diff --git a/experiments/.gitignore b/experiments/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..880c60a3594e7af73fbfe489587c75bbb93cf8cf
--- /dev/null
+++ b/experiments/.gitignore
@@ -0,0 +1,4 @@
+*.npz
+*.csv
+
+xp_old*
\ No newline at end of file
diff --git a/experiments/SIAM/fonts/cmunrm.ttf b/experiments/SIAM/fonts/cmunrm.ttf
new file mode 100644
index 0000000000000000000000000000000000000000..5e182b38c0b84d0b4d1869efca3265c31f95c94a
Binary files /dev/null and b/experiments/SIAM/fonts/cmunrm.ttf differ
diff --git a/experiments/SIAM/fonts/cmuntt.ttf b/experiments/SIAM/fonts/cmuntt.ttf
new file mode 100644
index 0000000000000000000000000000000000000000..d975a18fdfdf42ae57aa04ace652b39d599492ba
Binary files /dev/null and b/experiments/SIAM/fonts/cmuntt.ttf differ
diff --git a/experiments/SIAM/fonts/ectt1000.ttf b/experiments/SIAM/fonts/ectt1000.ttf
new file mode 100644
index 0000000000000000000000000000000000000000..f1a8efda01e384fda6ba0929dc8301b556a65e24
Binary files /dev/null and b/experiments/SIAM/fonts/ectt1000.ttf differ
diff --git a/experiments/SIAM/increasingball.py b/experiments/SIAM/increasingball.py
new file mode 100644
index 0000000000000000000000000000000000000000..fdbc7d02ed552daf38b4a5cc1ab10844f2947b31
--- /dev/null
+++ b/experiments/SIAM/increasingball.py
@@ -0,0 +1,37 @@
+import time
+
+import numpy as np
+
+from src.utils import get_lambda_max
+
+
+def test_increasing_ball(list_tests, vec_offsets, slopepb, vecx):
+
+ nb_test = len(list_tests)
+ mat_out = np.zeros((nb_test, vec_offsets.size))
+
+ vecu, Atu, gap = slopepb.make_screening_quanties(
+ vecx
+ )
+
+ list_time = [0 for i in range(nb_test)]
+
+ # Boucle
+ for i_offset, offset in enumerate(vec_offsets):
+ for i_test, test in enumerate(list_tests):
+ # Test
+ t_start = time.time()
+ out = test.apply_test(
+ np.abs(Atu),
+ gap,
+ slopepb.lbd,
+ slopepb.vec_gammas,
+ offset_radius=offset
+ )
+ list_time[i_test] += time.time() - t_start
+
+ # save
+ mat_out[i_test, i_offset] = np.sum(out)
+
+ # out
+ return mat_out, list_time
\ No newline at end of file
diff --git a/experiments/SIAM/setup.py b/experiments/SIAM/setup.py
new file mode 100755
index 0000000000000000000000000000000000000000..f853db30f9b0f5e7deb3d839e9d375a71d5fa7d2
--- /dev/null
+++ b/experiments/SIAM/setup.py
@@ -0,0 +1,31 @@
+# -*- coding: utf-8 -*-
+import json
+
+import numpy as np
+
+
+class Setup(object):
+ """docstring for Setup"""
+ def __init__(self, setup_id):
+ super(Setup, self).__init__()
+ self.setup_id = setup_id
+
+ with open('../setups.json') as json_file:
+ data = json.load(json_file)[f"setup{setup_id}"]
+
+ #
+ self.m = data["m"]
+ self.n = data["n"]
+
+ self.list_dic = data["dictionaries"]
+
+ self.normalize = data["normalize"]
+
+ self.n_rep = data["n_rep"]
+
+ self.list_sequence = data["sequences"]
+ self.list_ratio_lbd = data["list_ratio_lbd"]
+
+ self.nb_dic = len( self.list_dic )
+ self.nb_sequence = len( self.list_sequence )
+ self.nb_ratio_lbd = len( self.list_ratio_lbd )
\ No newline at end of file
diff --git a/experiments/SIAM/setups.json b/experiments/SIAM/setups.json
new file mode 100755
index 0000000000000000000000000000000000000000..6d86f2fae26bcea84b38d6a0a83b82f7b6866025
--- /dev/null
+++ b/experiments/SIAM/setups.json
@@ -0,0 +1,57 @@
+{
+ "setup1a": {
+ "remark": "OSCAR 1, 2, 3",
+
+ "m": 10,
+ "n": 30,
+
+ "dictionaries": [
+ "gaussian 0.",
+ "uniform",
+ "toeplitz"
+ ],
+ "normalize": true,
+
+ "n_rep": 50,
+
+ "sequences": [
+ ["oscar-lim", 1, 0.9],
+ ["oscar-lim", 1.0, 0.1],
+ ["oscar-lim", 1, 1e-3]
+ ],
+
+ "list_ratio_lbd": [
+ 0.3,
+ 0.5,
+ 0.8
+ ]
+ },
+
+ "setup1b": {
+ "remark": "EXP 1, 2, 3",
+
+ "m": 100,
+ "n": 300,
+
+ "dictionaries": [
+ "gaussian 0.",
+ "uniform",
+ "toeplitz"
+ ],
+ "normalize": true,
+
+ "n_rep": 50,
+
+ "sequences": [
+ ["exp-lim", 0.99999, 0.9],
+ ["exp-lim", 0.99999, 0.5],
+ ["exp-lim", 0.99999, 1e-2]
+ ],
+
+ "list_ratio_lbd": [
+ 0.3,
+ 0.5,
+ 0.8
+ ]
+ }
+}
\ No newline at end of file
diff --git a/experiments/SIAM/slopepb.py b/experiments/SIAM/slopepb.py
new file mode 100644
index 0000000000000000000000000000000000000000..f43760f9812824773a0dfbfea16f3514a003a2e0
--- /dev/null
+++ b/experiments/SIAM/slopepb.py
@@ -0,0 +1,75 @@
+import numpy as np
+
+from src.solver.slope import primal_func, dual_func
+from src.utils import get_lambda_max
+
+
+class SlopePb(object):
+ """docstring for SlopePb"""
+ def __init__(self, matA, vecy, vec_gammas, ratio_lbd, lbdmax=None):
+ super(SlopePb, self).__init__()
+ self.matA = matA
+ self.vecy = vecy
+ self.vec_gammas = vec_gammas
+ self.ratio_lbd = ratio_lbd
+
+ if lbdmax is None:
+ self.lbdmax = get_lambda_max(vecy, matA, vec_gammas)
+ else:
+ self.lbdmax = lbdmax
+
+ self.lbd = ratio_lbd * self.lbdmax
+
+
+ def make_dual_scaling(self, vecr):
+
+ beta_dual = np.sort(np.abs(self.matA.T @ vecr))[::-1]
+ beta_dual = np.cumsum(beta_dual) / \
+ np.cumsum(self.lbd * self.vec_gammas)
+
+ return vecr / np.max(beta_dual)
+
+
+ def make_screening_quanties(self, vecx):
+ """
+ """
+
+ # residual error
+ vecu = self.vecy - self.matA @ vecx
+
+ # dual scaling
+ vecu = self.make_dual_scaling(vecu)
+
+ pval = primal_func(self.vecy, self.matA @ vecx, vecx,
+ self.lbd, self.vec_gammas
+ )
+ dval = dual_func(self.vecy,
+ np.linalg.norm(self.vecy, 2)**2, vecu
+ )
+
+ gap = np.abs(pval - dval)
+
+ Atu = self.matA.T @ vecu
+
+ return vecu, Atu, gap
+
+
+ def eval_gap(self, vecx, vecu=None):
+ """
+ """
+
+ if vecu is None:
+ # residual error
+ vecu = self.vecy - self.matA @ vecx
+
+ # dual scaling
+ vecu = self.make_dual_scaling(vecu)
+
+ pval = primal_func(self.vecy, self.matA @ vecx, vecx,
+ self.lbd, self.vec_gammas
+ )
+ dval = dual_func(self.vecy,
+ np.linalg.norm(self.vecy, 2)**2, vecu
+ )
+
+ return np.abs(pval - dval)
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/make_fig_paper.sh b/experiments/SIAM/xp_0_balls/make_fig_paper.sh
new file mode 100755
index 0000000000000000000000000000000000000000..36f8245cdc32c7ea2a508833bdd323d55c3d35a7
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/make_fig_paper.sh
@@ -0,0 +1 @@
+python viz_final.py --noshow --save
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/poc.py b/experiments/SIAM/xp_0_balls/poc.py
new file mode 100644
index 0000000000000000000000000000000000000000..ec464e1f27dc3b8b59e4ca3e1d5aead11a7754ba
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/poc.py
@@ -0,0 +1,140 @@
+# -*- coding: utf-8 -*-
+import argparse
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+# Algorithm import
+from src import __version__
+from src.dictionaries import generate_dic
+from src.utils import get_lambda_max, gamma_sequence_generator
+
+# Screening
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+from src.screening.gap_rqtest import GAP_RQtest
+from src.screening.kappa_test import Kappa_test
+
+# XP import
+from xps.SIAM.slopepb import SlopePb
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default="1a")
+args=parser.parse_args()
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+solutions_filename = f"results/xp_setup{args.id}.npz"
+
+try:
+ # Try to load existing results
+ load_results = np.load(solutions_filename, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_pvopt = load_results["mat_pvopt"]
+ mat_dvopt = load_results["mat_dvopt"]
+
+except FileNotFoundError:
+ print("No result found")
+ sys.exit(1)
+
+
+# -------------------------
+# Screening Xp
+# -------------------------
+
+# percentage of detected zero
+n_rep = 5
+mat_nb_zero_detected = np.full(
+ (3, xpparams.nb_point, setup.nb_sequence, n_rep),
+ np.nan,
+ dtype=int
+)
+poc_filename = f"results/poc{args.id}_screening.npz"
+
+i_xp = 0
+
+i_dic = 2
+i_ratio = 1
+ratio = .5
+i_seq = 1
+seq = "OSCAR-1"
+
+# seq_r = 1+np.arange(setup.n, dtype=int)
+seq_r = 1 + np.arange(setup.n, dtype=int) // 5
+
+#1 + (1 + np.arange(setup.n, dtype=int)) // 2
+
+# for rep in range(setup.n_rep):
+for rep in range(n_rep):
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+ # ---- 3. XP ----
+ i_xp += 1
+ print(f"xp {i_xp}")
+
+ slopePb = SlopePb(matA, vecy, vec_gammas, ratio, lbdmax=lbd_max)
+ vecx_hat = mat_pvopt[i_dic, i_seq, i_ratio, rep, :]
+ vecu_hat = mat_dvopt[i_dic, i_seq, i_ratio, rep, :]
+ gap = slopePb.eval_gap(vecx_hat, vecu_hat)
+ Atu = matA.T @ vecu_hat
+
+ # ---- 3b. Build thin safe ball ----
+ rgap = np.sqrt(2 * gap)
+
+ # ---- 3c. Testing sphere ----
+ list_tests = [
+ GapSphereSingleTest(),
+ Kappa_test(vec_gammas, np.arange(setup.n, dtype=np.double)),
+ GAP_RQtest(vec_gammas, seq_r),
+ # GAP_Ptest(vec_gammas),
+ ]
+
+
+ for i_offset, offset in enumerate(xpparams.vec_offsets):
+ for i_test, test in enumerate(list_tests):
+ out = test.apply_test(np.abs(Atu), gap, ratio * lbd_max, vec_gammas, offset_radius=offset)
+ mat_nb_zero_detected[i_test, i_offset, i_seq, rep] = np.sum(out)
+
+f, ax = plt.subplots(1, 1)
+for i_test in range(3):
+ ax.plot(np.mean(mat_nb_zero_detected[i_test, :, i_seq, :n_rep], axis=1))
+
+plt.show()
+
+ # # Save
+ # np.savez(
+ # poc_filename,
+ # mat_nb_zero_detected=mat_nb_zero_detected,
+ # list_test = [test.get_name() for test in list_tests],
+ # version = __version__,
+ # allow_pickle=True
+ # )
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/poc_debug.py b/experiments/SIAM/xp_0_balls/poc_debug.py
new file mode 100644
index 0000000000000000000000000000000000000000..d5c4da9416ba6b42c3097d83179c6d72fd0fd651
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/poc_debug.py
@@ -0,0 +1,132 @@
