MqV8e677+Z7zOgKFXDy5MkSnVNOTo6LZHpu\nbm6peWB40iUrP9jZ/pOkS7n4G6z/3LlziImJw/Xr19GnT38wTAOnxbs9qldPcRzjxIkTKF8+ChxX\nCUQZYNlklCsXhpUrVxoLfRR0D4Au/y78nsbLL78MK+l15lONkIQqSXm2s9lsePbZZ/9WXYCPCv36\n9IHIceBJV7tsS4S6RbD+zZs3Q+J5NCWC2WRC69atMWvWLNhsNhw5cgRVKlUqsBTRzqrjo6Mx/dln\ncefOHdy7dw8N6tZFRUVBfSKUURRMf/ZZxz69undHgiRhhJFo9lEUj2nlOJ+XxehpGGS8F2HBwVDV\nWBB1QGxs5QIX9bGjRqGGJBWY/Pc0Jk2YgERRhFWWi+VctnbtWlgFAaGBgXnCnm0zMiAxDJ7s2LFE\n5zRm5EjIvMmR11q9ejWIqMS+ugXhypUr8LZaPX5cZ6xatQr+ooh+Rv4pTBQxd84cPPVUD7CsjAkT\nJuH48eMwm33AMCkgagRZtro8VZ84cQKq6mcs7vrNwWwOR3h4NIjSoHsnMyCy/Lvw5webzYbU1IbF\ndqcCgAEDBoAhvVGmtlEFIDJMnu3WrVsHIsKM6dM9ccr/KEyeMAE9unVDi6ZN8XjDhni8YUOkP/44\nunTsWKCOi3P3bgYR6lSr5ngtPS0NPBFS69TJd9/XX38dwUanr/34n376KcI0DVOcciQCzzt6IG7f\nvo3uXbrAW9MQHBCA5e+8U6xrdO6lsNlsaNKgAVavXu2yzbfffovywcEICwxEWGAgQsuUAcdKIOoJ\noilQ1eB8Wb89kT6M9K7w0mb9169fh1VVMYQIjYvhXGaz2RAXGYlORIjSNBezkTNnzoAjQhDpNpjF\nZf3Xr1+HbDLBSoTq1WsjNzcXFcuXRywRGqWkFH0AJxw4cACHDh1CTk4ODh8+nOf10SNGwJtlXY6b\nm5uLS5culVjq4vTp09i7dy9+//13TJo0Gc9OnYqo0FCX0bNbN0iSGUS9oapWXL9+HSdPnsTIkaMx\ncOAQfP311y7H/OmnnyBJFhBNNBb+yRBFb8iyXaGzBoiq/xvqccaFCxdQr14TaJo3goPLg+OUEiWo\nvvnmG2iyjAoMgwTSOy7bZmS4bGOz2RAfFYVGRPDWtP8p1n/lyhVYFAVmWXbbZenatWvgWBYhmoYo\nqxURhgz0d999h82bN0NmWXQlXQTt1KlTLvvevXsXQUaNdyLHoXxwMMaPGYN3330XiU7qmVOM2H9B\nN57CsH//fnRq1w6t09LwwQcfYNmyZYiKiHAw3M2bN0M1mVA+OLjQ/pKlS5eC4yTIci3Ici2YTCH5\nGnqPHTUKFUwm9CDdU9ZLEEqV9U+aMAFVJQnjjRukJopusf61a9ci1PBc6E7kwvpTatdGJdLLkKty\nXLFZ/5iRI5FAuly2yDCYM2cOwjQNk4xKL3fZuf2GkRAdjcWLF8PE8w7tLQCYM2cOTAyDwUSwmkz4\n6quvcODAAZQLCIBFkqDJMt4rhieCzWZD374DIQhmmEwBMJkkEBFmz84b03/qqR4wmeqDKBOyXB0T\nJkwq8tht23aEokSBqDkkKdawkK0F3ROgLYg4EDX73134c3JyMH78JISERKJixUQEBZUHx9WHrpnt\nC6IOUNXQEpWlnT17Fr2ffhoZzZvjzTffzMPG1q1b5/hBVFWUv4z137p1Cxs3bnykc44ZNQo1JQl1\nRBHDBw92ax+bzebwi7WPr776CseOHYPC844GpDAiVKlUyWXf119/HTGqikzS+wMkIsRKEprUrw9v\nTUN7YzGry/OoXqVKsa/n4MGDsBpWkRlE8JVl+JrN8OZ5zJ8/HzabDdUrV0YbIlTQtHxj3XacPHkS\nCxYscBn5ifsNHzwY1RISHCMpLg6L33ij2OfuLurWqAHZsF60jwULFhS5X5X4eITyvKO+XmBZrFix\nAj/++CN40s2KWhuLP8swOHfunFvnY2f7Q4xwqj9xEAXZ4SHRkmHcZv2rV69GuKYhRFXh5+WFCI5D\nP8On+f3334fG80im+wqrMRERKOvv7+h87ksEqywXaLH6INavXw9JCgTROIOFW0DUBGazj0uY8+ef\nfwbLcgZDrweiypAktUiSmJOTg3nz5uHJJ5/GjBkz0bBhUyQl1UFSUh1UrlwTZcqEIiWlwf/uwj92\n7AQoSgUQ9QFRGxAJTomPAOND8XxZmjPb70e62qBVLfoDLQ3MnDEDHMvmecy+d+8edu/eje3bt3u0\nisHO9ocZi21xWH9+6NC2LRijUucxI+lrIsKZM2cc28RFR8NLEOBHurAcT4THiaCKIjZt2oTEihXh\na7EgrXHjEp3LwH790NApCRxhzNON9IqlsWPHoqyqYgrpyf6iWH9xkZOTg8jIGCxaVHrd2u4gOzsb\nk8aPR7VKldDiscfwww8/YO3atXnq60+fPo0xo0YhiuMwwPgNqByHHj164OrVq27N9cILL4AnQiCx\nCCQOGjHgjVCdbDJB5HmwLFukeKOd7XcxQmYqw2Ak3W/Oa9WsGXgihJPup1BRXyxhFkWX/plKFkuB\nlWXDhg3HwYMHHX+/+OKLIKpphFvagSgYRFPB8xVdWP/Vq1cxffp0TJs2zTFeeOGFEv8ejxw5grp1\n6zlCkPS/uvAHBZUHUT/jAxhvJD5GGR9EOIhSwDCpYFmTx5pBAD2hVyU+HtGhoY4RFxmJH374wWNz\nuIM//vhD7/xlWXRxesz+888/USspCUGahvIWCyLDwh5av8WO8WPGwI9l0Yh0mQB/lsXIoUMLjZN+\n9tlnqFuzZr433+ZNmkAi3Q2MMwZDhHlOyolnzpzBq6++inKGNv4zpNtjqqJY6EK/4aOP3Hoa6t+n\nD5oYC8AwI9z0tMFEQ4wbURjDIJVlkcqyEFnWo13lb7zxBjjOC7JsKbR8trTxTI8eiFYUdCdCM4aB\nr8VSoDZ+106dEBEU5BhBfn4QTSa3e1AuXLiAAQMGoHfv3o4xePBgbNmyBb/++itu3rzpVhf16tWr\nEWrIjE8ggh8ROpPenNevd2882bEjEg1y1o4ISUSoFBsLRRTR3/jMxxqhpX379uHLL7/ElIn3m6b2\n7NkDIhNCQio4/m/9+vVgGG+jlt4PRE1B1BVEqbBa/UqtXDQ9vR1YVsSiRYsA/A8v/JGR8UYjhL00\nKgQmky+IomEy+aJs2SD069cPSUnVEBgYiho1Uty2FvwnYOaMGahqGKA4J9cmjh+PKpLkSHrW43m3\nk3lFYf369Rg7ZozLyMzMRNmAgHw7aG02GyrHxkLl+XxDbitXrkSALKO38cgdKst4fsaMPKG127dv\nIyYiArUFAZ1IF1Nr1axZgedpNwRxR/Dum2++gVVR9FJR4yZUyRhljfjz4MGDMXPmTMfIL4FYEly9\nehUcJ4OoK1gKgcKb8PayZR45dnFgs9kgmUwY48SCq8kyFi5c6Na+1RIT4c9xGD1iRInP4Y8//oC3\nxYKJ48e7vU/vHj0c6qas8dlpPA9vWYYoCPjuu+/grWlIZRjUJ936cteuXXh3+XJYFQWJFgv8FAUj\nhgyBzWZDQnQ0TBzn+C3Fx1c2wsYmx03ZZrOhRo26RoRBMoYIhhEQHR2fJ0flCfzwww+QJCuIusLf\nvxzu3r37v7vwf/DBB0biowk4rja8vQPw5ptvYsqUKVi4cCGsVl+Yzf4QhErGI1kLmM0+RTr8/BNg\nZ/sDjB9pI553sP726enIcPoB9yBC1bi4UjkPm82GpIQEeHMcXnrhBbz4/PPwtVhgUVUMGTgQ69ev\nR7CqopMRW82P9c975RWEBgainJ8fJk+cWGBY7sqVK+jbqxca162LCUUI6P33tdcQp6puy1xv374d\naY0bI7lSJQgch0akl6g2IL2burQ8A55++mmwVMYIUfaCSCaUM4TtHiVsNhtUScJwp+9NZUXB4sWL\ni9z3s88+QzlVxVAiWGS5xJ3nz8+ciQhRhFVRit1Yl5ubi5MnT7oMe6Pa8ePHMXb0aIwcMQLfffed\nY5+TJ0/igw8+wN69ewHopCZE09DQSFTv2bMHDCNB15iq68L6bTYbRo8ei5CQCoiMjIUgWKAoMXjl\nlYI1/q9cuYJOnZ5CXFwSunTp7tK/UBTS09uB43QJeVWNxaJFi/53F34A+PLLLzFgwGCMGzfeZUGf\nNWsOFCUeRDKIYoy7cyOoalKxbOf+rvjkk0/sH7xjWM1m2Gw2vDBzJmIUBRNJr3SpLoro1b17qZ1H\nkKqinxHvD5RlDCJdg6eCLKOcry86GGGTME17JPovzvZ/Pan4Mtf/t3IlVElCkOG65UnntQfh51cW\nDPlDoCgIFAWGOEgm018ijTxx3DiEqCoyiJDC8wgKCCgyZm9n+/ZEaS1Jcov137p1yyU8aCcy/YlQ\nXZKKxfo9ATvbf8II/VgkCVFRsSDyN27Ko0Fkwvr163Hw4EGX3EOzZq3Aso+D6Bl4ewfkkWYB9PxJ\nxYqVIAh1QPQ0TKbaiIur7NbnfOzYMTAMaySIHwNRJfj7l/vfXvjzw31zg84gEo3YfxiIFKhqFFaW\nkk6HM/744w8807t3oax048aNmDRpEhYtWuRR/f3s7Gy0adkSZkmCtyyjVnKyW4z13LlzGOqmcQxw\nn+23N370MRyHOCfG2MR49E5lGNRjGFRgGMRHRT3s5RWJ/772GoJEEc8Y+YDiylz/3//9H8KCgrBv\n375Sdwd7/fXXoQgCapOuQWQiXX8oPioKly5dKtW5H4TNZsPrr7+O9unpGNivn1t5od27d4OIEG+x\nIMFqRbiqQhbFfBc/ZzRKTXUxVn9+5kxUURRkkl4pVBLW/zBYv349VJ5He9J9KqJYFoJJBcNIYFkf\nsKwPiHjwvAizORiiqGLu3Fdw8OBBI+owwWDjCfmy/m+//RaaVg73G7OmQtMCsWfPHowbN77Q7+dP\nP/2E4cNHYOjQ4Y4xceKkfxf+BzFr1hzIchSIKkFX+0wGUVUQxcPb27/YGu4lwcwZM8AQ4b+vvZbv\n6zOeew6+koQUIsQoCurXru1Rlmez2fDzzz/j7Nmzblc0devSBQyR2wnGbdu2gSFCkqqimqYhlOMg\nGE8ZmaR3sUaWL4/p06c7hj0xVZqYOmkSEqKiXMazbnr75uTkoHxwMHxMJrxRiuWVzti0aRPK+Poi\nmAgTjaejVJMJbVq2fCTzPwxu3bqFjz/+GBs2bHCMrVu3FkoevvrqK/jKMsyS5LBYjAgNhVkUEaBp\nCNA0cCz7SL4rdmzYsAGtmjZ1GUMGDMDBgwdx8OBBHDhwAGazN4g6GAv3MCiKNwYOHJTnyTslpUGe\n43///fdQVX8QTYa9MUsQzBAEydiPw/Lly4t1zvTvwu+KDh06Q9O8jPDOGOguWxKIekBVrfj99989\nPqcz7I+t6UQI9PXNw/rv3r0LgedhJr0zeIoRBilto/XCcPr0aVgkCWlEKB8UhBFu1OdfvXoVb7/9\ntmPMnTsXXpqGqqKImoIAb03DgQMHHsHZew7vvvsuKmiawwmtNAzM80Ov7t2R5vS01I8IkSEhj2Ru\nd7Bhw4YS6/E8iIZ16+reA4LgMFa/cuUKzpw54zI8+d7bFS5LisuXLxvqmJmOYbFUdrvxKzc3Fykp\njSDLugaPJFUEy4pG9WEdEAngOKnIJyVn0L8Lf1707PkMeN4PREnGMIPjJDAMU2gDjidgr7bJJEKc\nquZh/b///jt4hkEw6c1Io4hQ2WzGqlWrSvW8CkO3Ll3QkOcxhQgWIkgmk9vNOM64ePEinn/+ecya\nNcvthpi/C+xs327FGKNpj4z1z549GzGyjMlOyfqWTZs+krmLwvXr12GWZTzesOFDH+urr76Cn6Jg\nEhFGE7mw/tJEeloaaiUllVgWIycnx2D8TxsL/0goik+xiE1WVhamTp2G9PT26Nq1G1Q1HESKESbS\nF//ikD/6d+HPiy+//BLz5s3DSy+9hBkzZmDGjBnYsGEDfv3111LVRPnjjz9gVVU8TrrRSMN8WP/d\nu3chcxx6EaEG6V6s3mazS5v5g1j+zjsIDQyEr8WCXt27F4sZFIUzZ87AxHFoS3r7fDXSOzGf7tq1\nWMf56KOPYNU0KIKAAB8fLFiwAD27dUPfXr1cqin+rlizZg14lkWypiFZ0xAmigjPxwqxNJCdnY1m\njRvDX1URZrEgIiTE7eqzO3fulKry5NTJk1FZkuBj1Lo/DDJatoSPICDBakWC1QqzyYRRI0d66Ezz\nx6FDh+AlywhU1YeyWty8eTNU1QtWawVIkgXTppW8W//48eNgGBlE1UA0AETdQcTjscfS3D4GlWDh\nZ0phAS8pjGv4/wPnz5+nZo0a0S8//0xERIFly1JIeDiteP998vX1JSKihQsW0LzRo+mJW7foJhHN\nZxj6cMMGat68eb7H3LZtG7Vt3pza3L5NFiL6VJKofteudO3aNXqqZ09q0aJFnn2uXr1K+/fvp6ZN\nmxZ5zt9++y2NGjKEcu/do/379pGvzUYyEV0QRTp8/DiFhYUVeYzffvuNwsqWJT4nh4YS0Q4i2k1E\nDYgoh4j2qypt3bGDqlatWuSx8rsWk8lEFoul2PsWB7/++itt2bLF5f98fHwoLS2tVOe1w2az0eHD\nhykrK4sSExNJlmXHa7m5ucRxnMv2ubm59EyPHrR8xQoiImrfti0tXb6cBEHw2DnduHGDwoODqdut\nW3SaYSi3QQP6ZOvWEh/v6NGjdPbsWZf/i4+Pd+s75g6ysrJo7969JAgCVatWjXiep4apqWTbtYt8\nAbqYlERf7dtHDFOyJfC3336jY8eOUVBQEJUvX/6hztXPrxxdvXrN6X9AZrNMv/9+3a3zM7b5O63l\nxUKJ75p/R7y7fDkCFAXdSG/5D1AUrHggtJQYFwezKCJQ0xCoaeBZtlCz8dGjRrlICgwiXetb5DhE\nh4fnm7zt36cPRJMJv/76K77//nu3GtdeevFFeHEcmhgVOWVZFj27dQMALFu6FKk1aqBxSooj+fvl\nl19i8oQJAPQOShPpSo2tiRBJ5CjxyyRdjqFbly6Fzl9Q/XdKjRpo06JFkef//ytyc3NRNSEByx5o\n7HphxgxEKQrGk961GivLmOThMsipkycjXhQxkkiv0xfFh2b9pYVffvkFkaGhKG+xIEjTUCs5Gbt2\n7YJIugzHZNL9Ev5qg3VnHDlyBB9//HGJbCCpBIyf9/Di/S8MvL14MdW7fZsijL/r3b5Nby9eTJ27\ndHFs8/m2bXTjxg2X/UJCQgo8prePD90UBKLsbCIiukZE2VlZ1DQ3l77/7CJiNQAAIABJREFU7Tda\ns2YNtW/f3rH9hQsXaPnbb1NFhqHnp0+nrZs3U1ZWFh07c4ZYli1wnsTKlann4MH3/yai5GrV6M03\n36QJgwdTw9u3KZuIOrRuTes/+YQG9+1Lx06dom49etCa996jJCKKJaJ1RKQRkeh0bImI7mZlFTj3\n1atXqXxYGL3z7ruUkZHh+P/t27fTicOH6XuADh8+TAkJCQUeIz+cO3eOzp8/TzExMeTn51esff8u\nWLduHZ09cYImjRlDnTt3JpPJRERE2z7/nKrcvu14n6tmZdG2zz/36Nz79+6lS6JIS0V9FhPD0O7d\nuyk5Odmj8zwsfvzxRxo1dCiV++UXapSTQzYiWvfDD9S1SxeyEtGvRLRAUSjr3j2aP2cONWzYsETz\n/PTTT3T58mWKiYkhTdMe+rxjY2MpNjb2oY/zT4Tnb6N/ITKaN0cLJ6b7ONFDs9WrV68iPCgIVSQJ\nKRwHVRThI4qYRLp14YOsv3+fPkgRBAwngiIIKKsoKK9pxZKedUb1xER0dbqmZkRoXL8+glUVDTnO\n0TMwyng9hAgCy8LXZMJTpJuu+ygKNm3aVOAcY0eNQiDH5dGlT6lRA62J8BjLFru88fnp02GRJFSw\nWuGlqo+kamrfvn0ezWfk5uYitkIFdCZCRU3DkiVLHK/16dEDdQ1/g0wiNOA4dOnQwWNz/1Nw48YN\nWDUNwWXKoIfT9zTdaMR6inS1z5pVq+KHH37Itynt2rVrRZZ5jxo1FpJkgcUSBm/vAOzfv7/IcytN\nm0f6N7n798GePXtgVRQ0NBK3DJFHulWvXbuGuXPn4rnnnkP1ypVR3gjHNCaCyHGOOc6fPw/NaL2f\nTISqRIgxkrZRYWH5hoWOHj2ab6ne3r17MWfWLNSqWhWdnH5QjYngb7GgI+ldjgrPg2dZlNE0+Mky\nZJ5HfMWKWLRoEZITElCrSpVCPXXtpiRDiRCqaVi7di0AvU8gwPDaHU+6dK7dbKMoHDp0CN6KghF0\nX7bCS9PyLRG02WweUW+1W+/FR0V5rIBgzZo1CDPkv58mQkiZMo5ruHTpEsLKlUOspiHebEZQQMAj\nqZApCvmZxt+4cQOTJk4slcKKaVOnItRkgiYISBYETDH6IcoKAkIFAVOJHBr/D9qb/v7772hQty5k\nQYDI8xjYt2++57h161aoahmjPFxX5QwJqYAlS5YUGEb97LPPYLV6l1oTIP278D9a/Pjjjzhw4ECB\nd/OvvvoK9VNSEODlBW+GQddOnUo0z9mzZ/M4PgHAq/PnY+SIES7DHnd95513wLEsOJYFyzBgiOBv\nxIDDVDUP68/NzUWQvz98VRWd2rXD8ePHAeiLYa2kJJg4DosWLYKPLKOV8QSjiCJkjnPpckxPS8Pp\n06dx+vRpDBowAI83auT2dY419P0zjacDO+tv17o1NEFAuMWCcIsFismEqgkJ6PCAKU5++OCDD1xM\nWjIN9vdgN+qLzz8PVZIg8Dw6ZGQ8FEOzG22HaprH1GCrxMUhxGRCDUVBDUWByHGOcuSsrCx89913\neP/99/Hee+8VakBz+fJlrFq1CuvWrfNoRdiD2LJlC0w8nydmnTllCojI42YzN27cgJeqYhAR4hQF\n4SEh8FEUmCUJQQEBYIjAsyx4lgVDhOEPeGd379IF1UQRkw0SE64o+Zbwvvbaa5AkuxRzJogagoiD\nySQhObl2nu1tNhsqVUoGx/liypRMj16zHfTvwv9okJubi7bp6VBNJpRTVZTz98fRo0ddtrl9+zYS\nY2IQKYqQSNesUUymQhX77ty5k68EbUbz5pCMBG1JMLB/fwg87zJ6GMlaO57o2BG+RvlmEhF8LRb8\n9NNP2Lp1KwJVFakmE3o//TQ2btyIDq1bo+sTT2Du3Ll5uhzHjx4NQGehqiTBKkluJZTv3bsHRZYR\nrKqIsVoRY7WCiPD555/j0qVL2L9/v2N8+umn0Ixjf//994Ue98iRI/CSZQw1Fv2uRPC1Wl26o1ev\nXo1A40ljPBGiBQG9Hnh/3EVubi7Cg4IcuvCeYv0fffQR3njjDZdhX1THjx2LMr6+RS7kR44cgb+X\nFyqZzYjUNFSqWLFUvCNsNhtqVKniUhQA3F+cHyPPW0xOmzoVybKMTNLlOcr4+ODo0aM4f/48cnJy\ncPfuXZfx4JNdxfBw9HEiB82J0OOpp/LMozP+QIPxjzakYEwQhBpQ1UB88cUXLtt/+umnUNVyIBoI\nVfUqkvXn5ORg37592LVrl9vkg/5d+EsfNpsNjerXh7fBDDJJd/OpGh/vst3SpUsRq6pIMEIimURI\nJcqX9efm5mLwgAEwcRxMHIdWzZo5bgDff/89vGQZyYKAEUOHlto1SSyLJ0hXogwlQnWTCbNmzUKt\npCS0oftNNj/++KNbx0xr1gwM6aqWaU2auHUOe/bsweeff+4y8vvyDxk4EHVEUY/3u5E3eW3+fKii\niCCzGT5mM7Zv347r16+jbUYGbt26hb69eqGZ8RlNIoJGBG9Vdes6H8Qbb7wBlnQHr3FEKKcoHvWA\neBBXr16FVVEQLkmYP69gRUgAaJKaijSGQSbpchChHIcmHmjGehBbtmxBWVXFKOM7Y28AzJwyBdVk\nWZ/bw8by/j4+8JNlhFksCLNYwDJMsbwSmjZogGYs63hvqkgSnp02Ld9tR44cA0myQBC8QRRvKAMM\nB1GGC+u3s31dETgTslwNkydPxaBBg/N0D9tsNmRlZaFOnQZQ1UCYzWEIDa3gUBYtDPTvwl/62LZt\nGzSTCbWd2MFYIsii6LLdvHnzUFUQQESoYMTXg4nAsWyeMMOCBQsQrigYYyw8iZKEAX37AtDZflOW\nxXAq2OXKZrM9lLjbunXr4Gt84acQwZcIFXke/fv3h2IkZruTLr7W++mnizzexYsXIZBeOleVCD6y\n7DH/g4sXL8IsyxhhhK28ZLlQ1r99+3YkV66Mixcv4uDBg/jjjz8A6N6zHMNg1ssvY+qUKUgWBN3q\nj3TXLYFhSmRaUyU+HgGkO3ZJggBFFDFowIASX29RGD92LGpIEp4hQoC3d6Gs35nVjie9W1zkuCLd\nrdxBdnY2Vq9ejUWLFiExJgZtjXnqm0zo2a0bbty4AbMso63ByBs8JOvft28f5s6e7fj79OnT+Pbb\nb11GcZrZTpw4gTK+voizWBBhNiO5UqVCk7zffvutId2QDKIoED0Dol4QBM3B+nfu3AkigtlcGRZL\nFchyBERRBhGDQYPuh5p+/PFHhIaGY9y48ZDlBOiOgZng+QZo2bJNkedO/z8u/Pfu3cPy5cvx0ksv\nYfv27W5/kKWFlStXorwkIcD48WQSoZXxSO+MH374ARZZRj1jMSnP86hWtSrWrVuHGzduYNq0aY7H\nzc7t26OV042kJxESK1bUBZ0EAQONUFHlfFj/+++/Dy+zGSzDoGp8vNuM3BldnngCRHoCmtW/RJBN\nJixYsAC1qlRxGXZNlcKQnp6OIOMpQSCCL8+jbatWjte3bNlS4iTquDFjYOV51FBV1FBV+JtMLq5j\nD6J2cjIUjsOyZcscc16/fh1WVUVHIvhZrbhw4QKiwsMRqyiQidCLCHVMJgzs189xnLeXLUNZPz+Y\nZRmd27fPd1G4cuUKLLKMYUQI17R88zKehJ3t28NYCapaKOvv1b07qhpx7HoGGalhMmHkA/HuwnD3\n7l2cP3/eJTmenZ2N1Fq1UEHTEC/pYmNhioIoqxUhmgae47Bnzx5UiYtzEcyrmZRUolCTc97Jk0ns\nq1ev4sMPP8Qnn3xSJJEaM2Y8WNYXREEg8gKRAqu1DP4fe9cdHkW1vt+Znd2dmS0pmw4kIQkQCCGU\n0EJCR0Kv0pGOIEV6bwrCRVSkiaCiAtfuhasoFwQVBLlIEUTKpSNK70gSUvb9/bGTNUvabope/d33\nec7zJLtzyszufuc7X3m/qKgYvvnmWyQdDuOPPvqIH374odP/EhwcTqANFcXi1Pr79x9MUTQxKqoK\ngXY5/AeDGRkZU9AySP4FBX9mZiYbN25BkymKen0DqqqNy5YtL8JHWnI4efIkrbLMGIAmwKHdiSJ/\n+OGHXNdu2bKFFcPCaLNa2a1TJycp3PMLFxKAUzBMnjiR8VrUwRyALUWRbVq04JtvvslAX18G+vg4\nW4scR/Njx47RS1U5RNPUm4ki44pQaCUrK4tpaWl86cUX2bRBA3Zp377I5SPT09MZ5OvL/tnmLZ2O\nDevX544dO0iSu3fvJoACo3vywj//+U/OnzuXhw4d4po1a1za7t278+zz1VdfMVBV2Regn7c3q1et\nyqysLM6YNo3xmj24mqryxUWLeO/ePfbv148VtBqs2fVaL126xB07dtBXe84TtBPZEz175ppv4rhx\nrKc5p3sBrFS+fInWeH4Uy5cvpySKDLFYGGKx0MtoZKXIyHyvv3//PpObNqVep6MEOBUKq6K4pfVv\n3ryZXmYzvRWFvlarU7Ndu3YtK2q1iGcCbKWdPr755ht+88033LdvX4na87P9Tol6PYcMGFBi43qC\nzZs3c8aMGS7t008/LbDPhg0baDaHEphNozGBI0eO4YULFyjLFgLDKEkKFSWSwHQCs6nX12e3br0L\nXQv+aoL/888/p9kcloPCdDQNBrlEC1wXBR999BEtqkq9TsdywcEemTF+/fVX2qxWNsshGG7fvs3K\nkZGsaDYz1mJhgK8vT548mWd/u93Oo0eP8sCBA1y9ejXjTSbnSWEWHJELxY3WaNm0KQN9fFguMJBD\nBgzwKMLliy++IADaTCbaTCZaZZlGg8GpITZOSGA0wMqRkW4LxYyMDIYGBVExGNyyeWajfq1a7Kg9\nF1UQaNY0f7Mss4nmz0iEw5H94MEDVq9alWaDgf4mE/1NJko6HRcuXMjp06axUY4T2dOaYHt0jaos\nM8RkYkUvL1bQnNPbtm1ze72eIi0tjcePH3dpeYVQPoo5s2fTptOxNRxOzGCdjhPGjnW+b7fbuXHj\nRr788svOU/b169fpbTJxoPYM+gL0tVh47949Llq0iA30eufzmQJQMRgKXYfdbveYgjxb28/pd3JH\n67fb7Vzy8susFB7OyhERHtVlKAnY7XZNo69PR13eDtTrZXbv3ot6fUMCc2g0JjAoqCyNRgtNJj9W\nrVrDrepcKILg/6/O3L116xYAXwDZ3CTesNvtSE1NLZFsOQCgxg/kCWdHly5d0KlTJ6SkpHi8jldW\nrEDZzEwkAnjr+nVs2LABXbp0wf4ffsDWrVuRnp6Opk2b5pldmp6ejo5t2mDft99C1ukgmkzIJJEJ\nxwd5DYAiyzAajbn6uovPP/8cX335JQQAPQHsefddDE1Nxbp333Wrf7NmzXDx4kXncwUAWZah1+vx\n7bff4uihQ3gSwLqrV7Fx40Z07ty50DHXr18P+ddfUQvAc888gxWrVhXaZ/fu3fj3gQNIEEW8T8JK\noklWFubOnIk2rVsjQ8t+DgBQTlHw8OFDfLlzJ+7evesyTkhICJYvX447RiPw8CEA4CYAHy8v5zU3\nb95EQr16+OCjj3LxCNWuXbvQtRYVRqMR0dHRHveLqVoVnfr2df4fAqBqbCwAx++hT48e2PX55yiT\nkYHndDpMnDkTCUlJsEkSQrU+kQBUAOfOnUNiYiLm6/WIy8iADcBOSUKDevUKXMOqV1/FhHHjkPbw\nIRo1aIAPNm6Er69voWv/+uuv8cORI6gAx/e9TEYG5s6ejdVr1hTY7/XXXsPCadPQKiUFdgAzxoyB\n1WpF9+7dC52zJJCeno7y5cPh43MfwAUAgN1eEx9++D5EsRokaRsyMu7hypUrSE5uhaVLX0REREQu\nXqa/Ivjdd9+57GRnz56lqnoR6E1gMiWpIatViy/RnXjq1Bns0+f3OS7++uuv9LVY2AkOnvXmHpoD\nnl+4kJU1yt7ZcBRPLxcQwFCzmXVMJnorCt99551irbFWtWpsBLCe1iZoTuWSQOOEBKcvoyfyr71L\nOsrM7d6926nt98thfnFH6z9//jznz5/PefPm0c9qZV/8VvbRU9v73bt3WbF8ecYqChvo9fRWVX7+\n+efO96dMmkRVFPMM//uzYe/evQw0mThd+5zGaU7qo0eP0irLzkS40QDNsuzkVVqzZg0tqkqdKDKp\nbt0CQ4937NhBm6pyBBzBDHX1erZt2dKt9X3wwQesGxfn0twx9zSqV88l+bATwA7Jye49lFLCvXv3\nuHjxYi5atIiLFi1iq1atKUlRlGWrR1Tm+LObeho1auG8Gbvdzlu3bnHFihVUVS8ajSoTEhoXKdIi\nP1y7do2KYqUsW0qkuMTevXv5yiuv8LPPPsvTpnnixAnGVKjAiqGhzhZXpYrbpeWe6NmTbXN8eYcA\nrBwRwU2bNvG1117L08/gCU6ePEmTXs8pmpBV4Ih7VySp2Oa1a9euURRFGiWJil5PWa8ngHwjchLi\n4xni78/XXnuNXno9u8BB9ham03H40KFuz/vhhx9SL4qsL8usL8sMkyRWrVTJ4/Xfu3ePK1eu5PPP\nP+9CxZCdbTwUrqGLf1Zs2rSJVR5JePNRVf70009ctHAhfVSVsVYrvRWFKx+pL+Gu6Wbu3LlM0kIn\n52jKhbfZ7Hz/1q1bHlehKgxtmjd3CaB4TBDYu4CggN8b9+/fp8XiS2A4JakJe/Z0X4nAn93Us2/f\nQezbtw+1a9fG6tWvYebM2QgPj0Ra2q/45pudSEhIKNH5Fix4HnZ7FWRlqZg+fTbef//vRR5r+dKl\nmDN1KqJIXNLp0LhdO7z9979DEARcunQJx44dQ/PmzfHjyZNFnqNajRp4feNGVE9NhQ7Acb0esdWq\n5UnHXBQsmDcPMonPAIhwfDk+AqCIIr799lskJSUVeWx/f3/cv38fWVlZztdEUYTJZMp17ddff40z\nx4/DG8C+ffvQtEUL2LX3agII9YC6t1atWli8dKnLa4GBgR6v32KxYNiwYblef+H55xFttyMEQM2s\nLDwzcybWrF3r9rgHDx7E7t27ERQUhE6dOkGS/tifZK1atXDZbsd/AEQA2C8I8LHZEBISggmTJqF1\n27Y4deoUoqOjUalSJZe+giAUuv6hQ4fDZJJxXZbBlBQIAC4D8Mth5pk/dy5eXLwYNWvWLDHishlz\n5yL5229xLyUFFAT8oKrYMX16iYxdEli2bDmyskIBBCIz04ING1bi7NmziIiIKLTvnx3U6wPYunV7\nPnz4kH5+wZQkXy1JojUTEnLXrywOsrV9R+KFg3SpqFp/SkoKFYPBGVY3DaC/qjIxsSHv3bvHHl26\n0KKqBabSu4P09HS2bdmSNlVlsNlc4oW4d+3axYULF1KWJFaCIw6/NcBoq9XFtFHaSIiPZ0c4wlpD\n/P1LtAB9SeLu3btUjUbGCQKTRJHxGkWGu4VT1q1dS29FYT1ZZoTJxBaNGrl1ssrKyuJHH31UaoWE\nvvnmG4aHhFAniqwRE1NgtrknOHjwIHU6A6OiqrBujRqMMptZW1XppapOiu9r167RqiisI4rs2qFD\nicybjUOHDnHc2LGcOH48jx075lYfu93OzMxMfvzxx/nShZcE4uJqERAoijqKoo4A+FKOPIWCgCJo\n/P9N5P1ct24dIiMjcfjwD5g4cQl+/fU+HDpeNajqKnzxxcYS0/qnTJmGF198FaJYGaQddvsZ9OjR\nGuvXv+XxWJcuXUKVyEiMTUtzvrbCION6egaefnoU3lz1KsIAdJ44EXOefbZY6yaJU6dO4eHDh4iO\njnZS85YUSKJWtWpQT5xAjcxMnBcEfOfjg+OnTrnlfCsuvv76azzeujUGpaZCBPChqmLi4sUYOnRo\nqc/tKVJTU7FixQqka45iANDpdHjyySfh7e1dYF+S8DKb0SclBYEA7ADWmc1YvH49OnToUGDff/zj\nH+jSpQu2bNmSZ4GdnTt3YteuXQgKCsKlixdh8/PD8BEjPL4/kkUuVJIXWrRoje3bCZPpKN56azHs\ndjvu3LmDxo0bIzQ0FP369oWfzYYDb76JJg8f4hVZxp6DB/9QuuJnnpmLr77aiV27vsaQIU9i5crl\npTJPVlYW7Ha7y2uSJP3/KcSSre0DbQjoCLQn0JFAZVaqFMsKFaqyTJkITp06o1h25z179nDq1KlU\nVQuNRn8aDFbWrFnb4/Ay0qGBRZYrx1aCwJlwEIwBEoEelHV6NtPpOAqgt8lUbK3/98DVq1fZvlUr\nlvH3Z4P4+CLH9BcF06dNo2IwuLTHOzmyF7M13NKMjf+9kJ6eTp0oclYOu3PtPIjBbt++zYsXLzrv\nOSsri9EREYwDWKtq1Vxa/4rly+mnqkzU6RihKDQIAo2iyKhy5Tigb99S4eZxBwcPHqSi+Gox6t1Z\noUKMy9pXLF9OEY6cmOx8icRiav3r1q3jyZMn2bx5a1qtNlasGMt///vfbve/ffs2TSYviqJMna4m\nZdlSoj7GkgL+7M5d0pEZK4oSTaZwSpKNomih0ejFxMSmlCSTFgP7JFU1gjNmzC7WA6tVK4GC0EbL\nEZhJVa3IV199tUhjnTx5krGVKlEUBJoUE43G6gRGUg+B4zXzTw1Z5uyZM4u15v/P6NS2Lec/9xxD\ngoJ+182otFC3Rg021Ok4QzNreauq0wRht9s57umnqRgM9FYUxkZH89KlS/z4448ZZjZzFsAyJhO3\nbNniHC8rK4uq0chR2RsJHJQZVeCgBq9pNJZIofSioEWL1gSiCLQl0IY6ncxPPvmEpCMfIchm4+MA\n9Zqj11fjVaoQEVGk+Y4cOUIADAgoQ0lqQGAcga40m30KrGmdE9OmzaDRGKsRsU2kwdCAw4aNKNJ6\nShP4s5t6SOLu3bv47rvvXN7w9fXFa6+twapVpwA00F79BeHhO3Hu3Annda+//gaqVKnstjnIzy8Y\nN292gyNXAAB2YuzYGnjppReKfBO3b99G2bLhSEmpDuAuRPwAgE6TTM3q1fHtI/f34MEDKIpSYFWs\n/+84cOAAmjRogCwSusxMPNa2LT765z//6GUVC5cvX0a3jh2xZ/9+2Ly98dqbb6J9+/YAgI8++ghj\n+/dHrwcPoAD4SpKgJCXhwoULqH72LCoCOArgfNWq2PfDDxAEAQ8fPoRZVTHNbkcqgKUAngKQDuBN\nACMBvCxJuHXnTp5O9dLEs88+h5MnT7u89uSTA5GUlIRXVqzAK5Mn4/EHD7BZltF45Ej8bdGiYs3X\npk0n/Otfl2C3HwQwFoDjfi2WDXj99Wno1q1bgf3v3LmDsmXD8eBBOQAKgKYAfoXR+BbOnTuF4ODg\nYq2vJPGXMPXkhwkTJlGna5CDx6Inq1Sp4Xz/+vXrNBgUVqoUm+v4m5WVxalTZ9DHJ4A2WzAXLFhI\nu93OZs1aUZIaEphNYDJVtSzfKWYc/PXr19m9e2926PC4s/Xo0SffDDy73c7acXGcNmVKseb9q6Nl\nkyZsBgf3z1NwkLP9Hlr/ksWLc1Ht5sS9e/cYGxOTb6a1O8jLSTt50iSX+spjAPpardRLEgVBcDa9\nJLlosIl16zJBr2cdOOhEsrNzfeHg59FL0n+VszwtLY2Bvr5sALCrltuiGAxuZazmhyNHjlBRvAlM\nI1CNQDZ//iyazWFuVWCbN+85SpKFgmAmoCegoyBIVFVLqXMweQr8FUw9+eHChQu0Wm0UhLoEmlKv\nNzuPiiQ5btxEynJdms3lcnFmLFr0AlU1jMBIAk9RVUO4Zs0aXrp0iZUqVaWq+lKvVyhJ+jyJ4Pbu\n3Vsyn1Ae+Ne//kU/RaFVVfMsBVfSSE1NLXa8/++N/fv301dRmACwliYIW+h07NK+fanOe/nyZcoG\nQ4GJZvPmzqUiigUSxW3evJmd2rTh4x06uPAKvffee/kmOq1evZoVVZUztfttLwisExfH1NRUl43i\n8uXLLv9fu3aNLZs0oaLX01tRaJIk2gCGAbQAueow/NG4e/cue3Tpwg7Jyc7WtX37YpGvtW7dkaKY\nRGACgcGavy2BqhrNhITGbvnxfvjhB65atYqrVq1ihw6dKEmRNBhU1q/fwKPkqt8D+J0Fvy+ALwCc\nBLAVQH5hDOcB/ADgewDf5XMNUIjg/+WXX2i1+hIIJ1CRshzgrGhz/fp1LTRzDIFuubT+2rUTCfTK\ncVrozJYtHUIjMzOT586d46BBQymKNtar19Bl3q+++ooAnCRjJYGZM+fwyy+/pN1uZ82qVdkVYB1Z\n5tTJk0tsjvwwZ9YsWkymUisDVxpo27IlA0WREsCKAKsDjJMkCoDHIbjnz593m643m/c/zGzOs2zm\nvXv36GM2cxAcVb3yWssnn3xCH1Vle03z9tLK/p09e5Y6UeSwwYPznDs9PZ3JTZsyxGxmtJcX/X18\n+MMPPzAuJoaLX3yRpMP5aDWbuXbt2jzH+PTTTxmsqkwCGK89t2rR0W7d+58VdrudoaERNJt9nE1V\nrezTpw9Xr17t8Wnnt8Sqp6jT1SOg9yi56vcAfmfB/zyASdrfkwH8LZ/rzuE3I3pBKPDmXn75ZRqN\n8TmE9yharTaSDm1fr48iMIBAfxoMXi5af3JyewKtcvSNp05ndDrSLl++TEWxEBhDVfXnN9984+wb\nH59AIIp16iSWyId05swZZyzz5s2bWUZjNXwaKHWtP7sCUpTBwD69e3tEx/sofvrpJ+7bt8/Jb086\nBFGf7t1ZITSULRo1Kpb5Iyc++eQTLly4kN26dWPnzp3ZuXNnTpkyhStXrvRoA0tLS2Owv79zg711\n61a+UVY5ef/zopd48OAB582dyxqqyjkAm0pSnlp/o3r1+HgOk00rgL0ff5z9e/dmvE5Hiyzn62zM\nysri7t27uXnzZidlsM1opJ+XFx88eMDZM2cyRJIYFhKSpxa7cOFClyLsUwDKer3bz8tT3L17l3Xi\n450stH8FPPfcfKpqDU1ujCdgpNFo/q/S+vE7C/4TALJTIIO0//PCOQA2N8Yr8OYWL15Mg6FODuH9\nNC0WB0Pi8OGjGBNTy6W98cYbzr6HDh2iqloJxNNROEEmoKOfXxAt9DywAAAgAElEQVTtdjtHjBhN\nozFBCzVr69T6v/rqK62w8nSaTAElovX37NmXktSYZnMoY6OjGWA0MtZqZazVSlWSuGDBgmLPkR+y\nKyCNBCgLAvWiyLFjxuRZeLwgTJs8mVZZZpjVSn8fHyftbmLduqxtMPBJOKilg/z8XOgoMjIyOHXK\nlGLVsy0OXlmxgmGyTKuisGXTpk7qiO5duuR6BqNHjGCEJLE3HAXqvfR6p2333//+NxXFRIuiMBZg\nI4B1AYqCwLNnz7qMk1SnDrvnEPxtALZt2ZIWWeYkgEkGQ75af07Y7XZWiYpiDziopOc9+yy9TSaO\nAlghH61/ypQp9NfpOEWbuwPAqhUrFuMJFoweWl2HHt27l9ocvzcqVKhMnU5PQTBotn6BoljhD9P6\nHzx4wGbNWriwsOJ3Fvy3c/wtPPJ/TpyFw8yzH8CQAsYr8IYvXLhAi8WXgtCSQCJF0ZvR0dXczsB7\n6aWXaDCEaI4eE4FuBAz86aefaDDIVNUIiqKZBkMQAfDQoUOatt9R22g6FFvrP3PmjMa9PYlAD5Yr\nV57//Oc/+cknnzhbSRaWyIlsbX8UwG6a46+K4wuTZ1Hp/LBjxw4GqConasLkcYDhZcrw2rVrNBmN\nLnHpla1Wbtq0ydl37dq1BOA0VXiKc+fOeVTGcMeOHVyyZAk//fRTpqamMshm42CANXQ6BmphlNMA\nVlIUPvfssy59J48fz0Z167q0bP6YxMSmFEUb69ZtwDlz5jjbs88+m4vX/t1336WfqvJxOIjBvBWF\nyc2bs64kcQLA4QBVgyGX1n/v3j0Xc+XGjRsZajZzNhwEfyajkbU07v9+QC6tf9WqVfRTFJaHg3PJ\nBtDf27vU/Dt3796lQRDYFqBREP6wfIGSxtatWynLVgIqgVgCzQg0oiCIuTb53wPPP/8CBUHiiBGj\nna+hFAT/FwCO5NHaI7egv5XPGNlxT/4ADgHIj/CFs2fPdra8IimOHj3K2NgaFEUrgQ4UhGY0m33c\nsvN+/fXXNJmCCVQi0FKL5PHnO++8wy1btnDq1KnU632oKBZ+8MEHPHr0KAFQUbypqr5alACcBa6L\ngp49+1IUIwk8TqArBUHm0kLqpBYXdrudc595hr5WKwWAFr2esiCwuxbp0RiOwtTuav2vvvoq62jm\njTlwcN2LgsAbN25Q1gjesl8Ps1i4fft2kg5tPywkhI/BURSlKFp/u+RkqkajWxEfzz37LP1VlfWN\nRpY1mVi/Th1W0WoXPA1HacRJ2lq7AmzdrJlba9izZw9V1Y/AGLcTet5//302TUhgi4YNuXXrVlav\nWtUZp+5rsdDXauWGDRuc12dkZDAyLMxlg6xdvTqDjUbWtFhY02KhCNDPYGAFLy9GeXlRFASXYIfy\nISEcrN3fKIAxOh2nT5/u1j0WBT26d2cFbb6wPLT+a9euOetI/5nQtWtPAskEGhCoQ6Ai/f3LcNiw\nEaWmpOWHBw8e0MvLj0BzSpKB48eP5+zZs/8QU0+Q9ncw8jf15MRsAOPzea/QG09PT2doaAUCA50m\nH1FswClTphba1263s02bDgQEAi0ItCYQy7CwCszKytKKJPSgqsZxwYK/kSSvXLnCn3/+2dmKy4sz\ndeoMPvZYOz72WDvGxNQkILN27fqFd9Tw448/uu2cytb+Xn7pJZbT2CN7ArTq9ZRFkTUBloGDqjhc\np3Nb69+xYwcDTaZcGj9JDh8yhOGqylZwVKmqU726c0NZu3YtK2gaa6yq5tL6d+3axeQWLfLlnzl8\n+DB9FIU1jEZOmTSpwDXeunWLqsHA8fiNO8kgCLQaDCxrtdImSdQBTNbuv67BwCEDB/Lbb78tlJcm\nMbEpBaEtgTk0GBpw+PCRbj03T7Bu3ToGaLb87A1y586dfO+995xt4cKF/Oijj5xVrr755huXzbRs\nQACfynH6ShIEzpwxo8TXSv6m7Sdrp4/m2vPO1vrtdjvjKlfmwP+yiCJ30K1bH03wZ5uYu7FOHdcA\nkJ9//plvv/12qa/l+edfoKpWY3bRlmytH3+Ac3ey9vcU5O3cVQFYtL9NAHYDyE0u4kC+N/zll1+y\nf/9BDA4uS5stiMDQHB9EQ06Y8JsgyMrKypca98SJE2zduh29vQMIhFKnU/nEEwNcSqIBw2m12gos\ntFxcpKenMygolEAvKooXf/zxx0L73Lx5k4pidm5KBeHIkSO0+fryypUrbBAfz945BEADOGLhFVFk\nG4AjAbYHWMbf3y2tPy0tjZMnTKBVlhlutdLPy4v79u0j6fiBv/baaxzUrx+fmzfPqeFla/st4KCS\nbgu4CDXSQcxm1OlcTDlZWVlcOH8+G9Wrx3IBAWwpik4neEFa/+nTp+mfozLZHICRFgtXr17NI0eO\ncPv27QwJCGCU2cwoi4VhISG0Wa2M0OiGxz9S1zjncwVAiyWGVmucVhLUmKcz8/jx40WilsjIyGB4\nmTJ8AmA1k4kvvfCCx2OQ5IypUxmuquwHsCMc0USlZeY5cOAAvRWFXgaDs3nLMvfv30/SQfUcrKp/\nStrqb7/9loriRQeFTEcqiq/L6YzMPsnrimUNKAwpKSlaVGMdOrKfG1GvN/LKlSt/SDjnNuQO5wwB\n8Jn2dwQc5p1DAH4EMLWA8fK8YbvdzujoagR01Om86ecXQkUpQ0dxlvZUVS8ePnzYef2rr75Kk8mS\nb7TGgQMHnJwhotiC7dp1Zo0adWg0BtNqrU6rtTolSeHy5aVT2/fHH3+kzRZAkylSO7E41lAYpkyZ\nRr0+khaLb6GbUqc2beglihwzciRbN2vmwuHfRLPtq4JAH0VhWHAww4KDWSE8vMAvblpaGrt16kS9\nTke9JLF5kyb0MpkoiSLDQkL4/fff59v32rVrrB0X51Jou0bVqk4b6VdffcVAk4mPw1G0PlvrHzt6\nNCO0E4QRjuIf4wFWK0TrT09PZ2hwMNsIAmfAwZ3ka7G42N/v37/Pzz77jJs3b2ZYcDC7ac9nMsAg\nk8lposqJBw8ecMOGDfz444+d7bPPPnNyRmUL+p9++ol6SSoSp/y6desYpZ2MngToYza7TTGQE1lZ\nWVwwbx5rxcSwcUICd+3a5fEYJQG73c5q0dF8HGAjvZ6D+vUrtXlKC5s3b2ZMTByTk9u7+KzIbL+d\nlZJUl3379i+1Ndy/f59Dhw5nnz4DnG3AgCG8dOnS7y74Sxp53vCmTZuoqmUIKASG0GQqxyFDhrBW\nrQQ2adKS3377rfPabII3vb4cp03L+1jbrFkyBaE6gScI9KBOp+f69ev50UcfuTR3qXU9RZs2HbV7\nCdJ8DU0oCGKBTuqbN29qlchGU1Wru2j9Fy5c4GPNmztj048cOUJvLXLHoij817/+RW+TiQlw8LWY\nNC3/SYAVQkPdXvfEceNYRVE4PVs4wsEFMxuO2rVBfn5ux8c/imwa5tkAQ81mp9afHU7ZTlu3EY6q\nT75WK5s3Lpim+8SJE4ytVIk6UWR4SEi+BdkzMzMpCoKLU7quovCVV17x6B4yMzMZFxPDDRs2cOjA\ngQzX6RhepozHRIIxlSoxWJZZ1cuLVa1W6gDWq5fg0Rj/TXjrrbcYJMuchd9q5Ja01j9t2kwOHOh+\ncR5PMX36TAJwCfPOhiNKrwmBSZRlS6lq/fkBfzXB/5u2X11zyjpsbBUr5mYlJMmVK1+lyVSZwGia\nTF5Ord9ut/PSpUu8fPkyO3Z8nDVq1He2WrUSCkzJL0k4Usm9CDxJSVI4YMBgDhs2gk89NarACIEp\nU6ZRlrNDWYfTaDA5tf7B/ftTEgSu0E4ondq04WNadaMEo5FjRo7ksWPH2DAxkSGaqWQOHKF9ibVr\nu732OnFxfCKHcOwMMCbH/4Fmc5Hi9nfu3EmdILCpZhuuCDBWCzm0KArH5JijpixzxSNVnwqDO5pg\nZGgoO+O3alABJpPHobvvvfcerXo9y5ctS4sscyLASLPZY63/u+++46ZNm7hp0yYOGjSYBkMI9XqV\nSXXrskF8PFe+8kqJaLdpaWkeMVUWBV988QWNouiMKgrU66lIEicX4qPxBI66GhbKsqVUYuuzGTqB\nxFzJnWfOnKFerxB4ksDT1OniC9X6S+Nkgr+a4P/ss8+o0xk1DbksgcrU6apQEEQuX76c8+bN49Kl\nS3n37t0cdM4Ox6+i1Oa0aTOYkpLCZs2SaTRaaDSa2bJl2yJrpsVF27adKIottPXV4uzZz7jVz2bz\npyxbaTYHUJKsBMA5c+Y4Qlxlmb0ABtlsPHr0KAWA1RWFdUwmVpZlGvV63rlzh7du3WJUWBhjTCbG\nKwp9zGanDdYddG7bls1ylMurBUc26Bw4eGRUg6FIlNPHjh3juLFjOW7MGGdbMH++sz5xgOZAbghH\nCci8omjOnz/PuY+EY3qC77//noE2G8taLDQbjZzlYfRLZmYmo0JD2RugtyQxUUua6qs5votCH56S\nkkJvbz9NqCSwLHTsBTDEZOLLixe7Pc7x48fz5JZ5fuFCGiTJrfrFRUWQzcauml9nAMBAReHixYvd\nLjXqDsaOnUCjsR4lqQl79Sp55/H06TOpKPF0sPe6Jnf+4x//oL9/CG22YGerU+e309nmzZs5e/Zs\nvvHGG0xPT+fHH3/MuLhaJU4rjj+74H/Ulrlr1y726tWPSUlNWK9eA9ar14AdO3bmmDFjqChW6nSJ\nlOU4hodX4Nq1aykIIq3WMFqtYVRVf1qt3hqHTzUCMwnMoKJU5ZQppRfWlh/+85//EBCo19emXt+A\nkhRDVbW4FdZ47do1nj17lt988w1NBgMTADZp0ICD+/dnQ72ecwDGmEx88cUX+dZbb/GNN95wtvXr\n1zudtvfu3ePatWu5atUqj4/bZ86cYZDNxlizmZXNZvqazfRXVcabzfRVVS52s1qQu9i6dSsjLRbn\nKaCGtrnkFVnVW0scynYyFwUPHjzgoUOHiiQI33vvPUaYzZwBUAfQJAgMsVgYbLEQALdt2+bxmC++\nuJgmU6x2yptECXo+DQd9c2UPqIqbJibSJMsuGeG//vorbVYrK0kSn3KjfnFqaqrHcfnZJrRsrqE5\nRTShFYRsbd9B1TLJ4yLlheH27dva+H0IjCbQKJfWnx/mzn2OqhpIQWhIk6kiGzZsxtDQKOr11hIn\necOfXfAPHjzMrRstVy5Ks9E7IntkuToXLVrEgwcPurTTp0+zXr1GdOXp6c6kpOYkyQXz5/PEiRMl\n+iHkh5s3b3Lx4sV88cUXnW3FihUeZc0O6NuXjfR6zgDoI8vUiSKbwJENGg9HPH5pMi/euHGD7733\nHj/88EPeu3ePO3fu5JtvvskDBw7w2LFjbJyU5HEWcH7Yvn07w81m+gOsB3C6JvgfLX936tQpWmWZ\nTQWBjxVi9y9OERy73c7nnn2WZfz9WTYggIsWLuTp06fZtnVrVoqIYHlJYn2jkTUNBuoEgStWrODx\n48d54sSJIml4sbE1KAg6OooROUrxNQX4BMCqFSq4NcaePXvop6qsKcsu7K/PL1zIOFXleM3mnt9m\nZ7fbOXb0aOp1Oholic0bNfJoA6gWHc1kQXDmTthUtUQJDydPnkqdzod6fSL1+kTqdP7s129QiY2/\nd+9eBgeHMiCgrLNVqFC5QIvBrl27OGrUaIqiREcNAEetD6PRRkUJJdCT5ctXcvlOXLt2jQsWLOC0\nadOL9HzwZxf8smxxK4LBkcQwxinMBaEhZ82alee1/foNol5fXwvVnE2DoS6HDn2KP/74I0VBYLvk\nZI8f9B+B8+fP0yBJ7KlpfXEAywYEcGDfvs42Ytgwpqamuj3muXPncjGZFhWd27WjQRT5+uuvl8h4\naWlpLBccTJvm1I1SlDyrMfXu3p1NJInTAfoqSr5a/+HDhylJeh4/frzQuX/99VeXSDGSXL5sGcuZ\nTByuOcZDVJUJdepQEgQ+9dRTXLZsmUsrrpNv1owZrCDLnKA5RSMBVoCjlvPbb73l1hhNExPZVhA4\nGo5wzps3bzq1/eGaFp5oMOSr9b/11lsMVVVOAjgTYC2jkf1793b7Hk6dOsWosDBaZZmKwcDly5a5\n3dcd7Nq1i3369GHjxk35wgsv8IUXXuDWrVtLdA5PsHHjRi3RM4kOeoeZBCIIDKIgmLRIxNk0m8Od\nWv/Vq1cZGFiGBkM8BaERFcXb498k/uyCXxQlLly4sNAb7dWrH2U5VttRB1BVffKN2rh+/TojIqJp\nsZSnxRLOChViePPmTXZu146NRZE+ipLrR+4uMjMzOXDg4BIteJ4fdu3axZpVq7JG5crO1rxRo2KN\n2S452WkGKI7T6ccff6SXorC3thlla/12u71QbffevXv88ssvOWbUKJoVhRZF4dRJk5iZmcnIcuXY\nG2A4wCAfn1yniVOnTlGvc9i+BwKML0DrT05uR0HwZ6dO+dMnZ2P8mDH0tlhcCOga16/PHjnMFskA\nZVFkd4ChwcFFKtlZEFo1bepC7tYbYLC3d64YctJxEntu3jyX1/bs2UOLwcARcITBVjEaOW3KFG7Y\nsMGRi2A00mI0UtHr6WWx5LmGQf36sVWONTwJsGJYmEf3kZWVxcuXL3ukkLiLhw8f0t+/DPV6xWWj\nPX/+PPv3H8xWrTpw9erVpRrqmRNRUTGaWWi25pOsoG0ANgIiDYb6NBoTKEnhrFgxhiQ5d+5c6vW1\nc1gkejMqqopH8+LPLvh//vlnt0wFDx48YI8efWk2+zAoKJTvv/9+gdenpKTwyy+/5JdffsnU1FSn\noJoKB5lYUbX+d999l4DAkSOLznL5RyE7E7aawUBfs5miILBSRESRknw6t2vHFprjt5LZzDlzHLTT\nUyZOZPfOBecoTJk0iXqdjqFa6OZYgGGqyoEDBrC82cxpAM1wlOT74osvXPru2LGDNWNiXDbD5Dyo\nFw4fPkxF8SEwnoriVaDWf+3aNVoVhRWMRs5/7jnn6x1bt3YRgmUANhQEzoaDJK0omZvnz5/nwP79\nmZWVxTt37rBn164sFxjI2nFxfLxzZ9bT6zlbmy9JkvhEr155jjNx3DgCcIlOe3XlSpbx93dpndu3\np91u540bN1xazg0uJ5595hlWNxqda2gtCGyWWDIstSWB1atX02SKpl7fyBlNc+XKFfr6BlIUGxHo\nTFUt66RvL22EhJQnMFwT4GPpIIPsQUEwsUePHlyyZImzvffeeyTJceMmEGiSQ/CPYGBgOY/mxZ9d\n8P9e6NyuHeMEgQMA9gFo0Ok81vozMzNZrlwkgQ5UFMvvovWXJNolJ7OlKHI0QFkLY+wAMNjPr0CH\ns91u5+xZs5y29uPHj1MUBDYG+BjAWM00E2GxUA/QbDDwyJEjeY5148YNWlWVlQBWziFUHwdos1jo\nYzTSZjQyUhs7slw57t692+Os6uTkdhTFlgTmUKdrnkvrf/jwoVMrHD9mDOsbjXwKjqSvbKF46NAh\nRz6ETsc4QaAAsAUcOQY1NK3fk+gdu93O5o0aUQT4zDPPsHmjRow3GDgSjkxbH7OZkaGhjLJYWNFi\nYfmyZV0YGbNx/fp1WhWFTQDGV6uW5/sjRoz0yM9w8+ZNzp8/n6NHP82osDBGWiyMtVjo7+3tNili\naSNb23dE8f0WQ79s2TLKcq0cgnQ0zWbv32VN48ZNpKpGacI/kUAAgdkUhLZMTGyaZ5+dO3dSVX0J\n9CMwiopSiSNG5J05nh/wP8HvHh7v2JHxVas6W+3YWLfKseXEu+++S7M5ksBsGo0JJaL1X7x4kXv3\n7i2WE9IdHD58mGaDgU9rAr8KwCQ4EqjKWCz5CmrSEZsNwMnlf/78eY4ZPZpPjxzJdq1b00uS2EAb\nLw5gM4Cd2rTJc6wpkyaxjixzHBw0EhM0wd9EFNmlY0fu3LmTvhYLn9ScuzIc4YxlAgLczhk4d+6c\nw7RhqUAvrxiazZEUBJG//PILT58+zaoVK1IUBNq8vPjOO+/Qqigcq62jhqq6aP0nT57kjBkzGOLv\nTx+N4VPV6fhYkyZ86skn3XZs2+12dm7fngZts1UEgaJmR5+TPbfZzDVr1nDz5s38/PPP89XKJ44b\nx3hJ4kyAPpKUKydl3LiJBMAPPvjArbXdunWLZcqE02CoRaAJFcWX48eP54cffpiLefSPxGuvvUZJ\n8qKDvqAtRTGUffsO0Op25KRvH0tVtf4ua8rIyOD48ZMYHBxOnU4lEE2gOYHGFAQxX8ft+++/z9DQ\nCvTzC2bz5i25Z88ej+bF/wS/Z7h48SL//e9/exxX/Ju2X59ATwJtnLwZRcXf/vY8ZdlMqzWcZrNP\ngUlldrudv/zyCy9cuFAk++Wrr75KX4uF3iYT9ZqGrgcoaXbr/Bzs2fWBm8MRDfKoIHjhhReYYDBw\nEhxUwKPhIEjzVpRcm0m2tp+dUFYLYJBOx5qKwkBfX547d47Lly2jWadjkiAwEWCItkklCwIT69Qh\n6ajM1j45mZFly7Jdy5a51p6ens5t27bxX//6l7Nt376d6enprBgezpZa1u5AOIqUiIJAb0Wht6JQ\n0etZoXx5l/FWr17NaFV1mj/6aCcRT/D999/TpNM5N9sggIJm5hqovRZlNnPjxo15fgbvvPMOp02d\nyuXLl1MxGNhDs78nPqL1/1aZro2TjLAwvPzyy5TlGjkE50AGBbmf4Z0Xbty44VHOiDv49NNNLvQF\nffoM4JIlS3n+/HmNvj2ZQB+qaiRHjfpNKcvMzOSqVatKPJb+Ucyb9xzHjRufo00olEX49u3blGUz\nq1WL9+h3jf8JfvfhELQWWixhVFVrLg6OgpCSksI2bToyKam5szVp0pL/+c9/irSWw4cPU1V9coR/\n9aXV6pun6SA9PZ1t23ai0Wihonizbt2kYnGf169dm2XgoCieALCsXp8vMdgXX3zBYJOJiQDLimKu\nCl5bt25lkMnEBppdvhbAmoLAQEli9y5dXK51+Efg4P7R6SgKAn2sVr7yyivODXTv3r2cN28eExMT\nGQFHOOPjcIQGBvr48OHDh6xYvjwbSRKHAWys07FieLhbCXpvvfkmjTqdC5FbnNnMVatW8fLly872\n6LOdO3cuk3Iksk0AaDWZPHnkXL9+PUU4yOq6wRGKa4SDORUAIw0G1qxaNdd9ZGZmskvHjgw1mdgY\nYIgs02Iw0CIIDAToBTDYZnOePBw5LPW0SJLybmn9c+fOpU6XmEPwj3FWuisqevfuR29vPx4/fpwt\nWrRh+fLR7N69T4kmcuXEjz/+yOTk9qxZsz6ffXaey+9o/fr1BMB//OMfBY5x584drly5kosWLSrw\nBFySmDZtBmW5Fk2mEI+ik/A/we8eHILWN4egfYKA3uMjVknh/fffp8VSPcePbQ6NRnOeR+t58+ZT\nUaLpqBY2i0ZjLQ4a5F7+Q15oWLcuez1iX09u0iTXddnafm1NSBk1DfnRNc6aPp2yJNFsMNDHauXM\nmTO5bNmyXI5Zu93OtLQ0pqam8s6dO1y1ahWvXLnCU6dO5TKZrF+/nmEmE6dqa2ym07FZUhK///57\nhmiEZnM0TbmsxcKDBw8WeM8pKSm0eXnRADipi6cDDHaDqmHnzp20qSpHAJwBB6Vz25YtC+zzKHbv\n3k2TTsdyACtpJxmrLDPEz4++ACuVL58nd/1LL71EAeAI/EYoZ4CDM6ktHLUV9DodL126xOvXr9Ng\nUAi0J9CXQAO3tP6DBw9qtCK9CYykLFcpVmz82bNnKctWynIFms3eFMXmBIbSYKjLWrXq0W638969\ne2zRIrlUy46Sjo2zTJlwAnUZGVk532dx+/ZthoZGUlGqUa+vT1X1KlISnif4jRpiFIEuHmn9KILg\nF0tScpcWsrKycOLECZw9exapqan4/vvvcebMGTju2XOcPHkSjhICVu2VCAA6dOjQ1eOxLl68iDp1\nEmE0qggLi8Lu3bs9HiM6OhpZWRcA3NVeOQNZNsLXN3ep4j179iE1tTIAPQARDx9Wxd69+zyeMxtB\nISG4Kv72Nbim0yGoTJlc12VkZMBgNOK8lxdiAcQBsJpMuHjxost1z8ybh4uXL+PAkSO4euMGnn32\nWYwcORLVqlXD2bNnndcJgoBPP/0UVSpVwozp0/Hkk08irGxZNKheHRXLl8fp06ed1/bq1QvNu3bF\nClnGq2YzfipbFmvWr4eiKEjLykKWdl0WgNSsLCiKUuA9v/rKKwjJzEQZoxFv6fX4XFWx1mxGk9at\nkZSUX50gB5KSkjB/8WKsVVUsEEWY69XD2++8U2CfR5GQkIAvv/0WxrAwnJMkBMbEYOHixXhw5w5u\nAbh06RKOHj3q0iczMxMvzJ+PcgC+017TAVD1egQ89hj8evdGeO/eeKJPH9jtdty8eRPx8XURH38L\n8fHnEB8vICoqEmlpaQWurUaNGvjHP95DcPBuqOp6xMcHYOnSlzy6v5yYOfMZZGbWQlpaU/z6ayrs\n9roAQpCe3hJHjx7H5cuXsXTpMmzbtg2LFr1Y5HkKw6xZz2Dy5Mm4e1cCkIyrV1Pwz3/+M89rV65c\niStXvJCa2hkZGS2RktIKTz01ptTWBgCLFr2IjIxAABkA/PCf/5zCtm3bSnXO/xbkuZvdunWLsbG1\naDL502i00mg002IpS0XxZu/e/Ypkqzty5AgNBosWcjVH04hMBASPMl/tdjsrVIihTteUwBQCPWg2\n+xQp7X/hwkWUZQut1jBaLL78+uuv87yuW7ee1OliCcwiMIeS1JBdu/b0eL5snDlzhgE+Pqyhqowz\nmRjs7+9SWejw4cPOZ3L58mVaNGdsYVmfj6J1ixasEhXl1GLu3r1L2WCgAtAoiqwDMFTTZJMFgbVi\nY3ON8dNPP/HYsWMueQId27RhRY26uZKqskPr1gVqSikpKfTz9uaTcBQNCbbZuHLlSm7evNkju6rd\nbi8SB09+Y1UsX55GgC0B+gFs3tCVGuDtt99mBa0AjhHgYICtBIFlAgJKvHbEM8/MpckURKARVTWa\nCQmNi3Sv2dq+o9ToHAKRdDDSziEwlQaDynPnztFi8SXQmyUZUQIAACAASURBVKrqVSpa//nz5ylJ\nBoqiQqALgYkEOuSr9TtCLJvmOIGPpL9/mRJf17Vr15yf3RNPDGRoaEVnCwur6DYhIf6Kpp5evfrR\nYKinCbpwzUs+h8A0mkzhbrMfrl+3jlMmTHD+/9RTI+lIrgjUhH4TBgV55qS7evUqjUYLHQkbji+J\n1RqbZ5LNo9i/fz9Hjx7LCRMmOSNUfvnlF+7bt4937tzJs88HH3ygZQb60pEU4s8yZcJ5+fJl2u32\nIieqXL16lW+88QbXrFnjUuDk2rVrVIxGvrhoEUly3NNP06bTMUlrfjodR48YUej4Bw8epI+isJzJ\n5HRYzpoxgwocRcojtIgWH4D9AU7RzEjuICMjg0uXLuWQAQO4ZMmSQhOpXnrhBZYzGjkI4CCAgUYj\n33zzTbfmKi388MMP1Gkmm1marR6A04yWkZHB0OBg9tM2xvqCQJNezzrVq/Pll18u0bWkpaVRrzcS\nGK99p2fRbA7jli1bPB5r0aJFFASRer1MvV4mIFIQzATaUFUj2adPf86b9xwVpSYd1Ct1OGXKtBK9\nH9KRvS9JtQnoaTSaaTZ702z2ps0WkGcgw7Zt26iqNjoKPk2gLFdl//6DS3RNdrudNWNj2adHD6al\npfH8+fNFTnLDX1HwV65cncAA7UtozqGlzyHQ2K2yi2lpaQz09aVqMLiQk40a9TQNBhMtllB6efkV\nSFM7b958fvbZZ87/Dx06xBUrVlCSDDnWNINmc0iBduK0tDSOGTOGkiQTiKUgJNFs9nGLSiAysop2\nOplJYCBFsYrz/keOHMOhQ58qdAxPMGHsWEZKEv28vPjgwQNu376dCxYscGmP2u7zQusWLZgsCOwB\nsEpUFO/cuUPFYGC45gTuAwctwWNwZOl21ezcpYHpU6YwrlIll7ZwwYIij7d161aOeuopzpo5k1ev\nXs3zmtTUVB47diwXz1A2Ll26RKMksau28dUDWDMmxrmRZ4fQBpnNDDKb6asoNOj1nDBuHEVBKHJQ\nQV64ffu2RjU8y/k7s1iquR0OmhNZWVm8f/++s127do2zZ89hr179uHz5Ct69e1ezaycQaEcgiUaj\n6pHTt7CN/vz585Rli6bl92WZMuFunV5ef/112mxBVFUru3fvU6Qa0fkhJSWFw4cPZ6Ci0Gww0Gz2\noqraaDJ5udRNdhf4Kwr+rl17Uq9P1LTqcDrq5WZr/OW5bt26Qh/M8uXLGWMy5VkB6MKFC/zuu+/y\nLJ+XjZ9//pl6vcyyZcszMzOTa9as0Yqw16bB4EOdzkpJakCTKYKtWrXP1/yUnp7OunWTKIrlCTTW\ntPamFISmHDBgSKH34cgMHJZj42vCcePG8+eff6YsOzjJL1y4UOg47uDatWtOPvxqqurU+j1FtrY/\nHb8VWunVowdlOLJfDVqTtGYQBPqYzXkWvSgq+vcfnKfGWtyQvjfXrKFNVdkCYB1JYtnAwFzC/eDB\ngwy02RhssdBkNHJRHpQkBw4cYN3q1Vk7NtbZmjdq5BRqWVlZPH36NE+dOuVsR44coVVVWUsU2eOR\niKnionr12pSkBppC04UWi2+p0Dffvn2b/fsPZo8efZ2tX79BbucLvPvuu4yKii5QkPfrN4iiGE6g\nM4FOlCRrkSqjlSReeOFFQgu/TQQoIVz7PQ+mqnrlq0DkB/wVBf+VK1c0rp1QKoof9XqVFks5KooP\ne/ToU+iPN1vbH4yiVwAaPHgYDYYkms2RXLt2LY1GlcAI7cOaTln25dChQ/nuu+8W+CXcvHkzzebw\nHNrUOAISgTbs0qVwO/3kydOoqhEEhhDoSUXx5p49ezh06HAaDEnU6xuxf//BzMzM5HPPPVesugMT\nxo5lPaORcwAOA5xav6cYPWoU9TodfRSFPopCoySxXFAQfSwWepnNztapUydu2LCB1atUoaLX0yhJ\nfHrkyGLzrOzfv586nYFRUVVcxrp9+zbLhoQUmaeJJMsFBnJwjoiomkYjX3qEnjo0OJhdtPfHwsFQ\nWRz66GxMnjCBdWWZU7SIoJLU+q9evcrmzVvTarUxOjquQMbIPXv2cOrU35/mPCMjg2XKhFOv9+bf\n//73fK+bN28+27Xr4tI2bMidH/F7IDU1lUuWLKFerxJowAA4cl70kOigfZ5DL68o7ty506Nx8VcU\n/ORv1YIOHjzI+/fv88CBAzx58qRbQmHF8uX0kiS2BtgajvhzT+p+ZmvTwAQCfRkSEqbZK38LvbRY\nqju5NwqCI2wzLkffWQQkKoqvW0e8zMxMTps2k2FhFVmlSg1+9tlnj6xvImXZwuXLlxMAly/3rFpV\nTvh6e9NiNNLPZKKfyURREAo87m/ZsoVvv5379JWWlsZLly5x06ZNrBAWRlmvZ9uWLfM8zvfp3p3x\nBgNnwZFXEKqqReLAyYkmTVpSEFrRbA518b3MmDaNlmLwNJGkn5eXMwFtDsBEnY5z5851vp+SkkJJ\nFJ3hpnMAxptMXLNmTbHu6caNGzQrCp/UQjqTdLo8tf5169ZxcRGLtbsDu93OGjXqUhQlHj16tNTm\nyQvr1q2j2RxFoK/zJP7fjLS0NMbF1aYkBWlO7lkUYKUFoASRAuoRGEtZtnqsmOKvKviLg882beKQ\nAQNc2qv5FIPIJn+zWm0MCQnnxx9/zMGDh1GnK0+gK4Gu1Ou96OcXREFoqQnuQVRVL7cKQPzyyy9a\nBENnOmil42k0Wvn222uLfH+jRo2hJNloNCbQaEygTmej2exLoDFttqA8k4COHj1a6EZz/fp1Xrhw\nwaXld7rKyMhgcHAozWbvPJPJfvrpJ/qYzYwAKAKM0OnYuEGDXNdFli3LYTmEZDLAoQMHevA0XLF/\n/34tX2M6gR5Orf/27dv00iiWi8POOnzIEEYrCocB7A7QW1V56NAh5/t2u50BPj7so93PJIABquqx\nGev27dsulA2bN2+mRVVplmVnC38kezglJYX+3t60KIqLw74ksX37dppMwdTpmrF9+5I1NxWEbG3f\nkX8zm2Zz5B9uvikM77//Pk2mSM1P2UP7/T9Gf/+yNBhUWiyVqCjefP55zzdq/E/wFw89evTVqnWN\nJdCfqurNIUOGsWXL9i5t6dJlrFAhhqKoo8Xi45FDZt++faxSpQZ9fALYqlX7fB1+7mLXrl1csmQJ\nFy9ezLp167F79+5awYfZNJliXLT+zZs3Mzw8kvHxCTSZvIqV8ZsTb7/9Ns3mClSUmpw7d16u99et\nW8cYVaUCR4KYL0BJFHM5zJokJLC1VrhjFsBqsswF8+cXeV1NmyZr2lVrAq2o08ncsGEDZ0ybxtqK\nwjkoHjvrw4cPOWbkSEaUKcMaVarkmeTz9ddf08dsZgUvL3orCieOG+f2+Pfv3+djjRs7TV9DBgxw\n2y/x8uLFrGoysa4sc3KOaLaSQra2D3QiMJWK4u3U+l9//Q23ghWKig8//JCiKNFkqk2TqQ4NhjBG\nRFQqtfnyw/79+9miRRvWrp3IxYuXFGiBWLVqFWU5hoAXAavW9CxXrjy///57fvrpp0UuCoX/Cf7i\nwWq1uUQNiWISn3km/7q4aWlpJcL1vWnTJu7du5dLlizl44/34owZszyOzf773/9OALRYbASSNR9E\nR/r6BjrXGR1djTqdlQaDhYoSl6eQ9hTZ2r6DXXAEzWafXBvKxo0b6SNJTMx28AKUdLpcx/Pjx48z\nwNeXMVYrw81m1o6LK5JfIRsLFjzPAQOGuLRt27bRrCisbDCwviwz3mgkgFIVVNevX+dXX33l8Q97\n2KBBrGE0cqYW4hqpqm4VM8nW9ofCUQ/ZqqolrvVv376dOp2snYS7URCi2a5dZ/78888URYmqainU\nSXvq1CmuWbOGGzdu9KiewcWLF7lmzRqX9umnn/LSpUusV68h9Xojg4JCS7Uoy/Hjx2kyeRNoQ6AX\nTaZQPvPM3HyvP3nyJFXVi45qgONpMNRh48Yt3Jrr/v37/Nvf/sYRI0bnGSqO/wn+4iEkJJxAf6fg\nl+U4LlmypFTnfPDgAa1WX1qt/lSUSALtaDRWZ1xcbbfZHjMzM1m2bHkCyRQEA4OCwhgSUp4hIeVZ\nvnxFnj59mps2baLJVJYOGlsTgWF5CmlP8fbbb9Ng8NMEfz8aDKG5NpRTp05R1MI1O8LBTWOzWPK0\ny964cYMbNmzgli1bSqWMZEZGBl9//XUuX77c2V555RW3GFEzMzP5t7/9rUTKS2ZmZhaa71GtYkUO\nymH6ag+4FcHz8uLFtEkSOwHsBLCMJJW41r9161Y2a9aaTZv+1kaNGsshQ4ZTEEIIGNizZ598+2/Z\nsoWq6kWTKZ5mcwQTEhoX+7lWqxZPna4hgakE+rptgi0KZs+eTVFskMNfN5wBAWUL7LN9+3aGh1ek\nxeLD1q07uBW2mpKSwkqVYmk0xhFoQVUN4rx5ruHHKILgl0pcfP+JsWzZi+jbdxDS0mJhMNxDUFAK\n+vfvX6pzrlixEhkZZZCaehFATQAxePiwBs6ceQu7d+9G48aNCx3j/fffx507IoC6MBjuonv3+nj5\n5d/S30mibdvOePCgPoBQAIEATiEjIwBLlizFjBnTi7z+u3fvoXLlSAAntFeCkZr60OUaQRDQtVMn\nnD1zBr+kpsLPzw8dK1ZEVlYWdDqdy7U2mw0dO3Ys8noKgyRJGDRoUJH6fvDBB5gyZQpsNhsGDx5c\nrHW899576NOnD3bs2IGGDRvmeU14RAQunD6NcnY7COAXoxGPRUUVOrafzYYmrVs7/68PoGy5csVa\n76No0aIFWrRo4fLaL//X3nnHR1Gt//+Zmd3ZKVvSOyENCBgCJBAwlNAREBRBBJRe9CJIlS5ggS+i\ngiAiXNoFEUXwSrk/jXKxhyZ4RRCl5gqGToRLD8l8fn/M7GaXbDa7yQYE5/16nRdhc3bmzOTMmeec\n8zyfJy+PkpJqEFBERH1o7dp3ad68ORQaGlri+/37D6Fr1zoTUSIRKbR37/v0/vvvU58+fcrVnqtX\nr9LPP++loqKJpCrRJBLLJtK2bdsoISGhXMf0BMdxxDCK0ycl+/LttGzZknJzD/p0ns2bN1NeXgHd\nvNmDiBi6du0BeumlF2nixHHEsveE4k6ZVOQF7Dd27NiBF198EfPmzfPo2+8Prl69CpstWPPNfxxE\nUbBHAVut1fHxxx+XuZRUbO1nolgiWnDxBd6yZYsWQZkGolQQVQHD8AgOjsBjj7kmJdm3bx+ef348\nJkyY6LXm/V+BwsJCJMTEIIsI0aGhFbJOCwsLERcdjVQih7y0O44dO4bI0FDUtFiQaLEgNTnZ6z5Z\nWFiIUaPGIjg4EpGRcViyZEm52+stqrUfBqKGmhVcr1SrX3WJHu+wmA2Gxl6lXS2NwsJCTZRuOOwJ\nzs3mqvjkk0/KfUxPHDt2TJN/bgU101cE5s71bxQ1ACxfvhyy7JxYZjJY1uDS/0hf6nHPO++8U+nJ\nTcrDyy+/AqMxXuusw7Qd/7bguFYIC4tGtWo18corMzwe4+rVqyUkolu2fMhF+/vkyZNYvHixS3GX\nrnLHjh3aOmQzMEwTmM2B2L9/f7mvrzz7H0VFRX7XnnGHr/rwa9asQaKmBFpDlis0kK5evRqJZjNe\nIEKYLGPLli1YsmSJ2/v1xx9/YOPGjfj00099CumfPHkqJClR61eDIEmhPifx9pV27R4GEQuidBBl\ngageOI53q7+TkdFEe0FM1doo4h9eJpEvjYUL34EkBYPnMyHLiWjevG2lunn++uuv6NWrL9q3fwSr\nVpUdSFoefvvtN5jNgdom+rMwmdLQtu3DANQYp1OnTukDvzt27twJIiqXBsi3336LRYv+XgmtUqld\nux6IeAQHRyE0NAaCYENwcAQeeqgzFi1aBEEI88s6vLe0bt0Baui8al0wTBv06NG7XMfKzc1FfHyS\nV15LeXl5WLx4MQYPHgxBkGEw8KhWrValrc9+/fXXICKvA2Xs1n5HIgwnNWtWea1+u7XfjtRENY8Q\nISk2FkSEL774wufjlUZSUgqIBjpZiu3Ru3d/vx3fHZcuXcIrr7yC6dOnO8qMGTNc+u/u3bsxffpL\n6NHjKdiTkBPxIKrtGNAqQk5ODl5//XWsWbPGpw3jPzO7du1C3boZCA+PRc+efXDu3Dl06PAITCYZ\nJpNZH/jd0axZaxA19ln5T1EUJCXVgskk4fDhw5g9ezYmTZqMnJwcv7TrwoULkCQrOK6OI1G0naKi\nIiQm1gRRD4hiGl56qXRvAX+SkdFUWy6yDxZd0L79I+U6Vu/e/cCyEsaOHefy+e1W7a+//gqbLUTL\n+lQNRKpqKsu2RY0aJRU6/YFqbSagYcOmXtU/efIkkuLiEBse7iiJVasiNze3RF1n9VB37Nu3DwwR\n1IhtNfGK+v80pKU18ouXGACkp2dCVaJU/5Yc1wQjRozyy7ErQkZGE7Ash6ys1poVO0Vb3uyNevUa\n3e3mlcnNmzfxxBM972oayilTpkIUH9Du3RR94L+dnTt3QpJCQDTFZ+W/DRs2wGyOhcnUEGZzIHg+\nDapMbWC5BKtuZ8KESRCEBnBOFG1n2bJlMBjCtQfiWZjNAZW+3wAAb7+9ELIcDVUSYgAkKdyriOTb\nyc3N1aKJn4YkWR1W/8GDB1G1aoLLC7hDh0fAMG2dXjaNQZQBoqlgWUO5FQtL4+uvv4YkhYFoEiQp\nzOfweE+cO3cOJpOIefPme6w3b958SFJNSFIIRo4cBVlOAdELkOUIn6x+RVFKra9epw0s2wRGYwME\nBYW7yG3fDez3nuNaIC2todbXhoFoJCQpAS+/PAOXLl1C1649EBAQioSEmpWeAMVXFi9eDCIWo0b5\nPzbCW5o3bwei7k7PjD7wu6Ba+81ANAJEfSEIZq+sfru1Xxxhx0NV95sOon6Ijq6YcqTd2lc7/Qsw\nGJo5rP4LFy7AYJBAFAg1+CgODMO7yO9W1hRWURS8+upsxMQkIDa2Gt55551yHad3734wGJpDdYlt\n6LD6u3btAZaVXV7A9eo1gqo4au/Ej4HoARANgSzb/GYB21Gt/c7auTp7bfV7w5gxz8NgiEdgYFip\nL6zr168jMDAMREPAMB21pNy9oEputPPJ6t+8ebPHJau9e/di6tRpmDlzJk6ePFnu6/IX6r1/BEQT\nIAhWPPecmtbRbA7AiBFjUFhYiPbtO8NkStOeu56QJFulxljYURQF+fn5HvWtbt68idDQKBB1gyha\nfbL6z5w5g08//RS7d++ucJ9+5plh4PmGmmE4TR/4nSksLERSUjKCgyMdJSws2qtw+Q0bNoDnbVB9\n0/uBqCqImkAN/e8Pmy2kQm3btGkTOI4DyxaX8PBIAMCSJUsgCNW0JZeeIOoMni9OePLHH38gNDQc\nu3btKte5z50759Y/Pj8/H0OHDkdWVjtMmDAZp06dQqtW7cAwBoSERGHDhg1QFAVz576JyMg4RERU\nxf/936slOrEawMOB49LBcU3BsnXA8yJ2796tJeVQZwH2F/CUKdMgSdWhJusYDaIQ8HxVSJIN69ev\nL9c1lkZubi6ICKIYCFkOgSgGgohw7NixCh9bTWxuAdFIyHJKqVa/au0ng2iSds0iJMkKiyUIFksQ\nwsOjS83H4IyiKKhRozaIavj15eULy5Ytx8MPd/Gq7jfffKNJkfcAUS+wbE106eLqUaYoiiZzPhHF\nsTQN8ZYXQWsV4fTp00hNTQfPizAaTXj5ZffR4osXL4Ys14SaGrWR11b/d999B7M5EDZbTchyKHr1\n6lPiufnpp5/QqlV7pKSkY+LEKR6XC/Pz81Gt2gOwWOJhsSTqA7+/WLZsOVJTM5CamoGkpBQwjKRZ\nofVBZMJTT/Ur+yBuOHLkSJlv+4ULF0IU6ztZwM+D50XH9yZNmgKWtSIry7uoP2fUvYNkDBvmmiT9\n5s2bSE5OBc9ngKg7RDEFQUGRWiAOB6JkiKINL774EiQpUlsKehqSFI2333bVPbp48SJee+01zJo1\ny1HmzJmDRx99HBzXSnuYGzis/lu3bmHgwKdhNJpgMkno3r0HVq5cWe7w9bLIy8tz0R/yl9zwmDHP\nQxDsboyDXaz+oqIiRy6H9u07ORKTGI0CeF4o1x7O5s2bYTZXAdEUSFKoX5esvOHGjRsIDo4Az5s9\nqnfa+eSTT5CZ2RIPPtjCUQYN+luJemZzAIiGavdxGmQ5ucJCfWXRvHlbGAxNNet5NCQpHNnZ2S51\niq39TKjRym3B86JXVr8aGGrfOxsEozHAReblt99+01xDO4CoLySpOgYOfNrjMa9fv46tW7fi3//+\ntz7wVxYbN25ElSpJIDKC4yIxf77nNVx3HD9+HAaDsUwr9vjx406doB8kqbpDq784IfNQSFKwVw+c\nM+vXr4coRkIULS5+/t9++y0slqooziQ2BerGI691KiN4Ph3Vq9eG84YhUQ9kZrYs87zHjh0Dw7Aw\nGOrDYGgCjqsNQZBdhMfKk0HswoULfk2QURGs1gAIQgDM5giYzRFgGNbxt/7oo49ARPjyyy/9cq5i\na9++zuvfJStvWLBgAWT5ATBMRzRr1trx+apV7yI+PhnR0QmYNu1Fj9pCRUVFJWbgixcv1rJfZUEQ\naiM5ObXUv/GlS5f8krdBfdmMQbE3WzNMmzbNpc7ly5fRtWsPF82uhx/uUmb+C0VRwLKc9kxNh+rA\nwGDChAmOOgsWLND2++zP1ViYTJLX7Sd94C+by5cv4+TJkz4n4Rg7drxm0Q1ESEikz3ICAwYMActW\nQXx8jTLPvW/fPse0b8KEyY5p36RJUxyzAYbpiKys1h6P40xRURHi42uAqCdMpkwMH17s4fHNN9/A\nYolzGvhfgOp1EgiiBiDiwXGBqF8/EwzTxqmDdvDK6yc/Px9z5szBa6+95ijz58+vUL4Au0hYz57e\nuZv+9ttvmD17Nl599VW/LO3YOX78ONq06YjIyKrIymqFnJwcHDp0CIcOHUJhYSGKioqQkJAMogdQ\nv36mX875yy+/gIjA8yJ4XoLRKIJhmDu2jn/jxg0EBYWDaJA24wjBzp078cknn2iDdl9tRlgVM2bM\nKvU469evBxHhhx9+cPn8iy++wOTJUzBv3jyPMR0jR46BySRVWOgwKekBqAGUqlS6JFXHsmXLKnRM\nZ2rWrAOGaa/NlC0gaobGjZs7fr948WKIYl2n52oEJMnq9fHprz7wf/nllxgzZixmzJjhdhN3+vSX\nYTQKEAQrkpJqee3lcP78eW0zdiSIpkOWa2HhQu83Po8fP+7QzDeb48q1dn39+nVIkgUmUw1IUgYk\nKQ1E5LWk8Pr162E226360S5W/40bN5CUVAtG44Mg6gWeTwYRo1n9k6BG+3KqwJk5ECybCZZtAkEw\ne0yCUZls3boVkhQOQbCW6e9/8OBBWK3BMBobwmhsCIslqEKBaXauXbuGKlUSwHEtQPQMDIZmSEqq\n5bI++9FHH2n3/QXIcrjfrP7//e9/uHjxoqM4z54qm0WLFoHjZLBsU7BsUzBMDFq2fAhPPtkPqhKq\nfQDrj+TkOm6PUWyIVEfr1u1LPVd+fj5mzpyJ0aPHunj4nD17FqJoAc/XKuEy7Cvbt2+H2RwIqzUV\nZnMsmjZt5Rc9JjuHDh1CTEw8WFYCUXsQTYQg2HDgwAEA6vgSFhalZT17BJIUg6lTp3t9fPorD/yr\nVr0LUQwCUQvwfDqio+NcRJBUUahwbUo3DRzX0uvp8ZtvvgmOM8JqjYHVGgOTyYbq1WvhwoULbiNg\nb2fAgCHg+Wbaw9DLK6v/dgoLC7FmzRosXbrUUZYtW+Z1RHKDBpkwmYJgsyXBZkuCwSC4JA05f/48\n+vUbhIYNm6F27TQQRUMVcxsFooEwGEw4duwYDh8+jBdemIpJkyYjJCSqRGarO4GzJLDB0AK9evXx\nWL979yfBsq2dpvLt0KlT+fTjCwsLMX36y0hJqY969Rppfco+0E2D2RzukCcutvbt67uP+s3qv5vs\n2bMHM2fOdClr167F0KHDwbLNHPeCqBvq1y+ZdwGwGyJxIJoMUQwqYfUD6n5RbGyi5krdEpIUjGXL\n1CQ2qrXfCKorqNUnq//gwYMlvK7y8vKwbt06fP7555US7btt2zZwHA/Vg6sPWDYFjzzSzeX8AwcO\nQVRUPCQpAImJNbF161avjk1/1YH/xIkTMBrN2kAVC6KhEIR6LsqaM2bMAMc1cXpIx0EUzV4d/9q1\na9i/f79LOXnyJIYPHwWWZV3kEW7n+vXrMBiMkKQwWK2xsFrVKM2vvvqq3NdbHo4ePYqcnByX4m5W\npFpSVm3Aj4bJJMNiCYLNFuziM75ixQrIcjWYzbHYsMF9KruzZ89i2LAR6Ny5G95+e6HfXhD2BCDq\nktS4Mq3+li3bQ92Qc96baOFSR1EUHDlyBAcPHvT44I8aNVZLf9kXapSzEUR/0/4/CYJgcywlHThw\nAAzDgGU5MAwHhmHBshxOnTrll/tQXtatW1cpM4SjR4/Cag0GyzYCkQUmk+x28Cq29ntpL+L2bq1+\n1dHBOWPdEAQHRzisfbuEurPLcFnY9bHKmy5yw4YNGDp0OGbOnOlTbE12djbS0zORllZcbjdYOnR4\nVHNlHQFfXFnprzjwFxYWalZVU60jPAwiK1i2EWbMKNa5Wb16NWQ5AcWbLI8jISG5XOcEVL9cUbSA\n4+qje/cnPdY9dOgQfvzxR0fZu3fvnzZVnGpJPQh7zEJ4eJUS095bt24hIsKuwd8DUVFxJQbeS5cu\nISYmHkZjIxA9CkmKw3PPeZ+ExBPt2nUEz9scsxejUcaoUaUfe9GixZCkGKg5CoZBkmIxd26xUXDj\nxg20avUQRDEQkhSCevUySnWptNlCYM+PqpYMcFyAtuYegUcffdzlBVdQUIDffvsNPC8iMjL2rm9G\n79+/HwzDYNq00vNMVITc3Fx07PgwGEZCYqL72eAPP/wAIoLJZIEgWMHzMliWLWGIzJ49G0ZjJpw3\nPSXJipUrV4KIwHFGcJwRLMuhSpU4r9o3e/brMJniJ5Rx3QAAFalJREFUIUk2r2SRnZk1a7Y2w2sD\nk6kuqlWr5TddqdJcWRcsWFDmd+mvOPAfOXJEi86d5tRBYmAyyfjPf/7jqGcPDjGbo2CzPQCLJQg7\nduwo1zkBYPjwUTCZMkE0HoJg9Wj13ysoigJRlCGKIbBaq8BqrQIipoS414oVKyCKVaEGHY0BUQB4\nXsLixcW6Ru+//z7M5lpOf5PnYTDwfnnhHT9+HNu2bXMpntzqFEXBSy/NQGBgGAICQjF58gsuA9K0\naS9CFFO0GcRUmEwNHJ5UtxMcHKlZ+Op18Xx97bNkBAaGu10bfvbZ52AyZcJsroZVq8qfZtMfdOr0\nGBgmHbIc4FW8gK8UFBQgPLwKiPpClqPw2Wefua134cIFnDt3zlHctWXfvn2aaGBPEA2DIKSgZ8/e\nUBQF169fdynerMk7q+EKQgO3Vr+iKI4+evPmTUe/UhRFUxQd4VjKkuVkv+5xWSyBcHVlremVKyvd\nLwP/xx9/jHr1GiE1tQGWLl3q8aLPnj0Lk0lGscTrFDCM1W0CFbv72KZNm3D69Gnf/zIaZ86c0c75\nDIjGgeMal2n13yscO3YMP/30k0u5PVJ44MAhWvYhI4gkbYktHYJgdjwoq1atgiw7T9MngeOMft00\n8xcdOjwKNWLY3ta+SE1t4Lbu66/PgSRFgKgzOK4ZLJZACEIgiCbDbE4osedz6tQpbVliNIj6Iiqq\n6l0TD9u/fz9E0QY1VWJ6pVj9y5Ytg9lcQ7uPXVG7djo++OADzJo1u1zH27JlC2rUqI2wsBj07z/Y\npxmToiiYPXu2QyRu9uzXIUn2PvmcW6t/1Kix6NxZXXsfOXIMEhLU/bjCwkJwnAGqs4PaTySpPv7+\nd/+JOL7zziJIUggYpjkEIRU1atT2KgMd3Q8Df3Z2tpYguweInoIkhWP58hUeL3zo0Ocgy1VA1Byy\nXA0dOjwCRVHw/fffe7WuvHfv3jL9cZ1Rg2dskCSroyQmVvf6+/cD27Ztg82W4DRYTofVGos9e/YA\nUF+OgYFhYNl2IOoHUayFxx/vWeHz3rp1y6eXR2FhIT788EPMnTsX27dvd3y+adMmjBo1BnPmzMHo\n0WMhCHWhSgRPg9GYiZ49S98wfu+999ClyxMYMuRvaNSomRZzMR1ETyI2Nsll4/7ZZ58Dx1WF6nP/\nOIzGgLtm9Xfq9BhYtrm2nKBKYvjb6o+MjIXBkASezwTPPwgiBlZrMATB7BI7cifIzs4GETmkzatW\nTYTJZHXEWrCswUWW5PTp0xBFCwTBhq+//hqiaIUoRmHdunUAgI4dH4XJVFezyh+DLAe4Feqzc+HC\nBezcudMnN9utW7di4sRJePPNN71eRqL7YeDv0uUJbZ3ePqD0LNUzwI6iKPjwww8xYcJELFu2DIWF\nhdi1axeIqEQE3u0UFhYiOjoeTZu28u4vowNAlShQp+GDYHfdk+UAFy+jgwcPol27TkhJScfo0c9X\nyG/fTs+evdG1aw+v6hYVFaFdu4dhNifAZMqEJAVh4cJ3MGPGLM1qbwVBqI1ateoiLa0RzOZIWCxV\nUK3aA15FZObn54NlORgMJoc/PWl+6QUFBZgyZRqioxMQGhqLxo1bolWrjmjVqiPee29NRW+DzyiK\ngrCwCM2zhHOU5cuX+/U8K1aswNy5cx2la9dukKSa4PkGeOaZZyt07CtXrmDVqlVYtGhRmbEYiqIg\nJcUurGjF//73P5w5cwaHDx92Kc7xOMOGjYTJlAmWbYsqVRK0va5eiIurjqKiIly+fBlPPtkPERFV\nUadOA49Lxf/6178gSTZYrXEQBAsWLlxUoWv3BN0PA3+PHr1B5KzW2BWNG5cdHXo7WVltQJSIlJQ0\nj1a/fdNXkkIqtOb/V2TTpk2QZStkORSybMPatWsrdRnj8OHDEAQrBMHqlbfDZ599pskavKD1peHg\neUHbRBvlWEs1GGJQv/6DeOutt7Bjxw6fgvOuXLmCS5cuOYrdW+app/pBFGuA6ElwXEuEhESUmfD8\n119/rbSMUYCaJ1eWI2AXHGSYjkhOTvXqu3l5eZg0yTdPGLusg2ocxINhjOVWtbx48SISE5MhyzUh\nig0gywEuM7jbyc7O1tQ/p4IoucxlLbu1ry7JjYAawDgKqotuvMPq94arV69Clq0ozofwHETRff5f\nRVGQnZ1dIY83uh8G/j179miWZGsQPQRRDHBsEOXl5eHgwYNl3ohdu3ZpPv2TIMvRpVr9qrUfB6I+\nYJiH77jVP3Pmq3jlFVdBqH/84x9lDhD+QFEU7Nq1C5s2bcKJEyfKfZyrV69iw4YNCA2NhMlkhiRZ\nsXHjRj+2tJju3Z+EwdASHNeqhMCXO9577z1YLPWcjIhpMBhMYBjO6WUwHUQ1QVQXkhTooqFSXm7d\nugWOM8I5taAsp2L16tUev5eZ2RyybKu0xDtvvPEGeN7ZS0bdd/GGAQOGgHyUnXj77YUwGoNA1Fzb\nB1LvfXkS7MyYMQMmUz0UO3E8htTU+gDUQX7QoKcxduw4/P77707WfkuonlxPgOclj/d1/PiJMBhs\nkOUGIAoDkQEsGw6bLQmCEIS0tIZet/Xw4cOQ5TCXZVCbLdntRrd9OaqslQlP0P0w8AOqu1efPgPQ\nq1dffP31147Ps7LaICEhuczgp6ysNk7rrt1KtfpXr14NszlJ60xT7qjVb5dmliSrY6D/+eefQcSU\nEFHzN4qioH//wZDlUFitKZAkW5kd74cffnC7sVZQUICQkAgU+8kPgiTZ/K79brf21cF0gldW/7Fj\nxzQjoo82yLVArVp10Lx5G/B8fagpL7uCSIAald0dDRpUXPPm1q1bYFkDiEIdLxizOcWjB0hOTg4k\nKRSiWKfMdJvlZePGjZDlGBS7DHZDXFy1Mr9XHHnexqcAtPfeW4NOnboiKCgSRGnagNrEa5kNZ4YO\nHQ4iZ7mQoYiIqIqVK1dpMhHtwHGZCA6OwOHDh1GjRgoEIQCqREIgiHhIkhXduvV0G8Owd+9eLF++\nHAMHDkQIz6M+EQSeR3Z2NnJycnx6WRVb/AMcM01RtJVYnlIUBWkpKahFhLSUlHJb/XS/DPx2vvnm\nG8eu+65duyBJwTCbY/HRRx+VehPsOShFMQCSFAxJUqV37dGUzrRv/zCIGLCsQXtQGYwePaZcN99X\nxo+fCEHI0IJPxgMAOnfuCpZtBFG0VMjrCFDvw+jRYxyd6dy5c2jcuBny8/PxxRdfaAFQ9gGgP6zW\nIFy5cgU9e/aBxRKEqKhiaYnz589DFgS8eJtwFaD6basPnrN1U8uhRukvBg9+BkZjACyWerBY6sFo\nDETfvgMAqDO3ffv24fr163jzzTcxbNhz+OCDD6AoCj7//HOEh8eA44xIT38QJ06cwMWLF/HYY0/A\nZLKAKACqPMUTIOqFtLQHK9xWRVEQGBgBIhFE9WEwNEV4eIzHKOvMzOZQA8KeLTXdpqIoOHfuXLl9\nxxVFQd++AyFJwbDZqsFmC8H3339f5veKI899l53YsWOHNvsOh+qwMR4mk9lnq3/jxo2aD/1zUAPl\n6qB37/6IiUkAUX9H3zMaMzBjxgwcOXLEyVCwi6M1hyDULXW2eOvWLcRGRqIvEaYToYEoYsok31O2\nAqoaqSzbYLVWhSBYsGjR4hJ1srOzES3LeIEIUbLsldVfUFCAIUOGwmwORFBQBN56a8EdH/gfJ6Kf\niaiIiNI81HuIiH4losNENN5DPZcLPH/+PARBxt/+NgyA3YrvCKKeDqs/NzcXzZq1RlhYDJo3b+uw\nMk+fPo0TJ04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NbFZUSFNTuTJ3LtcXLeLQZ5/x4vDhbGX8/GKYM+cS3313gdmzL3LkiDt16mzA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UPFzBfhLi5ytZMVHS36uyQnh27NmEFHu3Qht9WrKb6SKhW3tJTuLVxIjgBdcnCg0vx8yo6J+erC\n8UREOXFx5LV7NwVduFBlxSkQCOjNgQN0c9o0enPgAAkEAsqKjqbMyMgaxy4QCCjgzBk607cvHe7U\niR4sXlyjOaU2+FwuBV++TEHnz4uExblsNkU+fEgxz559FQ+zmig3J1U2K0W6uhK7sJASvLzEjse6\nu4uujdrOpTgzk/YYG3/xROratVGnPJcGL68Eun27qmWhJvBvV+AqLmZDU7PmjI31xbNnsTh79j0M\nDDSxeFwTeP72C9Lfv0e7b7/F2FOnEO3qioyQEPA4HIypJdimrqS8ewcSCGDSu3fthevAbkNDlGRm\niq6aIZs3Y1BZYJA0FKSkICMkBJEPHqD/779D29hYlHEzydcXKX5+iHZ1Rc+lS9F22DCRELbPvn1g\n5eSAU1yMfmvW4M2+fWgzdChadO9eqwB3fZGflISTdnYoycoCAHSdOxfjzp5VSNtEhINt26IgORl6\n7drh2/370dzCoop4tzTtXBk9GtGurmBA+LQ4++VLXBs7FgllK3Dr77/HsO3b0dTMTCFjb2iiXF2h\noaeHRG9vWE+fXqujQW5cHN4ePQpldXX0Xb0aGlIG8kU+eIAIFxfotW2LvmvXStTibUiICEeOvMWu\nXT7gcvn4+eeeWL9+gFTBpvIocDUmaPXqx2J3sqIi2W2Q8vD+fRqpqGwWbdjY2BylCzMXkXOHDvT+\n4kUiIlEe/vLfsiJNnnaBQEB+hw7RaXt7OtW7N705eLBeV3A3p08X26i8v2iRTKvRBC8v2m1sTBsB\n8ty5U2zlW5CWRgfatqWNAIXcuCFWj11URDEx2cQqKCCv3btpY9km66dXrxR2brLy7vhxMZv9ZhUV\nhT2FsPLyKOT6dbo6YQI5AnRz6tQq+0HswkJ6vW0bPfv9d8qKipLYTk5srNjm8kaAvPfuFXtq2wjQ\n2cGDqTQ/X649p8YAj8ulz6Gh5LZmDfE4HIX/D0Q/eSJ23bvMn6/Q9utCmzYHyNBwF7FY0us6QI4V\nf6MyFDk7v8WwYRfw8WMGeDwB/v77RYP06+ubXJZkSfgZBgen4/IHAzB+uYjmZTbqcje1yu5q0uKz\ne3etZRgMBuwWLkR2VBSyo6LQfdGierXljT93DgP//huqOjpgKClh6NatYvnu+VwuistWwJJo3bcv\njGxt0XHsWLQdPlxkwyUiRNy9C05hITT09RFy7RoEZfKAmZnFiEkoxsqVj5GZJ0CrgcPQwcEBRra2\nMB80SOZzKMnOrpJMTRbKQ/51WornQdE2NlZYPh51XV1YT50KE3t7fLNnD/Q6dBBbYRIRLjk44MWf\nf8J7506c7dsXhWlpVdtp2hRQUhJb2lUeNwNA4qtXuDFpUp0TmX0tYh8/xoVBg+C3dy+erFoFPlty\nrip5EPD5eLlxo9hn+MndXWHt14XMzGLcvTsN3t7zqriNKprGlKnMsVkzB0yZ0hkmJk0wfvw1uLpG\nIzj4M4YMaQMtrfozAQkEhLNng1A+fzAYDOTxtXHp0kTom9Yt6Cg1IAAPFi9GyKVLyI6ORqvevaGm\noyOxbPjduwg4eRLmQ4ei19KlUNXWrjbFsSJgKiujRffu0G/XDvYrV0LA44mlkI1zd0fymzdo2aOH\nxPp8DgedJk5Etx9/BFNFRaRJzGAw0KxjR7zeuhWcoiIQlwuGkhJa9eyJ5OQCTJ58A97eySgu5uC7\nUR3Q66fF6DxxIohIZqGVoHPnQHy+zMFhae/fI/bJE3hs2gRNAwPhpieTicyPH6FrZobJV6+iSatW\nMrVZGy179IDZgAEw7ddP7DxZOTlwW/bF/4FbUgKTPn1g0LmzWH0VDQ2oNWmChNevAQD91q1DnxUr\nwC0pQZKPD5hKSjAfOhQt7OxgNmgQ2o8YUafxJiXlQ1e34f3sm1lYIM7dHVrGxhj0998KDfzzdXZG\n0JkzYhO/+aBBsJZxs78+0NJShbGxNvT1NUWJ3j58+AwjI60aFyFlfvwN78yvIIjD4dHz57FERLRw\n4X1q3XofPXxYu2+yIrhxI5S++eYijRlzhc6eDaSbN0MpOVk+s05lHi1fTptVVSm0ksmjIm+PHhV7\nZA+9eVMhfcuDQCAgv6NHhekAmEx6vmGDVEIfFclLSqLgq1dpm5YW7WnZUuy92bPv0KxZd+jq1WAK\nuX6dHixZQh5btxKHxZKq7fzkZIp0dSXX5ctpi5oa7WjalAJOn5bJNFNaWEgXhg0jR4DeHDgg07kp\nGh6XS7sMDETf/yYmk9KCgqotLxAIqmw+s/LyiF1UJHI8qIsDAo/Hp+JiDs2Zc5cSE/OopKRhNY95\nHA7lJSURn8dTeJoPl3nzRCaxjQDt0NenosxMhfahCIqL2eTjk0hTp96gCxeC6MOH6kVo8JX8+BWF\n2Ml4esYTm82TSey7sRJy/ToVZWZSlJtbtWXODR4sZmO+NX16A46wKgI+n47b2dExW9sqftaSKM7M\npKyoKLG8NtkxMfQ5OJgSvL3FgncyMoqIW1pKL51Piv0T3pw2rdZ+Ery8aJuWFjkCtE1bm/aZmtLx\nbt2kmvQrl3H95RfyPXRItI+jKOSxSae8e0enevWiw506UcCZMwodj6wUFpbSnDl3CXCk1q33kZdX\nwlcdjyIJvnJFzL7vvn59vfZX07XA5/PJzS2KXFzCJdr0z5wJJMCR2rU7SJGRX25ORUVsmjnzNpmZ\n7afJk2/8+716qA622vqmKD29zko6NXFv/ny8r+BF0u+PPzB8+/Z66682WHl5ID4fyhoaYOfn1+ht\nE//qFaLd3MDOz0dJdjYmX7tWq9JYxL17uDV9OngVcs1o6Onh95ycGutdGz8ekffuARBe7Zbjx8PB\n2RlqTZrUaBZ79ttv8Dt0CBr6+ph46RLaDBkCPpcLJRUVCHg8hWr5vjt+vF41ahsCN7do7N/vi6ZN\n1XHjxpSvPRyFEnL1Kj49fw7DLl3Qe/lykTa2oskMD0dhamq1sQg//HAHly6FAADs7Vvh5cs5Yv77\nHh7xuHHjI9LTi3Hr1lTR8d9/f4Zdu3wqtOQIyDiX/yekF+ublHfv4LF5M6bevFlvuUW+2b0bJZmZ\nSAsMhNnAgRj411/10o+0VEw4p1qL2IVm8+YIOHkS7IICMBgMXJ8wASMPHoRemzbV1rEcNw5NTEyQ\nHRMDBoRXraGVVa3jqijQzgCgqq1dqw045vFj0eZ6UWoqbk2dil8zM0UqYIqa9NOCguB/4gTCb91C\nTnQ0+qxZgyYtWyIlpQCtWtXsFCDg86WW5WwIrK0N8eTJLCQnFzSovGVD0GXGDJkD+GSBiBBw6hRC\nL18Gp7gYXWbOhP2KFWI3mNTUQtGkDwC+vinw9EwUUw/s0aMlzM2b4u3bZISHZ6JTJwMAQHR0zYsj\naWhUXj2NEbcVK3CqVy9EP3yI3UZGyE9Kqpd+NPX1MeP+faxOTsakK1dqnWwbE01MTGA5bhxa9egB\nVR0dtHdwqHHSL8rIQOKbN1DV1kavX36BvoUFOo4bh4lSyCgO3rwZOmWbrrpmZhhcKbEfCapK4BWl\ni0s/sHJywK9BtEReWnTrBqaSEkqys2FkYwMNAyOEhWVi/35fcDj8Gr2Pwm7fRu6nTwofU3VE3L8v\nUcqynNathQpf5b/LKUiRmF8RgPB7/R9C54auP/6I7JgYZIaFwW7BAtGkn5VVDADQ0FCGkpL4zVRH\nR9yBJSwsE126HMPUqbfRrdsJPHsWCwBQUWGirmb9/038NUBEeF8mwkEQhpRHVyN20pjNVPWNipYW\nxp8/j6HbtmFVYiKa1SD4DQjdG4NOnUL6+/fIi4rCIj8/THdxEQXrsGpwQzSwtMSUW7ewPCYGyyIj\nRUFQmREROGxpiS0qKrg8apSYIlkHBwc0qRAIZDt7tlSav/Jg2KULfv74EcoaGnj6NBYDB57D3r1v\nsHr1Y7DZVZXI+FwuXjo64uVff+HW9OkIPHeuXq8lLosF34MH8XrLFritWIGoCmkoakIgEIDP5cJz\nxw5kR0dDUElVTSAQ4PGKFXKPSyAQIMLLX+xY7NOncrdXEw1xgy3Ny8PI/fsx7e5dFFVQ8lq16gkA\nQE9PA0ePfiea/NessUfv3uLBas7Ob1FYyAEglGLduvU1Fi68jydPYsu8HP/1+7oA6jFlQ0ZGkVz1\nBAIB7dDXF9t0DTh9WmJZX2fnugzxXwuHxZIrMZb3nj307Pff6emvv4od5/N4dOm77yQGkrGLiynB\n25uuT5pE7y9eFEt2Vnlz3GPbNrG6hWlp9PboUQq5dk2uLKoVKZbBC+Sbby5Sv35nKCAgpdoyJTk5\ntFVdnQ517NggqStSAgLIEaATdnZSB3mxi4tFqTZ2GRhQdAVHhdyEBDrcqRNtBOiojQ2lh4bKNJ7M\nyEgKvnaNVrYZQmkfPlBqUBAFnj1LB8zNKejcOcqNj5e6rZo+P3ZxMRVnZtI/I0dS4efPVFpQINM4\npYHPl9x/aGg62dkdJ8CRBg06RwkJeUREVFLCocJCyYGqixc/qCD+4kjjx18lF5dwUlPbQsbGuyu8\n9y8P4FIkHz9m4Nixd3j9Oh47dnghLa1Q5jYYDAa+O3xYZFc2HzwYNjNnipUpSEnBo6VL8eKvv3B3\n3jx8/vBBIeP/t/DJ3R0xjx/XXrASPRYvxvAdOzBowwbRsXhPT+w3M0OMmxsOW1oi9OZNsToqGhrI\nDAtD+O3beLVxI7Kjo8Euk54sqRRoVlGDABAGZPX86SdYT5tW62ZeXmIisiIjRSvv3Ph4sfe99+yp\nckwSPJ4A58+Ph6fnXBgaStZ1BYCC5GTM8/HBMCcn0fnUJ+yCAky9fRsdRo8GpLTdq2pqwm7+fJgO\nGIBWPXui/ciRAISaFMH//IPSvDyo6+qiiampVHs1FUmK/Ywrc5ai6aeXWDTSCZ8FBkjw9ERefDyy\no6NlSuKXHhKCzIgIYbuVtIM5xcW4OnYsYh8/xmUHB9E1Enn/Ph4tXYp3R4/K/LSVnV2CxYsfYuTI\nS7h48T0OHfKTWM7KyhAODu3Ro0cLTJnSGaamQkcEDQ0VaGtLjlHasGEQLC2bAQDMzHSxc+c3UFdX\nRnLyaixd2hN6eo1Ty0BW6nSnLSgopVu3PpK7eyy9eZNEampbyu6GG4jJ3EQtWuyhR4/kiwkozsyk\nzIiIahNABZ45Q44MBj1Zu7Yup/Cvgs/nk8/eveTUpAlt19Ehr1276rxafX/hAm1kMGgjQE66usQu\nLKxSJu7FC7o2caIoHe9+U1PKiYujt0eOiFb727S0KDUwUK4xvHZyErn7XRk3jlKDgujOjz9SSXY2\nFefkCFe9TCbtMjCQO6nd10belNy5CQkkEAgoPylJ7KkpLymJHBkMOmJlRZ9lXO2X42QzgBY0t6c1\n04UxFS83baLgy5fJ9+BBqerz+XwKOn+erowdS+eHDaOHy5fTsa5dKerRIyrOzCSBQEBXx40Txcns\nadmSeBwOhd29K/ak+OyPP2Qa97BhF0RyjOWSjPPn36XQ0M9VyoaECI+FhqZL3T6Px6e0tELicqs+\npRYWsikyMvP/rztnUREHffqcRmio8A5uZWUgEj8GCOrqyhg2rA0ePpxZfSN14OPNm2jVsyc+vXyJ\nbnPn1ksf0hDu4oJO48c3WH98LhdHraxARPg5NLROia6KMzOxt0UL8Pl80VX884cPMK6U7phTXIwr\no0aJ0gIzAPRYuhSjDh/Gp1evkB0ZCfPBg9G8ln0GSZTm52Onnh5Q4TpU0dQEt6QELXv1wuwXL5Ab\nG4u7P/wAbWNj/PDkibynWy2fPuWiTRs9hbcrK5yiIqS8ewedli1r/SzTAgPBKS5GVkQEbGbOhIqM\njgk8DgeR4enobGOCEP842PRsBxIIwGAyRb+lofDzZxy2sABDSQmG1tZI8vLCkK1bMfDPP5EdHY3D\nFhZi5ef5+ODDhQsIqKBeZ9ytGxZXSCsuNk6eAMrK4mPR0NiG0lLx/Y516/rByWm4VGOWl/z8UlFU\ntTxJ2v4T7pxubtGiSR8Qmnkqfg6DB7fBnj0jatQKrQtWU4R+zl9r0k/288OnF40znk8AACAASURB\nVC/w/tw5FCQnw3r6dGiVaaZ+Dg7G8z/+AJ/NRv/169F26FCF9cvKycGPHh4Ag4HS3FxoGxvXWqc4\nMxNaBgZVjpfm54P4fDAgtD8SINJurYiqlpbQvVBC220GD0YbCRJ/5XmCav3uicQmfQLAKSkBA0DK\n27d46+wMq6lTsfDdO+QnJIDP40FJQa6gXC4f+flsbN36GosW2KJDR0Po638dz66SrCyc7dcP2VFR\nYDCZGHPqFLrNm1dt+RZ2Qm0lswEDAADZUVFoVmmSrQllVVVY2Qpdcm16Cjfryyd7WXzseSwWBm/e\nDAGPh8ywMFiOGweNZkJTiaq2tuhGUo5akyZV0mJU1I/glpZCpYL79rp1z7BhwyA0afLlmIWFPoKD\ny72ZhNeOmVn9pVkBAD5fgHXr3HHs2Gi52/hP2Pgru0GpqjIxYkRbMJkMWFsb4tChkbC0NEBmZglu\n3w5DQEDtGqv/JlrY2SH5zRvkREdDTUdHNOlzSkpwacQIxLi64tPz57g2ZoxC3VG1jYyg06IFdIyN\nRZN+XkJCteVZOTnw2LxZ4nt6bdui3ciRogm9Zffu1aalHrJlC1TL8h3pmpqibyWh8Mqk+Poizd+/\nxjKAMAla//XrRa/VKsQyAEBaQAD027WDsqoqmnXooLBJv5z1S6/g7Nn3GNHXGce/XwFBBZGRhiTo\n/HlkR0UBELrHvpQyVXdRejoyw8PxcMkSZMfEoLSSzrAsJPn41F6oEk3NzdFn5Ur0W7sWo48dQ9+1\na0V7cjotWmCks7MwZoPBwODNm2FoZYVey5ah72+/wbBLF1hNn47vjhwBAOQnJyPozBkAQEZGISZM\nuIbDh9/Bzu4kjhx5K+rz0aPvYWCggfJJf+FCO1haVl3YKIp371JgZ3cSp08HYezYq0hPly+Z239i\nxf/tt+2xYEE3nD4dBHV1ZZw7NxbTp3cRBZ48exaLnBwWxo27js+fi8BgAEePjsKSJZKTj/3bUFJR\ngUGXLrCdMwd8Dkd0vDA1FcUVfNi5JSXIjopSaNKrcthFReAUFODp6tUYe+YMGEpK+Hj9OvgcDrp8\n/z1S/f1xb948FKamojQ3F98dOSIWactkMjHj/n2E3b4NPoeDzpMmVRssZz5wIFZ8+oT8hAQ0s7CA\nqrbkjVOBQAA/Z2eEXLoEBpOJLrNmCSM1a9jQHLZtG2xmzgSnqAjRjx/DY+NGAMLnx9b9+sn/AdWC\niooSlN2PogM6ggEC98l1fLw5DF2mT6+3PqujsqtrxaC5muBzOLg3dy5S/PzgtW0bvjt6VOa+OcXF\niH/5En7OzrAcPx4tevSASa9eUtWt+L2Wmx0rjr3X0qWwW7AAJBBARUOYBI3BZOKbnTvxzc6donKh\n16/DY/NmsLKzkffpE4Zu24Z+/VrDxSUSKSmFGDr0S4yKiYkuEhJW4dWreHz48Bnx8XnYssUD0dFZ\nmDOnK1RVJU+xaWmFCA3NgJWVAVq2lD7jb8+erdC/f2uw2TzMnm0LI6PqnQZq4j9h4y+nsJANNTVl\nqKoKIyC5XD6OHXuHGzfCkJlZjKio7LKSDJibN8WnT/L7HTc2SEJ0JY/NxlErK+TGCgM/1PX0sCwi\nAlqGhgrv/3NwMG5NnYrsyEhYz5iBwpQUURZJg86dseDtW7jMno2cuDh8d+gQTPv3V/gYJMEtLcXe\nFi3AYDKxJjVVpn0IEgjgs2cPUt6+Rev+/dH7l1/qLU02EWGdejNocnJRBA1oohSjjx5Bz59+qpf+\naoJdVIRLI0Yg+c0bKGtoYMqNG7AYLZ1Z4eHPP0PA46FVjx7ovmiRXP2HXLmCOzNnwsjWFrOePoV2\nPVyvtXG6Tx9kfvyIn8PCoGtigjNnAvD6dSIiIrLg6TlX4oSen1+KHj1OIjY2F8HBS2BtLTnFi69v\nEkaMuITCQg6aNFHDs2ez0KtXzYIzFfH3T4GdXUsEB6eja1djuWz8/6mJXxIpKfkwNT0ANTUGWCwe\nyk+5bVt9xMY2zMRfnhOmJuorZD8vMRFeTk7glZbCftWqKpul1cHjcKAs5UqvHJcff0Rpfj7aDBlS\nJZjnB3d36LRsCf0OHZAbGyvX5qs85CUkIDsyEiQQwNDaWiyQS9r6DaVm9ez33+GzaxcA4aZy2+HD\n0fe332Baj08a1SHg85EXHw8NfX1o6Em/2VySkwNNfX3R79rIS0yEZvPmYpHq0W5uSAsMRG5srMJU\n0GSBW1qKJG9vNOvYEazsbBjb2oLF4kJDQwVEBA6Hj8uXg+HqGoNOnZrjr78GQk1NGcXFHGzZ4oE2\nbfTQtatxlYCsciZOvI67dyNErydN6oRbt6bKnRrjfxO/BN6/T8Pu3T64du0jiAhEAJNJePz4B7G8\nGPWJx5Yt1Uoaclks3JwyBdGurtBv3x4z7t9Hc0vLBhlXdZBAgNfbt2OQjPmCClJT0aRlS2SEh+OU\nnd2XBGwMBn4KCZHZv/trUpqfj6K0NLzeuhUjDx6EqrZ2g8jzRbu54f78+SgqE2JR1tTEz6GhNabA\n+DfC5/GQFx+P9xcuQNfUFG2HDYNemzZgMBhfkufx+WAwGPWWRE1erl8PxfTpt1A+fS5Z0h3Hjo0W\nm7hrmsSnTbuJGzfCRK9nzLBC794muHbtI3r0MMahQ6NkGo88E3/j+kTrga5dW+D48dHo0sUQZma6\n2LJlMBYu7N4gk35WZCRuTJ6M11u34ua0aciJi6tSxu/gQUQ9egQiQk50NB59hUf7iiR4eeHi8OHw\n2b0bLvPmyRTe3qRMDcqwUydMvHwZWkZGUG/aFA7Ozv+qSR8AcqKjcdnBASGXL+Pl3383WEqOlj16\niCZ9AOCVlOBzUFCD9N2QMJWUkOTjA5+dO/H8t9+QGxsrmihFyfOUlBrdpA8AXl6JqDjPenomAhDf\nY6hp5b558xCYmAidE0xNdaGlpYKVKx/D1zcZhw/7Y9iwC8jOLqm2viL4T2zu1kZJCRdeXnPLcqUw\n0LSpeoNkHGzesSNadO+OaFdXmA4YAP22bcXe55WWIuXdO9ElRPj6ia7M+veHrrk5kt68gaG1NRJe\nv5Zrtdlp4kR0mjixHkbYMLTs0QMte/SAkY0NOo4dK+bWV59o6OujaZs2yCu74SqpqcFISvNcQxB5\n/z7MBg2qszIcg8FA22HD0GbYMPA5HLlkN+WhJDsbrNxcNGvfXu42evQQl7vs2bNlNSUl07Fjc0RH\n/4KUlAKYmDTBsGEXxd5ns/lo1qx+XXn/X0z85Tvf2tr1/6heGYPOnbH282dRwFFFlNXVYdq/PyLu\n3BEd61FLHncSCBB2+zZYubnoNH58vWzUWowaheadO+OVoyMYRMiNjcWgjRtl2oP4cOkSUt+9g+mA\nAbCaPBlF6elgKCmJXE3/DTgcPgxtIyOxJFv1DVNJCT88e4YXf/4JTmEheq9aBf06TFKKgsdmw+/Q\nIYRdvw79q1dhOWkSrCZPrlObKpqa+P7RIwh4PPA4HKm9h+Ql0dsbsU+egJWbi86TJ8NswAC5nihm\nz7ZFbi5LZOPfvl1yvv2aUFdXRrt2wj0QW1sjeHsnit4zN29aXTWF8Z+38X9N+Dwe4sqEnNsOHy7R\n7zvewwMfb9xAqr8/hu3YgbZDhtTY5r25c0UZQ3VNTbEoIAAMZWWx/PmKgIhwzMYG3OJiLPnwoVqd\nYEn47NuHp2vWiC6uNsOHiz6H4Tt2oP/vvyt0rP9DGBjnd+gQSCBA72XLpAqmk5Xs6GgcsrCAobU1\nFvn7N8iehyJJCwrCxeHDwS0pwexnzxrMs6w2Skq4WLPmCYKCPmPo0DbYsmUIlJSkvyH9b3O3ESHg\n83Ft/HhEP3wIALAYMwbTXVyqrDB4bDaU1dRAAgEEAkGNQUHc0lJs09AQ+9LG//MPsqOj0X3hQlFa\n44qQQIDIBw9gOW6c8LWUJq6SnByw8/Oh1qQJuMXFokRZJBAg2c8PyurqaNGtm9jYVNTVkfTmDVxm\nz0Z2TIzoPbHeGAysSU2Va2LKi4+Hmq6uTF4m/zXyk5KqxGHwSktxws4OWeHhAITBcEs+fKg2vkFe\nknx9wcrORlZ4OHotW1ZvokSK4NOLF/BycoKSmhqGOTnBqEsXfHr1Cr4HDkCzWTMM2rChwby16pv/\ntykbGiPpISGiSR8Aoh48QEZoaBV7bfmqicFkQqmWx04lVVWoN20KdoV89aFlMnLvz5yBw+HDYrl6\nPr14gaiyqN2CpCS06tsXTCYTLbp2rXX8mvr6X9zxysLeBXw+ro0bh+iyHO69V67EyP37UZiairA7\nd9B72TI0MTFBcWYmGKgmcxRRjQIgAJDx8aPYZrCAz0eynx/Cbt2Cuq4u2n37LUx69/5PqULVhoDP\nB4/NhteOHei5dCn02rYV7TtkR0eLJn0AyI2LQ0ZoKEzs7RU6htZl7VmMks3rpKHJS0jAldGjwSu7\nzlL9/THMyQnhd+5Ay9AQFqNHQ/MrxAY0Jhrflvl/BBVNTbGJjyAULKkLTCYTU27cgKahIZiqquj7\n668YsWcPdFq1QnNLyyoJ2kz790eKr69Q8CQpCV7btuHl338j6Px5udIBJHp5iSZ9APA7cAD+J07g\nnxEj4Ll1K56sWQONZs3Q3sEBhtbWaGpmhq7z5qHNN9+I6tjOmYOm5uYS22fl5SHj40e4LluGFH9/\nFCQnC89bSQn80lIEHD8Ov4MHhS5+Mkz63JISuK1ciYvffIM3+/fLfN7yoOinVz6Hg2e//gr/o0dx\nYcgQJHp6it7TNjaGcgU/eKaqKnRkjFf4r5AaEICsyEjRpA8AxenpaGpmhrhnzxD7+DFa9+0L1bLI\nXXkoKGBj2bJHGDPmCi5fDlbEsBuc/63464nmFhYYsnkzXpWF/PdesUKkFlUX2n3zDdZ+/gwiApPJ\nRGZ4OH4KCUFOTEyVQDGGsjJMBw6E/apV4HM4eH/mDHhsNsacPClzsBifywWjUh2C0Hvnw4ULyE9M\nRJ9Vq6CkooKJly+DyWSKgsAEfD4SPDygpKpao11VRVMT744dQ8KrV3BbtgzTKmx663foAMsJE8Bn\ns9G8QiItaXBbsQJBp08DEOoHqDdtWu8J9dKDg6Gsrq6wQDUVDQ3YzJqFzLAwqGhqol2Fm6mWgQGm\nu7jg2a+/QsDnY9j27RLNfo2F+ghWZOXlITM0FC83bIDtnDlQ09UFuyxXkH6HDlDT18eQLVtQkpUF\nZjXBlJnh4fA/fhwqWlrou3ZttQFos2ffxb17kQCAhw+jYWiohaFD29Rol4+Ly0Xbto3HRNmYnpX/\nUzb+cvKTklBaWAi3Zcsw8Z9/oKqtLZcrnDzupxXr5KekIPjSJahoaMBi9OgqrqUAkPbhA4pSUmBk\nYyMW4VqSlYWIe/fQbd48uPz4I4IvXgQYDAzZsgV9165FgqcnmltaojQnR8yUJeDxUJyZCZ0WLaQe\nc9C5c/gcFCS8QVVIl8spKRHlV+GVloLBZKI0P1+qcP7jXbsivYJATvclSzD62DGxMtzSUgSdOQN2\nQQFsf/hB5gjfcogIQefOIeLOHTCVlWE5YQJsfvhBIake8pOTodOyJYrS0qBtbNyoxNklkR4SAqMu\nXaocf7N/P/qsWqXQvogI3rt24fm6dWjRvTuG79qFkEuXoKSmhgHr10OnVSvRdyApS2/R5884am0N\nVrYwrUuL7t2x4O1bid+boeFuZGaW+9kT1q8fgM6dDTBiRDsYGIg/1efklCA/n42lS11x+vQY6Oqq\nl8kmKg55bPyNCanFCRoDJTk59PDnn+nahAkUdveuxDJJfn60p2VLkbDHPyNGyCTbVw67qIhCrl2r\n03hrEt/g83gUePYs7dDTo40AbWAwyL9MYjL0xg0607cv7Tczo2fr1hGXxaLsmBgqSKleSlAgEBC7\nuJiiXF3Je/du4hQXSy34wcrLE/stCXZhIX28dYt8Dx4kdmEh8WuRUny0bJmY2Ebw5ctVylwcMUL0\n/p4WLagoI0Oq8UqiMD2dtuvo0A59fSrOypK7HWkRCASU5OsrVdkPly7RESsrOtWrFyX7+dXLePKT\nkijl3Ts61bs3pQYEiD7L1KAguj1rFjk1aUIPliyp8RqSh483b5L7H3/Q3R9/lLluuIuL2DXiCFBB\nWprEsmPHXqkge7iB+vc/TR06ONPQoRfoypVgsbJRUVlka3uMAEeaNes2FRZKJ3UpC5BDiOV/ph45\nKEpPF64OyuT+Iu/dw1wvL7Tu00es3N05c1CUmiq6FatoaUGzGj/20rw8+B48CF5pKXosXiyyg0fe\nv4/Qa9eQERqK3Lg49F6xQiyvibTUFFXIVFJC0efPovz3DCI8XbsWdvPmwWrKFPju24eitDT0WLIE\nyurqtZqsGAwGIlxccG/+fBCHAz6Hg/7r1kkl81f+NFTTU1H4nTt4uGQJ+BwOBDweeq9cWWOb3+7d\nC3U9PWSFhaG9gwO6fP89AGG6DBUNDbBychBXQdi7MC0Nn16+hPXUqbWOVxJpAQEY5uQEPpf7JW1F\nPZHi749Uf39EP3yInsuXw6x/f6hWs5eU8fEjXObMAZXt71xycMAvsbEKdwVW0dTE8z/+QIqfH94d\nOwaHQ4cAAC26doWWkRHYhYUwsbeHTkvZAp9qo/1336Hz5MnglMge9arfoQMYSkqiz0bLyAga1Zh6\nLl6cgPXr3fHqVQJiY3Px7l0qOBwBtLRUMG2aeIR6hw7N0LNnS1hbG2Lo0DbQ1lYDh8OrNmtnREQW\n/vjDHSUlXPz2Wz8MG1b1yVwR/G/il4OHixaJJn2gzMXR17fKxF9SFoVLED6HGVhbS2yPz+Ph4vDh\nSAsIAAB8uHABS4KDodW8OTqMGoXX27YhIyQEFpcvyzXpS4NAIBBbNjDKzG48Nhv2a9bA2MYGxZmZ\nUrnApYeEiMxMuu3awWLsWIWG3ltNn463ZXnTbWbPrtWMUpqfj6ESdABebtyIEbt2QVVHB2qVvKWS\nvLzQxMQEpn37Sj2u0rw85MXHw3vnTgxzcoJOy5Zo0qqV1PXlQdvYGG+dnZEVHg7rGTOqnfQBICcm\nRjSxAUJ9hLBbt9B9wQKFjklDXx+GNjYwtrODTsuWYlHPxra2WJmYiNR37+rcT+U9rfL/DXn+Rww7\nd8bEK1fgvWMHVLW18e2BA9UmKdTVVceRI6PB5fJhY3MMxcUcXLs2GTExOeBwBFBXF78et20bCkND\nbWRkCHPn79rljT//HCi2AEtPL4KengZGjPgHSUkFAIDXrxMQFra0XhTZ/ufVIwfZ0dFirwlAy549\nq5TrUZZ3hwFAo1kzsQ1FqrCfUZiaKpr0AaAoLQ2pZcIhJBCg0+TJ+OH5c7AkKFIREYLOn8fzv/5C\nsp9koWdp6LV8OVr17Cl8OmEwMGLvXjAYDCirqcFq8mQ0s7BAqx7S6RfotW2LD+fPg89ioeucOdU+\n5cgLj8XCnOfPMc/TU0wxSxKcoiK8qJRsLisyEpcdHOC3fz+ulInTTHdxQbOOHUXiK7FPnoiJfJNA\ngJCrV+F36BAKUlIk9qWqrY33Fy4gwcMDT1avrvdIVADQNTFBCzs79F+/vtYo7tZ9+kDL0BDltgGm\nsjKer1sHz+3bxZSp5CEjLAynevXC/tat8eLvvzFk0yZ8s3Mn7ObPFytn+8MP0DUxQacJE+rUX0lW\nFt5fuFCnNipjPXUqFgcGYu7r12hZpipWE7m5LLx8OQcBAYvRpo0eZs/uCnX1qmtpQ0NhPAUR8OOP\nLti50wdjxlyFv/+X6+iXXx4jI6NYNOkDQGkpH2FhmVXa+68h0X4VGZlJXbseI23t7TRz5m3icCQL\nnjckz9atE7MFPv/772rLRj56RO+OH6fchASx436HDon+ZhcX0w49PVF7m5WVKStSOmH4J2vXiupt\nUlamxDdv5DspIuKy2ZTi7095iYlyt1GO28qV5HfoEAWU7RVUJObJE5nbEwgExCkpkanOJw8POtCm\nDW1iMun6pEmUERYmes/TyYl26OmR3+HDVeq82LCB7vzwg5iguMvcuWJ7AAWpqRL79D99mlxXrqR7\nixfLNFZ54XG5xONyiYiIw2LVWj47Joae/vYbvdy0iQ60aUN7TUyIWyq93dn/5Em6t3AhBZ0/L3b8\nmI2N2P/Ex9u3ZTsRGQi5fp1O9+1L+0xN6cnvv8t8XXxNbt4MJTW1LfTLL65ERBQZmUV2dscJcCR7\n+9NkZrZPtH+go7OdkpKq3+sqB3LY+BsTEk9q0KBzFTZSHGnfPh+FfhHyIBAIyP/UKXqydi19evlS\nprrpISF0b8EC2q6jQw9++kl0Q0jw8qKTPXrQESsrmTZy95uZif3Duf/xh0zjkURxdjZFublR8OXL\ncm9y8jgcsd9ERLnx8RR49iwdMDenwDNnKDM8XOr20kND6f3FizKP49b339NxOzsKPHeOHv78M/F5\nPOLz+RTz9ClxS0sp1t1drDyXzSYi4XfM5wkXGXwulzYxmWKfc+DZsxL7Y+Xni/1urBSmp1NWVBTl\nJiRUWZRUh8/evWKfgf+JE6L3tuvoiL3nvWdPfQ2diIhO9upFW1RVKTc+Xuo6XDabwu7epcgHD0Tf\nbUPz5EkMZWcX082boaJjGze+oIEDz9LOnZ6UmJhHCxfeo1mz7tC7d8lStYn/4uZuWpq4pmRqauFX\nGskXGAyG3HZRQ2traDRrBk5REVp07YqmZeYE0379sFAKu2dObCxe/v03eCwW7FevRtM2bZBfQee2\naR3ztvPYbNydPRsxZYFaOq1aYeG7dzK5ZAJfUutWtMHqmpoiNzYWefHxSPLxQdcff6y1HSpzj/R2\ncgKnuBjZkZEY7Ogo1E6Vou7Av/5CXkIC7s6aBVZ2NngsFkY6O4v84NsOE0+wVW7XZTAYorgFprIy\nNA0MxGQsK38eJVlZ0GzeHOpNhDJ65b8bK9qGhtW6whampeHW9OlIDw5GuxEjMOHCBSirqyPm8WOx\ncrFPn4pUtjpPmYL3ZaIpKlpa6PDddzX2z+dyEXj6NIrS02E9bZqYyHlt8Dkc9Pv1VxhYW0u97yTg\n8XB55EjEv3wJQJhCZZqLS70pqlXHiBFCx4jJk79sAs+caQNHxyGIispCZGQ2Dh36Dmpq9Ts1Nyob\nf24uC3y+uK1xzpwvfuEaGspVds3rCofDR05O/ea+rkxzS0usiIuDuow5Z/hcLi4OH47Qq1cR4eKC\nS99+i6Fbt8J88GDompqi1y+/oNu8eXKPi4jw9vBhRD96JLIDF6ak4OPNm3K3WREGgwEtQ0NMvHIF\nTdu0kWrDl8FgwG7ePCirq4PLYqHfb79JNemX1zXo1AkdRo6ESZ8+MB0wAF3nzYOaHDlspt66BV0z\nM6hqa6Pf77+j/ciRYu+7/fKLzG02VtyWL0fi69dg5+Uh7MYNeJepghlW8sk3qJBWY/SJExh14gQG\nbdyIBb6+tU7k9+bOhevPP+P1pk04Y2+PXAlaFdWhpKqKzpMnw8DSUup9p7TAQNGkDwhTqGRHRkrd\nZ33SoUMzlJby4OmZiC1bPLB+/XM8eRJTe8U60KhW/KdPB2LNGnHPmD/+GAALi2ZITMzHiBHtqtWx\nlBd39zikpRVi/vzaN3MURbeylW51qQuqoyQzE/nx8aLXPBYLJdnZmFPhgq4LDAYD3ebPx7N160A8\nnlg/iqJXmdg51bIpW5iaity4OJj27w92YSHGnDoFLWNjFH3+DDUZV9MCgQDfHT4MXVNT5Ccm1l5B\nAqb9+2Nlhc++nNz4eNydNQuJ3t7IiojAhEuXYNi5s1x9NBYKkpLEXueXvR66dSu4JSVIffsWJv36\nYeCff4rKKCkro4cMGrthFRYT7IICRLu5odfSpaJjpGC9jMrXDIPJhKoMGWfrG3V1ZXTubIDXrxOR\nm1uKjRsH12t/jWrF//33XcQevcLCMlBYyEFERDZWr+6r0EmfiHD4sB8mTryOxYsfYvPmV1WeNmSB\nz+Hg3ty52GNsjIvDh6OwgopSeX91RcvQEE0rRNwqa2rC2Na2zu1WhM/hoOPYsWJGw08KurEAX2II\navqnDr12DU/XrIHHpk3wP3ECyhoaMLG3h565OZpZWMjcJ5PJRFMzMzAYDIVnZNQzN4fV1Klo3acP\nOowa9a+f9AHAeuZM0d8MJSVYTZsGQJg2YvSxY1gUEIDvnJ3l8loqLuYAAHQrfQ8VF0FEhPcXxcVJ\n6kpzS0sM3rxZ6FqtpIQR+/Y1urQWbDYPJ0+OxvDhbaCu3rijshUJpacXEhFRQkIeeXjEk739KerQ\nwZl0dZ1owYJ7VFCg2Kg3LpdP3bodJ1vbY5SXV7tHRE283r5dbHPr2oQJVFIi3NjkslgU8eCBIoZM\nOXFxdPuHH+jaxImU4OWlkDYr82DxYrFzOW1vXy/9VEdpfj7ta92atqiqKsTDqL4p9xaq6DUkDQI+\nnx4sWUK7mjenkz17UlZUVH0MTy4iHz4kTycnqSOCpWXHDk9KTS2gtPfv6UT37rTPxIReOjqKIrs/\neXiQ6/LldKBNG3q1eTMVZ2crtH9OSQlxpfB+qoy0ked1oWIEem3R6BWBHJu7jSm/Q9k5AFFR2Rg3\n7hoiIrLQoYMecnPZePp0Frp1k22DsTZyc1kgIqirq6CgoBTGxvI/+j1csgQBFXLLtOjeHdFDtmPh\nYC6iHj7E56AgdJk5E3YLFohyzjRWUgMCcH7QIHCLi8FgMjHh0iV0mTGjwfpn5eYi4MQJaBkZCeUP\nJeR7+S8QePo0HixcKHpt0rcv5nt7S1U33MWlSjZWSXBKSqCkqlqjzkNDwGJxsXbtU1y6FAIDA03s\n2jUcEyeKPx3xSkvBVFXFjUmTEOnigmn37sFy7NivNGIhfL4AWVklePEiDlOnWsskkNJQ/Gfy8VtY\nNIOtrRHs7VuifftmWLq0F2Jjc0BEePYsDgUFbIwc2a7OUop6ehq4efMjDh9+Bz09dezb963cGfQ6\nTZqEwNOnQXw+sqAHt8KxeLfvDT5+MMG3yV7IDQ+Fw+HDjX7SB4CW3btjF25AyQAAIABJREFUyYcP\nSPLxgaG1tZjgSkOgoacnTPHwH6fyfoM0+w9ZkZGIdnODz65dyIuPR8exY8US7vE4HNz78UeE37kD\n/XbtYLdokTBVSLNmMOnTBzr1oMwlDRoaKli1yh537kTAzKxplUkfAF5t2oThTk4wsbdHn9WrUVIh\nOl4eqGyfIDo6Gy9efELHjs0weLD0Xm8cDh+urlE4dSoIcXG58PFJxsSJnTBkSN085xoDjXLiB4AT\nJ0ZDV1cdeXksNG2qju7dW2Lhwns4ffo9AMDGxhDe3vPqNPkHBqZh+vTbEAiETxoREVmIiFgmV1vt\nvvkGP3p4IM7dHQZWVjCLb4m4Xd4Y9k0HWOWPg5H1n+AUFdXeUCNBv107haSRViTFmZnQMjBAYVqa\nzO6ljRHLCRPgvWsX+Gw2AKBLBds6IEw14enkhJKsLNgtWIDW9vZoZmEB/+PHUZSWBlZ2NvQque8G\nnDiB0KtXQRBG0z5dvVoUlavRvDkWvHnz1TR8WSwewsOXIjIyCzyeAMrKwtVzXmIinqxcicgHD5AW\nGIgRe/fCqJr0JrJw6VIwrKwMMHDgeRQXcwEQnJ0dsHx5b6nq37z5EYsXPyyrC7RqpYOBA/8bql2N\nduLX1RXm92jaVLhCzs8vFU36ABAcnAF39ziMH//FbYzPF8j0KBYSki6a9AEgMjIbpaU8iWHX0mDa\nrx9M+/UDAKS/iENq6hq8fh2PoUO3ytXe/xAn4MwZmA8ahDe7d2PKjRtgMJkKzQHU0LTo1g0L375F\n1MOH0GvbFtbTp4u9f23cOCR4eAAAQq9cweKgIDTv2BE6rVphxsOHyImNrbJJXh5rUH5UUCEVAysr\nCwGnTuGbnTvr76RqoEsXoXNG797im6pNTU1hMXo04l+9gom9fZ0n/ZwcFo4efYdTpwKgr69RtqHM\nAMDAiRMBUk/8M2ZY49Cht8jOLsHmzUMQE5MDJrMxWcflp9FO/JVRU1OGqioTHM6XC7lJE/HV/q1b\nYejTpzVMTatmdiwqYuPmzTAoKTEwdaoV1NVV0KdPa2hoKIPFErou9u3bWu5JvzJDh7YV+10TObGx\naGpu3ujzq38teBwOXvz5J3z27AGTyQQJBDjRrRsm37ghU+CPvH1Xl6yrHFZOTrWZHGvDyMamihxn\neb/xHh6iCZzHYiHJ2xvNO3ZE3zVrqnWJtZo2Db4HDoBbXAwA0DQ0FCULBOquAldf6JqZYU1aGuJf\nvapzW/r6Gujc2QCJiQXQ0RH/7irny6+JkhIe3NxmQktLBQ8eROGPPxqHOLsiaEy3L5J0IVfkypVg\nzJt3D2w2Hz//3BNHjgi1P7lcPrZv98SlS8Fo3lwTP/3UE7Nnf3FzLC3lYsCAc/D3F7pYDh5simfP\nZkNZWQlv3iTh1KlA6OtrYPp0K/ToUb/ZFCvC53JRmJICP2dnmPTti1a9eokief+HOPlJSbgyahRK\nCwpgYGkJIxsbfFMWWFSffPjnH7Tu10+icE05LnPmYNz58zW6qGZHR0NJRaWK22JNdQ5bWoqCjBhM\nJub5+MCkd+2r1eyoKMQ+fQq9tm3BVFXFtbFjwWOx0KxjRyzw85NLCOjfxq1bH2FkpI1Xr+Lx9m0q\nHj2KQocO+nBxmY5OnQykbqekhAMXlwicPh2EoUPboHt3Yzg4yO5SXJ80tBCLPoBnAKIAPAVQXVLv\neADBAIIAvK2hvVrdli5fDiYmcyMBG6lv39NUXMwWvZeZWUSqqpupU6fDVep5eyeI5fsBHCk8/Isg\nSkFBKSUk5NHQoecoNjabsrKKxeq/evVJatcqaSgt5Yr+9jt0iBwZDNptaEifXr1SaD+SEAgEFNcA\n/Sia3IQE4paWUpKfH7GLiij306d67Y/LZpP7n3/SAXNzOt6tG72/cKFKmfzkZLowbBg5Mhh0zNaW\n0t6/l9jWvfnzvyT0+/NP0fGgixdrzBmTHRNDV8aMoTN9+4ryFGXHxoq5Fn4ODq6uOhER/VNBYMaR\nwaBEb+8ay/9X4fGkd4+sjKtrFAGOZGt7jObOvSOTq2VDADncOetiIF0H4cRvAeB52WtJEIDBALoB\n6FWH/rB8uSsEAqGtzscnGZcufRE6Tk0thJ/fQmzZMgRFRWyxes2ba6LiZ8NgAG/fJld4zcCvvz7F\nixcJ+P77OygpEW7mxMXl4M6dcCxc+AB37oTj06eqaZHl4dy590hKEuqBthk6VBj4Y2MD0wEDFNJ+\ndSS/fYt3x47BY8MGRLi4oPDzZ4X3kZ+cjPC7d5EZFqbQdpuamkJZTQ0mvXpBVUtL5qjnclL8/aUK\nplNWVUXf1atRlJ4OPocD29mzq5Rp0qoVrKdPRws7O7QbMUJiMF3Ku3cIOnNG9Npz2zZkhofj9bZt\n8Nq6Fa7LliHu+XOJY9Bv1w4z7t/HPG9vWE+fjuKMDPju348ET09kx8YiLTAQj1eswKdXr5D76ZPE\nNhIruocSIenNm1rPvS7w2OzaC30F6uKGqaTEwObNg5CTw8L58x/Qs+dJBAamKnB0DU9dJv6xAMoT\nYl8AUJNTsUIeQypuxFZ+bWNjjK5djTFpUucqnj4WFs3h7OwAZWUGAAKRAHPmuODFC2F+EG1tVQwY\nYIZ587rC3t4ErVsLH4VNTXXh5haN6OgcPH0aI3HvQBZKS7n49dencHR8hZEjL+PatVBoGRlhxv37\nmHHvnsi7o77Qb98e78+dQ8Lr18iOi0PI1atim3/SUlpQANdffsGVMWPw4Z9/RMczPn7EsS5dcGPi\nRBy3tUXY7dtV6goqCIE0JJySEnx6+RJe27Yh6MwZRD16hMerVuHJmjVVoqzLKUxLw6KAAIzYswec\nMpt5ObGxOQAAkz59sMjfH7Zz5khsgyScr4qmJlr17o3sqCjkxMXBfPDgWsfPYDLx9sgRvD18GLem\nTkVefDzCbt9G/MuXeLZ2bbVRtEYVbkbV6UYokmsTJ9Zr+1+D4cPbYeLEzvjpp+4wM2uKgQPNYWen\nWPUwWSiPfv5aVFz+Miq9rkgchGYefwALqykDSGHqOXnSnxgMoammUydnio6WTc+0Y8dDBGwo+9lI\n7dsfoMzMIiISmopiYrIpI6NQrM6WLa/o2LG3tG2bh0x9VUdqagHp6jpRr16nFNKerNxbsIBuzZxJ\nu42NaYeeHp0fMkSmfOxERNcmThSL7I1yFeYWr6xte7Jnzyp1vffurdP46xJB+f7iRXIEyLlDB9pj\nbCwap3P79lJHc2ZnF1NCQh4NG3aBkpLya40mFwgEdGPKFFFfrsuXE5EwMjbuxQt6vX271ONP8fen\nSw4O9M+33xIR0YfLl+nxqlXkMm9elbJ8Ho+ujhsn1HsuM0XVVbe5JmLc3elAu3a0EaAD7dpR9NOn\n9dZXQ7NihWuZiXgjTZp0jby9pU8FXR8sX+4q9hr1ELn7DICkiI8/IVzlV4x2yoHQ7l+ZFgDSABiU\ntbccgKeEcrRx40bRi8GDB2OwhJVQTEw25s+/j9evE6GkxMDhw99hyRLpMvSNHXsVDx5EofxzWras\nJw4dGgUOh4+srBJs3+6J8eM7wsbGGIaGwt1/LpcPFRUl0e+6Ehz8Gfr6moiOzoaVlaGon/qEy2Ih\n/O5dMJSUYDluHFTU1XG8WzdkRURASUUFXefORa+lS6XOg7OvVSsUpn551B34998Ysnkz3P/4A947\ndoiOmw8ZgjkvXgAAcj99wutt2xB69So6T5mC/r//LrNHDqeoCDFPnqDzpEm1n3NJCe7OmYP4ly9h\n3LUrJl25gvSQEMQ+fYrUgADEVzKv/BQaCkOr2jO/JiXlY+rUm/D1TcGkSZ1w9uy4Kt5llSEipAUG\nQklFRaIHjySyIiPRvGNHsWNF6enQMjQEKzcXqtra4LPZUNPRAaeoCKqVMo5+vHULt6ZMEb1W1tDA\nH4WF9eo5dum77xDj5ob2332HWWVpvf/tJCbmwczsACpOlW/ezIe9fcPn+UlMzMeSJQ/x5Ik7WrXK\nwejRHWBoqI1NmzYBCo7c/aaG99IhvCl8hnByz6imXPlzdCaAuxDa+SVN/HB0dKxlOMDHj5l4/VoY\n4cjnE375xQ3z53eTalI+eXI0Fi58gKCgNJibN8W0aUJ/YWVlJs6dC8KRI29x+3YYbtyYIpqQy9tV\nxKQPCE1SAGBi0gTLl7viwIGR9RoGzmOzcXHoUCT7+gIA2o8cial37uC7w4cR8/QpPDdvhmbz5jIl\nP2tlb4+IO3cACG+hJmVaw/1+/RWxT57gc1AQtFu0wMgDB0R19Nq0QYuuXfHh3DnotW0rcdJn5eVV\nK/wd7uKC8Fu3kBkWhpzYWPRevrzGKGhPJyeE37oFAPj0/Dker1yJsWfOoO2wYchNSMARS0vwy4TQ\n1XR1pdbGbd1aF336tIalpQG6dTOuddIHhHtILbt3l6p9LouForQ0eDk5weaHH9C8Y0c0KUsmpm0k\n9IPXLHMdLXczrTzpA6hiNuRzOMJArnqc+JtZWGC4kxOCzp2r8l5meLgwrXU9aUbXF5K8riT58pOC\ns4lKwtRUFxMndkJISAbmzu2KTZuGAED5xC8TdZlx7gMoN2zOAeAioYwmgPIEOFoARgAIkaezoiI2\nEhPzweOJ26T5fKpi+68OY2MdXLo0ERMmdEJUVA7+/vsl3N3jwGQy4ODQAaNGWcDGxggDBtRvdF5G\nRhHGj7+GEycCYGd3En5+ybVXAuDllVB7oTLKU+mmBgSIJn0AiHn8GO7r16OpuTn027XDsqgoNGnd\nWqbxjzt3Dj2XLYPFmDEYf+ECOjg4ABCKbC/098fajAysSkyssrrVMjLCqqQkiZGjpQUF8JAgiM5l\nsZDs5wcDKytkhocjLSgIFqNG1Zr6okBCOoTyOnpmZphx/z5a9e4Nkz598P3Dhwi/exf/fPstHixe\njNIKouuSWL9+AM6dG4fvv1d8DiElVVUEX7mCDxcu4N68eSjKqG49VTOW48fDuCzVBgEYtHGjmChO\nfeBw4ACMbW3hUOGGL+DxkOzrCz9nZwSePInUwECFZKptKFq31sW6dV/892fPtkHPnuL2fQ6HhwsX\n3leuWi9YWRkgIWElhg+vPT6ovtAH4I6q7pwtAZQ/57UF8L7sJxTAHzW0V61NKz4+h/76y52mTLlB\nkZGZZG9/SuSWuXVrVdt7QIBkPdRy3rxJJFXVLTR+/FXRsczMYhIIBJSbW1Lvur7p6UV0924YtWt3\nkJYsqT1rZ25uCd2/H0H9+5+lc+eCKDCw+vPjsFhUWlBAl0eNInZREaV9+CBmd3cEaCNAe1u1ouLM\nzGrbkUR+cjI9/+sverVpE5Xk5FDw1av09LffRDZ+eYl1dyfn9u1pi6oq3Z45k1h5Qp1RVl4eHbO1\nFY6byaQbU6dSlKurVFlJo1xdyZHBEJ3z26NHqy/76JHY53NlzJg6nQ8R1Smr5ScPD7o5bVqdx8Ep\nKaGYZ88oNTCwTu3UlYh792iTkhLtNjL66mORl+joLAoLy6iyx+TmFkWzZt2idu0O0oYNzxWeQVga\n8F/U3L17N4zatj1AKiqbCXCktm0PkK9vEnl5JVBoaLpY2fDwDHr4MJIGDTpHnp4JlJsrecPOw+MT\nJSfn09WrwQ2SbrUifL6Apk+/Rf7+KcTj8cnPTzpdzWPH3hLgSL16naScHHFx6dLCLxvSWVFRdLxb\nN3IE6PzQoVSQmkpeu3bRJmVl4UZfhZ/wu3elHjcrL4/2mZqK6u5u0ULU3kaAPt66JXVbkrgxZQo5\nd+hACZ6eomN+hw6JjXeXgYFMbca/fk0eW7dS5MOHNZZ76ego1s9uIyO5ziE/JYWKMjIo5skTOmFn\nRxH378ucqpmIqDhL6LTwf+2dd1gUVxeH36VXUYoiCvbee++9xK4xsRsTu8aWmEQjxhqNscYWa2zY\ngr33gl2wIiIK0nvvsPf7Y2FlYRd2YTEmH+/z+Ky73LkzOztzZuaU30mMihJXL79RqPv4NxLy8qVw\nHjVKHOjbV6QlJ+e9gIYkJaXmOCe0zebN95V+LpVKRadOuwU4ilu31OtdrG34yHn8H4V+/WpQoUIJ\nTE0N6Ny5Ii1a2NOsWVlatXKgVi3FnqHFixuxcOF1rl/34dq1d1hYKPe/tm1bnjJlijF0aJ1C98tl\n5enTYGrX3oiT03Nmz75AYGAsTZuq51u2tjbh1187U69eKYqZKz6yX/7xR/n/rapUoWLnzlTv148q\nvXphXro0rebMYW50tGIXIokECw2qhIPc3BTcJ/GBgfJokgTwOKbM06ceQghazZ3LxOfPMcxSVZpd\nh0eioX+6XJs2tP3pJ6r26pXruMwYRSYOrTUrzRdCIJVKubFoEempqfjcvEng48fcX7dO7p/XBBMr\nK5KSUjl6yoely11YtOgGR/68xPvbt5Fm6Yz2b+Dm8uUcHTqUpKgoemzYUChunosXvTh+/JXW5wVZ\nvc+ECSf5+efrzJ17iZAQxbReIQQ9e1bGxWXsP55mqQmfvFZPWlo6v/zSnhIljElNTcfa2kRlIMXW\n1pw6dUrSpUtFKle2ko/x8opg1ao7gGDOnFZUqJA/6eWCUrduKbp3r0zJkqZ8+WUdypZVvy6gb9/q\n6OvrkpKcyr1162g5cyaBbm6cnjCBwEePiHr7ls+2bsXczo5m06ZRrGxZuZ8fwMDEhC9OnOD0hAkk\nxcTQ5scfKd1Q/XaTFg4O6OjrI02VFbdl/T9AiQIoPkokEuwytiWr9r65vb2s2i7DWOQm1SxNT893\nxkrlrl0Z6OTEy8OHsShXjg4aBsuSY2M5M2kSz/bt45WzM7W//JJOy5cT4++PYT7b+xkZ6WNvX4yL\nF7149fgNKeEreEES5Tt0YNi5c3nqB2VF1fny9vLlHM3mtcmLw4e58oPMuxv89CnJMTHyLC9tIIRg\nw4b7fPfdRdLSpPj6xvDTT221KqTWtGlZtm59REhIPPXqlcqRhaejo8PMmS1z3cas+z4oKA5bW817\nPv+XETduqJ8f++23Z4Wh4SJhZ7dKLqkglUrlXa8yX6Ojk4Sd3W/ymICDw2oRF6f9x0118fQMV3jV\nhHfXrol9vXuLFTY24tTkySI+PFycnzNHrCpbVrjt2aPtTc3B88OHxYYaNcTGunXFS2dn4dS/v1hT\noYI4NnasSMlHV6O82N6qlViQ4UpyBHF68mSl49JSUoTL779rff2a8O7aNbGjTRtxoF8/uTujoPvk\n+nVvsXL5NdGYHmIeH+IVHhp0c0sIDxcvjx5V+Mz/4UPxYNMmsblBA/F0/36td7nK5MqCBQoutN9s\nbbW+jpSUNFG37kZRq9YfIjpa+8egEEKsX39XPH0aJA4ffq72MvHxyeKzz/YLXd2FombNDcLDI1T4\n+UWLyZNzdzvmB/Lh6vmk7vgrV1ZP4fDkSQ/WrLkHyKQahg49SmCgTLHQ2FjmBsl8ffUqjICADzr4\n799H8/p1OA0alCY9Le2jdybK/I7qfteslG/Xjkdbt5IQHk71fv0wsbSket++dF62jICHD7W9qTmo\nNWgQtQYNkr/P3gEqKTpaqwJgOnp6sh6pWd5n593Vq7isXEnAo0dEeXvTYeFCjFSkhBaUtKQkXh49\nikRHh5oDB6JrYEBKfDwGpqZYlCvH6OvXifLxQZKxnfpGRgVaX90KusQdPkIvziKypGlL1Dxmnx86\nxIsDB4h8945wT09azJiBroEBNjVqcOm77whydSUlLk6eHqqMpOho7q5ZQ0pcHA2//hprDdJ+K3Xp\nwo1FiyCjOrxSt25qL6suMTHJXLkyCgMDXeLiUihWrGD7XBlTpsiE8TJlpfMiISGFVavuZNQMwcuX\nYQwZcoTAwDhCQuKJiUlh48ZemJl9eGqTSqWkpwutpY3nxSfl4y9VSr1HoKAgxYYmoaHxKhulV6hQ\nXEGa1cLCkHLlZIbhwcaNpCQk5HNr/xkqde3K9Hfv5GbAoVUrdHR11VJtVIbQks81PS2NSz/klrSl\n4XwpKdQZMQJdfX0kgHnZsrScMyfHuAodOmBobk5SRAQ1BgzI1eh7eOS/o1N6aiq7O3XCefhw/v7y\nS/Z2705qSgpX5s0DZE3XJRIJJcqXR0cLPQJSExP5q0N7HmzYgATQybipqzFoEJW65FZe84GaAwYQ\n+e4dwU+eUGvIELmsg76JCSXr1qXX5s25yjRLpVL2duvGdUdH7vz2GztatiROA30nh1atGHHxIo0n\nTaLT8uX03rpV7WXVxcrKBCMjPczNDSldOv+tU7XFxImnMDVdysKF1xU+FwKaNStDq1b2fPNNQwWj\nf+qUB5aWKzAyWsz06Wc/ynZ+UoZfXSP02WfVsLP78COPG9dQZRGUjY0pp09/Sfv25ejQoTxnzw7D\nzCCdczNm4PLrrxz47DM8z+Z/Zycnf9xgW/1Royju4EDFzp0LPFdybCzuzs4Fnsfv/n22NmyI659/\ncqBvX+LzkXueFB3NvfXruf/HHyTHxqJrYIChmRnS1FRMS5Wi365dSoushBBU7tWLaV5epGeJOWQl\nNDSe169lFd+vX4cTHp77xV4Igc+NGwqfBbq64ufiIn/vffUqfzZqxMONGzk0cKDWBe8i3rwh0stL\n4bMBBw8y5PBhpbEMZRpI6ampNPjqK0ZcvpzjN+n62280Hj+e2p9/rnIbEkJD8b93T/4+MTxcoSZE\nHSp27EivP/6g9fffaxSXUJdnz4Jxcnqe4/OwsAQ8PMJU3hAWBhcueLF58yNAkm29gq++qse6dd25\neXMMZct+SLKQSgXDhjkTHZ2MVArr1t3nwgWvHHNrm0/K1aNuBautrRkPH37N8eMe2NiYMGBA7qX/\nbdqU4+rV0Qqf1R0xgvsbNlCqXj15AVJ+WLr0Jo6O7T9qdpA2eOnszKujRwl9+ZLXp09TrEwZKnTo\nQIUOHTSeq2zTpti3bk1qYiL1Ro7EtKQs20qalkZCRARmJUvmuvzLv//muqMjIc9ktX1Pdu9mzK1b\nlKhUiYZff02EpydBbm5KA5ESiYT6GcqZqrKUdHUlfPvtOW7f9mX27Av89ZdqPUFfFxd8XVx4c/Ys\njSdOpHKPHhiYmmJsaangdkJHhzJNmpAUGUntL7/Mdy/btORk9Axl2Wcxfn743LhBiUqVsKxSBQNz\nc1JiYwGZ5EL5XNRb7//xB82nTVP4TN/YmGZTpyodn3nxyC0gblSiBCY2NiSEhmYspEOJT6gd565d\nbvz881Xi41Px9Aznl186YGCgx+HDLxg+3JmUlHRat3bgwoXhctdvYRIVlZTtEym6urqULl2MBg3s\nKF9ellSS+Qqyvr4xMYpV1nndmGiDT+qOXxNKlzZnwoTGDBxYM19GNy0hgamvX1P7yy/z5e4IDIxl\n+PC/WbnShR499uHqqlzh8VOlaq9ehL58SaCrK647dnBz0SJ2d+yoVFEzO8ruLhuOHctkd3cMihXj\n6LBh7Grfnotz5/Ly8GGEEEr38fvbt7mxZAmXf/iB4GfP5BGqgAcPiHj9GpsaNXBo3ZogV1cuzZ3L\n+dmzSUvRPGXO0tKExo3tmDy5CU2blpG381SGVbVqPNu3j3dXrqCjp4dBhivEqnJluq9di66hIXrG\nxvTetIn6Y8Yw/d07zNWUe8iOEIKbS5YAMm2eTXXr8vewYWxv3pwXBw/yxalTlG3ZkrItWjD0+HGl\nfYb9HzzAecQIbixcyJlp04jLaL2YldRUzRVRpVIp6UKHYWfPUrZFC0rWqUO/3bsVsq7+aUaPro+l\npTH6+jrMndsGAwPZfezUqWdJSZF951u33rNnz9PcptEa3btXpnp1q4x3Enr2rEqVKlZ06FBepRqA\nkZEe48Y1kL+vWLE43boV/sX1U7pNFdryN38snJye8dVXJ5g4sTG//ab9wFVhkpaczJ3Vq3nu5ETw\nkyfyA6Hm4MEMPnQo12Vdfv+dljNnKv3b7g4d5O3zBLJ0tzbz5tF2/vwcgfS0pCT2dO3K+5s3FYO4\n+vrM8PWVa9Nsa96cxIgIrGvWJC0xkcYTJ+YILOdFVFQSxYsbyV8z8bl1C6/z57GuXp06X36JRCLh\n5DffYFWtGja1alGle3eFeYRUSvCzZxwbPZr44GAafvMNHdTQmMrOq9Oncf7yS5JjYihWpgxVP/uM\nR5s3y/9uWaUKU1+/Vmuuk+PH83jrVgYdPqwQfAfZxWXx4mvMn6/+k9zFi14MGXKY6OhkRo2qx/bt\nfbQSt9A2sbHJvH0bia2tGbGxKfKECWvrFYSHJ8rHbdjQg8mTC9QKRG2io5M4e9aTEiWMKV3ajFq1\nSvL0aTANGuS8aGcilUo5fdqTyMgkevSohI2NZume+enA9Um5ev5tWFmZEBg4i6tXvQs8V0JCCgsW\nXMPdPYxevaowcWLh6qbrGRrSZu5cIjw9CXnyRH63bVpKdeZCXHAw1xYu5IWTEwH379Ni1izKZNN3\nD3z8WOG9aalSNJs6VWn2lJ6REaUbN6bBuHEEPHzIi4MH0dHVpduaNXKjnxIfz+BDh9jXsycex48j\nAd5eusQ3Dx9SOkOLJvzNG4Lc3LCtXx8rFfUEmcY+q9F/d/Uqf3XuLM86Cff0pP3PP9N7yxYkEgnp\nSoqlJDo6HB48mAhPTwBuLFxI2aZNqdKzp8r9pozne/eSEhMDQIy/P6GvFAuQ8spMyqxbiPHzw/fO\nHSS6ulydNw+rqlWxzdBIcnMLYsECmR7VmzdRLFvWCTu7YrnOCzB8+N9ERcncD7t2PaFnzyoMHpy3\ncunHxtzckHr1ZC62rIftsmWdmDDhNFKpoE6dkgwfrqgZJQpRUM3CwoihQxWfinIz+iC7OfrsM5kS\nq7OzO82alVWIYRYGn95l/CORmJjK7NkX6NVrP3/8cT9f7p4uXSpRrJgRfftWL/D2TJt2lt9+u8Pp\n055MmnSG/ftVa9n5+kYzadJpxo07wcuXoQVab/uFCzEwM0PW1wx8btwgXYU7xaxUKSp17kxiZCR6\npqY5jD6Qo6nIgP37VbpnhBB0W7WK+iNH0n3NGuYEBzMrIIDaQ4aOXHi2AAAgAElEQVTIxxiYmmJm\na0voixcfbmmkUoLcZKJY3tevs7luXY4MHsym2rXVbtYtpFJZYDtLIxr3I0eQ6OjIjYKqVN9oH0Wx\nvChvb7XWmZW4gACF5GtzW1sqdO6MFDC1taXXpk1Kl4sPDWVbixYs0tNjS8OGIJHQYuZMzGxtqT5g\ngNzoA9Svb0vVqlakpwu6daukltEXQhAdrehzjohIVDFaPZKT07h2TdYhzMMjjBMnPAgIiC3QnLnx\n9deN8PCYws2bY7h3bxwWFoopnvv25UsnslDJ7Bu+YME1Ro06xr59TwtVzO7/1vBPm3aWVavucOaM\nJ1OmnGX8+FP/6Pbcveuv8P7OHV+l45KT0+jQYTebNj1k+3ZX2rXbRVhY/oNBsf7+pMR9SI8NefqU\nsIwG38rQ0den9+bNGKhQxxywbx8t5syhzrBhDDtzhgrt21PMTnm3IolEIjeyubkSdA0MsGv64VFd\nx8CAMhnv765ZQ1qizDClJydzb+1alfNk5d3Vq+hkU6ssXqGCWsvWzHphKlaMil27qrVcVuqMGAHI\nLrYSHR0qdOpEg7FjKVGhAl1XrcLERnlD8BNff41/RmZNkKsrl77/Hutq1fjWx4eqSp46mja1IyBg\nJiVK5K5mmolEImHKlA8XdHv7YvTvr1nfhKxcvOiFo+M1Fi++yYwZZ6hZcwN9+zpRq9ZGnj79kAmV\nvV1qQalc2ZLWrR0UgroeHmH8/PMVvv32HD//fEXeRU0Z16554+CwGnPzpcyfr71qY1Xo6+syblxD\nXr4Mxc8vmi++KFw5mf9bV8+dO4pSyH/++Zg+farSu3c1FUuoxtU1kCtX3lG7dkm6dcufdEHz5mV4\n8eLD3XuLFso1Xt6/j8bL60Ozs7CwBJ4+DaZjR/WMVnbM7ewU5Bd0DQ3lbpbsSKVSwl+/5ur8+SAE\nFuXK0XL2bIUD1MDMjK4rVqi1biEEcUFBmJcuzaM//yTizRviAgOp/eWXOXzrX5w8yTVHR5IjI2kw\nbpy8aUp2SQSDPCQSpOnp3Fm9mqd79qCrr0/Zli2J9vHBunp1emfxsedG3507cWjdmviQEGoOHqzS\nvZQbjcaNw8LBgWA3NxzatKFM06YcHzuWqIy8+zpffKEwPvjFC8I9PPC5dk3+pCABEsLCsM/QGlKm\nMTR4sKznRI8eVdTetpUru9KlSyWCguLo2bMKNjb5bxbUuLEd06efw909lJCQuIye2bKYy4YN99m6\ntQ8A8+ZdYc2a/GfX5UViYirVqlmTni4ID0/EwECXSpWUF64JIRg48JD8SWfx4pt06FAh3+eYugQG\nxnLt2ii8vCKJj0/B3DzvXg/55V9h+B89CmDVqjsYGurStm05Tpx4jbW1MYsWdcDWNn++sJYtyyoY\nWhC4uPhqbPhdXHxp334Xqakyl8Hatd2ZNk3zYqoNG3phZWWCu3sYPXtW5osvlGdP2NmZY2NjQmio\n7C7fxESfqlWtlI5VBwt7e/rv2cOl779HoqNDt99/l6djZkdHR4dmU6fiumMHAM2mTlX7riQ+LIy4\nwECFrJDXJ09yb/16Starx4P16+Uupqf79vGVi4tCUZpZyZL03rgxx7wdFi3C7949Il6/xrJKFdor\n0fRX+A66ujSdPJkbv/yCvokJM/z8NK7e1tXTo/H48Roto4zKXbtSOeNp4f2dO7y/cwd9Y2O8r18n\nPjRUIQ3Wwt6eCzNmkBwdLROvk0pBR4dGWtiO7CQmprJu3T3Onn1DlSpWHDv2OTVqKH8CyQszMwM6\ndizPhAmN2LtXMbvG1NSAd+8imTjxNBcvvuX581D++KMn1apZa+NrKLB//zPatCmHnZ05Li5jefJE\ndd1FcnJ6DvdWYbqmMsmMV7RuXbj9QOBfkNUTGBhLjRp/ZPgds97rQJMmdty/n1sbX4XJSYmLk98h\nJiWlUb/+Zjw8wuXznjz5Jb17q1+SDjBlyhn++OOB/H39+qVwdZ2g1rIJCano6kowNFTP8AghGDfu\nBDt2uCGRQM2aNqxf34MOHQrvTsTn5k3KZckfjwsJkTf0kKamqrxIZN3mN+fP8+bCBRJDQmSVp926\n4bJiBXd+/52UmBh0DQ1zdIzq8ttvtJw1S61tFEKQEBaGsZWVWtknEV5exPj6kpqQgG3DhvnOwdc2\nJ77+Grdduxh86BA1+vfP8fez06dj4eAgywQqW5bSDRtSumFDrbsEli69yU8/fXBvdOhQnitXlDeT\nzwupVCp36T15EkiPHvsJDIyjTp2SXLo0gpIlzVi//h7Llt1i+vRmfP+9ZsqoeZGSksbPP19j5043\nihUzZP78towcWS/P5YYN+1seZytTxpzHj8drvU1q2OvXmNvZYaikg5om/Cezep4/D8kWbPrw/R48\nCCAtTYqeXt4ne5CrK0FPntBgzBhAlj/74MHX/PTTZd6+jWLw4Jq5Gv2kpFSMjHIWgWSPvqsbjZ87\n9yK//nobPT1d1q3rrlYWz/nzXuzYIQtqCiFTHW3dWla0FB+fQnq6VGtaJYmRkfjcuMHt5ctpNH48\nJevWxa5hwzyLsbIjkUiwrlqVE2PGkBARQfMZMzAwNqbR119zzdERfWNjLKtVQ6SnE/zsmTzoVKpe\n3idn1nWYqvCJK8OyUiUstViIlBwbi56RUYE7XJVr354OixbJA9fZ6bJiBXqGhgpFX8+dnKg9dGiB\n1pud7DGjzKfL/JD1QlyvXmm8vacTHp5IqVJmchXN+vVt8fWdwe3b71VNk28MDPSYM6clf/75GDMz\nA7WMPsBff/WjR49KREYmMWhQTa0a/fS0NAIePODp3r1YlCvHi/gy3Pczo3FjO8aPb/RRUmc/ecNf\nvbo1JiZ6JCRkptZ9yPhu3Lh0nkZfCMHj7du59vPPpCUlEe7pScdffkFHT6bvsW6deml4Bw++oHnz\nshl+QilTp57h1ClPqlSxpGfPyly75k2tWiXZuDF37feXL0Pp2nUP/v6xgIS0tHSmTDnDoEE18/Sl\nRkcrVgYmJaXJm8CfPfuGtDQpQ4fWVuv75IVxiRJE+/nhd/cuEl1dvjiV/+C3kaUlVfv0wah4cfQy\neq7GBQfTf/duUuLjcWjTBhMrK87PnElsQAD1Ro2ikhYkKTKJjU0uFH+pkEr5e/hwnh84gL6pKYMO\nHlSq/f/i0CFeOTtTolIl2s6bh54K8bZ6w4YBYJ4tvpFJprHXMzTk/a1bvDp+nFfOzkR6e9Pom29y\nFVvThJEj67F16yPi42Vxn0mTGmtlXpAZ4uyaOpnFTW3bltd4Pl/faOztcxcGDAmJ58mTCfj6RhMf\nn4Kpad7SEbq6Ogwfrv7Nhybo6unx1wEPpH/+CUbmbIodRCB27NjhRkxMstafepTxybt6AG7e9OHX\nX29jaKhH587lOXvWC2trY5Ys6aSWMJMQgk1165IYHs5kd3eNFCRTU9NxdLzGrl1PMDc3YO7cVsTE\nJDN9+nn5mF69qnDq1Jdqzdeu3S5u3MiaDii7kL17N02hlFsZcXEptGy5nWfPZLor06Y1ZfXqbqxe\nfZcffrgMwOLFHZkzpyVCiALfOTw9cIBYf38ivbzorSK9UB2yqqDmpYga8vIlj//8E0Nzc5rPnKmy\n+bomLF9+ixEj6lKmjGI6Y0xAgMqMI3V4fvAgR7PcbZtYWzMnVDG91vPsWfZnybapN2oU/Xbtyvc6\nMxFCcLBfPzxOnGDI338rdQ0VhNevw7h2zZtq1axp1658rmOTk9PUdldqi/j4FPz8Ylix4jarV3fD\n2Fj/oylbFoQnT4LYudOVv3a50r5sCJYhD9kV2o50ZBejTp0qcOnSSI3m/E+6ekB2R5C15HniRM2q\n8JKioxnk5ISxlRWJ4eEaGX59fV3mzGnFH388wMrKmNGjGzBjxjmFMW/fRqpYOifKdDgGD64pVwzN\nDTMzA1xcxnL58jssLIxo3748AFOmNJWXpU+Z0hSJRMLGjfeZPDl/ip2Z1Bo0CF19fbW7PqWlpaOn\nl/PkyzT03jduEP7qFZW6daN4uZwBrBh/f3a0akVyRrPzN+fPM+7u3Xz7sBMSUpg9+wJ79z5jy5aH\nrFrVlQEDaiKVSkEIzkydyqADB9DR08vXRTI5owBL/j42NkdxkPd1RZVGdesM8kIikVC6cWOaTJ2q\nsjm8VColPSUlX/LQVataU7Vq3kHWsLB49u59yrfftshzrDZxdQ3iiy+O4ucXg4GBLqtXd6eQe8kX\nGDe3IAYOPMS7d5EIAZ2XDiMsrB8suCgfU7euZq7U/PKvMPwFxbh4cbXvHAMDYzl58jU2Nib061cd\niURCUFAcrq7j8fOLITY2mX79qrNu3T157c+gQernOU+e3IRJk87ItstYj5UrOzNxYlO1jZuZmWGO\ngrHY2BRu3BiNRCLhxYtg9u59xs6dbrx8GcbUqc2oXj3nCaxO9WKmz1qZDn52nj4Nxt8/RmXa4N21\nazn37bdIAEMLC8a6uFCyZk2FMX5378qNPkDA/fskhIdjap2/LA8TEwNmzmzB8eOvKV++OAMGyNYX\nHxTE38OH4331Kpvr1WPQwYMKhU/qUnPgQG7/+qtcRbP5zJk59mmZxopuErvG2nGbCCFoO28eEolE\nZaGP/717xAUFaf1pIBNn55csXHiDgIBY3r2TVQabmGhfgVMZrVs70KhRaWrVsuHzz2tjZPTpm7Ix\nY45l3CTKfq8HD3zZurUv0dHJ3LjhQ5Mmdixdqj0XZ258+nvrIxIQEEOTJtvkqVuTJzdmw4ZecsOZ\n2bKxXbvyXLs2mvPnvahWzYoRI9T3BU6c2ITatUvi6RlB+/blqVix4G0gra1lfvPk5DSaNCnLnTv+\nxMamYGVlksPo+/lFY2Cgx/37/hpnMKli8+aHbN36iMTEVNzcgvjuu1Y5lFbvrFolfxZNjo7m4aZN\n9Fy/XmGMZZUqkJmqiKyCtaBNVZKS0nB3n4yHR5g8EcDczo6aQ4ago6+PTc2a+TL6AMaWlnzz8CFv\nL13CxMaGcm3b5hhTc9Ageqxfj/vff2NZuTJdVq7UaB3hnp482LgRPSMjWs6ejYmVLHU36wVG2QX8\n/h9/4LJyJdLUVEKeP6fNjz/muzWlKvr3r8m6dfd5+zaSqVObyY2+VCot9AClVCpl06ZelC5t/lFS\nLVXx6lUokZFJNGxYOk9314cguez3qlDBEn19XVat+nfpfGkbrbck05QtWx7KWzSCozAwWCSkUmmh\nrzdzHWlp6eL9+yiRlJSar3kWLLgqhBBizx438fp1mNix47H8bykpaSI4OE60br1D9O69TzRsuFms\nXHlLJCfnb13Zt9/e/ndhZrZExMcrb2v5Z7Nm8haKjiBurVihdNyTffvEpvr1xY42bUSgq2uBt00V\nEW/fKrx+isSHhoqVJUvK99nGOnVEelqa2suvqVBBrLCxKZS2mELIjqkzZ16LgIAY8fChv/zzXbtc\nxdu3hdPOMS+ePAkUK1feFs7O7oW+rpUrbwlYIMBRNG/+p7zdqyp++eWa3LZYWCwTr16Fqr0uqVQq\nYmOVn1vko/XivyK4+7FwdnZnwIAPypSlS5sREKBeLnlBuHDBC0tLY0aPPsaLF6GULGnCuXPD8xR3\nyiQgIJY5cy7i7OxOu3blWLq0U45lXVze88UXR3n/PgYzM33i4lLw9Z2hUcN3VYSGxvP4cSDFixtR\nvLgh1arlTK0MdHNjT9euJISGYt+iBaOuXFGZ3fIp8zHuZjN5c+4c+7L1ivjWx0dl34GsJISFEe3n\nh4GZGTq6upRQU46iICQmprJs2U2cnF6QkJDK+vU9VMo9CCH45Zfr7Nzphp2dOdu398l3kVgmjx4F\n0KrVDpKTZZLMv/zSnvnz2xVoTlVIpQJj4yVy+WeAvXv7M2yY6qdHIQTnz7/BxyeaLl0qUrGiellY\n9+750bevE8HB8XTrVgln588VpCjyE9z9v9XqUUb//jWYMqUJBga6lC5thpPTwEJdX3q6lN9/v8O8\neVcYNOgQL16EAIKQkARmz76g9jx2dub07l0FiQTq1Cmp9ILRsqUDrVuXo2PH8gwdWovTp78kODhe\nK9/DxsaUbt0q06xZWaVGH6B0/frMCQ5mXnIyX7m4/CuNPoDrtm1am+vV8eO5/r1EpUoKekLGVlYY\nqxnvMLG2pnSGWunHMPog63PdsqU9np5h+PvHsmrVHZV6OCdOeODoeB0fn2ju3PHj88+PFHj9hw69\nkBt9gL/+Ul4PoS10dRVtbV6p5RKJhO7dqzB+fGO1jT7A+PGn5Ofq+fNebNnySPONzUaRjz8b69f3\nZN26Hh+lo5aurg4jR9Zl7txLWYJTsvUmJmrW0tHKypigoNm5SkQvX94Je3sL3r+PwsFBte88OTkN\nHR2J1tPjJBJJobTf+xhEvnvH/fXrcd2+nZAXL2gyaRLW1TTXdQIIefECr4sXcVm5kuj376net6/S\nu3irKlUYfOgQNxYvRt/YmC6//YZBRh2EOsTEJHPs2CtMTPTp37+62h3uCkKxYoZMmtSEU6c86d27\niko9nOwXBE0y41SRPV23TJmCP82qQkdHwtq13Zkw4RRSKXTpUpH+/Quu0quM7Gqp2et5/u2o7e/6\nL/HiRYg4c+a1+OWXa6J48WUCHIW+/i/i5MlXwtPz4/tJlyy5LnR0Fgo9vV/Ehg33Pvr6P2Vur1wp\nFoC46uhY4LlOTpggHEFcX7xYC1uWk7i4ZFG79ka5T3nQoEOFsh5lPHsWpPCqjJcvQ4SBwS/y7Wva\ndGuB15uami5GjPhbFCu2TDRqtOWjnD8BATHC3T1EpKWlF9o61q27K99P1ta/Ci+vCIW/U+TjV862\nbY8YN65RvpZVVxIivzg7u8v9oEFBsTx+HEi5chaYmBiwYsVteveuSr16tgoNmguLly9DqFVrI5mH\nhY6OBD+/GWoVySkjJCSOkiXV1yGRSgVbtz7EyyuSvn2rFapY1c2bPirb4anCbfduyjRrhq+LCw3H\nji3Q+m8sXYpt3bpEvX9P00mT2Lv3aY6GIQXhzBlPevXar/BZUNAsSpUqmC6MNkhJSSMmJpnSpVeR\nlvahH4KHx9QCCQ7+l7lzx5d37yJp3748dnbFeP8+mpUrb5OeLmXTps/gv1jAlV9CQ+NZvfoOO3e6\n8ehRICNG1KVly7wDY5l4e0dx966vvKOONi8CN296c+GCF4cPu+PjE8WoUfWxtTWnZ09zpFKZ73/z\n5kecOPGao0eHfBTDL3uk/HD8SKUi4wTNn+GfNu0cTk6D8hz3119P+OmnK8TEJMsbT69Zc49r10bR\nqpX6v5c6eHtH8eRJEN99d4kVKzpTt24peZpuXtQfJRMqs6le8Ef61GafY1nPlvgy0fz442W2b3fF\n0zOcb75plMNlkR8yU3wzMTLSw8zsn3ezRUYmsnfvU7p2rURamkL7ekJC4v8Vhv+fqFRu0cKeFi3s\nAVnVcrt2u/D2Vl64pw7/6eCujY0pDRvaERQUT1xcinzH5YUQgl27XBky5DDz5l1l+PCjWFoux9Bw\nMePHn5RVfhaQFi0cePgwEA+PcMqUKabQKENHR4cmTcrQrVsl6tQpSfPmyrX5tU2jRqVp2/aDoe3d\nu0q+TkR391AaNtzCwYMvaN16h8IBGhKiGFD28opg7Njj+PnFyI0+CNLSpJw+rV7PWU2wty/GqVOv\nef06nFOnXmNvr90LqqoGOpmkpqazadMDliy5xcyZF/DyiiQqKpGQkHhKlTLVitEHaNq0DAsWtENf\nXwdzcwP++qufWho1hcmxY+5067aXZctusXHjA1q2/NCkvnZtGxo1kiUl+PnFsG3bIy5cePNPbWqu\nLFx4Pe9BhYinZ3iBjD78xw0/gEQCjx9/Q+PGdmoHbCUSCaNHNyA+PhU/vxjOnn1DZGRyhiviMceP\nq+5QpS56ejo0amTLsWOfk91Fd/KkB9277+X8eS9iYpKIjCxY6zt1MTDQ48KFERw5Mphjxz7H2fnz\nfAW5a9SwoXfvqrRqZc/AgTUoX14WSJZKpUyZckZhrL9/DOnpyl18mc2ztYmurg7lyxdn/fruVKhQ\nQqnERH6IipI12Z416wIHDjxTqfeur69Lly4VuX7dm9u339O1ayWqVrXi7t2vMDPTXEju/HlPlX9z\ndGxPYuJPREfP/SR65vbrVwMTE30iIxOZPLkJly6NYtu2z9i4sSe3bo3F2Fifd+8iadBgC19/fYpu\n3faxcOG1f3qz5fj6RjNgwEF++82FLl3+Uugg9jFxcLBQ6B39b6fQgiP5ISYmSTg7vxSPHvkLiWSB\nQmHXtm2PCjy/VCqVF25lLxKzt/9dYX3Zg6y+vtEFXr8yIiISxOPHASI2NkkIIcSbN+Fi6dLr4siR\nF/IxKSlp4tCh58LJ6VmuhWbu7iEKr8+eBYvatf8Q4Cjatt0pfHwihRCyIGT16hsUClsqV14r5sw5\nL9LTCydglpqarvCqLVavviPAUbRqtV2Eh8erHPfwob/YufOxWLjwqoiJScrXujw8wsSuXa6iXLnf\nxe7dbuLdu4i8FyoEQkNVf8/spKWli2PH3IWPT6S4f99P6Zjly28qHPs2NsoL/bTNw4f+4ttvz4ol\nS67nWoi1c6ersLBYJubNu6zR/OvX3xXNm/8pBg8+JAICYpSOcXcPEZcve6l1TLi4vBcdOuwSbdvu\nyFdw9z/t4y8I5uaG9OsnC7pOmdKU9etlzVZKlTLVitRBbiX3WYtCAHluckpKGikp6UyefJpdu/pi\nbKyvtEdAbrx4EUK1atY5YhX37vnRo8c+IiOTKFvWnN27+zFw4GGiouIBXWbNasGvv3amV6/9XLz4\nFoA2bRy4cmWU0rhH9eo2Cq+1a5ekZ88qWFmZMHhwTXk6qampAbdujWHnTjf09XX46quGhe6Lztxe\nbQftbW3NWLasE97ekVhaqk67bNTIjkaN8q8KCrKnoVWrXPDxieH58xBGjNBeYFhdnj0L5tSp1/zw\nQ5u8ByN72srUmVKVTpw9NpH9fWHw6lUobdrslKdQ37njx8mTytV2HRyKERQ0i+vXfZT+XRknT3ow\ndapM2PHuXX+CgmK5cUMxOWDLlodMmnQGqVRQrZoVt26NwdpatUx7ixb28uY4EonmiQafko6po6Oj\n4z+9DUrp0aMKxYsbUqqUCcWKGVK5siW2tqYa57k/fOiPnV3ePtxixQw4fVr2CF+liiXr1nXHxMSA\nqKgkhg935tQpT06ffkOXLhXV7oeanJyGm1sgGzY8IDw8AQMDXYXmEmPHHpe3ooyJSeHJkyB8fKLl\nf3/+PJh+/aoze/YHJcH376Pp06ea2s1nKlQowcyZLShe3BArqw8ntImJrPCnefOyGBh8SoekZlSt\nakW7duXp0qUSuroShQv6mTOeVKmivcClrKNVEGPH1kciQaOkBW3g5PScwYMPc/68FxERibRvXw49\nPV2kUsGZM548eRJEhQolND5H6tUrxZs3kTx/HkKZMuYcODBIa3EPVRw+/FLBffvmTQTz57dV6ubM\ndA9q4oY8cuQlV654y9+Hhibw00+Kuk69e+8nLk7WejQ8PBFbW1O1Y5ILFy4EWKj2BvF/4OPXFgMG\n1OTevQDOnfMiJCReIxXC0NB4rl/3ZuLE01y48AZPz/Bcx3/zTWNevpzM5csjefToG/mV38rKhL59\nq9GnTzXaty+nUYm7oaEeHh7h7Njhys8/XyU9XTFAnT1gbWqa+SQhASRYWppgYWEk75okQ2jka8w8\nWdSR+1WHN2/CiY9P0cpcBcHTM5yjR1/i5yeTaTY01JMbDXf3ULZseciECafYsuVhgYNyWfnhhzYM\nH16P6dOba21OdRk6tDa1apWkWjUrpk9vhpGRPkIIhg07Su/eBxgy5Ajt2u0iMTE113kuX36r8F5X\nV4d9+waQkjIPX98ZNG1aRsWSsmP27FnVMQ51qVbNiqzekmrVrLUqy9GhQ/mMKl+ZV0YIwYwZ54iL\n+1CYpa+vuL7Czhr6lG6vtHLHn5ycluNuK5OEhFSWLr2Jk9MzSpQwxsFB/co+Cwsjbt16n5FXr34K\nIMhK2TdufMCRI+4EBsYxZkz9PF001tYmVKhQIscBULKkKePHN6ZOnZJYWGgW4ElPl5KSkk7x4kZM\nm9ZMwYhXrFiCo0fdSU5Ox9bWlIUL2/P+fRT+/nEYG8uCvtWqWVOypAkXL75FR0fCihWdNW5Orw3S\n0tJ59CiQ7dsf4+kZgbGxHra2ZrkGonfseEy7drtYuvQWVlbGNG5cMFdLJhcvetG69Q4OHHjBtm2P\nadfOQcGNYWVlzI4drly54k3duqUYOLBmLrNpRubvp3gx/jgkJaXRrVslZs1qQVxcCsWLGxMUFMeY\nMSfkYwICYmnb1kFp9a67eygXL75l1qwL2NiYUKKEMcWKfQhu6+joyH9PIQTJyekKrrmbN334668n\nbN36GB0dCVWqWObbWFaoUAIrK2P8/GKoXduGPXv6a9XFZG9vIX+ajY5OJjo6mc2beyvoZFWuXILj\nxz1IS5PSpo0Dv//eTe2npfzc8f9nCrjS06WMGXOcvXufUry4EU5OA+natbLCmD59DnDypCxF0MBA\nlwcPvqZu3VJqzZ+WJvOz6+npquy/mxubNz8gJCSe8PBE1q7tkfcChUBm27nU1HSEIIdbJVNsLTU1\nnWXLbtO2rT21a5fE3z+W77770A4uPV2KEDLXVfHiRnI//sfkxAkPBg06RLFihpw69QXNm6t+LA4I\niKVcuTXyYiEdHQmenlM00kvJSnx8Cnfv+lGypCnff3+Js2c/pB0OHlyTQ4cGK4xfvvwWVapY4u8f\ny7RpBWuO8ykTHZ2Ejc1KUlM/PD3euzdO6V17amo6o0cfY//+5/z4Y2uWLOmkdM4rV94yePARIiIS\n+eKL2uzZ0x9dXR0SElLp0mUPLi6+HD/+OX36FI5cgjaRSgVHjrygadMyBATE5nDPRUUl8vx5CK9e\nhVOunAWdO1dUK6vuP9uBSx3Wrr0r70IVGZnEyJHOBAXNURlnX3EAABW6SURBVBhz4YKX/P8pKelc\nu+attuHPmvaXafSFEDg5PeeLL+rkufyoUfUxNtbP89G3MMnM41Z1J2FjY0qXLhVZvPgGLi6+SCQw\ne3YrBX88yA60P/98yJEj7hgZ6TFwYA3GjGmgdM6YmGRCQ+NxcLDQqvZP7do2DBxYg/j4VOrVs811\nbHh4gkKFqFQqCAtLyJfhj45Ook2bnRntL0WO46dYsZwuwO+/b0VKSvonE78QajThyQ8WFkZs3dqb\n8eNPkZKSxvfft1bpqtHX16VSpRLs2NGH2NhkpWMARo06RkSELJ35wIHn9OxZmeHD62FsrEeTJqUZ\nN66Bxt/lzh1fmjcvm+99EBOThKmpgcbaRzo6EoYMkfXEVtZmNTIyiX79DhIeLvu+Cxa0xdGxQ762\nMc9tKZRZPzI3bnjz/feXs3wiiIpKztGZqHZtxbZmtWrl/0712rV3TJ9+lvnzr7JkyfU8c+0zZVSz\nyql+iujoyPLcHR3bUbu2TQ6jLxsjYfDgWty968eDB/4MHKhcevfSpbeUKfM7lSuvp0WL7VkKtApO\nyZKm7N8/EGfnz1V2oMqkRg0bWrf+8ETQrFkZ6tdXVDB9+zaSMWOOM2zYUdzcAlXOdejQC3nPY5Dg\n6RlBpUolAEH16lYsXJjzRJVIJBw96o67e5ja368wOXToRaHNPXp0A+LifmTkyAZ5Zvv8/HM7xoxp\nwKRJTVSOiYpKVvl+zZoejBnTgF69lHd9y05cXDJnzrzG0fEaW7Y84uHDALWWyyQ5OY2ePfdhYbGc\nUqV+w8XlvUbL58XBg8/lRh9g06aCq3Cq4j9h+Ldtc1W4owMJ06blbGd45MhgPvusKk2a2LFpUy86\ndaqY73W2bVuet2+j8PKKpH790gqVt/92hgypzYIF7Vm9urvKMZGRiaxe3ZVatUrSvv0uvvvuIqmp\nimmo06eflWcqPHoUyKZND7S2jWZmhkgkEnR1dfIMtOvp6XDhwgh27OjD9u19uHJllMLdd2JiKh06\n7GLXLjf2739Ox45/ERISp3Su7Hft+vo6/Phja8qVK8bMmc1zKCempqYzf/4VvvvuIgMGHGTbtkd5\nXqgKi/DwBFasuM0PP1zmp58u51llnB8iIxP58su/+euvJ9SuvYnr171Vjs18is6tiG769A/9tcuU\nMWfQIFmMJOu5rW4g1szMkIiIRC5ceMsff9ynTBnNpEi2bn2U4daTEB6eyPjxpzVaPi+yxxWsrArP\npnyyrp7bt9+TkpJOmzYOeVZXWlsr7qBWrez59dcuOcaVL1+CEye+0Mr2yVLoyjJrVgut3sl+CmRK\nROf2dFK5shXbt7vKZaBdXYMxMdHH0bG9fExWbXRl7z8mxsb6Kt1RPj5RvH//oXF6ZGQSL1+GKRWY\nGzq0Nvv2PePixbcYGuqyZUtvXr0Kx8cnllu3/Bg7tqHCeH19Xb77rhUbNjygWDHDfIsFagMrKxPK\nljXn3bsoPDzCWbRIdcZMfilRwpjRo+sRFBSHg4MF7dqVB2QX1/w87S5a1JEOHSoQGBhL166VNBL9\ng5yNc6ytZYkLXl4RSjWokpJSiY5OplQpM9LS0vHwCKdWLZmnoLDlkUeNqs+lS+84dOgFtrZm7NjR\nR6vzZ+WTDO6OHXucnTtlTRR69KjMqVNf5pq5EBGRQL9+B7l16z21a5fk5MkvKFeuYL1ai8ibHj32\nce7ch8Bm377VOHZsqPz9/v1PGTnyGOnpgnLlLLhz56t8C74VBklJaRgZ6REfn0KlSuvkzS7MzPTx\n8JiisuZCCIGPT3RGxzEj1q+/h6WlMZ6e4Up9sh4eYejoSAgOjs9XNpY2cXJ6hpWVCXfv+jJ/fvtC\nWYeXVwQVK5bg7dtIKlWy5NGjAN6+jfxHZCM2bXrAxIkfXEmZsZb0dCkSiUTBrsTFpXD+/Bt8faNp\n1coBN7cgXFx8mTKlKXXqlCIgIIZmzbYREpIACFav7sa337bQ+janpsoymDSRmOHTsuUaIYQQ4u3b\nCIWSbXAUt275qFUWnb0E/8YNb7WWu3/fT4SExKk1togP/PqrYnn92rV3cox5/TpMXL78VkRFaafv\na1RUoggPT1B7/Lt3kaJZsz9FiRLLxahRziI1NV0kJKSInj33CXAUdna/iYcP/cWzZ8GiXz8n0aPH\nXrWPt0wytdiza7LHxiaJO3d8xfv3URrNV5hERyeKWbPOic8/PyROnnxV6OvbtOm+KF9+tbCzWyUW