+# -*- coding: utf-8 -*-
+import argparse
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+# Algorithm import
+from src import __version__
+from src.dictionaries import generate_dic
+from src.utils import get_lambda_max, gamma_sequence_generator
+
+# Screening
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+from src.screening.gap_rqtest import GAP_RQtest
+from src.screening.kappa_test import Kappa_test
+
+# XP import
+from xps.SIAM.slopepb import SlopePb
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default="1a")
+args=parser.parse_args()
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+solutions_filename = f"results/xp_setup{args.id}.npz"
+
+try:
+ # Try to load existing results
+ load_results = np.load(solutions_filename, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_pvopt = load_results["mat_pvopt"]
+ mat_dvopt = load_results["mat_dvopt"]
+
+except FileNotFoundError:
+ print("No result found")
+ sys.exit(1)
+
+
+# -------------------------
+# Screening Xp
+# -------------------------
+
+# percentage of detected zero
+mat_nb_zero_detected = np.full(
+ (4, xpparams.nb_point, setup.nb_sequence, setup.n_rep),
+ np.nan,
+ dtype=int
+)
+poc_filename = f"results/poc{args.id}_screening.npz"
+
+i_xp = 0
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+
+i_dic = 2
+i_ratio = 1
+ratio = .5
+rep = 0
+
+f, ax = plt.subplots(1, 3)
+for i_seq, seq in enumerate(setup.list_sequence):
+ # for rep in range(setup.n_rep):
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+ # ---- 3. XP ----
+ i_xp += 1
+ print(f"xp {i_xp} / {nb_xp}")
+
+ slopePb = SlopePb(matA, vecy, vec_gammas, ratio, lbdmax=lbd_max)
+ vecx_hat = mat_pvopt[i_dic, i_seq, i_ratio, rep, :]
+ vecu_hat = mat_dvopt[i_dic, i_seq, i_ratio, rep, :]
+ gap = slopePb.eval_gap(vecx_hat, vecu_hat)
+ Atu = matA.T @ vecu_hat
+
+ # ---- 3b. Build thin safe ball ----
+ rgap = np.sqrt(2 * gap)
+
+ # ---- 3c. Testing sphere ----
+ list_tests = [
+ # --- Lasso like test --
+ GapSphereSingleTest(),
+ GAP_RQtest(vec_gammas, 1+np.arange(setup.n, dtype=int)),
+ # # --- ideal like test ---
+ Kappa_test(vec_gammas, np.arange(setup.n, dtype=np.double)),
+ GAP_RQtest(vec_gammas, np.ones(setup.n, dtype=int)),
+ # --- doing all tets ---
+ # GAP_Ptest(vec_gammas),
+ ]
+
+ for i_offset, offset in enumerate(xpparams.vec_offsets):
+ for i_test, test in enumerate(list_tests):
+ out = test.apply_test(np.abs(Atu), gap, ratio * lbd_max, vec_gammas, offset_radius=offset)
+ mat_nb_zero_detected[i_test, i_offset, i_seq, rep] = np.sum(out)
+
+
+ ax[i_seq].plot(mat_nb_zero_detected[0, :, i_seq, rep], linewidth=4)
+ ax[i_seq].plot(mat_nb_zero_detected[1, :, i_seq, rep])
+
+ ax[i_seq].plot(mat_nb_zero_detected[2, :, i_seq, rep], linewidth=4)
+ ax[i_seq].plot(mat_nb_zero_detected[3, :, i_seq, rep])
+
+plt.show()
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/process_data.py b/experiments/SIAM/xp_0_balls/process_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..d8a4f63bcd5db7e8f43f704e9275d0e1713c2dd9
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/process_data.py
@@ -0,0 +1,56 @@
+# -*- coding: utf-8 -*-
+import numpy as np
+
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+
+
+def process(setup, log=True):
+
+ # ---- load ----
+ solutions_filename = f"results/xp_setup{setup.setup_id}.npz"
+ solutions = np.load(solutions_filename, allow_pickle=True)
+
+ screenings_filename = f"results/xp_setup{setup.setup_id}_screening.npz"
+ screenings = np.load(screenings_filename, allow_pickle=True)
+
+ # mat_results_gap[1, i_dic, i_seq, rep, i_ratio]
+ mat_pvopt = solutions["mat_pvopt"]
+
+ mat_nb_zero_detected = screenings['mat_nb_zero_detected']
+ nb_test = mat_nb_zero_detected.shape[0]
+ list_tests = screenings["list_test"]
+
+ # ---- log ----
+ if log:
+ print("Experiment info")
+ # print(f"- run with version {solutions["version"]}")
+ print(f"- setup{setup.setup_id}")
+ print("")
+
+ # ---- processing ----
+ mat_pc_detected =np.zeros(
+ (nb_test, xpparams.nb_point, setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep)
+ )
+
+ for i_dic in range(setup.nb_dic):
+ for i_seq in range(setup.nb_sequence):
+ for i_ratio in range(setup.nb_ratio_lbd):
+ for rep in range(setup.n_rep):
+
+ nb_0 = np.sum(mat_pvopt[i_dic, i_seq, i_ratio, rep, :] == 0)
+ if nb_0 > 0:
+ mat_detected = mat_nb_zero_detected[:, :, i_dic, i_seq, i_ratio, rep]
+ mat_pc_detected[:, :, i_dic, i_seq, i_ratio, rep] = mat_detected / float(nb_0)
+
+
+ # ---- return ----
+ return {
+ "mat_pc_detected": np.mean(mat_pc_detected, axis=5),
+ "list_tests": list_tests,
+ }
+
+ # {
+ # "results_mat_nb": results_mat_nb,
+ # "results_mat_nbz": results_mat_nbz,
+ # }
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/viz.py b/experiments/SIAM/xp_0_balls/viz.py
new file mode 100755
index 0000000000000000000000000000000000000000..05d0832c2788d55cacc8d8e96a33f730a1b16502
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/viz.py
@@ -0,0 +1,96 @@
+# -*- coding: utf-8 -*-
+from decimal import Decimal
+import argparse
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+# Slope import
+from src.utils import gamma_sequence_generator
+
+# XP import
+from xps.SIAM.slopepb import SlopePb
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+from xps.SIAM.xp_1_balls.process_data import process
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--noshow', help='do not display figures', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+parser.add_argument('--id', help='setup id', type=str, default=1)
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Results
+# -------------------------
+
+setup = Setup(args.id)
+dic_process = process(setup)
+
+mat_pc_detected = dic_process["mat_pc_detected"]
+list_tests = dic_process["list_tests"]
+list_legends = ["$r_q=1 \\forall q$", "Testing all $q$", "$r_q=q \\forall q$"]
+
+# -------------------------
+# Plot Results
+# -------------------------
+
+for i_dic in range(setup.nb_dic):
+
+ if not np.any(mat_pc_detected[:, :, i_dic, :, :] > 0):
+ continue
+
+ f, ax = plt.subplots(setup.nb_sequence, setup.nb_ratio_lbd+1)
+ f.suptitle(f"{setup.list_dic[i_dic]}")
+
+ for i_seq, str_seq in enumerate(setup.list_sequence):
+
+ for i_lbd in range(len(setup.list_ratio_lbd)):
+
+ if i_seq ==0:
+ ax[i_seq, i_lbd].set_title(f"$\\lambda={setup.list_ratio_lbd[i_lbd]}$")
+
+ for i_test in [0, 2, 1]:
+ ax[i_seq, i_lbd].plot(
+ xpparams.vec_offsets,
+ 100 * mat_pc_detected[i_test, :, i_dic, i_seq, i_lbd],
+ # '-',
+ # color="blue",
+ label= list_legends[i_test],
+ # ,
+ # linestyle=style
+ )
+
+ # if j == 0:
+ # ax[j, i_seq].set_title(f"{setup.list_sequence[i_seq]} -- lbd={setup.list_ratio_lbd[j]}")
+ # else:
+ # ax[j, i_seq].set_title(f"lbd={setup.list_ratio_lbd[j]}")
+
+ if i_lbd == 0 and i_seq == 0:
+ ax[i_seq, i_lbd].legend()
+
+ ax[i_seq, i_lbd].set_xscale('log')
+
+ # if i_seq >= 2:
+ # ax[i_seq, i_lbd].set_xlim([0, .5])
+ # if i_seq >= 3:
+ # ax[i_seq, i_lbd].set_xlim([0, .05])
+
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:],
+ log=True
+ )
+
+ ax[i_seq, len(setup.list_ratio_lbd)].plot(vec_gammas)
+
+ if args.save:
+ filename = f"figs/setup{args.id}_{setup.list_dic[i_dic]}.pdf"
+ plt.savefig(filename, bbox_inches='tight')
+
+if not args.noshow:
+ plt.show()
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/viz_final.py b/experiments/SIAM/xp_0_balls/viz_final.py
new file mode 100644
index 0000000000000000000000000000000000000000..49b42e0af0329ff1d2cd601d40ff6456763b8911
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/viz_final.py
@@ -0,0 +1,148 @@
+# -*- coding: utf-8 -*-
+from decimal import Decimal
+import json, argparse
+from prettytable import PrettyTable
+
+import numpy as np
+
+# XP import
+from xps.SIAM.slopepb import SlopePb
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+from xps.SIAM.xp_1_balls.process_data import process
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--noshow', help='do not display figures', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+# parser.add_argument('--id', help='setup id', type=str, default=1)
+args=parser.parse_args()
+
+import matplotlib
+if args.noshow:
+ matplotlib.use('PS')
+else:
+ matplotlib.use("TkAgg")
+
+import matplotlib.pyplot as plt
+from matplotlib.legend_handler import HandlerBase
+import matplotlib.font_manager as font_manager
+
+# -------------------------
+# Font stuff
+# -------------------------
+
+fs = 20
+
+font_math = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_text = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_ttt = font_manager.FontProperties(
+ # fname='../fonts/ectt1000.ttf',
+ fname='../fonts/computer-modern/cmuntt.ttf',
+ weight='bold',
+ style='normal',
+ size=fs
+)
+
+
+# -------------------------
+# Load Results
+# -------------------------
+
+# OSCAR
+setup_oscar = Setup("1a")
+dic_process_oscar = process(setup_oscar)
+
+mat_pc_detected_oscar = dic_process_oscar["mat_pc_detected"]
+list_tests_oscar = dic_process_oscar["list_tests"]
+
+# EXP
+setup_exp = Setup("1b")
+dic_process_exp = process(setup_exp)
+
+mat_pc_detected_exp = dic_process_exp["mat_pc_detected"]
+list_tests_exp = dic_process_exp["list_tests"]
+
+
+# -------------------------
+# Plot Results
+# -------------------------
+
+i_dic = 2
+i_lbd = 1
+
+fs=22
+fs_ylabels = 20
+list_colors = ["tab:blue", "tab:orange", "tab:green"]
+list_legends = ["$r_q=q\\;\\forall q$", "best performance", "$r_q=1\\;\\forall q$"]
+# "best $r_q \\;\\forall q$ "
+
+print("printing xp_0_ball parameters with")
+print(" - OSCAR sequence")
+print(f"- {setup_oscar.list_dic[i_dic]} dictionary")
+print(f"- lbd / lbd_max = {setup_oscar.list_ratio_lbd[i_lbd]}")
+
+for i_seq in range(2):
+
+ f, ax = plt.subplots(1, 1, figsize=(.7*16, .6*9), sharex=True, sharey=True)
+
+ # ax.set_title(f"OSCAR-{i_seq+1}", fontsize=fs+2)
+ ax.set_xlabel(
+ r"$R$",
+ fontsize=fs+2,
+ fontproperties=font_math,
+ )
+ ax.set_ylabel(
+ "% of zero entries detected",
+ fontsize=fs+2,
+ fontproperties=font_text
+ )
+
+ for tick in ax.xaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(20)
+
+ for tick in ax.yaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(20)
+
+ for i_test in [2, 0, 1]:
+ ax.plot(
+ xpparams.vec_offsets,
+ 100 * mat_pc_detected_exp[i_test, :, i_dic, i_seq, i_lbd],
+ label = list_legends[i_test],
+ linewidth=4.,
+ alpha=.9,
+ color=list_colors[i_test]
+ )
+
+ if i_seq == 0:
+ ax.legend(
+ fontsize=fs-2,
+ prop=font_math
+ )
+
+ ax.set_xscale("log")
+ ax.set_xlim([1e-6, 1e0])
+ ax.set_ylim([-2, 102])
+
+ if args.save:
+ filename = f"figs/xp_illustration_screening{i_seq}.eps"
+ plt.savefig(filename, bbox_inches='tight')
+
+if not args.noshow:
+ plt.show()
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/xp_a_accuracy_sol.py b/experiments/SIAM/xp_0_balls/xp_a_accuracy_sol.py
new file mode 100755
index 0000000000000000000000000000000000000000..ddb328dc42d27bf9847aaacf702ab9985e61bd4e
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/xp_a_accuracy_sol.py
@@ -0,0 +1,152 @@
+# -*- coding: utf-8 -*-
+import time, argparse, sys
+
+import numpy as np
+
+# Algorithm import
+from src import __version__
+from src.parameters import SlopeParameters, EnumLipchitzOptions
+from src.slope import primal_func, dual_func, slope_gp
+
+# Generative models
+from src.utils import get_lambda_max, gamma_sequence_generator
+from src.dictionaries import generate_dic
+
+# Screening
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+
+# XP import
+from xps.SIAM.slopepb import SlopePb
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--erase', help='erase existing results', action="store_true")
+parser.add_argument('--id', help='setup id', type=str)
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+out_file_name = f"results/xp_setup{args.id}.npz"
+
+mat_seed = np.random.randint(
+ 0, 2**32-1,
+ size=(setup.nb_dic, setup.nb_sequence, setup.n_rep),
+)
+
+mat_pvopt = np.zeros(
+ (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep, setup.n)
+)
+
+mat_dvopt = np.zeros(
+ (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep, setup.m)
+)
+
+
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ # Try to load existing results
+ load_results = np.load(out_file_name, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_pvopt = load_results["mat_pvopt"]
+ mat_dvopt = load_results["mat_dvopt"]
+
+except FileNotFoundError:
+ pass
+
+
+# -------------------------
+# Xp
+# -------------------------
+
+# For each trial
+# 1. Compute high accuracy solution
+# 2. Create ideal safe ball
+# 3. increase radius
+
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+i_xp = 0
+for i_dic in range(setup.nb_dic):
+ for i_seq, seq in enumerate(setup.list_sequence):
+ for rep in range(setup.n_rep):
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ lip = np.linalg.norm(matA, ord=2)**2
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy, 2)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+
+ # ---- 3. XP ----
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+ i_xp += 1
+
+ slopePb = SlopePb(matA, vecy, vec_gammas, ratio, lbdmax=lbd_max)
+ vecx_hat = mat_pvopt[i_dic, i_seq, i_ratio, rep, :]
+ vecu_hat = mat_dvopt[i_dic, i_seq, i_ratio, rep, :]
+
+ gap = slopePb.eval_gap(vecx_hat, vecu_hat)
+ print(f"xp {i_xp} / {nb_xp} --- (gap={gap})")
+
+ if (gap > xpparams.stopping_gap):
+ gap_old = gap
+
+ # ---- 3a. Find solution ----
+ params = SlopeParameters()
+ params.vecx_init = np.copy(vecx_hat)
+ params.lipchitz_constant = lip
+ params.lipchitz_update = EnumLipchitzOptions.EXACT
+ params.max_it = 1e7
+ params.gap_stopping = xpparams.stopping_gap
+ params.time_stopping = np.inf
+ params.screening1 = GapSphereSingleTest()
+ params.screening2 = GAP_Ptest(vec_gammas)
+ params.screening_it_div = 2.
+ params.accelerated = False
+ params.verbose = False
+
+ out_slope = slope_gp(vecy, matA, ratio * lbd_max, vec_gammas, params)
+
+ gap = slopePb.eval_gap(out_slope["sol"], out_slope["dualsol"])
+
+ if gap <= gap_old:
+ mat_pvopt[i_dic, i_seq, i_ratio, rep, :] = out_slope["sol"]
+ mat_dvopt[i_dic, i_seq, i_ratio, rep, :] = out_slope["dualsol"]
+
+ # Save
+ np.savez(out_file_name,
+ mat_seed=mat_seed,
+ mat_pvopt=mat_pvopt,
+ mat_dvopt=mat_dvopt,
+ version = __version__,
+ allow_pickle=True
+ )
+
+ # if i_xp ==3:
+ # exit()
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/xp_b_screening.py b/experiments/SIAM/xp_0_balls/xp_b_screening.py
new file mode 100644
index 0000000000000000000000000000000000000000..d100e8bf8777cdc90d3aa9e226a7f42c0d8f6ed1
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/xp_b_screening.py
@@ -0,0 +1,122 @@
+# -*- coding: utf-8 -*-
+import argparse
+
+import numpy as np
+
+# Algorithm import
+from src import __version__
+from src.dictionaries import generate_dic
+from src.utils import get_lambda_max, gamma_sequence_generator
+
+# Screening
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+from src.screening.kappa_test import Kappa_test
+
+# XP import
+from xps.SIAM.slopepb import SlopePb
+from xps.SIAM.setup import Setup
+from xps.SIAM.xp_1_balls import xpparams
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default=1)
+args=parser.parse_args()
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+solutions_filename = f"results/xp_setup{args.id}.npz"
+
+try:
+ # Try to load existing results
+ load_results = np.load(solutions_filename, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_pvopt = load_results["mat_pvopt"]
+ mat_dvopt = load_results["mat_dvopt"]
+
+except FileNotFoundError:
+ print("No result found")
+ sys.exit(1)
+
+
+# -------------------------
+# Screening Xp
+# -------------------------
+
+# percentage of detected zero
+mat_nb_zero_detected = np.full(
+ (3, xpparams.nb_point, setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep),
+ np.nan,
+ dtype=int
+)
+screening_filename = f"results/xp_setup{args.id}_screening.npz"
+
+i_xp = 0
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+for i_dic in range(setup.nb_dic):
+ for i_seq, seq in enumerate(setup.list_sequence):
+ for rep in range(setup.n_rep):
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+ # ---- 3. XP ----
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+ i_xp += 1
+ print(f"xp {i_xp} / {nb_xp}")
+
+ slopePb = SlopePb(matA, vecy, vec_gammas, ratio, lbdmax=lbd_max)
+ vecx_hat = mat_pvopt[i_dic, i_seq, i_ratio, rep, :]
+ vecu_hat = mat_dvopt[i_dic, i_seq, i_ratio, rep, :]
+ gap = slopePb.eval_gap(vecx_hat, vecu_hat)
+ Atu = matA.T @ vecu_hat
+
+ # ---- 3b. Build thin safe ball ----
+ rgap = np.sqrt(2 * gap)
+
+ # ---- 3c. Testing sphere ----
+ list_tests = [
+ GapSphereSingleTest(),
+ GAP_Ptest(vec_gammas),
+ Kappa_test(vec_gammas, np.arange(setup.n, dtype=np.double)),
+ ]
+
+
+ for i_offset, offset in enumerate(xpparams.vec_offsets):
+ for i_test, test in enumerate(list_tests):
+ out = test.apply_test(np.abs(Atu), gap, ratio * lbd_max, vec_gammas, offset_radius=offset)
+ mat_nb_zero_detected[i_test, i_offset, i_dic, i_seq, i_ratio, rep] = np.sum(out)
+
+
+ # Save
+ np.savez(
+ screening_filename,
+ mat_nb_zero_detected=mat_nb_zero_detected,
+ list_test = [test.get_name() for test in list_tests],
+ version = __version__,
+ allow_pickle=True
+ )
\ No newline at end of file
diff --git a/experiments/SIAM/xp_0_balls/xp_verif_screening.py b/experiments/SIAM/xp_0_balls/xp_verif_screening.py
new file mode 100644
index 0000000000000000000000000000000000000000..0428919b8ecb42ea7b2a1037f4264d340543fac8
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/xp_verif_screening.py
@@ -0,0 +1,195 @@
+# -*- coding: utf-8 -*-
+import time, argparse, sys
+from datetime import datetime
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+from src import __version__
+from src.parameters import SlopeParameters, EnumLipchitzOptions
+from src.slope import primal_func, dual_func, slope_gp
+from src.screening import SafeGapSphere, SafeGapSphereSingleTest, GeneralizedGapSphere, GeneralizedGapSphereV2, GeneralizedGapSphereV3
+from src.utils import get_lambda_max, gamma_sequence_generator, compute_coherence, compute_coherence_function
+from src.dictionaries import generate_dic
+
+from setup import Setup
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--erase', help='save figure', action="store_true")
+parser.add_argument('--continue', help='save figure', action="store_true", dest="cont")
+parser.add_argument('--id', help='setup id', type=str,
+ default=1)
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+out_file_name = f"results/xp_setup{args.id}.npz"
+
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ # Try to load existing results
+ load_results = np.load(out_file_name, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_sol = load_results["mat_sol"]
+
+ date_start_xp = load_results['date_start_xp']
+
+except FileNotFoundError:
+
+ pass
+
+# -------------------------
+# Xp
+# -------------------------
+
+# For each trial
+# 1. Compute high accuracy solution
+# 2. Create ideal safe ball
+# 3. increse radius
+
+ # When does the xp have started?
+print("#"*50)
+if type(date_start_xp) == np.ndarray:
+ print("#\tdate and time =", date_start_xp)
+else:
+ dt_string = date_start_xp.strftime("%d/%m/%Y %H:%M:%S")
+ print("#\tdate and time =", dt_string)
+print(f"#\tXp setup{args.id}")
+print("#"*50)
+print("")
+
+def compute_quantities(vecy, matA, vecx, lbd, vec_gammas):
+ """
+ """
+
+ # residual error
+ vecu = vecy - matA @ vecx
+
+ # dual scaling
+ beta_dual = np.sort(np.abs(matA.T @ vecu))[::-1]
+ beta_dual = np.cumsum(beta_dual) / np.cumsum(lbd * vec_gammas)
+ vecu /= np.max(beta_dual)
+
+ pval = primal_func(vecy, matA @ vecx, vecx, lbd, vec_gammas)
+ dval = dual_func(vecy, np.linalg.norm(vecy, 2)**2, vecu)
+
+ gap = np.abs(pval - dval)
+
+ return vecu, gap
+
+
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+i_xp = 0
+for i_dic in range(setup.nb_dic):
+ for i_seq, seq in enumerate(setup.list_sequence):
+ for rep in range(setup.n_rep):
+ # if not np.any(np.isnan(mat_nb[1, :, i_dic, i_seq, :, rep])):
+ # continue
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ # Abs is to protect from complex numbers
+ max_eig = np.linalg.norm(matA, ord=2)**2
+
+ coherence = compute_coherence(matA)
+ coherence_function = compute_coherence_function(matA)
+
+ vecy = np.random.randn(setup.m)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas =gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq],
+ setup.m / (10 * setup.n)
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+
+ # ---- 3. XP ----
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+ i_xp += 1
+ print(f"xp {i_xp} / {nb_xp}")
+
+
+ vecu, gap = compute_quantities(
+ vecy, matA, mat_sol[i_dic, i_seq, i_ratio, rep, :], ratio * lbd_max, vec_gammas
+ )
+
+ # if (gap_old <= setup.stopping_gap) and not np.any(np.isnan(mat_nb[:, :, i_dic, i_seq, i_ratio, rep])):
+ # continue
+ # else:
+ if (gap > setup.stopping_gap):
+ gap_old = gap
+
+ # ---- 3a. Find solution ----
+ params = SlopeParameters()
+ params.vecx_init = mat_sol[i_dic, i_seq, i_ratio, rep, :]
+ params.lipchitz_constant = max_eig
+ params.lipchitz_update = EnumLipchitzOptions.GERSHGORIN
+ params.max_it = 1e10
+ params.gap_stopping = setup.stopping_gap
+ params.time_stopping = np.inf
+ params.screening1 = SafeGapSphereSingleTest()
+ params.screening2 = SafeGapSphere(np.cumsum(vec_gammas), coherence_function)
+ params.screening_it_div = 1.
+ params.accelerated = True
+ params.verbose = False
+
+ out_slope = slope_gp(vecy, matA, ratio * lbd_max, vec_gammas, params)
+
+ vecu, gap = compute_quantities(
+ vecy, matA, out_slope["sol"], ratio * lbd_max, vec_gammas
+ )
+
+ if gap <= gap_old:
+ mat_sol[i_dic, i_seq, i_ratio, rep, :] = out_slope["sol"]
+
+
+ # ---- 3c. Testing sphere ----
+ test1 = GeneralizedGapSphere(np.cumsum(vec_gammas))
+ test2 = GeneralizedGapSphereV2(np.cumsum(vec_gammas))
+ test3 = GeneralizedGapSphereV3(np.cumsum(vec_gammas))
+ # test2 = GeneralizedCoherenceGapSphere(np.cumsum(vec_gammas), coherence_function)
+
+ Atu = matA.T @ vecu
+ rgap = np.sqrt(2 * gap)
+
+ # 4. Computing duality when taking into account the output of screening rules
+ print(f" old gap {gap}")
+ delta = [0, 0, 0]
+ sumzero = [0, 0, 0]
+ for i_test, test in enumerate([test1, test2, test3]):
+ t_1 = time.time()
+ out = test.apply_test(Atu, gap, ratio * lbd_max, vec_gammas, 0.)
+ delta[i_test] = time.time() - t_1
+
+ sumzero[i_test] = np.sum(out)
+
+ _, new_gap = compute_quantities(
+ vecy, matA[:, np.invert(out)],
+ mat_sol[i_dic, i_seq, i_ratio, rep, np.invert(out)],
+ ratio * lbd_max, vec_gammas[:(setup.n - np.sum(out))]
+ )
+
+ print(f" new gap {i_test} {new_gap}")
+ print(f" delta time {delta[0] / delta[1]}")
+ print(f" delta time {delta[0] / delta[2]}")
+ print(f" nb zero {sumzero[0]} - {sumzero[1]} - {sumzero[2]}")
diff --git a/experiments/SIAM/xp_0_balls/xp_viz_gen_sreening.py b/experiments/SIAM/xp_0_balls/xp_viz_gen_sreening.py
new file mode 100644
index 0000000000000000000000000000000000000000..3e976ef53a58e773821ed98cf46bddc0c511669a
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/xp_viz_gen_sreening.py
@@ -0,0 +1,183 @@
+# -*- coding: utf-8 -*-
+import time, argparse, sys
+from datetime import datetime
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+from src import __version__
+from src.screening import AbstractGapScreening
+from src.slope import primal_func, dual_func
+from src.utils import get_lambda_max, gamma_sequence_generator, compute_coherence, compute_coherence_function
+from src.dictionaries import generate_dic
+
+from setup import Setup
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--noshow', help='save figure', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+parser.add_argument('--id', help='setup id', type=str,
+ default=1)
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+out_file_name = f"results/xp_setup{args.id}.npz"
+
+try:
+ load_results = np.load(out_file_name, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_sol = load_results["mat_sol"]
+
+
+except FileNotFoundError:
+ print("No experiment results found")
+ exit()
+
+
+# -------------------------
+# Screening class
+# -------------------------
+
+class DebugTest_p(AbstractGapScreening):
+ """ Generalized test
+ """
+ def __init__(self, vec_cumsum_gammas):
+ super(AbstractGapScreening, self).__init__()
+
+ # Adding zero at the beginning
+ self.vec_cumsum_gammas = np.zeros(vec_cumsum_gammas.size+1)
+ self.vec_cumsum_gammas[1:] = vec_cumsum_gammas
+
+
+ def apply_test(self, Atc, gap, lbd, vec_gammas, offset_radius=0, index=None) -> np.ndarray:
+ n = Atc.size
+
+ radius = np.sqrt(2 * gap) + offset_radius
+
+ # 1. Sort in descenting order
+ if index is None:
+ index = np.argsort(np.abs(Atc))[::-1]
+
+ for l in range(n):
+ # setdiff1d with "assume_unique" option keeps the ordering
+ cumsum_Atc = np.zeros(n)
+ cumsum_Atc[1:] = np.cumsum(np.abs(Atc[np.setdiff1d(index, [l], assume_unique=True)]))
+
+ # row: q
+ # column: p
+ map_accept = np.zeros((n, n))
+ for q in range(1, n+1):
+ range_p = np.arange(q)
+ vec_bounds_p = np.abs(Atc[l]) \
+ + (cumsum_Atc[q-1] - cumsum_Atc[q - 1 - range_p]) \
+ + (1. + range_p) * radius \
+ + lbd * self.vec_cumsum_gammas[:q][::-1]
+
+ # screening test
+ map_accept[q-1, :q] += (vec_bounds_p < lbd * self.vec_cumsum_gammas[q])
+
+ return map_accept / float(setup.n)
+
+
+# -------------------------
+# Hepers
+# -------------------------
+
+def compute_quantities(vecy, matA, vecx, lbd, vec_gammas):
+ """
+ """
+
+ # residual error
+ vecu = vecy - matA @ vecx
+
+ # dual scaling
+ beta_dual = np.sort(np.abs(matA.T @ vecu))[::-1]
+ beta_dual = np.cumsum(beta_dual) / np.cumsum(lbd * vec_gammas)
+ vecu /= np.max(beta_dual)
+
+ pval = primal_func(vecy, matA @ vecx, vecx, lbd, vec_gammas)
+ dval = dual_func(vecy, np.linalg.norm(vecy, 2)**2, vecu)
+
+ gap = np.abs(pval - dval)
+
+ return vecu, gap
+
+
+# -------------------------
+# Xps
+# -------------------------
+
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+i_xp = 0
+for i_dic in range(setup.nb_dic):
+ for i_seq, seq in enumerate(setup.list_sequence):
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+
+ f, ax = plt.subplots(1, 1)
+ mat_results = np.zeros((setup.n, setup.n))
+
+ for rep in range(setup.n_rep):
+ i_xp += 1
+ print(f"xp {i_xp} / {nb_xp}")
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq],
+ setup.m / (10 * setup.n)
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+
+ # ---- 3. XP ----
+
+ vecu, gap = compute_quantities(
+ vecy, matA, mat_sol[i_dic, i_seq, i_ratio, rep, :], ratio * lbd_max, vec_gammas
+ )
+
+ # ---- 3c. Testing sphere ----
+ test = DebugTest_p(np.cumsum(vec_gammas))
+
+ Atu = matA.T @ vecu
+ rgap = np.sqrt(2 * gap)
+
+ # 4. Computing duality when taking into account the output of screening rules
+ mat_results += test.apply_test(Atu, gap, ratio * lbd_max, vec_gammas, 0.) / setup.n_rep
+
+ # [i_ratio, i_seq]
+ heatmap = ax.pcolor(mat_results, cmap='viridis')
+ # ax.imshow(mat_results, cmap='viridis')
+ plt.colorbar(heatmap)
+ ax.set_title(f"{setup.list_dic[i_dic]} -- {setup.list_sequence[i_seq]} -- lbd/lbd_max={ratio}")
+
+ if not args.noshow:
+ plt.draw()
+ plt.pause(0.001)
+
+ if args.save:
+ filename = f"figs/viztestp/setup{args.id}_{setup.list_dic[i_dic]}_seq{i_seq}_lbd{i_ratio}.pdf"
+ plt.savefig(filename, bbox_inches='tight')
+
+if not args.noshow:
+ plt.show()
diff --git a/experiments/SIAM/xp_0_balls/xpparams.py b/experiments/SIAM/xp_0_balls/xpparams.py
new file mode 100644
index 0000000000000000000000000000000000000000..0402fc413f9ee508fbb570ae8845fe0448cfdd9f
--- /dev/null
+++ b/experiments/SIAM/xp_0_balls/xpparams.py
@@ -0,0 +1,10 @@
+import numpy as np
+
+# Algorithmic parameters
+stopping_gap = 1e-14
+
+# -- Screening parameter --
+# vec_offsets = np.linspace(0, setup.max_offset, setup.nb_point)
+nb_point = 2000
+max_offset = 2
+vec_offsets = max_offset * np.logspace(-7., .0, num=nb_point)
\ No newline at end of file
diff --git a/experiments/SIAM/xp_1_balls/figs/xp0_gaussian 0..eps b/experiments/SIAM/xp_1_balls/figs/xp0_gaussian 0..eps
new file mode 100644
index 0000000000000000000000000000000000000000..f6dc3de1fcf9dc961a2982e9970265f1abef7242
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/figs/xp0_gaussian 0..eps
@@ -0,0 +1,11905 @@
+%!PS-Adobe-3.0 EPSF-3.0
+%%Title: xp0_gaussian 0..eps
+%%Creator: Matplotlib v3.4.3, https://matplotlib.org/
+%%CreationDate: Mon Sep 6 16:59:19 2021
+%%Orientation: portrait
+%%BoundingBox: -337 165 950 627
+%%HiResBoundingBox: -337.720313 165.787500 949.720313 626.212500
+%%EndComments
+%%BeginProlog
+/mpldict 14 dict def
+mpldict begin
+/_d { bind def } bind def
+/m { moveto } _d
+/l { lineto } _d
+/r { rlineto } _d
+/c { curveto } _d
+/cl { closepath } _d
+/ce { closepath eofill } _d
+/box {
+ m
+ 1 index 0 r
+ 0 exch r
+ neg 0 r
+ cl
+ } _d
+/clipbox {
+ box
+ clip
+ newpath
+ } _d
+/sc { setcachedevice } _d
+%!PS-Adobe-3.0 Resource-Font
+%%Creator: Converted from TrueType to Type 3 by Matplotlib.
+10 dict begin
+/FontName /CMUSerif-Roman def
+/PaintType 0 def
+/FontMatrix [0.00048828125 0 0 0.00048828125 0 0] def
+/FontBBox [-2324 -723 2982 1915] def
+/FontType 3 def
+/Encoding [/space /percent /hyphen /zero /one /two /three /four /six /eight /c /d /e /f /i /n /o /r /s /t /z] def
+/CharStrings 22 dict dup begin
+/.notdef 0 def
+/space{681 0 0 0 0 0 sc
+ce} _d
+/percent{1705 0 115 -115 1589 1536 sc
+115 1124 m
+115 1241 145 1339 205 1418 c
+265 1497 335 1536 416 1536 c
+465 1536 514 1514 563 1470 c
+674 1365 801 1312 946 1313 c
+1110 1313 1240 1378 1335 1507 c
+1352 1526 1366 1536 1378 1536 c
+1389 1536 1398 1532 1406 1523 c
+1415 1515 1419 1506 1419 1495 c
+1419 1487 1414 1475 1403 1458 c
+367 -84 l
+352 -105 338 -115 326 -115 c
+315 -115 306 -111 297 -102 c
+289 -94 285 -85 285 -74 c
+285 -65 291 -51 303 -33 c
+1223 1337 l
+1221 1339 l
+1150 1291 1059 1267 948 1268 c
+843 1268 740 1297 639 1354 c
+668 1283 682 1206 682 1122 c
+682 1007 656 910 605 830 c
+554 751 491 711 416 711 c
+335 711 265 750 205 827 c
+145 905 115 1004 115 1124 c
+
+256 1291 m
+247 1243 242 1187 242 1122 c
+242 1058 247 1002 256 954 c
+265 907 277 871 290 846 c
+304 821 320 802 339 787 c
+358 773 373 764 384 761 c
+395 758 407 756 418 756 c
+474 756 523 791 566 860 c
+609 930 631 1018 631 1124 c
+631 1228 609 1315 566 1385 c
+523 1456 474 1491 418 1491 c
+406 1491 394 1489 382 1486 c
+371 1483 356 1474 338 1459 c
+320 1445 304 1426 290 1401 c
+277 1376 265 1340 256 1291 c
+
+1022 299 m
+1022 416 1052 514 1112 593 c
+1172 672 1242 711 1323 711 c
+1397 711 1460 671 1511 591 c
+1563 511 1589 413 1589 297 c
+1589 182 1563 85 1512 5 c
+1461 -75 1398 -115 1323 -115 c
+1242 -115 1172 -76 1112 2 c
+1052 80 1022 179 1022 299 c
+
+1163 466 m
+1154 417 1149 361 1149 297 c
+1149 233 1154 177 1163 129 c
+1173 81 1185 45 1198 20 c
+1212 -4 1228 -23 1246 -37 c
+1265 -52 1280 -61 1291 -64 c
+1303 -68 1314 -70 1325 -70 c
+1381 -70 1430 -35 1473 34 c
+1516 104 1538 192 1538 299 c
+1538 403 1516 490 1473 560 c
+1430 631 1381 666 1325 666 c
+1313 666 1301 664 1289 660 c
+1278 657 1263 648 1245 633 c
+1228 619 1212 600 1198 575 c
+1185 551 1173 515 1163 466 c
+
+ce} _d
+/hyphen{681 0 20 381 565 502 sc
+20 381 m
+20 502 l
+565 502 l
+565 381 l
+20 381 l
+
+ce} _d
+/zero{1024 0 80 -45 942 1364 sc
+80 655 m
+80 856 105 1011 156 1120 c
+227 1283 345 1364 512 1364 c
+547 1364 583 1359 620 1349 c
+657 1340 699 1317 746 1280 c
+793 1243 831 1195 860 1135 c
+915 1019 942 859 942 655 c
+942 456 917 302 866 193 c
+792 34 673 -45 510 -45 c
+449 -45 387 -29 324 2 c
+262 33 211 87 172 162 c
+111 275 80 439 80 655 c
+
+250 680 m
+250 474 257 330 272 248 c
+289 159 320 96 365 57 c
+411 19 459 0 510 0 c
+565 0 615 20 660 61 c
+706 102 736 167 750 256 c
+765 343 773 485 772 680 c
+772 870 765 1003 752 1079 c
+734 1168 701 1230 653 1265 c
+606 1301 558 1319 510 1319 c
+492 1319 473 1316 454 1311 c
+435 1306 412 1295 385 1280 c
+358 1265 333 1238 312 1200 c
+291 1162 276 1114 266 1057 c
+255 983 250 857 250 680 c
+
+ce} _d
+/one{1024 0 182 0 858 1364 sc
+182 1169 m
+182 1233 l
+346 1233 470 1277 555 1364 c
+578 1364 592 1361 596 1356 c
+600 1351 602 1336 602 1311 c
+602 162 l
+602 121 612 95 632 82 c
+652 69 706 63 793 63 c
+858 63 l
+858 0 l
+810 4 699 6 526 6 c
+353 6 242 4 195 0 c
+195 63 l
+260 63 l
+346 63 399 69 420 81 c
+441 94 451 121 451 162 c
+451 1223 l
+380 1187 290 1169 182 1169 c
+
+ce} _d
+/two{1024 0 102 0 920 1364 sc
+102 0 m
+102 25 103 41 105 48 c
+108 55 114 65 125 76 c
+518 514 l
+661 675 733 826 733 967 c
+733 1058 709 1137 661 1202 c
+614 1267 546 1300 459 1300 c
+399 1300 344 1282 293 1245 c
+242 1208 205 1157 182 1092 c
+186 1093 195 1094 209 1094 c
+243 1094 269 1083 288 1062 c
+307 1041 317 1016 317 987 c
+317 950 305 923 281 905 c
+258 888 234 879 211 879 c
+202 879 191 880 178 882 c
+166 884 150 894 131 913 c
+112 932 102 959 102 993 c
+102 1088 138 1174 210 1250 c
+283 1326 374 1364 485 1364 c
+610 1364 714 1327 796 1252 c
+879 1178 920 1083 920 967 c
+920 926 914 887 901 850 c
+889 813 875 781 858 752 c
+842 723 812 686 768 640 c
+724 594 684 555 649 522 c
+614 489 556 438 477 369 c
+260 158 l
+629 158 l
+749 158 814 163 823 174 c
+836 193 851 254 868 356 c
+920 356 l
+862 0 l
+102 0 l
+
+ce} _d
+/three{1024 0 86 -45 936 1364 sc
+86 276 m
+86 317 98 347 121 366 c
+144 385 171 395 201 395 c
+232 395 259 385 281 364 c
+304 344 315 316 315 281 c
+315 243 302 213 275 192 c
+249 171 217 163 180 168 c
+213 113 259 74 319 49 c
+380 24 438 12 494 12 c
+553 12 606 37 653 88 c
+701 139 725 226 725 350 c
+725 455 704 538 663 599 c
+622 660 562 690 481 690 c
+391 690 l
+370 690 357 691 351 693 c
+345 695 342 702 342 713 c
+342 726 352 734 373 737 c