\nLLgiUlPV7xlcEAICYsSMGedEiRLLxTffnBCPHwfkuczu3a7CxGSx0NVdKGbOPCeXTtmz54nCvE5O\nz4SLy/tc55JKpWLlyluiZ8+94qefLovk5ML73vwX9PgDAmIoW3Y1Wd2gjx9/o3b/WZCJKT18GMD3\n319i+fJO1K1rq7TSLi0tHSen5xw+/JJSpUzp2bMKfftW/yjdt/4LCCHYtOkh9+7506qVPd98U3hu\nDKlUSnBwPMePe5Cams6gQTXzzN0H6NJlD5cufSgSWr26G+npUoUK5Lp1S+HsPIQKFUpo7bcPCYmn\nVavtvHkTiYGBLgcODGTAAOVB8KyIQsq4yaRvXydOnJBVqeroSLh5cwwtW6pXIZqWlq6xqJ0QgqpV\n1xEamoib23hsbc00ToXOxMXFl3HjThAdnczs2S2YMSP3u+3du90YPfoY/ftX5++/h+Y6FmR32q1b\n7wDgz6W1mbfWGxsbEyZObEzjxpq5xTZufMDkyR8ECWfObM6qVd00mkNd/hM9d+3sirFkSUdk30Uw\nbVpTjYw+yFqwXb36Dk/PCJydX8nVIbOjp6dL06ZlOXfOi9OnPWnRwv6jGv3k5DSSkhTTO8U/3HBe\nEyQSCZMmNWH37n6UKmXK1Kln2LbtsVZkq7Ojo6PD1avvmDXrAt99d4lLl96q9Vv5+kYrvPfzi8mR\ngfX0aTCVKq3n669Pam17t2x5yJs3snaCKSnpzJ17Kc9lwsLiC0WKOitZg61SqeDmTfU0ZzJ7RGhK\neLhMnuCLL2rh6HiFBQuu5uv4kEoFffs64e4eRkBALDNnXlAITkdGJpKUpNiu1NMzgq+/bsirV2Hs\n3fskx7mWnYSEVA5tbc3uX8pz4cefWfdDRTasakf16ppXmt+966fw/s4dPxUj4c25cxrPX1A+OcMP\nslL04ODZ+PvPVCh2Cg6OUyl3mxUdHQkODhZs3NiTSpVK5CrGlZqazpIlHRk2rM5Hb65w8aKXXPAs\nk927C7dBdCahofF8/vlhGjfeypIlNwo019GjL+nXz4kNGx7w9dcnWby4YPOp4rPPqtGwoS1NmtjJ\nxb7yIqt4mYGBLoMH12TkyHpYWmYmBHx4Ut6+3ZV791SfoJogy/EWWd7nfpE6dOgFEyeeYdGim6xe\nfYeUFM16LqtLw4ZZb6JEtvfKuX37PX36OPHrry5MmHCS8PAEtddnbW1K+fIl2LHDjb/+es62bW58\n991FkpM1+37x8SmEhSmu9/37aKRSwbBhf2NpuYISJX7lyJEPqaozZ7bg5k1f3N3DCQiIZc+ep/j5\nRWefWo6FhRGWNhbcmPcj8fcv8ebUCQzNzfMll92ihWIPjZYtc/bUiPDy4vG2bZwaP57H27YR/ubT\n7D9Q2OTqLzt1ykNMmnRSDB16SBw58iJPX2FKSprCqyqySv8WlgywsnWuWHFTFC++TBQvvkysWHFL\nhIbGivnzL4ty5VaL8eNPiuvX1YtP5Eb2mEdWudfevfcr+Of37pX5MQMCYsTmzQ/E33+/VFj23dWr\nKtczZswxhbmaNfuzwNuujIiIBJGSkiZSU9NFZKTymIFUKpXLSmdy9OgLsWzZDQU/7/v3UWLNmjsC\nFogyjNM4npQXb99GCAuLpQIchYnJEnH69OtcxyclpYoaNTYIicRReHtHamUblBEcHCtGjnQWHTvu\nFjt2PFZ7udGjnYWe3kJx+rRHPtYZJ4YMOSyKF18mzM2XCn///MmK9+q1T/472dr+JoKCYsXff79U\nOPbMzZfKZc5TUtLElCmnRYcOOwXIpNVLllyRZ8zFeexYcW7WLPFk7958bWcmv//uInr33ifmz7+i\n0g6dmT5dOII4M316Dnl2VYSHJ4iNG++L3btdRWpqer58/AVhMPACSAca5jKuO/AK8AS+z2Vcji94\n6pSHPGDm4xMlbG1/E0ZGi8WzZ8HyMc+fB4s9e9yEu3toPn6af46UlDRRqdIaUbHiGpGcLNO1P3XK\nQ4Cj6NfvQIHnl0qlYsmS6wqfTZhwUv7/cuVWK5wwP/xwSQQGxgo7u1XyzyZPPi2SoqPF80OHxPaW\nLcW9DRuE7927Oda1YsUthblGjXIu8PZryvvbt8WzZ0HygFzr1ttFdHTuAeWYwEDxbZ9F4htKiUp8\nKQZ1/F2kp6t38uXGjRveomxZ2XZ06rRbrabfcXHJ4rffbouTJz3EgwfKteofPw4QkyefEvPnX87z\nu2mbvXufCH//aHHhwhuNl01ISBEJCSniypW3wtMzTDx9qroJe24kJ6eJP/64L5YuvSF8fGTGe/du\nV4VjT1d3odzIZhpSc/OlCmPWrMmZhJCVpNhYhdfC5PbKleL5wYPi9sqVao2Pjk4SVaqsk3+Xzz7b\n/9H1+J8B/YEtuYzRBTYAnQF/4AFwAnDPbeK4uGT273/Gtm2u3L7tQ6dOFWnQoDSDB9fAwsJIrmR3\n7pwnffo4kZoqxdBQl1OnvqBz50oF+Eofj7CwBK5eHc2xY+5MnnyaXr2qEhaWwJo13QrccWvjxsOc\nPp3MrVu+eHlFMm5cA+bOvcyNGz54eITz66+d6NatElu3PgZkNQmdO1fk5EkPAgJi5fNs3fqI9et7\nkJaYiK+LC0II6o0YkWN9M2a0wM8vhosX31KvXinWrNFeECs9XZpraXzw8+eEv3rFrWXLuJjWjnBf\nPcCUW7d8+e03F375paPKZc1KlqRH1WjuEMyMlkGM/fsrpWnD165do3379mpvc5s25Wjb1gE/vxi+\n/baZWhK+pqYGzJrVUuXfvbwiaNt2l7wg7uZNX65eHaX2NhWUYcNkLjN1ZMWzk5m/36FDBUC2P0E9\nqZSsGBjo5qjy7devBjVruvDypUxSfM6clnJpkMwYkI2NKbGxH1Rcs0uZP3kSxMmTrylXzkLm8jWT\n1QpkvhYmLWbNQiKRqB3bu37dG0/PCPn7TO0xTSmI4X+lxpimwBvAO+O9E9CXPAy/mZkh5coV58GD\nAHR0JMyb1x5DQ13WresJIJcU3rjxoVwQKjk5nY0bH/5rDH/p0uasW3eX6dPPA7Btmxt6ehLS0gTW\n1iYMGVKLmjUVJSZ8faOxt89bUTQk5AX29o1ISvKmT59qtGjhQM+eVfDzi6V1a3ucnT3YsKEnFSuW\nwMsrgn79qtOxY4UcminW1iZIJBIMzM3pvnYtoe7uGBbLeeLr6enkKTx3/PgrZs++AMhUPfv3zzvD\nJTk5jW3bHjN5clOVY4qXK8e56dMJfPwYXTt7EvhQpBUVlXuBjURHh+Lly9Np2TISwsIwtlBu1DQ1\n/EIIFi3qQIUKJXj3LlLt5XLj1q33cqMv2yZveR3Cv42s+/PNm3BmzDhPVFQSU6c2lWvZqEuxYobc\nvfsVV696Y2lpRKtWOfsS7N3bn0GDDhEcHM/IkXUZOvTDOp48CaJ5820kJcmKCx8/Dsy1Yl3bZF6c\n1E0qsbVVvBiZmOiRoH7IRU5hHzVlgKx14X6AWvKE6elSdu3qy9OnQRgZ6SpU32XeAWbXgi9eXPMg\nzD9J9t69aWmyq35YWALr199n06begKywxNU1kHPn3jB3bmuMjfXyTKtr3748ixZ15NEjmR5Jhw4V\nqFHDhjFjjhMTk0xISBxr1/ZQaMDdt291pkxpwpYtj7C2NsHJaRAA1fr0QUdXFyGV5ivdMDg4jqFD\nj8qzLoYOPcLbt9NzbbBx9qwn69ff5+nTYLy9o/j553aYm+f8fQ3NzbGpWZMqPXti/SqeQ9sFQoC5\nuQFffZWbB1JGw3Hj0DM0JC1Ze9XXEolELgCXXwXQ7MgySwSZWXsVKhT/Vxr97PTqdYDXr2X9Ke7c\n8aNqVWvq189ddC875uaG9OmjWh68RQt7/P1nKX16PH7cQ270AQ4efPFRDb+mNGlShmXLOrF48Q1M\nTfXZtq0PffrM03ievI6ci4CyX+FHQJ3ct3wHHXr0qJLnI9CSJR15/DiQFy9CqVOnJIsXq36s/xSp\nWtVKoTNP1hPbxORDrvO1a96MHOlMZGQiOjoSFixol+fcQ4fKFEO7d5cJWGWqJDZuXJrAwDimTWum\nYPQzWb++J2vXdle40OroZjw657M5RUBArEKqXUqKlICA2FwNf48eVVi37h5BQXF8/nltpUY/k66r\nVqFnYECz1FSaTwjFwyOcVq3s1are1jM0VHj9VGnWrCw7d/Zlw4YHWFoas3btp2uc1CUhIUVu9AHS\n0wXPngVrbPjVRZnL0MFB8Ri0ty/cbl/aYO7c1nz/fasCpZ5rI2n9KjALeKzkb80BR2QBXoAfACnw\nq5Kxb4B/h5+miCKKKOLTwQuonOcoLXMVUFWyqYdso8oDBoAbkLdzt4giiiiiiE+S/sj894lAEHA2\n43M7IKteaQ/AA9kd/Q8fcwOLKKKIIooooogiiiiiiH8IbRd//b9jiSwQ/xq4AKiKanoDTwFX4P5H\n2bJ/F+ocb+sy/v4EUC7wX0Qmee3P9kA0suPRFdA8PeX/gx1AMLLaKVX8K47L6kBVZPEBVYZfF5l7\nqDygT1F8IDdWAN9l/P97YLmKce+QXSSKyIk6x1tPIFNysRlw92Nt3L8QdfZne2QFnUXkThtkxlyV\n4df4uPynRNpeIbs7zY2sxV+pfCj+KiInfYDdGf/fDfTLZWyR5rRy1Dnesu7ne8ierDQvQf3/QN3z\nt+h4zJubQG6VgBofl5+kOmcGyoq/tN8r7r9BKWSPgmS8qvrRBXAJeAh8/RG269+EOsebsjE5ZReL\nAPX2pwBaInNPnAFqfpxN+8+h8XFZmKV//1jx138UVfvzp2zvcxNtagUEAjYZ871CdjdRhPrHW/Y7\n1KLjVDnq7JfHgD2QgCz77xgyF3ARmqPRcVmYhj9nt3PN8Ed2UGRij+xK9v9KbvszGNlFIQgoDYSo\nGBeY8RoKOCN7HC8y/DLUOd6yjymb8VkROVFnf8Zm+f9ZYCOyGFQERWjCv+64LCr+0g4r+JA1MRfl\nwV0TILPTuSlwG+ha+Jv2r0Gd4y1rEK05RcHd3FBnf5biw51qUz6IORaRk/KoF9z9pI/LouIv7WKJ\nzHefPZ0z6/6siOzkcwOeU7Q/laHseBuf8S+TDRl/f0LuqchF5L0/JyM7Ft0AF2RGq4icHAACgBRk\ndnMsRcdlEUUUUUQRRRRRRBFFFFFEEUUUUUQRRRRRRBFFFFFEEUUUUUQRRRRRRBFFFFFEEUUUUUQR\nRRRRRBFFFFFEEUUUUcSnyf8AVDmXEKhQFKEAAAAASUVORK5CYII=\n", "text": [ - "" + "" ] } ], - "prompt_number": 31 + "prompt_number": 9 }, { "cell_type": "code", @@ -167,7 +167,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 11 + "prompt_number": 10 }, { "cell_type": "code", @@ -197,7 +197,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "5\n" + "3\n" ] }, { @@ -212,7 +212,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "6\n" + "4\n" ] }, { @@ -223,7 +223,7 @@ ] } ], - "prompt_number": 13 + "prompt_number": 11 }, { "cell_type": "code", @@ -234,7 +234,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 14 + "prompt_number": 12 }, { "cell_type": "code", @@ -253,12 +253,12 @@ "output_type": "stream", "stream": "stdout", "text": [ - "('train set score:', 0.98833333333333329)\n", - "('test set score:', 0.85250000000000004)\n" + "('train set score:', 0.9916666666666667)\n", + "('test set score:', 0.85750000000000004)\n" ] } ], - "prompt_number": 15 + "prompt_number": 13 }, { "cell_type": "code", @@ -269,8 +269,8 @@ "\n", "_ = plot.xlim(-1, 1)\n", "_ = plot.ylim(-1, 1)\n", - "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction_rf)\n", - "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"^\")" + "_ = plot.scatter(Xtestset[:, 0], Xtestset[:, 1], c = prediction_rf, linewidths = 0.001)\n", + "_ = plot.scatter(Xtrainset[:, 0], Xtrainset[:, 1], c = Ytrainset, marker = \"*\", linewidths = 0.001)" ], "language": "python", "metadata": {}, @@ -285,13 +285,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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UgtCWqhrC9evX57tflAj+gmPVqlVUlFA6rFziCbRnxYrZC/DMePfddynLIdrm1lRKUmWO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\n0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VG/Zk3ER0TAxHEQDQY0a9Kk0FRKQCvkC3X4nuJJayVge92GCE2KqKPYtm0bevbogeRq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\nX1BQgNatOyA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Qp6Rwec4cri1cyIFPP+X5wYOZyvj5xTB79kW+++48s2Zd4PBhD2rVWoeFxe9M\nnnxSI5BZyZImfPJJ7VyjbrZqVZFTpz7n2LGh1Kv3YXwVUlLkhIW9D6j1ww8X+eabc/z11wP69NnL\nuXOvAJgy5TSvX6sykrm6+rFy5e08W1TkB2lE9sHrdE3I48coFZnvSUNDfWbObIWZmSG2tiW0esuJ\njU3m6tU3/PDDBQ4efM7z52/Vx06d8kZz8idh4sQmxPj743/jBslxcZnae/kygvQv22/exJCcrGk1\nVrq0GYaG+piYGGJtXXRrIdHRSezePZB7977MMr1jaGg8//47lHPnRhAUlPncMhKSIfObubkR16+P\nZd26nmza1Idz50ZqHZ7h+nV/Xr3KWv4AzJp1UW2M4OUVxZo1d7RqNysymudqpoDMO/85wd+nT3qX\nZ0Hv3lm75y9bdrNoBpQLBsbGNP7yS2L8/EiVSnEaPDhTmUqVrChd2pTo6GQkEvjlF1c8PSNJSJDx\n118P2Lv32QcYef4RQhAVJeXYsZfs2PGEyEgpCoWS06e905WBc+d8ANSL0ACleUtkUP4dn7xOnUIh\ny90GPCUhgQs//pjvfrQlNTkZv+vXubFkCY/++YfQx5mtniIjk3j8eCJ79w7SyvLD0tKYBw+CuXz5\nDb//fl1jUbp6dU0VRYUKFlw/7MqqKlXZ2qYNG+rXJz5YM4x2mzYOWFi8V920b+/40RhBWFub0qyZ\nPVWqlMpyIb98eUuaN69Ao0blMuUzTk9ybCz+169z8ccfeXnsGOEv3lvEWVmZMGVKc778solWBhAK\nhZL16+/xyy+ufPPNObZvz9qSLWMq07ykNs3I7NltSNMCly9vwdixBfN4Lvxplfa4uLi45FqoXbtK\nVKxoSaVKVsye3SbTKn5YWALTp59h48b73L4dSI0apdXpBwsDuVyRq04xwsuL5tOmYVWpEja1aqGn\nn/mye3pG8ssv7ZBK5Rw9+lIjXk7LlhVp1UozBr1MpmDNmjscOfICGxszDWuaa9f8GD/+BHv3PqN2\nbRvKl7dAqVRy6JAHN24EYG9vkWdTtbwgkUg4ftyT8eNPcO6cD3Z2JXB2roCr6xuNN7Zx4xrRuHG5\nd8HVPKiCD84GT+jWQA+LkqZYOTpq3adMKuXh339zd+1awj08kOjpUapa1qZ9b9zc2NWtG35XrhD6\n+DFVunbF0KxwUjXqGxgQcPMmbvPm8fb5cxqNGYNZac3UjaVKmWJubkSZMuZaxYWRSCSEhMRTrVop\nzM0NGTGC4PZYAAAgAElEQVSigfpYkyblkUplBAbGERubTFxcCm4PEkgShlTHh5TYWAxMTancqZO6\njrW1Kb16VcfISJ8ePaqxdm1PncWn+ZDIZAr17F3f2JjnBw/yYMMGIj09aTR2bKYgjdqipyehShVr\nvv/+PNHRyWzY0CfLN9SKFS05evQlcrkSR8eSbNjQJ08Ohulp3LgcAwfWpmfPaixa1FlDps2bNw9g\nXr4a/gjIt/4rPWfPeosDB54JY+MFYvr00zppMyeWLr2u8za/+eaMWpdXsuTvwssrIlOZYcMOqcuY\nmi4Uz5+rrHZCQuJFiRK/qY+VLr1ExMUlizFjjqj32duvKHQLGZlMLlq23Cxat/5Hrdt8+zZBDB58\nQDRo8Jf4+eeLGuFmr1/3E+tnbxHzDAzFsrJlRfiLF3nu0+/GDeECYlPTpkImzVkPfWTkSLGpWTPx\n8sSJPPeTV/xv3hSnpk4V+wcNylEvHPTggbi3YYMIvHs31zbTUmlKpbIs2/zxxwsaOuGSTBcuIFxA\nuM6dm+9z+S+xZctD4ev73sro+eHD4sKPP4qjo0YVuG1PzwixZ4+7WL/+bo6/peDgOHH7doBOrbYy\nwv/nsMx37gRy82YAW7c+plOnSjx9OpFHj0ILrb/g4HjmznVl795nPHwYwqxZrWnYsFzuFbVg5coe\ntGpVkaCgePr1q5nJwQvg33891d+TkuScP+9DnTplePUqSsMZJjIyidevo9m+/b1HbVBQPKdPezN6\ntO4CZGVEKk3lwoWRGBsbqG2iy5Qx58CB96qut8+fc3XePIRSSduff6bmqFbcjZ9AckwMlhUqZNd0\ntqRKpQzau5ewp0/RN8rZ6qT17NmUqVWLSK/cvVPT43nyJKcnT0aenEyHefNoNmlSrnXsGjakYsuW\nKOVylHI5+oaZ1SjeZ86wt29fhEIBenoMOXSI2p9kHyI8TRWTnUomo8rHVj8WFFDGyYnm06blOub/\nIvfvB9G0qT0ymZxff3Vl5053rK1N+eGHVnzxRUOq9+xJnYEDkesgiU+NGqWpUaN0ruXKlbPI1bfl\n7FlvevRQqaxjYpKwsir8NZSPyQTo3cMrM3FxKbm+IiUny+nbdw8XL/qyZUs/xowpPKGWxvbtjxk7\n9l9mzGjJsmWZzSrzizZRBhs23MCTJ+914SdPDqN37xpERydRu/afhIWpMiE5Olrh4TEZB4dVGqke\nT5/+vFDi1mtLSnw8a6tXJ/FdIDPTUqWY9OwZFuVUD09FamqWAvJDkhwXxwo7O+RJ79YkJBKqdOuG\nfbNmtJszBwPj/KvPDg4ejMeh92791Xr2ZPjp0/luTwjBTz9d4siRF1StWoq1y9piIUmgVNWqBRpn\nTv19qOB+ERGJvHgRwcyZ55k/vyOVK1tjbW1KlSqrqVatFA8fTtB5n6mpCo0ImfkhIiKR48c9Wb78\nFhMmNKZhQzuOHn3JqlWZHdxy4n82OufSpdcJD0/MsYyJiQH165dly5Z+mJoW/EUmPDxRYzEyK6yt\nTQkMnEHjxnmb6ad3cc+IECLL4G0ZOXRoCB06OFK9eikWL+6sjvOdlsRi3LhGTJjQBFfXUZiaGrJv\n3yDs7MwxMtLj229b0KNHZv23t3ckzs6bsbNbzowZ5/IdJVEbYnx91UIfICkqipg3b9TbGYW+EAKv\n06dx372bpKic0/oVFikxMe+FvmpQvD53jmsLF3J66tQCtW1WRtNu3tzWtkDtSSQSfv+9C56e0zh9\nejhVnRywrVOnUIQ+qEISFOb9Aqr1tKywtjblzBlv7twJZuHCa5QqZUpoaDyPH09g2bKu+QpYlxPJ\nyXLWrr1b4HZsbMxRKAQvXkSwd+9zxo8/wfr19xk27HC+PYe15aOa8V+54svGjQ9ITExh1KhGdO1a\nmW++OceePU+xsyvB2rU96dMn65yUQgiEEOjp6amTdOSX/fufceCAB4GBcQwd6sSUKc10Eufbze0N\nn356kIgIKZ995sTOnZ8gkUiQSlOxsDDm9u0AfvnFlTt3ghg0qBZLl3bTeealsLB4rl71x8GhpEau\nYIAWLTZz926QertsWXMWLepUKI5UyXFxrK1eHelblSmisZUVY65do2zdulmWPz1tGvfWrQPAumpV\nvrx7F9NSunGy0RalQsGOzp3xu3oVeB/TE8C6WjWme+c8UcgJaUQEe/v3J/DWLco1acLnJ05Qwq5g\ncYjyglwmwyAX9VhWxMUls2nTA7Zte0K3blXp27cGHTo4qn+LumTZshvMnNkaIQS//urKvn3PqVSp\nJH//3ZdLl17j7x9LREQi69f31Wm/6Tl//hW//XadFy8i+OwzJxYt6oSFRf4fprt2PQEkuLuHEhSU\nwN27gfz9dz86dHBk375nXLvmR9Om5XPUYORnxv9RCX5Dw3mkpr6fNYwZ04Dp01swYMB+nJzKcOrU\n8CIZSEqKnAYNNuDlFcmbN19rnXw8NypXXsWbN+/DqG7b1h9HRysCA+PUCcu/+uo4u3c/48CBT7XO\n1qMtAQGxtGix+V2yasHy5d347rtW6uN2dsvVKqI09PQkPHz4FQ0aaCeEhBD89dc9nj8Pp0ePavTt\nm33y6LfPn+O2YAFRr14R8ugRKJU0GDWK/lu3aqgNlHI5C42NEen8GQZs306DL77Q8sx1hzw5mUdb\nt+J/4wZPd+9W/4CcPvuMT/ftK3D7SoUCj0OHqPvZZwVuKy9cXbCA9r/8kq+65869okeP3XTs6Mj5\n8yN5+jSM+PiUXH1NtOH6dX/On/fh4cMQrlx5Q9++Nahf35affnJVl2nVyp4LF77AzMwoT/GJ8suA\nAfs4e/YV166NKXA0gLRJqlKp5NGjUOrVs+Xlywju3w9m3LgT6nIrVnRlxoxWWbbxn1f1ZIwGuHXr\nE+LjU/DwmMy8eR10kmRBG+RyJRMnNuXff4cSHp63mNw5kRZ2No2TJ70YNOgAkyefZv78q8jlCnr0\nqEZg4Lc6C6iWnt273d8JfQBJJl+HoUMzz7aVSpFjdM+EBBmvX0ep/zc//3yJKVPOsH79ffr128eJ\nE57Z1rV1cqL/1q2EPnkC74T6k+3beX3xokY5ib4+xpaaGchym+3HBgbid+0ayTExOZbLKwYmJjSb\nNIlBu3bRY9UqKnfqRJMJE+i7aVOB2w66d4+r8+dz/vvvubF0KYlv3+ZeKR+kV8mEPXvGvk8+4fpv\nv3F4+HBi/LWLZZ8emUzByZPDaNeuEps2PWDy5NPMmHGelStvFeg3mxbye8ECN06d8iQpKZVKlSx5\n+jSc9IYs3t7RamFf2EJfCMGwYXV5/frrTE5u+SHtrUhPT48mTcpjZGRA/fp27xzx3nP2rE+B+9Lo\nV6et6RhDQz0aNSqHmZkRTZva6yThsTaYmxvxzTfO9O1bUyexU9KYPr25+nu5ciVYubI7trbmWFub\nMGOGMwYGquiC1tamdO6s+5Rv6ZN3A5kWzFeu7M62bf1xcHgvZMuUMaNly6wtbC5dek358iuoWnUt\nLVv+Q2xscqYb9syZVzmOKc3SJT2pUtXD9sqCBaQmJSGRSPhk926MS5YEiYQmEydSo0+fbNt8de4c\na6tXZ1u7dvxZpw5Rr7WPS58XnL/+mi8uXaLPhg2ZHkz5oXzTpkS/ekV8YCBmZcoUWM+fFUIInu7d\nq94uW7cutvXqgUSCY8eOWOUjOVHfvjXp3bsGLi4d+PLLxvj4ROHlFcmECU3y/Zvdv/8Zv/7qms6j\nWEKnTo74+ERz61ZA2tkAggEDsn+r1DUSiYTPPqtL+fIWtG1bqdD6cXLSXPOpXdtGp+1/VOace/YM\n4vvvzxMcHI+hoT4bN/bJ1dFICMGrV1GULGmskeotJUWucyeUgIBYxo07jq9vNIMH12HRos55smSY\nN68jbds6EBwcT7duVTEyMuDUqc8pUcKIyMikQnWqAlWwrlOnvDl1yptSpUzZvFlTFyqRSBg1qiED\nB9Zm/fp7xMfLGDOmIXZ2WZujTZ9+Rh0I7t69YDZsuE+dOmVwd38/U83thjW2sKDljBnc/uMPACo4\nO2NdpQpHRo7E4+BB3ly+TJ3Bg2k+eTKzoqNRpqbmaqp5dd48FO9M9hJCQri9ahW91qzJ+eJ8AF6d\nO0fYkyc4duiAffPmSCQSytSty4gLFzQWvnWF75UreB47hvepU8S8eUOzSZMwtbamXKNGfBcSgv/1\n3I0KciMiQsrmzf0wMTEgNDSBKlXyvg4zc+Z5li+/lWGvhGrVSvPbb50pV24FFSuW5LPP6uDoaM3E\niU0LPO6PjTlz2hMZmcS1a340a1ae337rnHulPPBR6fjTXkHj41MwNNTDxCRnc77ERBnLl98gNDQR\nCwsjevSoRseOqhyyv/7qyvz5HXPrkO+/P8+ePc9wcCjJjh0DqFkze0HVpMlGHj587xuwY8cARo5s\nkG35j5W4uBTMzQ0L/AZVrdoafHzeq4FcXNozfXoLJk8+jYdHON27V2Hx4q5aJTcJuHWLlPh4HNu3\nR9/IiJMTJ/Jw0yaMraz4NiAAYy2Tlr/18GB7x44kvn2rvrmdZ8yg+4oV+TnFQuP+xo2cmjgRAD0D\nA4afOUOVLl0KNeG9UqFgb//+vDp1iqEnTlAzh7emoia9QYat7TINFauhoR7t2zuyf/8ggoPjSUxM\nJTAwji5dqmR6i/3QvH4dla+HXUHIj47/o5rxp2FhYZyradipU16cPOnFlSu++PjEYGFhxMiRDfDw\nCGfWrItcuPAaT89Ili3rku3i7O7d7vzxx21AleR8xIgj3Lv3VaZy3t6RvH4dzbNnb3mvW5S8yyH6\n3yO/buMZmTu3PWPG/ItCIXBwsGT8+MZYW5uyd++gPLdVsWVLjW1DU1OaTplC2JMnuc7w00iMiGB7\nhw5Iw8PfW9tUrUqD0aOJDQjAskKFjyaRvPuOHervSrmcp3v2UKVLl0JNeK+nr0/Fli1x/uYbUhNz\nNo8uKHl9cJ0+7U2dOmWoUqUUFSpYagj+zZv78cUXqglWqVKq0BotWuh2vAUlMVFGQoKMSZNOsWVL\nf8zNDYvEESu/fJSC/+XLCMLCEmjf3jHbMp06VebXX6/w8mUEgwbVwdzciAoVLLG2NqVp0/JcvfqG\nbt2q5GiR4+enmajY3z/r6H6mpob8+ONFZLK0hSoJBgYSunfXvR7+v8TIkQ1o0aIC/v6xNGtWXqez\nr67Ll6NvYIBSoUCipVlg+PPnSMM1U9HV+uQTNjVsiFAqaThmDP23bNHZGAuChb2mNUh+PJXzQ7uf\nfy70PiK9vZHFx1Ouce5mwAqFkuXLb7Jnz1NKlTJj5Mh67NgxgM8/P0JAQByff16XkSPrF/qY88vb\ntwm8fBmJnZ05s2Zd5Pz51wwYsI8DBwYXSPA/fRpWqFF1P47pjwqhVCrZvPkhe/Y8JTExlaFDnfj6\na+csVRIymZyFC69Sq1YZype3oEOHympvutOnvWnfvhI3bvjTrVv2OTjd3UNxdv6HpCTV4uLUqc1Y\nu7ZXlmVHjz6GlZUJ8fHJlCplRpMm5bC2NqF79w/n/VqMJnHBwaytXh35u8VhYysrZHFxGmago69e\npVK7dh9qiGriQ0I4PHSoKkhcly58snNnoQWKKyqEELjv2sXLI0eQp6RQe9AgGo0Zk+uDOzw8ATu7\nFVSqZIWX11R1opWPncePQ+nUaTvR0clYWhozblxDwsISsbExyzK9pDb4+cUQEpLArFkXWb26B5Uq\nlcw2DHZqqoLY2JQ0X5//rh2/EIKUFDlVqqwhJiaZ4OAZ2c4i079KFkQf+uRJKMePe1KxoiVffNEg\nS6cTIQSJiTJKlDAmISGFLVsesXz5TZKS5Iwe3ZDff+/8n7lZ/9fxvXKF64sWIdHXp+X337Ora1eN\n4yPOn6dqhn3F6I6k6GjW1ayJPCmJ6a9fY57BIzkjd+4EMGrUMV69iqJBAzv27BlIzZo51/lYGDbs\nEPv2PVdvd+tWmXPnviAsLIGyZbVbk8pISEg8Awfu5/btIKZPb87y5d2yDA1x/bof/fvvfxfS3AX+\n6zr+2Nhkli7tgrW1KWFhCdkK/vSCPv33kJD4PCX8btDALkfnJKk0lfHjj+Pm5kfz5vZs2dKP7duf\nEBCgUgtt2nSfb75xVicBL+bDUrlDByp36KDebvH119xZvRoAx06dqNwx5wX/wiY5Wc6SJdffeYXX\n1bnZbkJCSqFah0VHSzEzM8rWYk6enEzbn3/GwMQEWXx8roK/RYuKdOpUGZlMyZw57bIU+omJMiIj\npdjbWxaZSbc2ZBTIadc9v0IfVEHd6tcvi7NzBerWtc02HtDkyac18lj8lylweFKFQikGDz5Q4HbS\nM3PmeY3wtl98kRbeeK46xd2RIx4F7id9AmtdIY2K0nmb/0UC794Vr11dhVwmK7I+FfKsU0d+9tlB\n9b1kYDBf3L4doNN+p007pdP20lAolGLEiMMC5goTkwXi8OGs7/n0IaJzS02Yxq1b/iI1VS7u3QvM\ndMzV1VdYWqrCjDs7/12o4Y3zipdXhLC3XyHARdjZLRPPnoXppN3Y2CSNz6yoXHlVOrn0/yD1Yna4\nu4dSt+56Dh70oH37rQQG5p6GTRt8fTU9P4OC4rGzM0f1ZiVBTy9zCNy8EBQUx5w5l/juu3PMnHme\nx49Dcizv7x9Lly47qFZtDT//fCnbctKICK4tWpTvcf0vYd+sGZU7dCjSaJ93svEbOH/+vQemXK7k\n8mVfrdoTQvD6dVSW6QcBXr4Mp2PHraxbd4/u3Xfg45N9SsD8cOKEJ7t2PQUkJCcrGDXqqEZK0DSy\nexPPCWfnihgY6NO0aebwB1OmnCIuTuUrcvt2EOvX38u1vZiYZH788QITJ57g4cPgXMvnl+rVS+Pl\nNRUPj8l4e0/DyUk3DneWliYan1kxa1Zr8iHv1fzPCP769e3o2bMqnTo5MnRoXSpU0I3qZeDAWhrb\ngwfX4cyZ4XTo4EiTJuXYu/dT6tbN/+q7vb0lFSuWJCIiiaQkea4x/UeOPMKlS774+ETz22/X2bXL\nPVMZrzNn2NCoEbdXr+bIyJFZ5lnVFQlv33Jh1izOzZhB1OvXeJ44wfGvvuLGsmUoUguWF/RjIsrH\nh8C7d5HnktbxrYcHx8aMwfWXXzj+5ZcaEUcB6tbVFA716uUsLORyJX//fZ+mTTdRtepaypdfwYoV\n70NthIbGk5qqoFatMnTrVo1y5UrQt29NqlbNPVZ8XsiYElIqTUWhyFnwhLq7c/7779navj2X5szJ\nMudwbmR80CUl5XxPCSHo1Ws3S5bcZOPGh7Rrtw1f3+xDjhQUMzMjatcuU+jOlxmZMKEpDx9O4MiR\nIfmq/9Hp+DOSl7jXkyc3p2rVUvj46M6+ftiwelhbm3Ljhj9Nm5anf3/Vg8DVdZTO+jAzM+TevS+5\neTP3OCkZfQey8iWo0bMn9k2bqlI+Tp2KiQ7CCWSFXCZje8eORHh4APB42zaSoqPVq0wxfn70fhdR\n87/MnXXrOPf11wilkgotWzLy4kWMsrHAsa1Th5KVKpEqlWJbr16m9JH79n3KtGln3gXmq5dttNk0\nhgw5yNGjLylBPGCBEKqk9WPHNsTU1Ig9e55Rp04ZOnSoROvWFRhYN5Zwa91H9ezbtwa1a9vw4oUq\ndeZ337XM9neZHBdHYlgYe/v1I87PDwH4u7lhZG5O29mzterP3z+W2bMvqj3DQVChgspXJCMKhVKt\n+09MlHHrVqD6WGJiKjt2uDN3bnvtT/YjRipNxdMzAgeHkjRqVI5GjfKX/OmjnvGnpipYvjxz0vTs\nFjXSkjFnlZS5IPToUY0FCzqphb6uGTmyAU2blmf6dOdcy37ySW31d0NDPXr1ymxOqlQq6bBgARMf\nP1bFt8kGeXJyvoJypRHr56cW+gDJ0ZozK98LF/LddlaILFQLuiToXmY1ghCCiz/8oO478NYtPA4e\nzLGd0tWr821AgDqpTHrKl7fg8OEh3LkznunTc/ZCSkyUcfToC0xIojOXSHu1VyoFcrlg+fKbzJx5\ngcGDD7LnbzfMXpzn3DdfY/jw3yyTuhcEKytTbt8ex9Gjn3H16miWLs0+8ZCBsTF31qxRC/00Qh4+\n1Lo/B4eStG3rgJ6ehClTmnHmzAiuXx+TyYhCqRQa6h9zcyPs7dMvrgr++ONmgQKqvXoVSXx8Sqb9\nUa9eqQIMFhEBAbHUrbuexo034ei4isuX8x+D6qMV/K6uvnTpspNly24yYcIJYmLep0v77rtzpKbm\n/bXxf4E1a3qyfn0vfvihFW5uY2jePLNeVE9Pj7J166JvaEiZWpkfVkIIon19cd+9m4d//03069f5\neg0vYWeHifX7tJB6BpovkDZ16uS5zZy4vWpVrmVk0qyjqUb7+nJn7VouzJrF8wyCO9TdnWf79uE6\nZw5vrlzJrBrLoKvOzS69/vDhWNrb4zR4cI7lcsPExIA65sFMZD2NeMxg9mNCEt9950yZMuaMH9+Y\nJk3K4eRUhtFTOqGQyYh+/ZqAGzdUgdd0jKWlCQMG1KJdu5yDkxkYG2PfogV2TZoA7+0M82pRZW9v\nSWjo93Tq5EiXLlVYteqOxvGrV98wZMhBfv/9Ot99d47oaFVAvzlzNP004uJkGtnntEUuV3DnTiBr\n195h/fq73L8fpI4o4L5rFxdnzcJ1zhwebtmSr99PXlm58pZ6zTEhIZU5c1xzqfHfINPK9bBhh4SZ\n2SLh5vZGCCFESEic6Nlzl5BIXEStWmvFnTu6tYjQJQkJH4/1QVZ4nz0rFltbi/mGhuLRtm35bsfv\nxg2xuWVLsbFJE/Hy+HHh6uIiNjZpIg5+9plICA/XyVhD3d3F4eHDxW8lSojjX34pYgOy/7/fWrlS\nxAUFaex7uGWLcNHTUycbdwFxa+VK9fFIHx+xvn594QLi9tq1maxR7m/aJObp6wsXEFvbtxeypOyt\nLXSNq+tr8YV5EzHeoLKY2n2OePDg/bmFhMSJlJRUERUlFbGxSeLB5s3i+cGD4vKvvxbZ+LJDGhUl\nlAqFuLJggTg4dKi4u359vtu6edNfNGy4QRgbLxCDBx8Qvk9fq48NGXJQ6OnNE5cuvd8XHp4oypZd\nprZ6adJko5DLFfnq+/RpL2FktEDY2CwVd+++tzpKjIgQS21sxG8WFiI+NDTf55YXvvnmjIaFobPz\nZiFE/pKtf0xkOtEjRzxEeHiiWvALIcS+fU9Fo0YbxKRJJ4rkYucHpVIpvv32zIceRo6kJieLbR07\nip09eoiYHATpx8KFH38U8/T1xYPNm7M8npqUJM58/bVYUrq0WFerlnh28KD62NIyZTSEvguIf1q1\nEkIIEentLR7v3CmOjBwpLsyeLV78+2+W7ccGBoqwp0+zNdMsTKJ9fTU+syPtgaWtGWV+CLh1S/hc\nvCjkKUU7sRk37phwcPhD7Nl4WVycPVu8ePFWCCHE33/fF97ekeLsWW+N8j4+UWLmzPNi7lxXER2d\n/we1j0+k+PzzQ6J//70iMfH9OccFB4sby5aJO2vXikgfn3y3nxf8/KKFg8MfAlyEmdlCcfGiql/y\nIfg/Os/d3Hj+/C1OTrY8exZWIGuawuLRoxAmTz7Fw4eh9OpVjfXre+fJoayoSElIQN/QEH0jI5Jj\nYjBNp7JJj1KhINrHBxNr61ydcXSJTCrVWEB1372byp06EXj7NrU/+STLOrH+/mxs1IgyTk6McXNT\n719uZ5cpzHG94cOp3Lkzd1atIik6mvojRtBh3jyEQoGByccV8fFj4ey333LnnbrNoW1bvrh4UesA\negXlxg1/SgTd4+9xP1EmwYtwxy58tuVPKle305kFX1YkJsowNzdCqVSSkqLA1LToTIKzIj4+hRcv\nwqlUyUrtKPafT72ojeBPT3KyvFAyVaVn06YHrFt3l1KlTPnzz15a2ep+++1Z9u17xurVPRgyJOsc\nsh8zHocP8+rcOUrXrInnv/8ScO0aeoaGDNi+nXrDhhXJGC788ANdly7NU52wp08pUbYs4S9eUKFl\nS3UO2Wf793NkxAiUcjkGRkY4durEJzt3Ym5jw59OTsT6+TEjMBATK92k2NQGhVyOx8GDpMTFUefT\nTzErnbv5pUIuJ8rbmzK1a+daVtckRUezNEPWs2EnT1Kjd+8iHcf2zp3x8QhkY2hnStd24tixodSo\noVvT1f8aH0rw9wBWAfrAZmBJhuMdgH+BtCXow8DCLNrJs+BftMiNr792pkSJwpl13LjhT5s2W0i7\nTI6OJfH1/SbXeleu+NKqVUXu3w+mVau8ZzT6kHgcPszBTz/N8php6dL8EBFRqP3HBQdzZupUvE6d\nonzz5vRYtQr7d4uEBSEhLAxpRAQ2NWuqF6GT4+IIunOHkg4OCIWCMjpejM4OIQQHhwzhxaFDAJQo\nX54WX39N9Z49KZvNomyEpyfB9+7hd+0azadMwaZWrRxn20LH8fxTEhJYYmWFSLeIOfLSJap06qSz\nPtLz5EloplAqitRU4kNCuHQnlnOH7pBoUIrduwfqvO9r1/xo08ah0EN4y+VKFAplrgmjIiOllC6d\nfQC/D5FzVx9Yh0r41wGGAVlNR64Cjd79ZSX080RcXDJffnmc5ctv0abNFs6e9c69Uj7w8ook/fV8\n8yYWmez9jZ+SkrWJWIcOlTEyMvjPCX1QZYXKjowpEgsDy/LlqTN4MMaWllRo0UInQh+gRNmy2Do5\naVgemVhaUrVrV2xq1iwyoQ+QEhurFvoACcHBXJw1i01Nm2abBUuWmMiFWbN4sGkTQffv56pieb5/\nv8a2Qi4n5NEjonzyl7vVuEQJeq5Zg0RfZbvfcPToQhH6sbHJPHgQzLffnuPKlTcaPjn6hoZYOTjQ\nqUs1Nu0fz7p1+YuAmR2JiTKOHXuJi8tV1q69w+3bAblXyiebNz/E3Pw3zMx+Y8GCq9mWCw6OZ+nS\nGzrvv6CCvznwCngDpAL7gP5ZlNPqabRjh3a2x5aWJkya1BSJBKytTbC2Ni2UROzt2ztiYfH+B6ZK\nl7gTD+UAACAASURBVKi68YUQ/PabW3ZV/7OUcXLS2DZOU39IJHQqohAQlhUqMCMwkGo9ehRJf0WN\nobk5RukyiqW95yplMp6kS9CSHruGDSnbsCH1hw+nXKNG2bYd/fo1bgsXcmb6dK7Mn0+EpyeK1FR2\n9+jBpsaNWVu9OjeWL8/XuJtNnszM8HBmBAXRf+vWfLWRGxYWxhw+7IGr6xtmzjyfpSo3LUxxduGK\n84u5uRFJSalcvuzLtm1PqFYtsz+QPCWzPX9eCQ9PZOLEk8hkCpRKwa+/XuHp08ypNk+e9KRJk438\n8cdtxo49SkJCwftOo6AKcnsg/WMxEMjolSKAVsATIAj4HvAgC37++TK+vjFMmdIMGxvzHDtWKATj\nxzdi2bJbODv/Q9euVTh9ejgGBrpzTahSxZobN8aydesjSpc249tvVVmi7t8P5scfL3LrVgC+vrEs\nW9a1QBH5PiZaTJ2KNCwMn/PnKVOnDl2WLiXK2xvzsmWxqVGjSMZQqW1bAKp26VIk/RU1+oaGDNq3\nj3/HjEEaGQlKpXpmZF42a4MFIZcz9MgRDIyNSYmPz7Zt6ypVEEol0vBw5MnJ2NSsyYujR/G99C6u\nkxBcnDWLFtOmYWCc9zADptbWkI0hQG5oo37S05NQp04ZZsxoQWxscpFHvbW0NGbJks54eUVmkkEJ\nb9/ybN8+nKdPL1Af8fEpmcJdZOWU2qdPTRo2vEdAQBzTpjnrNCxEQZVYg1Cpeb58tz0CleCflq6M\nBaAApEBPYDWQlQQR0J5PP62Dk5MtHTp0oEO68LoZiY9PwdJysca+kyeH0bt30QinadNOs3XrY3bt\nGsiAAYXj0VvM/z7Rb95wYOBA3j59SpWuXRl84IDG20B+uPfXX9jWrUvo48e0mDaNl8eOsT+9JZSe\nHj9LpfkS/AXh8bZt1Bs+PNdgefHxKVhYGKs/i5K0EDEKhRKJBHV+Do8jR3CbP5+E0FCchg6l82+/\nZRu2IzeEEAwceIBjx14C0LJlBa5cGa3WJqShVAq8vCKpWtUaX99oatRQ5QO/cuUKV65cUZebN28e\nFLGhjjNwNt32bGBWLnV8gaxiKogbN/zFgQNPtbJpTUhIEXp68zQcGjLa8hYmR496iNjYJLUt7YdE\nkZr6oYdQqKQkJHzoIfynkctkYkfXriofBolE3FixIlOZKF9f8WDzZvH68mWt2pRGRYl9AweKlY6O\n4uiYMSI1OTnbsslxceLSL7+I1VWrisOffy68z57N97l8SP5p21YsKlFCRLx6pd735ElIvtqSyxXi\n6NEXYt++pyIpSfP36+MTmae2+AAOXAaAD+AIGAGPyby4W5b3T6PmqNYDsiLPF2/FiptCIlEJ/UGD\n9guFovAcVz5mri1eXKhOO0VNaqpcnDzpqd4+8803H3A02RPp7S1ur14tXhw79sGv/6vz53PMNyBP\nTRUhT56IqCycwCI8PcViKyu1c9v1pUtz7e/omDEaDnGuc+fmWD7g1i3hAmJH164f/FrlB7lMJjxP\nnxYxAQEi6MEDERgYK+7fDxJNm24U9+8HidDQ+AL3kZKSKsLCEsSkSSfEtWtvREREolb1yIfgL6iO\nXw5MBc6hsvD5B3gBTHh3fCPwKTDpXVkpMLSAfaqZMaMlQ4bUITExlRo1She6+dXHRmJ4OBd/+okX\nBw/id/UqbefMwaFVq2zLSyMjtbIX/5BcvOjDxYs+XL7sx6tn/li6/UnghVME3b1Lr3X/x955RzWV\ndW38Sei9qjQBRcSCCood+1iHsWGvM7ZxdCyjjmV0FLtjb2PvXbErdhQBURRQpEov0juhpe7vj0Ak\nECCBoDjf+1vLJZecc+65Idn33H32fvbBShubrJQUqBkYiGL2y0MCAdzmzUPQpUvQtbSE8+XLaFxh\n81oaiAgFKSlQ1dODkppwQzEjLAwnunYFp9Tf7rh6NQZsqnPAmsxwiooQcvUq3p86hZgXL2A1YACa\nDxhQqZ2CoiKM2ksuWh506RJKcr/UnXh78CB6/vlnpXb5SUnw3rYNfDYb6RXEybKjoqqdJ5vFwqy3\nb5HoU1l08XtAQUkJLYcKo4h0zMyQn8/G3Llu8PNLwd69vjh2zKnO52AyGThwwBeHD/vj1q1wXL06\nBr17W9Z5XInnksMYDwHYAGgBYGvp746W/gOAfwHYArCDcJP3jRzOKcLMTAc2Nob/74w+AGg0aoQ2\no0aBV1wMLVPTao0+ADxdsQLckpJq25RRnJtb72qYURLUO3v0aIoXL+Lx7l0ybB2ao9PksVDT10fT\nnj3FjL6Azwc7Px+B588j+tEjiRue78+cgf/Ro+CwWEgPCsKtadNkniObxcLpXr2w29QUu4yNEVvq\nWw1xdRUZfQAIrKcol5pQVleHrqUlEr29EfPwIUy7dJF5DLUKiwF1Q8NKbfilEtzvDh5EwPHjyAgP\nFy0zCYDNCEnBfF+wGjgQpp07o9uiRf+J76q2tgratWuMP/7oBm1tZTERydqiqKgAJ6eWGDq0Bezs\njGBnZ4SEhNyaO9aCBqvO+TXJyyvBmjXPsWDBAwQGpn7r6cgEQ1ERfyQmopmEVV4ZhZmZuDRiBD6c\nOoXD7dohoZpVF6ewEGf69sV2PT3sNDZGkp+f3OfMSk3FxwsX8PD33xFw8iTSPn4pJqOqqohevcxx\n7txIcLl86FpY4I/ERFgPGyY+CIMBv6NH8fyvv3Bj8mREPnhQ+TzJ4tWXWElJMs/V78gRJL4SxlGz\n8/LwaIEwbqG85DJBqFT6rRDweHA6ehRNe/WCkowbjnmJiYh0c4OylhYIgJaZGYafOFGpXf7nz8iO\n/JIvwysqQs+VK9Fj+XJMcnOrsxLp98ikSW1x/XooDh16Byur/Xj6tHY5EuWxtNSFm9skrFnTC8eO\n+eHYsQCEhKRDIJCvG7/BF2Kpb4gIQ4deFBVvOHs2EB8/zoWlZe1C1r42LQYJddHbTajag6ZhaIiO\nM2aAlZiIJnZ21T4ZvD1wAPEvhQklRenpeDh/Pmb5+lbZvjZoGRmBlZKC7IgIRLq5ocO0aShIS4OS\nujqUNTWxY8cgMBiM0vA/Yb2BZhUivJhMJjpMnYpPt2+DiNBGQrZx69Gj4fPPP+AUCKs4ta/Fip9b\nQea57Njul1+Q4OmJEFdXKCgpoc348UgPCZHKlRTv5SUKWZUHzQYMEEWfSCqHWB03p0xBQqmuEQPA\noJ07JeYJaBgZQb1xYxSlpwMAFFRV0XnuXOhaVC/R/K3gFBWBz+FArQ4yHJ8/58PZ+SqCgtIxaJAV\nLl1yhrr6l4ikEyfeIzExHwADxcU8rFvngYEDreo077KwcDabj82bX6GoiAN7eyO5lXUs4//lij8+\n/svjU34+W6xiD4vFwZs3sq8MGzr61taY7eeHHkuXVtuuJC9P7JhdT2UbVXV1MfzUKei3bImizEx8\nvHABIdeuoTAtTeQKqNElwGBguocHJj96BE5hYaWXG7dpg9l+fhi0axfGurpikAzaP9ziYqQGBsJm\nxAhom5mJzue4ejUAoc981PnzGLxnDzgFBQg8fRqKatUnFKUFByPk2jU8/P13hN+5g8KMDKnnUx3M\ncvUBmDXUCqhIZliY2HFWRITEdsrq6pjy+DGsBg+GZd++mHTvXoM0+kQEIkLUo0f4dOeOSD9fVmJj\nc/DLL3fw9m0yiot5uHPnU6UMWiaTUe1xXejWrSm6dTPD4MEt0L27mdzGLaNBrvgTE/PQtGnVlaPS\n0grw11/uyMwsxpw5HSvF7lMViSLFxVwUFHCwePEj7No1CAYG6tDSUoaZmRY+fxb6axkMwMamYW+A\n1obGpZIENa1I7WfMQMDx4yjOygIYDHRftqxe5mM/YwaYCgoQ8PkIPHcO7n/9BQUlJahoa0vtNtAs\nTXaqGBdemJ4Ot3nzkBMdjVajR6PP33/LNLfCjAyc6dMHmWFhUFRTw8izZ6Gkrg4dc3ORlk56cDA+\nXrqEkpwcdP79dxSmp0O/efNqx9Vv3hzPli9H2sePyAgJQasa/OJfA2snJ9H+BENBAVaDqq6sZWxn\nhymPHlX5uiRy4+LgsW4duMXF6L5kCcy61Vxlrq747t8vqppWkJqKnsuXS72vQETw8UnEwoUPS1fz\nX0hOFt9HWrq0B+7ejUB0dA60tJSxZYv8JCyICPfvT4SCAlNi9a+60pB2WYjD4YHL5WPcuOtwdR0L\nBQUGlJUr35u6dj2Bt2+Fq3JFRSbevZsNOzuhj3Xt2hfYvv0VtLVVcObMSJSUcPH0aQzatWuMadM6\n4PffH+Ls2UDY2BjA1XUs2rVrgpCQdCxa9Ah5eWwsWtQFU6Z0qNOFcDg8ifP+XmAlJyPeywv6LVrA\nRE5aOdVRnJ2NK6NGgQQCTHv6tM6yyJecnBDp5iY6HnnuHDpMnSp1/5cbNsBj3TrRcWNbW/wWFCQ6\nzoqMxLGOHcEpKABB6GYbceYMFJSUaqzO9eiPP6BraQllTU10nDlT+ouqJ/hcLnz370deQgJaOzvD\nsnfvmjtJCY/Dwb+tWiE3NhYAoKypid9CQqBrXr8aVnwOB8e7dgWIMMPbW6aEuIyMQowZcw2engn4\nEiXJgKIiA8+eTUOfPpZi7YuLuYiKyoaZmbbcJSSkpTYibQ3KOiUm5mP8eFf4+aVgyJALuHhxNMzM\nxFf+fL4A7959ccXweMJjOzsjeHnFY+NGob8yI6MIzs7XxGptxsfnYfBgKxQUcKChoYR27YQrxrZt\nG+PZM9n9v1Xxzz+v8Pff329xZy0TE9iOH//VzkcAprm7AwIBeCUldTb8GSEhYsfxL1+i2YAB0DYx\nkW4+FfzkFY+jnzwR7RswAITdvAnny5elGnvQjh1gKirWSvCuIC1N9JQjLxSUlGp0/5WHz+XWmHlb\nRlF6usjoAwCnoADpQUH1bvjZLBZ+9vAAU1ERnMJCmQx/o0YamDvXAYGBaWjSRAOrV/dCVlYx+vSx\nQMeOlT8/ampf7Mj3RIPy8TdvrofBg1vgp59aYtgw60pGHwAUFJjo3NkUZXdjRcWyYyAtTdzPW7HA\n8qVLwbCy0sP16+OwbdsXHZh375KwY8erSrvysvoHU1NZmD79FrZv98GPP16Cn99/b6+gPlDX14eC\noiIUlJWhol13bZYWQ8VVG9+fPIm9FhYIvHBBqv6d5s6FnpVwk05BRQX9t2wRe13fSnwDT89K+g29\nMnXQivWJpcF91apKm83ypKaN4ZLcXPgdOQIAyIyIQIira7VqnxpNmkDX0lJ0rKShgca29V+fQt3A\nAKo6OlDW0IBmY9k3RW1sDJCdvRzXr4/D+PG2+OOP7hKN/vdMg3L1EJHIv5+QkAtz88o78mlpBbh6\nNRh///0ClpY6mDmzIxYuFPoNc3NL4OBwDNHROQAAO7sm+PDhi+qdkhITJiZa2L79B1GBFHf3GAwZ\nchE8nvBDf/SoE+bMEbo3zp0LxIQJtpU0NKrj+vUQTJlyC7/+2gn79slXNvZ/SIeAx4Pv/v34dPeu\nKEIJkK2eAKewEOnBwUj08cGr7dvBVFTEkL170cbZGQDgvW0b/I8dg5qhIdpNmIDG7duj+YAB9RKj\nXpSVhXuzZiH8zh3oWlpi5LlzsHB0rNSOz+Mhxd8fShoaaFILAxvr4QEtExOJYnxht2/De8sW5CUk\nwKxHD3y6dw/g8aCgqoopjx9X6SLKjo7G89WrwS0qQo8//6wxmomIUJSZ+VWrvX3vfAs9frlTtqkr\nyegDwnAnPp+Qn89B8+b6mDvXQfSarq4qfH1n4dgxJ1y54gxf31lYtqw77OyMMHKkDQwM1GBuriNW\nFevixSCR0QeE4ZwFBRysX++BTZs88csvd/DwofR6/1paKkhOXoLevRtexIMkMiMicMrREXstLeG+\nZk2toyAaEkxFRXRfsgS2FaqFyZKQpqyhAY1GjfD0zz9RmJoK1ufPuDFpkigSx3HlSswNDAS3sBBP\nli7FhYED8WDBghpGrR3qBgbo8PPPMOvWDRa9e8O4Y8dKbXgcDi4OGYKT3brhcLt2eL52rdTjk0AA\n3/378WL1alFuRcXPQeuRI6GsqQkOiyXc+C91VfFLSvD2wIEqx9a3ssKYK1cw8e5dqUJYk/38qpSm\n/h/yo8EZfmnQ1lbBuXMj0aqVgdgmakBAMgwM1DF7dieMH28LZWVF7NgxCO/f/4rNm/sjLGw+9uwZ\nLFZAxdhY3P9nYqIJTU1lDBnSApGR2UhNLcCQIS2kntvgwS2gr68OZ+evV9ijLtyYOBGJr14hLz4e\n3ps3I7RcgZDy5MbFITch4SvPrm60nzwZRmVGksnEwB07ZOrPSkkRqzgl4HDECtVEPniAzNAvCuN+\nhw6BJ2VmtKw0atMGM169guNff8HDxaXS6zFPn4qklxkAvDZurFa+uTwMJhPtp05FckAA0kNC0G7S\npEpPLgI+H10XLcK8sDAoVFD1VNaqe01pIsKHc+dwfuBAuK9ciafLl4PP5dZ53P8hmQZp+DMzK8dk\nl+fnn+0wdWoHbNokzFbNyCjE69eJmDfvAV6+jENsbE6lPm3aNIaurho6dTIRlTpLTs7HmzfCGH4G\nA2jfvjGWOAk/8CwWG2/ezISTk7Xcs+bqk8xPn2RqnxMTU+0xANyfNw/7mjXDXgsLPPvrrzrN72ui\nrKmJGa9eYdbbt1gYFVVjFE3Uo0diTwVaJiYwLA2DJQA6lpbwP3oUn+7dAzs/v9J+hKKqKphSbnzK\nioG1NVjJyXBftQpv9+3Dmb59kVpOL6fingGDyQRTQXoXZWF6OpwvX0a/jRtFG9flYSoooNWIEdA1\nN8dPR49Cv4VwMWTYujX6CWWB6wSDwUCHqVNhYGMD/ZYt0W3xYqk3kb83oqKy0a3bCRgb78KiRQ9r\nfMr+8CEF9vZHYGq6Cxs2eHydSX5FRGpzkyffkEnVjsvl0eLFDwlwob59T1NWVpHUfc+efU+dOh2l\n32bfIL+jR2m/tTW93ruXkvz8ZJrDtyYvMZGiHj+m2zNmUHZ0NHGKi4mIqDAjo9p+d2bNEiksblRV\npdSPH8VeT37/XkyF0QWgnLg4meZWnWTvt4DP54sdl7BY5HfsGB3v2pWerV5N0e7uRER0ffJkyo6N\nJZ/du8lz61Y60qkTuQDkf+KEqO/dOXPIBaBNamoU4uoq1fmLsrPpwrBh9I+BAV10cqLi3Fyp5x54\n4QJt09enx3/+KfZ7AZ9PV0aPJheA1gESpZfrSpK/v+i9EwgEVJiZKVelzRIWi3ITE4lTVFTtZ4zP\n49GL9evpTN++9HDxYuIUSf99bwh063ZcTE7+5El/sddfv04QO7ay2ifW/uFDcfl5fAN1TrkSHZ2N\nqVNv4fXrz4iOzsHZsyNExQeqQ1FRATY2Bli92hF5eWzo60sXT5ucnA+BgPDo0RSkpRWg8OV1ZEdG\nIv7lS3SZP19in/v3I+Dk9HWKvchCQWoq7sycCdbnz9Bv0QI9VwjLIjxcuBDOly5V2e/Hw4dh3KkT\nWElJaD16dKVi3wIJj9uyhiK+3LjxmyhXSoLP4+HD6dPoNHu26HcqmprQMTdHUqk0RZd583Bl1CiE\n376N+JcvMer8eTTr2xc50dGwHTdOTOH0p6NHMXj3biiqqEgdqfNs1SpElWoLRd6/jxd//42h+/dL\n1VfbzAxLkpKQWKE2L4PJxFhXV2RHRkJJQwM6ZmaI9/LCpzt3oNe8OTr9+qtMTwDl4RYXI/ndO/ju\n3w+rIUNg6uAAIzs7uSu9qmhqQqU09LK6rOC3Bw/iZWmeRZyHBwR8PoZJ+f41BBISxBPDypQEQkLS\nER6eiZ07X2P9+r5wcDCGrq4q4uLEhdoqHteGBmX4raz0MWKEDQQCgpOTtVRGv4ypUztAQ0MZRUXS\n+QU9PeMwdOhFFBXxYGioDg+P6VBSV4fzlStIDwqq9CUODc3Aixex+OefV0hIyIWTU8sqN6C/BSYO\nDjC2s0PTHj1g2bcvcmNjcXPKFCS9eYPsqCiMOn8eefHx4BQVwXrIEFGsvIKiIjrPnSs2VnFurkjj\nxMTBAa3HjBEVB7efNatSOGNhejpcx49Hsp8fLPv2hfOlS1DR0kJOfDyeLF2KiLt3kRIQgIHbt9cq\n2gT4sjFbU4JUdUQ/e4YPJ08i8fVr5MTEwHHlSqjqCIMJBHw+hp86hbSPH5EdE4MkX19hmAQRGtva\ngojgdPgwmIqKlXzPyhrVlwmtSH6FvZL8ROmKegsEAnAKCqCkqormEspSMplMGNrYAADivb1xrn9/\n0U06Izy81sZRSU0NuQkJCL1xA6mBgZj65EmtxpEXKf7+1R43dCZMaIvdu4Uixaqqihg5UljCxMRE\nC3PnuuHNm894/z4FAwc2B4PBwLhxbXH5cjAAQFtbGQMHVp8hLg0NyvADwE8/tcSKFY4IDU2XqZ+G\nhlCPvbyIUnVs3uyNoiLhlyIzswg7dvjg1KlpYDKZ4AwfXql969aG2LPnNRIT85GVVdygjD4gXIWP\nLjW4Zbr7rUaNAoPBgPWwYfDctAlBpXHspl27YrqHB5QkJEoVZWbCZ/du/FAau85gMDDm6lUkv3sH\npqKixIiSJ8uWIb5Urjjy/n283LABg3bsgJ6FBayHDkXs06cwcXCotdEHINJxN5cQxigtzQcMwJt9\n+5AbH48WQ4eKjD4AtBgyREzozKx7d+QnJMB+1iyoGwhrPTBKFwN19T3bTpqEqIcPAQif0dtWI7BX\nRpynJ+I9PPDp7l3kJyXBdsIEqFaT8xD54IHYk1nE3bt1WhXrNG2Kbn/8gYLkZOg1ayb6PUlRR7cq\nOIWFyI2Ph66FRbU3z0/37sG0SxdR8ppFnz74eP686HWLPtUnS5aU8CQWbf9W7Nw5CB06NEFcXC5G\njGiFDh2EqgN6empo29YQw4a1gKmpluh9PXduFPr0sUB6eiHGjm0DKytJBQxlo+G8G6W0adNY7P/6\nQkmJWemYyWSCx2bj9a5d6LNmjdjrDAYDzZrp4dat8ZU0OxoCTEVFqJRGV5Q9gtv89BMcly9HvKcn\nXpTTq0ny9UW8p6dI2bOMyIcP4fbbbyhMS0NBaiqG7tsHFS0tMJlMmHXtWuW5K8odlz/WMTfH0tRU\nhN+9i8fLlqEkNxcOc+ZIrRtPRHizdy8+nDoFALCbMQNdFy2SWYysDKtBgzBg0yYUpKWJ/b6i0Fn/\nTZtg2KoVsiIi5B6b32HKFGgZGeGzry+adu+OZv1r1ngx7dwZz1evRoq/PzQaN67W6APCzWDgi/PX\nQEJsviyYde0Kyz59IODxIODxwFRUxPO//4bPjh1Q0tDAiNOn0UrCgqkqMsLDcW7AABQkJ0PLxATT\n3N1h2Eq8djWfy4Xvvn0IunwZ2qamaDthAtpNnIiOM2dCwOcj1t0dRnZ26CGhaEx5XFw8xBI28z9/\nRk5sLBq3a1cn9c7awmAwMG2ancTX9u0bChUVRbHIQ0VFJn791UFi+1rPQa6j1Y3SfYqvQ2BgKgYO\nPI+MjCJYWurixYvpQNwHuK9ejczQULRydsagHTugpvd9yDNXR0leHnYYGoqtAGe8fo2mEgSzLv30\nEzJCQzHu+nWJ8rySeH/mDO788ovww8RkYsKdO7BxEq9IdLJ7d3x+I3y8VdLQwK8fPsCghXRhsnwu\nF7uMjcFgMLA0JaVWWa//BR4tWQJje3uoaGvXKPDG43Jxf+5cRNy+DVUDAww7eBBWAwfK7SYW7+WF\n0717iwyIoro6VubkQEFCJTRJXJ84ESFXroiO24wbh7FXr1Zqx0pOxp6mTaHXogV+CwqSWGmtKmJj\nc7Bo0SM8eBCJgQObY8+ewVCI9cPVUaPAZ7OhaWKCGd7eYk8w3yPfvVbP16RDByPExCzE58/5sLTU\nEz4KWvaFroUF0gIDYTd9+n/C6AOAqo4Ohh0+jPtz5wJ8ProtXSpxBU9E6LdhAwxbtZIY1lkV9j//\nDG0zM6S+f4+mPXtW0vvnFhWJjD4AcAsL8fn162oNf0l+vmhVW5Caigm3b4t+Fskkf0UyIyIkZrR+\nTQbv2gUGgyGV5r6ikhLaODsj+NIlkEAAJVXVWhl9Pocj0ZgXZWaKWRpeURG4RUVSG/6KAQKSggiK\nijgoTE/H5IcPkRUZCT6bLZPhb9ZMD0OGtIC3dwJ697ZAq1aNcHzaOvDZQrXLguRkvD1wAIN375Z6\nzP8KDTKOvy7k55egoIAjVVtNTRW0atVIzP9nO2ECFsfH19f0vhmdZs1CSycnrMjLw+CdOyUaAQaD\nAWN7eyipqclcm9bqhx/Q888/JRZ5UVJXF8V9A0L530bVjC/g8cRcUzpNm8Lc0RHmjo5iRp9bXCzW\nr6L7Rh4U5+QgJy4O92bPRk5cHIqys+V+Dmkp+5tJ6+bSaNIERvb2aOroKHFvRhpe7dwJPqfy96lZ\n//7QL3UnAUDb8eOhKoPbxHHlSqiUtlfV1YXjqlWV2mxYdBGGtu1gNWgQusyfL3JlyoKNjQFSUpbC\nwUGotVPxabEhPj1GRWVj+PDL6NXrNK5eFW7qEhFcXUOwc+crhIfLp45DQ4HOnv0gik2tTXywi8sL\nAtYRg+FC27Z5ydz/W8PjcKg4J0fu42ZFRdGxzp1pHUBHOnakjE+f5H6Omsj49IkuOjnRyZ49Kfjq\n1SrbJb55Q4fat6cNSkp0ZfRoKkhPr7Lt0xUrxI7v/fYbsVJTRccCgYCCr12r07zLYu5dADo7YACx\n0tLqNN7XQCAQ0Ifz5+ns4MF01MGBvHfskClXgIioKCeH7syeTZs1NOiUoyPFPH9eqU1hZib5HTtG\nHy9fJkGF3AhpYKWlUdzLl1RQ4T1NikmmKT/9S78wm1GfDpvJ/X6AzGNXRZyXF23R1iYXgPa3bEms\nlBSp+nl6ypa7UlsEAgG1aPElbp/JXE9+fkn055+PRb/T0NhMwcFf3jN873H806ffhpISE+PH28LV\nNQTjx0sfBRIRkQUXl5cAGCACVq1yx/jxbb+bEopRT57AdcwYcFgstBw+HOOuX5db5qK+lRVsG56g\nogAAIABJREFURo6EirY2LPr0qdZlwS0pkRjtU1cMW7bEpHv3amxn1rUrTLt2BTs/H3Y//yxRrCs7\nJgaPFy9G1MOHSA8KQr+NG+GzaxeCLl1C+M2bGHn2LBRVVRFx/z4i799Hbnw8Os6aVauNPDU9PZh1\n7w4tExNoNGkitdpjflIS3v37LxhMJrosWCAmp5yXVwIdHfm/x1GPH6PF4MFgMBhoO3YsPDdsQE5M\nDCbduycWwSQNHBYL7Px8cAsLwUpNlViAXd3AQCwfQlY0GzeW+H4aGGqiS859ZAti0STlAhzsptf6\nHBWxcHTE4vh4FKSkQLdZsxo/6wUFHDx/Hot9+3zh7NwaDg7G6NKl/lyNJSU8REV9UR4QCAghIRk4\nf/5LPYjCQi5u3gyrUznGBmX4AeDixY/w9U3CkyfRSEjIw5w5naT6klSsUkMkfIPqAis1FeE3b0JV\nVxe2EybUKYa8Ju7NmgVOqbZKxN27+HjhAux/+aXaPkQEPpcr/BDXUAbPdvx49P7rr2pldAFhEZIf\nKsgQf23sZ8zAj//+K1aEPTs6WpQ/oN+8OZoPHIgEb2+Yl4qWdZozB7mxsdBo0gQtBg+GgM+H99at\nyAwPR6NWraQy+lXd9BzmzoWGoSEKpVT2ZLNYOOXoiLy4OABAiKsr5n74AKXS0ox//vkEx45JHwFT\nE1kREUh49Qov169Hn3Xr0KxfP6jq66Pr4sXQs7QU6vjLWAxep2lTaJuZgQA0atu2UmJffaKipQXD\njp1hamWEjHxA29RUruOr6epKvQjQ1FQWGf+cnGKMH1+5oE9iYh7S0wtha9tYJAdT67mpKaFHj6bw\n8RHmdqirC4+NjTWRmvpFSsPUtG76SA3Oxz9smDVCQjIQFpaJDh2aSL0ysrc3xtChX/zII0e2Qps2\ntZd2LczIwPHOnfFg/nzcnDwZN2Wo4FQbyte2JdRc6zY9JAR7LC2xSUUFxzt3RnZ0NNgSNFbKEBnN\nKrTj8xITcW3MGLzZtQsXhgxBenCw7BchJ5p26wYFJSWYdOoEHpuN3Ph4vN69GxEPHiDvs1BbqVGb\nNliakiLyXWs3bYoZr15h0M6dEAgEYCoowKxbN0xyc4OgnNBadXhu3Cjx9xqlq10NCateSaQFBYmM\nPgBkR0QgOyoKnz/nY/DgCzhx4j06dz6Ojx9TpRqvJvStrZH09i3y4uORERoKXUtLqGpro8u8ebAe\nNgxGHcQryrELCpAcEFDjjcy4Y0fMCwmB9bBhcpmnLIxYuxCjz5zChH111wEqQyAg7N37BjNn3hH5\nzqVBW1sZW7f2h729USVVgPPnA9Gs2T44OBxHjx4npd5frA43t0lYtqw7Zs60w4sX09GihT7OnRsJ\nW9tG0NFRwZw5HTF9uuRw0O8R2rTpJQkEAnJxeUEPH0bQvXvhMvnHOBweubl9okePIonPr5uGyMeL\nF8X0adYBxC4srNOY1fFy82ZaV3qeTZqaYr7q8vC5XAq+do32t2xJ6wBaWzq/fwwNK+nsyErAqVO0\nVUeH3NesqdM48kQgEJD39u3kAtBOY2NKePVK7ufIjIigS8OH0wZFRbo4fDhlRkbW3Kka8j5/po0q\nKqLPzmYNDSrKyiIiopMnA6hVq4O0cuVTeUxdhNfWrRR48SL57N5dbbvc+HjaY2FBLgBt0dKiOE9P\nuc1Bnro9RERFWVn0ctMmuY3311/PxDRvrl4Nlqofh8MjIiIej19J56lx4x1iY/7771u5zVda8L37\n+FevFhZzWLeub636KykpYNgw+YTcaVQocaeqq1vnkoDV0fuvv6BuYADPzZtRkJKCW9OmwfnSJTE9\nFBIIcHn4cFHWZ1lcDpXOty6P45yCAmGyVUoK4kqLl1AdsjLlBYPBQPMBA9By+HDw2Ww0lRA1VFcM\nrK1h0bs34l68QLO+fcXCTPM/f8a9X39FXnw82k6YUCmxTxLapqYYd+MGnq9eDQaTiR+2b4eavjDb\n0t7eCKGh8xAQkCLXa+i5YgUYDEaNSo+vdu5EXmnUGofFwou//8bPpVnXdSXq0SMYdegALSlLXFZH\nhJsbnixdClZKCvISEjBo1y6Rjk8Z+UlJeLhgAVjJyegwfTo6//ZbtWM+eSIeovz0aTTGjas5ek1J\nSahxpKAgdJDcu/cJ79+nok+f76PmhiQanKvnW1JefrlZ//5w/OsvKKmrQ8vUFGNdXWudLSotJqVi\naQIeD9FPniCy1MCXkR0VJTL65VHW1ITjypUoya29eNPTFSvQfMAAKKmpwXrIEABAyLVrtR5Pnmib\nm2PC7dsYc+0aeGx2zR1qQWNbWyxLS0OjNuJ1FG5MnoyoBw+QERICj7//Roirq1TjtfzxR8z98AGz\n372DVTldHXt7YSJap051N47lw1nLbtA13qgr3BikdYNVB5/LxaudO+Gxbh3u//qr1CUuq6Pljz9C\nr3TztcuCBZWMPgC4jhuH8Fu3kOTriwfz5onVSpBE+/bim6G1qZV76NBbDB9+BevWeaBfv7OYNMkW\nCgrC97xTJ2NMndpe5jG/Bf8z/OU4etRPVI2LwWBgwObN+KuwEEs+fxb78tYX/idOiJJzCMC7gwfF\nXlfW0gKjgsJiHxcXNLK1xe2pU7HTyAghEgqppAUHw2f3bkS4uVV6LfPTJ5zu1w/vDh3C2f79kRUV\nheyYGHht3YqHCxbAc8sWZISHy+8ia4GGoSEYDAZUtbWhWKEISE2U3yCujhaDB0NJTQ0tBg8W+31m\nhWuveFwTvvv2ydReFp6Xy3WQlu5LlkCrNBdCSUMD/arY15CGpHfv4LN7NxJ9fNB+8mQk+/sjIywM\nbceOrfWYZZBAIKp9fKxTJ1wYMgQleXlibSr+bWv6W+/bNxQzZ9qjSxdTrF7dC7//Lp1sSHnKxNIA\n4T00K6sY8fGLERAwBz4+M6GlJdvn81vRoFw934r8fDY2bfLE5cvBePo0Br/95oCBA6UvoC0v1PT0\nRHdiBoB8FfFIDC1jY/x46BAeLlwI4vPRf/NmqBkYILk0K5bPZuPBvHloO2aMqE+ynx9O9+olqgz1\nwz//oOfy5aLXox4+hPXQociLjYW1k5PIzcHnclGUkYGS3FxoGRuDBIJ6jWqSN8U5OciOisKTpUvR\nb+NGaJuZVbmxXR3WP/6IwNOnAQiTfawq6BtVReKbN/DZsQPxHh7IiopCv/Xr5VZHNisyEg8XLED0\n06fICg/HkH37pL42vWbNMD80FJnh4dCxsKhVMXJAGDp62clJmIHLYKDfhg2YcOcOcuPjwWOzZb5B\nV4TBZCLU1RWfX78GAEQ/fgyP9esxpFyWrdXAgQi/dQuA8G/TrF+/asfU1FTGiRN1i6aysNCFt/cX\nNdXCQg6aNNGAqWn12kkNje/nm1wFXC6/znVitbVVMHx4SyQl5YPPp3oz+nGenvhw5gxyq8gMdly5\nEua9eoEFdaQb90SY+TgkJ+eDw/mS3t5pzhz8HhmJ1cXF6Ll8eaWsSh6bLfZ+BF+5IlYO8EOpESvO\nzsbDhQvhtWULItzcMOLcOZiV0+5RNzTEVHd3aJua4tOdO4j39JTLe/C1UNHWRoirKxK8vPBs5Uoo\nySidXMZPR49i0K5d6LJwIaa6u1crVleept26QU1fH8W5ubAaNEiuxcMNrK3RbMAAqOvro/nAgTLf\n0FS0tGDauXOtjT4AfDx37ovsAhFinz+HjZMTus6fX6OAnLSwUsT3QQorHI++cAG9166F3cyZmPLk\nCUwc5CtkJok9ewZjwABLKCoyARBu3gzDuHHXv7ta1d+94X/6NBrv3iXV3LAG2Gw+wsLmw8nJuubG\nteDNvn0426cP7vzyC4506ICMsLBKbVR1dPCLpyeGPXmPG4KROHEhAqdPf4CiotC9Q0Rgs1h4tmIF\nGEwminNy0G7SJLHygP02bhTz82oaG4udo2zjTU1fH9bDhqE4Oxt6FhZo1ru3mNxCl3nzYNmnD0py\nc+E2bx6ujByJt4cOfdUPOCs1tdKXvwx+DcVgmAoKaNymDXosX44mHTpAS8Y49jIUlJTQfckSDN23\nD5a9e8vU19zREYvj4mTSl5EW444dsSQ5GY2/Ynx9eTQqvJ+y5glIg93PPwtrogIAk4l2FUKqldTV\n0W/9eow4caLG1b68aNRIAytX9ip1CTMAMHDrVjiSkqoPv25ofLfqnAIBYfv2VzhxIgDKygqYN88B\n8+d3qdcolLpEuRxo2RLZkZGi4x6rVmFgFYlSRITBg89DSUkBmzb1h7290Hh/9vXF9QkTkBcXB6sh\nQ6DbrBmcDh0Cu6AASW/fQrNJk0oaO3wOB7emT0f43bswbNkS465fF60Qox4/RqPWrRH7/LnwSyYB\nNouFo/b2UFRVxW9BQVJdP6ewEErq6hLbCgQCoba9hNd4HA7Sg4OhbmiIovR0hN+9CxDBZvhwGHfq\nBCaTieLsbFweMQIJ3t4wsrPDxLt3odO0aZXzUNbQEP3/P+RHSV4ebkyYgNgXL2Di4ICxrq7QqrDI\nkAdxL18i2d8f5j17Sv20Vd/4+yfDweEYysynkhITGRl/1job+/nzGPTvX/viKrVR52ywhv/Dh1TY\n2VW/imCzeTA23gUNDWUkJCyu99DDsNu30bRHj1o9Ip/o1k1U2g8ABu7ciR5Ll0psy+HwUFTEhY6O\nKjIyCtG48ZeIhts//4zUDx/ASkkBOzcXbceNw7B//61U+Fte5CUmQkldXWQ8pSm3F3TpEvSsrCR+\nUeM8PaGirQ1jO/EEFE5hIc7264fkd+/AUFBA92XL4HfoEECECXfvilZ0DxYuxLsDB0T92o4fjzHl\n5H3/x/9PSCBAWlBQpWQ1eVJ+0bJu3XNs2fIKysoKOHLkR0ydWvN5iQi3b4cjOjobw4a1hL6+Gl6+\njIOLy0usWdMLHTo0ga2t7JFGtTH8DQkiIoqMzKRnz6Koe/cT5OOTQJmZVSdNRUdnUUBAMnl5xVFq\nKouIiDIzC8nJ6SIZG++kiROvU1ERp84JEjwOh7y3b6ejHTvS5eHD6eOlSzKPkfz+Pe0yN6d1AF38\n8cdaFyDPjokhgUBA5wYPpv0tW1K8t3etxpEH7MJCuj9vHp3s0YOerV5NXDabXqxbR/8YGNAuExN6\ne/iwKKlHwOfT67176VjnznSiRw96V+41IiK/Y8fEEuY2a2vTldGjKwm1XZ84Uazd2QEDvvp1/1fg\ncer+3ZAVPpcr90SvlMBA8j95klwnTKAEH596K74e5+lJKR++CElyuXxis7nE5fKk6r9mjbso0UtF\nZQO9fp1AGzZ4EOBCzs5Xic2WbpyKoBYJXA0JIiLKyCgkR8dTBLjQ8uVPZM7AnT79llgm3erV7rV6\nMyuSm5BA6wD6t00b4rLZtRpDIBDU2uCXUZKXR0TCGwmXzaa0YOmyD+uD+/PnixnhVzt3EqewkHaZ\nmNABG5tKX3BOYSFt1tSkfwwM6KKTE+23tqaHixeTgM+XaPjLsiTZBQWiMaLd3WmjsjK5ALSeyayz\n+ub/Z7y2bpW5T3ZMDOUmJNT6nJEPH1Li69cy9Uny86v29cxPn2iPpSWtA+j92bNir3G5PPL3T6Ko\nqCyZ51oGn8cjnz176FiXLnSyZ0+xBY27ezS5u8dINY6FxZ5ytmkdOTtfocOH39Hx4/60atUzmeZU\n/iaBWhj+BrW5+9nXF/r6qrC1bYSVK3vCxsYATOaXJ5i7d2uOoY6NzalwLExqSkurWsdGGooyMjD1\nyRM4zJsHqmFjsSoYDEadw9w+XriA1MBAGNvZQVFZWWbdfHmS+v692HHahw8oSEvDrLdvMf7WLRRX\n0K5npaZizNWr0GveHBH37yM7MhK+e/fi3aFDaDdpEkw6dwYgDM0bunevKGGuvH++ef/+mOPvD6dj\nxzDzzZs6x4wX5+YiPSQE3HKRT/8VkqsoQp7k54crI0fCe+tW3J01S+o6Bm7z5mF/8+bYa24ucw6B\ngM+H59atcJs/H7d//hlv9u+vMVCgIDUV8V5euDd7NuI9PZETGyuxnb61NYw7doTDb7+JRThxuXwM\nHXoJnTodh7X1Aeza5VPt+apKDmQqKKDT7NnIDAtDdmQkOs6YAQDYvfs15sy5j9mz72Hnzlc1Fsgx\nMdGC0EYLr/vOnU9gsdiYOdMeGzb0rbZvee7f/wQbmwMYMeIyIiKypO7XUKGLP/5Ibw8fpigv4Yqg\noEC4svb0jKO1a59Thw6H6fDhd5SbW0ze3vHUosV+0tf/h/7++8uq/uBBXwLWie6qN26EEBGRs/PV\nSjob3xNcNpseL1tGmzU1aUeTJuR/6pTcH5llxf3vv8VW6QGnTknV719bW7F+br//TkTCa0wOCKC8\nxESx9kGXL8t97kRCbfatOjoibfb85OR6Oc/Xhl1QQHEvX9LFH3+kjxcvUkpgYKU2bgsW0AYlJamf\nmJIDAsT+Zi4A5cbHyzQvLpstdAOamkr12eVxOHR3zhxyAejSTz9RSX6+xHZ8Llfktir/dHjjRojY\n0z+T6UIlJdxK/RN8fGh748bkAtBVZ2eJLrCsqCj6dP8+hbi6ij4nfL6AjI13UuPG26Vy94SFpVOH\nDodJQ2MT6ehspTZtDkqcT3VcvvyRGIwv12Rmtuv71+qJdHNDbmwspjx5AgDQ0BCGwXXpYop16zwQ\nGJgGIyMN6Oiowtn5GtLSCgEAGzd6oVcvCwwcaIX587vAxEQL79+nolcvc7RqZYhevU7B2zsB7dsf\nwZUrzrXaQPnWKCorw3HFCgRfuQItIyN0rEGy+WvQz8UFanp6SH3/Hpb9+lUZGVQRm+HDkVGm/slg\noKWTE7IiI3H755+Rl5CA9lOm4IetW5ETH4/Ac+fw7sABZH76hNbOzmhiK12NhpK8vEoa9BEPHqBl\nOaVJ95UrwS7NBs2OiMDr3bsxaMeOGsfOiY3FzUmTkBURAZvhw+F07JjcaifIA2UNDaSHhiLSzQ05\nsbGYLEHmo2mPHui9Zg2S/fykGlNSacSK5RNrgpWUhGnu7uCVlKAgNbXGKCAFJSUYtGyJPuvXg1tY\nWGUFrvJVtMo/HUob7HF3xgwUpacDAMJu3MD706fhMGeOWBt9K6tK+RLJyflwc5sEJpOBlJQCNG1a\nfc2DVq0a4cOHuUhLK4CKigIEAkJeXolY8EZNKCkpiKlufP7MkrpveRqU4W85azGi/EPh4c/C8HIS\n3CoqinBwMMavv3YCkfARLj29UKzv589f4mhHjWqNUaNai47Hjm0DZWVFdOxohMzMonq/jvqiODcX\ncwMDUZiWBnZBgUT9kq8Jg8lE9z/+kLlf/02boNesGTLDw9FiyBA0/+EHHO/SBcnv3gEAXm3bBiM7\nO9iOHw9ldXUUZWSgODtbaqMPAB7r16Pfhg1Q0dREamAgEn184LNzJwpTU2E9bBg0jYwqGS6+BOMm\niXuzZ4tqCH84cwaNO3RA98WLpZ6bPPlw9iw+nj8PLRMTDNyxA5pNmoBbVITMsDBYDR4MFR0d6Jqb\ni/UJDExFhwkTAEDsRlgdJp07o7WzM8Ju3AAAdJw9G3rNZQtBrE1R887z5kFJTa1SmU1pcHJqiUGD\nrPDkSTQYDGDnzkES9fKLc8TdwxVdlFVhZqYDMzNxY89m82rU5G/SpPbfWwcHE6ioKIDNFmos2do2\nwjdUUJcLpKKykRhYS8DfYqUTBQLBl+iQ0v8nTrwuetxp3Hg7JSXlVfl4FBmZSc+fx9C8efdowICz\ndPHiRyoulu0RSxIhrq51HuN/CPnHwEDMjfBy82YiEkb7xHt51Sg3XEZxTg5dnziRNqqo0AEbG4p5\n/px4XC5dGzeOXADy3rFD1DbiwQPaqKoqlHw2MaHsGMmbdJziYsqJ+1J674CNjdhcHy1ZQkREsbWU\nOK5tdE20uzutKzePk717E5fNpuNdu4p+d6RjR2KXRrlER2eTu3sMDRhwlvz8kig3t1im8wkEAkp8\n86bGzdaGBI/Hp8DAVIqLq7qkqefmzaL3a3ujRmJ/a2kos0lRUVl07tyHGlrXHV/fRJo27SbNn3+f\nUlNZtXL1NKTYTwJcRAdt2jRCSMi8KhvzeHxcvBiErKxijB3bpsbHrOzsYvTpcwbBwelwd5+G/v0r\nrz6kuVsDQmGzsFu38GbPHnRfsgRtxowRPQaW5OfLLWX9WxITk43mzfW/2vnu//Yb/I8cAQAoqqlh\nlq8vmrRrJ0qaIxmS52I9PHBv1iyYdO6MMZcvAxAKmjVq0wacggKxcoF5nz8jLy4Ojdu1q+QaIiLk\nxscjwdMTWZGRsJ8xAzrm5vDauhUepZubCsrK+OnUKSgoKcFr82b037QJpl27ypTr4bl5M3qtWiWz\nFpLPrl14umyZ6FhRXR0zvL1xrEJh9dn+/jDp2BFJSfkYPvwyAgJSsWZNL6xf308seKIhQURIePUK\nxdnZaDlsWL0XRY998QL5nz+jqaMj9GV8Mnn5MhZ+fsk4dy4IOTnFmD69A9au7SOSc65vahPH36Bc\nPeUxNq7+cUhRUUGmKjQ6OipwdGyK2bM7oir7sWWLF9avl5z6zSkqgrK6OgDA0MYG7NxcFKWng1tU\nJOb7e7NnDzr/9hs0KnzxCzMywEpOrtcEE3nAZvOQm1sCFxcPLF7cDRYWujAwUJfb+LlxcciJjYWx\nvT1Uy5W/+/Hff2HcsSPyEhPRZvRoUW0BqeWGy6Gmp4d5oaFIL6fW2Hf9ejCZzEqRJDpmZtAxk1xD\nlcFgICsiAg8XLQKHxYKupSU6zpyJ3qtXo1GbNsj69AkthgyBvrU1rjo7I/3jR6R8+ICWTk5SzbMw\nMxNPly9H2I0biHV3R5/162HZq5fU19m0Rw+AyQRKo0ks+/SBRqNGYCgogErllhkKCiKdIFNTbbRv\n3xh9+pijbdtGDcboZ0dF4fqECciOjkarUaMw/PhxXB01ChGlNZrVDA3xR0KCqHRlfVCWIPhs1Sr8\nsHWrVH34fAGOHfPHtWuh0NFRQWZmIXJzS7BkSXeR0c+Ni4OupWV9Tfs/AU2ceJ20tLZQp05H6xR3\nKwkejy/xZyKimJhsGjPmKikpbaARIy5TaGi62OslLBa5r10r9rvXe/dSjLs7vTlwgIiE0QR358yh\nzRoatK95c/p07x4RCR8DIx48oAcLF9L1iRMp9OZN4vNql6jxNeBweLR06WMCXMjCYg/5+ibW3KmU\nmq4r7NYtUQz+7qZNpY4H/xaJRmVw2Ww6068fnR8ypFoXgNuiReSzezf5HT8u0/hRjx/TRlVVuv3L\nL7Wa36f798l1wgR6tGQJFefmElFpJTVdXdqqo0P+J06ItWexhHkk+fl1yyeRJ6d69RJznXlu21Yp\ngujJ8uX1OofUoCA6N2gQbVBSossjR0rt7klIyCFFRRcyMdlJt2+HUlhYOgUHp1EJi0UF6el0buBA\nKkhPJzaLVW9zx38hgetbcejQW1JX30SbNr0U+33Ukyd0qH172qKlRbdnzBAlUFXccyAiSgsOpt1N\nm9L5wYPFxsiOjaUdRka0UUWFUiWE1jU0nj2LphEjLtPIkdKHUWZGRFD4/fvVtjncvr3Yl/npihU1\njpsRHk7B169LPQ95U8JiEae4mPh8PhVmZVFmZiH5+FS+YZUl9cl6k4p5/pwKMzMpRM7XWH5frM5j\n1XMY9N5mzcQ+Fw8WL65k+Mv2UeqT52vX0lYdHZlu3seOvaM//3xMe/b4iKkMFKSn04UhQ4R7Lz16\nVApRlif43sM5awufL8CaNc/x4kUc7O2NsGvXYKiryxZeZ2mpi7S0ZfDwiBP7vdXAgTBo0QIFyclw\nmDtXpIkjyQVBAgHmh4UhIzRUTL9eVVcXrUePhqqeHhRkSOAqKGCDzeZX62qJef4czfv3l3pMabC1\nbYzbtycgI6NQWLi8Gt8zESHg5El8PHcO7Px8ZIaGovuSJWAqVPZvKlRQqax4XJGAkyfhf/SoaNxe\nq1bVu6+3ImWRU0SEZ97pePgwCklJLIwd2wYTJ7YrleeFSIFT1rDOMhdDG2dnqdoHBaVJVTmqOtcY\nl8tHWlohzMxq3oviFBUh8Nw5dJ47V6r51Yb2U6fCc8MGAICiqirspk5FZlgYoh8/BgOAkqYmHFet\nqpdzx8fnwsJC6HJs2qMHHFetQuKrVzX2EwgE2L37NfbuFepvLV7cTawQu0ajRrDs1w9q+vrQNjeH\ndhXuxP9RhxX/tm1eYoka8+dXv/KUBYFAQNHPnlFJXh59flu7Qso87pcIImndPLm5xXT27Hs6dOgt\n5eYWV0o+ywgPp6DLl2mflRUFXb4scySCPOFxOLTHwoI2qaqK3A2SiPXwoC3a2uQC0L+2tlSYmVnt\nuHw+n/a1aEEbVFSqHfdrkZbGInPz3aSgsJ5CQtK+6rmzs4soICCZenY7Sl4eUWJRKumhoWKfsaoQ\nCASUkpJP164F09q1zyk5Ob/axKMINze6MHQo7W7alB7/+SeV1KO7IuT6dfLatk0s2Szs7l061a8f\n7bawoAvDhlF+SorczpedXUTe3vG0cOEDyswsJC5X9qcaHo9Ppqa7yMRkp8T3kZWaKvZ/bUlOlpy4\nVgb+v674P34UTzkPDBQ/zsoqwoMHkTA0VMeQIS1k2igsK/YNAKalkgKyolBulSppJSyJGzdCMX/+\nA/D5BD5fgPnzxcvE6VlZwWvLFuRERyMlIABtx4+v1dzkAZvFwoBt26BlZARWcnKl6JgyLPv0wZLE\nRBSkpUHX0rLG1TE7Px99N2xAakAA8pOSJI5LX7EgvKqqIsaObQ0TE21wudWn58v93EqElSPW4VWi\nKSb124arF36CqdFgZH36hLf//oumpbLFhjY2VY7BYDDw7l0y5sy5h/y8EiTcuoSFf/SAfRXJgNbD\nhuHN3r1gJSWh3cSJ9Zo3IumJJz8+HgkvXoh+vjJyJGaX5k/UlffvUzBp0k2kpRVCW1sFLi59ZR4j\nNbUAT59OFf1cMaZfs0kTsf9ry+LFj3Dhwmi5Rgk1KK2e2vLDD+KJJOUraGVlFcHB4RgfbN2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jR6e+AACQQCyoqKosyIiBrHLhAIyP/MGTrTty8d7tSJHixaVKM5pTb4XC4FXb5MgefPi4TFuWw2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\naNDwefI/kA3oBP9jLnoAAAAASUVORK5CYII=\n", "text": [ - "" + "" ] } ], - "prompt_number": 30 + "prompt_number": 14 }, { "cell_type": "code", @@ -306,7 +306,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 16 + "prompt_number": 15 }, { "cell_type": "code", @@ -334,7 +334,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "6\n" + "0.4\n" ] }, { @@ -356,11 +356,11 @@ "output_type": "stream", "stream": "stdout", "text": [ - "must be blue...\n" + "must be red...\n" ] } ], - "prompt_number": 17 + "prompt_number": 18 }, { "cell_type": "code", From 5c7433f39cfecd3ff06a30a02e9050d9707a76b1 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 03:45:57 +0400 Subject: [PATCH 29/34] C5 --- kolchanova/C5.py | 36 ++++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) create mode 100644 kolchanova/C5.py diff --git a/kolchanova/C5.py b/kolchanova/C5.py new file mode 100644 index 0000000..a6b3bee --- /dev/null +++ b/kolchanova/C5.py @@ -0,0 +1,36 @@ +#!/usr/bin/python + +def piece_sizes(cuts): + sorted_cuts = sorted(cuts) + return [ + sorted_cuts[i] - sorted_cuts[i-1] + for i in range(1, len(sorted_cuts)) + ] + +with open("maxpiece.in") as infile: + n, m, k = [int(x) for x in infile.readline().split()] + xcuts = [0, n] + ycuts = [0, m] + for line in infile: + t, v = [int(x) for x in line.split()] + if t == 0: + xcuts.append(v) + else: + ycuts.append(v) + +xcuts.sort() +xsizes = [] +for i, _ in enumerate(xcuts): + if i > 0: + xsizes.append(xcuts[i] - xcuts[i-1]) + +ycuts.sort() +ysizes = [] +for i, _ in enumerate(ycuts): + if i > 0: + ysizes.append(ycuts[i] - ycuts[i-1]) + +biggest_square = min(max(xsizes), max(ysizes)) + +with open("maxpiece.out", "w") as outfile: + outfile.write(str(biggest_square)) \ No newline at end of file From b3a5f2d390ac5af56a821e620b55012e44042a21 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 03:51:08 +0400 Subject: [PATCH 30/34] C7 --- kolchanova/C7.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) create mode 100644 kolchanova/C7.py diff --git a/kolchanova/C7.py b/kolchanova/C7.py new file mode 100644 index 0000000..0defcb1 --- /dev/null +++ b/kolchanova/C7.py @@ -0,0 +1,16 @@ +#!/usr/bin/python +from __future__ import division + +with open("airplane.in") as infile: + M, N, alpha = [int(x) for x in infile.readline().split()] + passenger_mass = sum(int(x) for x in infile.readline().split()) + +mass_on_empty = M + passenger_mass + +if alpha == 1000: + result = "Impossible" +else: + result = mass_on_empty * alpha / (1000 - alpha) + +with open("airplane.out", "w") as outfile: + outfile.write(str(result)) \ No newline at end of file From f57494a9a4234907f328820383ec2fc74a954675 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 11:56:09 +0400 Subject: [PATCH 31/34] C6 --- kolchanova/C6.py | 47 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 kolchanova/C6.py diff --git a/kolchanova/C6.py b/kolchanova/C6.py new file mode 100644 index 0000000..7ee2944 --- /dev/null +++ b/kolchanova/C6.py @@ -0,0 +1,47 @@ + +#!/usr/bin/env python + +infile = open("olympic.in", "r") + +_ = (infile.readline().strip()) +participants = {} +record = [0, 0, 0] +win_country = "" +top_three =[] + +def fill_dict(infile, participants): + for winners in infile: + first, second, third = winners.strip().split() + + for participant, index in zip((first, second, third), (0, 1, 2)): + + if participant not in participants: + + participants[participant] = [0, 0, 0] + + participants[participant][index] += 1 + ##print participants + + top_three = sorted(list(participants.keys())) + + return top_three + +def find_winner (top_three, win_country, record): + + for score in top_three: + + if participants[score] > record: + + record = participants[score] + + win_country = score + + return win_country + + +top_three = fill_dict (infile, participants) +win_country = find_winner(top_three, win_country,record) + +outfile = open("olympic.out", "w") +outfile.write(win_country + "\n") +outfile.close() \ No newline at end of file From 2f931ec47368763631df6758dd3f8565d8be8957 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 12:46:01 +0400 Subject: [PATCH 32/34] debug --- kolchanova/C5.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/kolchanova/C5.py b/kolchanova/C5.py index a6b3bee..f4bc217 100644 --- a/kolchanova/C5.py +++ b/kolchanova/C5.py @@ -1,12 +1,5 @@ #!/usr/bin/python -def piece_sizes(cuts): - sorted_cuts = sorted(cuts) - return [ - sorted_cuts[i] - sorted_cuts[i-1] - for i in range(1, len(sorted_cuts)) - ] - with open("maxpiece.in") as infile: n, m, k = [int(x) for x in infile.readline().split()] xcuts = [0, n] From 6e77e9188917d72448a7b3cff3c8e3fc3d257a0d Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 14:04:35 +0400 Subject: [PATCH 33/34] C6.py --- kolchanova/C6.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/kolchanova/C6.py b/kolchanova/C6.py index 7ee2944..50d036b 100644 --- a/kolchanova/C6.py +++ b/kolchanova/C6.py @@ -1,5 +1,5 @@ -#!/usr/bin/env python +#!/usr/bin/python infile = open("olympic.in", "r") From b2cbcbb3c3aba261e3249dd084aa612c8e812a06 Mon Sep 17 00:00:00 2001 From: Julia Repina Date: Fri, 6 Jun 2014 22:44:10 +0400 Subject: [PATCH 34/34] minor additional changes, sorry --- kolchanova/Classifiers.ipynb | 110 +++++++++++++++++++++++++---------- 1 file changed, 80 insertions(+), 30 deletions(-) diff --git a/kolchanova/Classifiers.ipynb b/kolchanova/Classifiers.ipynb index 967e739..e4d855c 100644 --- a/kolchanova/Classifiers.ipynb +++ b/kolchanova/Classifiers.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:7b98e473ce6920a4b016ea725cc63d09dfd4c92f0403c9e6abd0d55dd6fd5f19" + "signature": "sha256:46d94e6567358407841491b8c7099f3035fa724076809ddb6bec796b36a00164" }, "nbformat": 3, "nbformat_minor": 0, @@ -23,7 +23,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 1 }, { "cell_type": "code", @@ -35,7 +35,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 2 }, { "cell_type": "code", @@ -52,11 +52,11 @@ "output_type": "display_data", "png": 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NbFZUSFNTuTJ3LtcXLeLQZ5/x4vDhbGX8/GKYM+cS3313gdmzL3LkiDt16mzA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UPFzBfhLi5ytZMVHS36uyQnh27NmEFHu3Qht9WrKb6SKhW3tJTuLVxIjgBdcnCg0vx8yo6J+erC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\nRRRRRBFFFFFEEUUUUcSnyf8AVDmXEKhQFKEAAAAASUVORK5CYII=\n", "text": [ - "" + "" ] } ], - "prompt_number": 9 + "prompt_number": 8 }, { "cell_type": "code", @@ -167,7 +167,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 10 + "prompt_number": 9 }, { "cell_type": "code", @@ -197,7 +197,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "3\n" + "5\n" ] }, { @@ -212,7 +212,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "4\n" + "7\n" ] }, { @@ -223,7 +223,7 @@ ] } ], - "prompt_number": 11 + "prompt_number": 10 }, { "cell_type": "code", @@ -234,7 +234,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 12 + "prompt_number": 11 }, { "cell_type": "code", @@ -253,12 +253,12 @@ "output_type": "stream", "stream": "stdout", "text": [ - "('train set score:', 0.9916666666666667)\n", - "('test set score:', 0.85750000000000004)\n" + "('train set score:', 0.97833333333333339)\n", + "('test set score:', 0.87)\n" ] } ], - "prompt_number": 13 + "prompt_number": 12 }, { "cell_type": "code", @@ -285,13 +285,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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Qp6Rwec4cri1cyIFPP+X5wYOZyvj5xTB79kW+++48s2Zd4PBhD2rVWoeFxe9M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jR6e+AACQQCyoqKosyIiBrHLhAIyP/MGTrTty8d7tSJHixaVKM5pTb4XC4FXb5MgefPi4TFuWw2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qKpfnzMF90SIOfPIJzw4ezFLG3z+W2bMv8u2355k16wKHD3tSu/Z6LC1/Y9Kk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"text": [ - "" + "" ] } ], - "prompt_number": 14 + "prompt_number": 13 }, { "cell_type": "code", @@ -306,7 +306,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 15 + "prompt_number": 14 }, { "cell_type": "code", @@ -334,7 +334,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "0.4\n" + "6\n" ] }, { @@ -349,24 +349,24 @@ "output_type": "stream", "stream": "stdout", "text": [ - "0.5\n" + "5\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ - "must be red...\n" + "must be blue...\n" ] } ], - "prompt_number": 18 + "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ - "print 'Which model is more accurate?'\n", + "print 'Which model is more accurate according to scores?'\n", "if rforest.score(Xtestset, Ytestset) >= knearest.score(Xtestset, Ytestset):\n", " print 'Random forest is better'\n", "else:\n", @@ -379,12 +379,62 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Which model is more accurate?\n", + "Which model is more accurate according to scores?\n", "I would prefer KNN\n" ] } ], - "prompt_number": 19 + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy\n", + "wrong_rforest = []\n", + "for X, Y in zip(Xtestset.tolist(), Ytestset.tolist()):\n", + " if rforest.predict(X) != Y:\n", + " wrong_rforest.append(X)\n", + "wrong_rforest = numpy.array(wrong_rforest)\n", + "print (\"Random Forest, number of inaccurately classified dots:\")\n", + "print (len(wrong_rforest))\n", + "\n", + "wrong_knn = []\n", + "for X, Y in zip (Xtestset.tolist(), Ytestset.tolist()):\n", + " if knearest.predict(X) != Y:\n", + " wrong_knn.append(X)\n", + "wrong_knn = numpy.array(wrong_knn)\n", + "print (\"KNN, number of inaccurately classified dots:\")\n", + "print (len(wrong_knn))\n", + "\n", + "if len(wrong_knn) > len(wrong_rforest):\n", + " print(\"RF seems to be better in this case\")\n", + "else:\n", + " print ('KNN classifies more accurately')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Random Forest, number of inaccurately classified dots:\n", + "52\n", + "KNN, number of inaccurately classified dots:" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n", + "48\n", + "KNN classifies more accurately\n" + ] + } + ], + "prompt_number": 33 }, { "cell_type": "code",