+394 737 420 739 453 743 c
+532 746 593 781 635 850 c
+673 914 692 992 692 1083 c
+692 1166 672 1225 632 1260 c
+593 1295 547 1313 496 1313 c
+448 1313 398 1303 345 1283 c
+292 1263 252 1231 223 1186 c
+308 1186 350 1152 350 1083 c
+350 1053 340 1028 321 1008 c
+302 989 277 979 246 979 c
+216 979 191 988 171 1007 c
+151 1026 141 1052 141 1085 c
+141 1163 176 1229 245 1283 c
+315 1337 401 1364 504 1364 c
+605 1364 693 1337 768 1284 c
+843 1231 881 1163 881 1081 c
+881 1000 854 927 801 861 c
+748 795 679 748 594 721 c
+698 700 781 655 843 584 c
+905 514 936 436 936 350 c
+936 243 894 151 810 72 c
+726 -6 623 -45 500 -45 c
+387 -45 289 -14 208 47 c
+127 108 86 185 86 276 c
+
+ce} _d
+/four{1024 0 57 0 965 1387 sc
+57 338 m
+57 401 l
+686 1362 l
+697 1379 710 1387 727 1386 c
+742 1386 752 1383 755 1377 c
+758 1371 760 1356 760 1333 c
+760 401 l
+965 401 l
+965 338 l
+760 338 l
+760 160 l
+760 121 768 95 784 82 c
+801 69 844 63 915 63 c
+958 63 l
+958 0 l
+902 4 809 6 680 6 c
+551 6 459 4 403 0 c
+403 63 l
+446 63 l
+517 63 560 69 577 81 c
+594 94 602 120 602 160 c
+602 338 l
+57 338 l
+
+115 401 m
+614 401 l
+614 1165 l
+115 401 l
+
+ce} _d
+/six{1024 0 86 -45 936 1364 sc
+86 647 m
+86 862 141 1035 250 1166 c
+359 1298 484 1364 625 1364 c
+707 1364 771 1343 816 1301 c
+862 1260 885 1207 885 1143 c
+885 1108 875 1082 854 1067 c
+833 1052 812 1044 791 1044 c
+766 1044 744 1052 725 1069 c
+706 1086 696 1109 696 1139 c
+696 1200 734 1231 809 1231 c
+774 1286 714 1313 629 1313 c
+603 1313 577 1309 550 1301 c
+523 1294 493 1277 458 1252 c
+423 1227 393 1194 366 1154 c
+339 1114 317 1056 298 981 c
+279 906 270 819 270 721 c
+270 672 l
+326 807 411 875 526 874 c
+641 874 738 830 817 743 c
+896 656 936 547 936 418 c
+936 285 895 175 812 87 c
+729 -1 630 -45 514 -45 c
+462 -45 412 -34 365 -12 c
+318 9 273 45 229 94 c
+186 143 151 215 125 310 c
+99 405 86 517 86 647 c
+
+274 463 m
+274 329 286 230 311 166 c
+315 155 321 143 330 128 c
+339 113 352 96 367 77 c
+383 58 404 43 430 30 c
+456 18 484 12 514 12 c
+605 12 673 56 717 145 c
+740 194 752 286 752 420 c
+752 557 740 650 715 700 c
+673 785 609 827 524 827 c
+467 827 418 807 378 768 c
+339 729 311 683 296 630 c
+281 577 274 522 274 463 c
+
+ce} _d
+/eight{1024 0 86 -45 936 1364 sc
+86 309 m
+86 462 184 587 381 686 c
+296 743 246 780 231 797 c
+171 864 141 939 141 1022 c
+141 1117 177 1198 249 1264 c
+322 1331 409 1364 512 1364 c
+610 1364 696 1336 770 1279 c
+844 1222 881 1149 881 1059 c
+881 932 798 826 633 741 c
+742 673 810 625 836 596 c
+903 522 936 438 936 344 c
+936 235 894 142 810 67 c
+726 -8 626 -45 510 -45 c
+397 -45 298 -12 213 54 c
+128 120 86 205 86 309 c
+
+188 309 m
+188 224 220 154 283 97 c
+347 40 423 12 512 12 c
+598 12 673 37 737 86 c
+802 135 834 197 834 270 c
+834 299 829 325 819 350 c
+810 375 795 397 776 416 c
+757 436 742 450 730 459 c
+719 468 702 481 680 496 c
+428 655 l
+268 566 188 451 188 309 c
+
+231 1102 m
+231 1037 265 981 334 936 c
+588 772 l
+723 851 791 947 791 1059 c
+791 1132 763 1192 708 1240 c
+653 1289 587 1313 510 1313 c
+435 1313 369 1293 314 1253 c
+259 1214 231 1163 231 1102 c
+
+ce} _d
+/c{909 0 70 -23 850 918 sc
+200 112 m
+113 203 70 313 70 442 c
+70 572 113 684 198 777 c
+283 871 389 918 514 918 c
+597 918 670 898 733 858 c
+796 819 827 765 827 698 c
+827 668 818 644 800 627 c
+783 610 760 602 733 602 c
+704 602 681 611 664 628 c
+647 646 639 669 639 696 c
+639 708 641 720 645 732 c
+649 744 658 756 673 769 c
+688 782 709 789 735 791 c
+686 841 615 866 520 866 c
+519 866 517 866 516 866 c
+447 866 383 833 326 768 c
+269 703 240 595 240 446 c
+240 368 249 300 268 243 c
+287 186 313 143 344 114 c
+375 85 406 63 437 49 c
+468 36 498 29 528 29 c
+662 29 752 101 797 244 c
+801 257 810 264 823 264 c
+841 264 850 257 850 244 c
+850 237 847 225 842 208 c
+837 191 826 168 809 141 c
+792 114 772 88 748 64 c
+725 41 692 20 650 3 c
+609 -14 562 -23 510 -23 c
+390 -23 287 22 200 112 c
+
+ce} _d
+/d{1136 0 70 -23 1079 1421 sc
+70 440 m
+70 570 115 680 206 770 c
+297 860 403 905 526 905 c
+630 905 716 863 784 778 c
+784 1221 l
+784 1272 775 1303 757 1316 c
+740 1329 696 1335 625 1335 c
+625 1399 l
+920 1421 l
+920 178 l
+920 127 929 95 946 82 c
+964 69 1008 63 1079 63 c
+1079 0 l
+778 -23 l
+778 113 l
+707 23 616 -22 504 -23 c
+387 -23 285 22 199 112 c
+113 202 70 311 70 440 c
+
+240 438 m
+240 311 260 217 299 154 c
+354 67 425 23 514 23 c
+615 23 696 71 756 166 c
+771 189 779 215 778 242 c
+778 662 l
+778 689 771 714 756 737 c
+700 819 626 860 535 860 c
+440 860 362 816 303 729 c
+261 664 240 567 240 438 c
+
+ce} _d
+/e{909 0 57 -23 850 918 sc
+57 451 m
+57 580 98 690 181 781 c
+264 872 364 918 483 918 c
+603 918 694 879 756 801 c
+819 723 850 628 850 516 c
+850 495 847 483 842 479 c
+837 475 822 473 799 473 c
+227 473 l
+227 334 248 231 289 166 c
+346 75 423 29 520 29 c
+533 29 548 30 564 33 c
+580 36 604 43 637 54 c
+670 66 700 88 729 119 c
+758 150 780 191 797 240 c
+801 259 810 269 823 268 c
+841 268 850 260 850 244 c
+850 232 843 212 830 185 c
+817 158 799 129 774 97 c
+749 65 713 37 665 13 c
+618 -11 565 -23 508 -23 c
+388 -23 283 22 192 113 c
+102 204 57 317 57 451 c
+
+229 516 m
+715 516 l
+715 545 712 575 707 607 c
+702 639 693 677 678 721 c
+664 766 640 802 607 830 c
+574 858 532 872 483 872 c
+461 872 438 867 414 858 c
+391 849 365 833 336 810 c
+307 787 283 750 263 699 c
+243 648 232 587 229 516 c
+
+ce} _d
+/f{624 0 68 0 731 1444 sc
+68 819 m
+68 883 l
+229 883 l
+229 1118 l
+229 1219 262 1299 327 1357 c
+393 1415 466 1444 547 1444 c
+600 1444 644 1430 679 1401 c
+714 1372 731 1339 731 1300 c
+731 1274 723 1252 707 1235 c
+692 1218 670 1210 641 1210 c
+614 1210 592 1219 576 1236 c
+561 1253 553 1274 553 1298 c
+553 1342 573 1371 614 1384 c
+593 1393 571 1398 547 1399 c
+498 1399 454 1374 415 1323 c
+377 1272 358 1205 358 1120 c
+358 883 l
+598 883 l
+598 819 l
+365 819 l
+365 160 l
+365 121 373 95 389 82 c
+406 69 449 63 520 63 c
+563 63 l
+563 0 l
+508 4 422 6 303 6 c
+286 6 265 6 239 5 c
+214 4 184 3 149 2 c
+115 1 89 0 70 0 c
+70 63 l
+143 63 187 67 204 76 c
+221 85 229 112 229 156 c
+229 819 l
+68 819 l
+
+ce} _d
+/i{567 0 68 0 506 1370 sc
+68 0 m
+68 63 l
+141 63 185 67 202 76 c
+219 85 227 112 227 156 c
+227 707 l
+227 758 218 789 201 801 c
+184 813 143 819 76 819 c
+76 883 l
+362 905 l
+362 154 l
+362 113 369 88 384 78 c
+399 68 439 63 506 63 c
+506 0 l
+367 4 296 6 293 6 c
+274 6 199 4 68 0 c
+
+154 1262 m
+154 1289 164 1314 185 1336 c
+206 1359 232 1370 262 1370 c
+292 1370 318 1360 339 1339 c
+360 1319 371 1293 371 1261 c
+371 1230 360 1204 339 1183 c
+318 1163 292 1153 262 1153 c
+231 1153 205 1164 184 1186 c
+164 1208 154 1233 154 1262 c
+
+ce} _d
+/n{1136 0 66 0 1096 905 sc
+66 0 m
+66 63 l
+139 63 183 67 200 76 c
+217 85 225 112 225 156 c
+225 705 l
+225 756 216 787 198 800 c
+181 813 137 819 66 819 c
+66 883 l
+354 905 l
+354 690 l
+418 833 519 905 657 905 c
+760 905 831 880 872 829 c
+902 795 920 759 926 721 c
+933 683 936 615 936 516 c
+936 125 l
+937 96 949 79 971 72 c
+993 66 1035 63 1096 63 c
+1096 0 l
+957 4 880 6 866 6 c
+855 6 778 4 635 0 c
+635 63 l
+708 63 752 67 769 76 c
+786 85 795 112 795 156 c
+795 633 l
+795 702 784 757 763 798 c
+742 839 702 860 643 860 c
+572 860 509 830 452 771 c
+395 712 367 632 367 532 c
+367 156 l
+367 112 375 85 392 76 c
+409 67 454 63 526 63 c
+526 0 l
+387 4 310 6 297 6 c
+286 6 209 4 66 0 c
+
+ce} _d
+/o{1024 0 57 -23 965 918 sc
+192 110 m
+102 199 57 309 57 438 c
+57 568 101 680 189 775 c
+278 870 385 918 512 918 c
+636 918 742 871 831 776 c
+920 682 965 569 965 438 c
+965 309 920 200 830 111 c
+741 22 634 -23 510 -23 c
+389 -23 283 21 192 110 c
+
+227 455 m
+227 322 244 226 279 166 c
+332 75 410 29 512 29 c
+563 29 609 43 651 70 c
+694 97 727 134 750 180 c
+780 240 795 332 795 455 c
+795 586 777 681 741 739 c
+688 828 611 872 510 872 c
+466 872 422 860 379 837 c
+336 814 302 780 276 735 c
+243 675 227 582 227 455 c
+
+ce} _d
+/r{800 0 57 0 745 905 sc
+57 0 m
+57 63 l
+130 63 174 67 191 76 c
+208 85 217 112 217 156 c
+217 705 l
+217 756 208 787 190 800 c
+173 813 128 819 57 819 c
+57 883 l
+342 905 l
+342 680 l
+361 739 391 791 432 836 c
+473 882 527 905 594 905 c
+638 905 674 893 702 868 c
+731 843 745 814 745 780 c
+745 750 736 727 717 712 c
+699 697 679 690 657 690 c
+632 690 611 698 594 713 c
+577 729 569 751 569 778 c
+569 795 573 809 580 822 c
+588 835 595 844 601 849 c
+607 854 612 857 616 858 c
+613 859 606 860 594 860 c
+519 860 459 822 416 747 c
+373 672 352 582 352 475 c
+352 160 l
+352 121 360 95 376 82 c
+393 69 437 63 508 63 c
+551 63 l
+551 0 l
+496 4 410 6 291 6 c
+274 6 253 6 227 5 c
+201 4 171 3 137 2 c
+103 1 76 0 57 0 c
+
+ce} _d
+/s{806 0 68 -23 737 918 sc
+68 27 m
+68 297 l
+68 312 68 323 69 328 c
+70 333 72 338 76 342 c
+80 346 86 348 94 348 c
+103 348 110 346 113 342 c
+117 338 120 328 123 313 c
+144 219 176 147 220 97 c
+265 48 327 23 408 23 c
+485 23 542 40 581 74 c
+620 108 639 153 639 209 c
+639 309 568 372 426 397 c
+344 414 286 427 252 438 c
+218 449 186 467 156 492 c
+97 540 68 598 68 666 c
+68 734 94 793 145 843 c
+197 893 280 918 395 918 c
+472 918 536 899 588 860 c
+603 872 615 883 623 893 c
+641 910 655 918 664 918 c
+675 918 681 914 683 907 c
+685 900 686 887 686 868 c
+686 662 l
+686 647 686 636 685 631 c
+684 626 682 621 678 617 c
+674 614 668 612 659 612 c
+644 612 636 618 635 631 c
+624 796 544 879 395 879 c
+314 879 256 863 220 832 c
+184 801 166 765 166 723 c
+166 700 171 679 182 661 c
+193 644 206 630 220 619 c
+235 609 255 599 282 589 c
+309 580 330 573 346 570 c
+363 567 387 562 418 555 c
+527 534 605 502 651 457 c
+708 400 737 335 737 262 c
+737 181 710 114 655 59 c
+600 4 518 -23 408 -23 c
+319 -23 244 7 182 66 c
+174 58 167 50 161 43 c
+155 36 151 32 148 29 c
+146 26 145 24 144 22 c
+143 21 142 19 141 18 c
+114 -9 97 -23 90 -23 c
+79 -23 73 -19 71 -12 c
+69 -5 68 8 68 27 c
+
+ce} _d
+/t{794 0 39 -23 680 1260 sc
+39 819 m
+39 864 l
+102 867 154 890 195 934 c
+237 979 265 1028 279 1083 c
+294 1138 302 1197 303 1260 c
+354 1260 l
+354 883 l
+647 883 l
+647 819 l
+354 819 l
+354 250 l
+354 103 400 29 492 29 c
+531 29 564 49 590 89 c
+616 130 629 186 629 258 c
+629 371 l
+680 371 l
+680 254 l
+680 180 663 115 629 60 c
+595 5 544 -23 477 -23 c
+452 -23 428 -20 403 -13 c
+379 -7 351 4 319 20 c
+288 37 262 65 242 105 c
+223 146 213 195 213 254 c
+213 819 l
+39 819 l
+
+ce} _d
+/z{909 0 57 0 821 883 sc
+57 29 m
+57 38 63 51 76 66 c
+647 838 l
+414 838 l
+306 838 234 818 199 778 c
+164 739 144 664 137 553 c
+86 553 l
+109 883 l
+764 883 l
+779 883 790 883 796 882 c
+802 881 807 879 811 874 c
+815 870 817 864 817 856 c
+817 848 811 836 799 821 c
+229 51 l
+471 51 l
+584 51 660 75 698 122 c
+737 169 761 256 770 383 c
+821 383 l
+786 0 l
+111 0 l
+89 0 74 1 67 4 c
+60 7 57 16 57 29 c
+
+ce} _d
+end readonly def
+
+/BuildGlyph {
+ exch begin
+ CharStrings exch
+ 2 copy known not {pop /.notdef} if
+ true 3 1 roll get exec
+ end
+} _d
+
+/BuildChar {
+ 1 index /Encoding get exch get
+ 1 index /BuildGlyph get exec
+} _d
+
+FontName currentdict end definefont pop
+%!PS-Adobe-3.0 Resource-Font
+%%Creator: Converted from TrueType to Type 3 by Matplotlib.
+10 dict begin
+/FontName /Cmmi10 def
+/PaintType 0 def
+/FontMatrix [0.00048828125 0 0 0.00048828125 0 0] def
+/FontBBox [-70 -512 2146 1536] def
+/FontType 3 def
+/Encoding [/lambda /R /period /slash] def
+/CharStrings 5 dict dup begin
+/.notdef 0 def
+/lambda{1194 0 104 -27 1126 1421 sc
+104 35 m
+104 55 113 74 131 92 c
+707 657 l
+504 1227 l
+488 1270 471 1305 453 1330 c
+436 1355 410 1368 377 1368 c
+362 1368 354 1377 354 1395 c
+355 1403 359 1409 364 1414 c
+369 1419 376 1421 385 1421 c
+528 1421 615 1379 645 1294 c
+1061 133 l
+1079 75 1097 36 1116 16 c
+1123 6 1126 -1 1126 -4 c
+1126 -17 1121 -23 1110 -23 c
+999 -23 l
+965 -13 938 17 918 66 c
+731 590 l
+236 8 l
+211 -15 189 -27 170 -27 c
+153 -27 137 -21 124 -9 c
+111 3 104 18 104 35 c
+
+ce} _d
+/R{1554 0 80 -45 1546 1399 sc
+100 0 m
+87 0 80 9 80 27 c
+81 30 82 36 84 44 c
+86 53 89 59 92 64 c
+96 69 101 72 106 72 c
+189 72 248 77 281 86 c
+298 92 311 110 319 141 c
+600 1266 l
+603 1279 604 1289 604 1294 c
+604 1309 596 1317 580 1319 c
+554 1324 505 1327 432 1327 c
+419 1327 412 1336 412 1354 c
+413 1357 414 1363 416 1371 c
+418 1380 421 1386 424 1391 c
+428 1396 433 1399 438 1399 c
+1059 1399 l
+1108 1399 1160 1393 1213 1382 c
+1266 1371 1315 1353 1360 1328 c
+1405 1304 1441 1272 1470 1231 c
+1499 1191 1513 1144 1513 1090 c
+1513 1021 1490 960 1445 906 c
+1400 852 1342 807 1273 770 c
+1204 734 1136 709 1071 694 c
+1124 675 1168 644 1202 601 c
+1236 559 1253 510 1253 455 c
+1253 448 1253 442 1252 438 c
+1252 435 1252 431 1251 426 c
+1235 244 l
+1234 217 1232 195 1231 176 c
+1230 157 1229 142 1229 131 c
+1229 94 1234 64 1245 41 c
+1256 19 1278 8 1311 8 c
+1354 8 1391 28 1423 67 c
+1456 107 1477 150 1487 197 c
+1493 209 1500 215 1507 215 c
+1526 215 l
+1539 215 1546 206 1546 188 c
+1536 149 1520 111 1498 76 c
+1477 41 1449 12 1416 -11 c
+1383 -34 1348 -45 1309 -45 c
+1229 -45 1161 -27 1104 8 c
+1048 44 1020 100 1020 176 c
+1020 205 1023 230 1028 252 c
+1073 434 l
+1078 451 1081 470 1081 492 c
+1081 549 1062 593 1023 625 c
+985 658 937 674 879 674 c
+627 674 l
+492 133 l
+489 122 487 112 487 104 c
+487 90 495 82 512 80 c
+538 75 587 72 659 72 c
+673 72 680 63 680 45 c
+675 26 672 13 669 8 c
+666 3 658 0 645 0 c
+100 0 l
+
+639 727 m
+866 727 l
+1015 727 1127 765 1202 840 c
+1237 875 1264 919 1284 972 c
+1305 1026 1315 1080 1315 1133 c
+1315 1184 1300 1223 1270 1252 c
+1241 1281 1204 1300 1160 1311 c
+1117 1322 1069 1327 1016 1327 c
+879 1327 l
+842 1327 817 1324 805 1317 c
+793 1311 782 1291 772 1257 c
+639 727 l
+
+ce} _d
+/period{567 0 172 0 397 225 sc
+172 113 m
+172 144 183 170 206 192 c
+229 214 255 225 285 225 c
+304 225 322 220 340 210 c
+358 200 372 186 382 168 c
+392 150 397 132 397 113 c
+397 83 386 57 364 34 c
+342 11 316 0 285 0 c
+255 0 229 11 206 34 c
+183 57 172 83 172 113 c
+
+ce} _d
+/slash{1024 0 115 -512 907 1536 sc
+115 -471 m
+115 -467 116 -464 117 -463 c
+829 1511 l
+832 1519 836 1525 843 1529 c
+850 1534 857 1536 866 1536 c
+878 1536 888 1532 895 1525 c
+903 1518 907 1508 907 1495 c
+907 1487 l
+195 -487 l
+187 -504 174 -512 156 -512 c
+145 -512 135 -508 127 -500 c
+119 -492 115 -482 115 -471 c
+
+ce} _d
+end readonly def
+
+/BuildGlyph {
+ exch begin
+ CharStrings exch
+ 2 copy known not {pop /.notdef} if
+ true 3 1 roll get exec
+ end
+} _d
+
+/BuildChar {
+ 1 index /Encoding get exch get
+ 1 index /BuildGlyph get exec
+} _d
+
+FontName currentdict end definefont pop
+%!PS-Adobe-3.0 Resource-Font
+%%Creator: Converted from TrueType to Type 3 by Matplotlib.
+10 dict begin
+/FontName /TeX-ectt1000 def
+/PaintType 0 def
+/FontMatrix [0.001 0 0 0.001 0 0] def
+/FontBBox [-9 -244 575 837] def
+/FontType 3 def
+/Encoding [/A /C /hyphen /O /one /R /S /two /three] def
+/CharStrings 10 dict dup begin
+/.notdef 0 def
+/A{525 0 26 1 498 624 sc
+87 62 m
+87 63 91 82 99 117 c
+104 138 112 170 121 213 c
+128 245 139 293 154 357 c
+169 422 181 470 188 502 c
+190 510 193 522 197 539 c
+201 556 204 569 206 578 c
+210 598 216 611 223 616 c
+230 621 243 624 262 624 c
+284 624 l
+297 622 307 614 313 600 c
+314 597 315 593 316 588 c
+317 584 318 579 319 573 c
+320 568 321 564 322 561 c
+323 554 326 542 330 527 c
+334 512 337 501 338 493 c
+345 462 356 415 370 352 c
+385 290 396 243 403 212 c
+425 117 l
+433 82 437 63 437 62 c
+439 62 443 62 448 62 c
+454 63 458 63 461 63 c
+464 63 468 62 472 61 c
+477 60 481 59 484 57 c
+493 51 498 42 497 30 c
+496 18 491 9 481 4 c
+476 2 464 1 443 1 c
+364 1 l
+341 1 327 2 322 5 c
+313 11 308 20 308 32 c
+309 45 314 54 324 59 c
+328 61 342 62 366 62 c
+354 114 l
+342 166 l
+182 166 l
+170 114 l
+158 62 l
+182 62 196 61 200 59 c
+210 54 215 45 215 32 c
+216 20 211 11 202 5 c
+197 2 183 1 160 1 c
+81 1 l
+60 1 48 2 43 4 c
+33 9 28 18 27 30 c
+26 42 31 51 40 57 c
+44 60 48 61 53 62 c
+58 63 64 63 73 62 c
+82 62 86 62 87 62 c
+
+196 227 m
+328 227 l
+312 295 l
+286 416 l
+271 490 l
+263 542 l
+261 542 l
+253 490 l
+238 416 l
+212 295 l
+196 227 l
+
+ce} _d
+/C{525 0 32 -12 485 625 sc
+411 574 m
+412 575 415 582 420 593 c
+424 604 429 611 434 616 c
+441 622 449 624 459 622 c
+470 621 477 616 481 607 c
+483 602 484 595 484 586 c
+484 558 l
+484 451 l
+484 450 484 447 484 442 c
+484 438 484 435 484 433 c
+484 432 484 429 483 425 c
+483 422 482 419 481 417 c
+480 415 479 413 477 410 c
+475 408 473 406 470 405 c
+466 402 459 401 450 401 c
+434 401 423 406 418 415 c
+415 420 413 427 412 438 c
+411 445 409 454 405 466 c
+396 490 383 511 365 528 c
+348 545 327 556 304 560 c
+275 565 247 559 220 542 c
+193 525 171 502 154 474 c
+121 419 107 356 111 285 c
+114 234 127 188 148 149 c
+183 86 227 54 280 51 c
+289 50 300 51 315 54 c
+328 57 339 62 349 67 c
+365 78 376 87 382 94 c
+397 112 407 130 411 149 c
+412 152 412 156 412 163 c
+413 170 414 175 415 180 c
+416 185 418 190 421 193 c
+426 200 435 203 448 203 c
+455 203 460 203 463 202 c
+474 199 481 191 483 180 c
+484 175 484 167 483 157 c
+482 144 479 129 473 113 c
+458 74 431 44 393 21 c
+356 -1 315 -11 272 -10 c
+235 -9 200 3 168 26 c
+136 49 110 77 90 112 c
+51 179 35 253 41 334 c
+46 400 63 457 92 504 c
+113 538 138 566 169 587 c
+200 608 233 620 270 623 c
+283 624 296 623 311 621 c
+326 618 342 614 360 607 c
+379 598 396 587 411 574 c
+
+ce} _d
+/hyphen{525 0 85 186 440 247 sc
+109 246 m
+112 247 125 247 149 247 c
+227 247 l
+351 247 l
+391 247 l
+413 247 l
+426 245 434 237 436 222 c
+439 207 434 197 423 190 c
+419 187 410 186 395 186 c
+343 186 l
+178 186 l
+131 186 l
+117 186 108 187 105 188 c
+92 193 85 203 86 218 c
+87 234 95 243 109 246 c
+
+ce} _d
+/O{525 0 56 -10 468 623 sc
+219 623 m
+224 623 230 623 235 623 c
+241 623 248 623 255 623 c
+262 623 268 623 272 623 c
+315 623 348 620 369 615 c
+392 609 410 600 423 588 c
+440 571 452 541 459 497 c
+463 473 466 436 467 387 c
+468 362 468 324 468 274 c
+468 202 464 146 457 106 c
+452 69 441 43 424 26 c
+406 9 376 -3 334 -8 c
+317 -9 291 -10 256 -10 c
+217 -10 187 -8 168 -5 c
+137 1 113 13 96 30 c
+88 39 81 53 75 72 c
+68 95 63 125 60 160 c
+57 206 56 258 56 315 c
+56 376 57 421 60 451 c
+63 489 67 518 74 539 c
+80 558 87 571 94 580 c
+99 586 104 591 111 596 c
+118 601 124 604 129 607 c
+134 610 142 612 152 614 c
+162 616 169 617 173 618 c
+177 619 185 620 197 621 c
+209 622 216 623 219 623 c
+
+126 249 m
+127 243 127 234 127 221 c
+130 178 133 150 135 139 c
+139 114 145 97 153 86 c
+163 71 179 62 200 57 c
+208 55 220 53 236 52 c
+243 51 252 51 265 51 c
+321 51 357 64 373 89 c
+378 97 383 112 388 134 c
+392 155 395 180 396 211 c
+397 238 398 278 398 332 c
+398 388 396 430 393 458 c
+389 497 379 523 364 538 c
+353 548 337 555 316 559 c
+305 561 288 562 265 562 c
+246 562 232 562 223 561 c
+215 561 204 559 189 554 c
+174 549 163 542 155 533 c
+142 518 134 491 130 452 c
+127 423 126 380 126 323 c
+126 249 l
+
+ce} _d
+/one{525 0 103 1 443 625 sc
+242 483 m
+241 482 238 480 231 475 c
+225 470 220 467 217 464 c
+196 451 173 443 147 440 c
+126 439 113 444 108 456 c
+105 465 l
+104 482 109 493 122 498 c
+126 500 132 501 139 502 c
+147 503 152 503 155 504 c
+175 509 193 519 209 535 c
+222 548 234 564 244 583 c
+245 585 247 589 249 594 c
+252 599 254 604 256 607 c
+259 611 261 614 264 617 c
+271 622 278 624 287 623 c
+296 622 303 617 308 610 c
+311 605 312 598 312 588 c
+312 564 l
+312 459 l
+312 62 l
+388 62 l
+409 62 421 61 426 59 c
+437 54 443 45 443 31 c
+443 18 437 8 426 3 c
+422 2 412 1 397 1 c
+340 1 l
+205 1 l
+137 1 l
+122 2 114 11 111 26 c
+108 42 114 53 127 59 c
+132 61 144 62 165 62 c
+242 62 l
+242 483 l
+
+ce} _d
+/R{525 0 20 -26 522 612 sc
+86 551 m
+57 551 l
+46 551 39 552 34 555 c
+25 561 20 570 21 583 c
+22 596 27 605 38 610 c
+41 611 50 612 65 612 c
+114 612 l
+210 612 l
+253 612 285 609 306 603 c
+343 592 374 570 399 539 c
+424 508 435 474 433 436 c
+432 422 429 406 423 389 c
+416 373 408 358 397 345 c
+380 325 363 312 348 305 c
+363 291 373 282 376 278 c
+395 255 405 231 406 204 c
+406 197 406 180 405 153 c
+405 127 406 110 407 103 c
+408 82 412 67 419 59 c
+422 54 427 52 432 52 c
+438 52 442 55 445 60 c
+448 66 451 76 452 91 c
+452 100 453 107 455 111 c
+460 121 471 126 487 126 c
+502 126 512 122 517 114 c
+520 109 522 102 522 94 c
+522 83 520 71 517 59 c
+512 42 504 28 493 15 c
+468 -12 436 -18 397 -2 c
+389 1 382 5 375 11 c
+370 15 366 19 362 24 c
+359 29 356 34 353 40 c
+350 47 348 52 346 56 c
+344 60 342 66 341 74 c
+340 82 339 88 338 91 c
+337 94 337 101 336 110 c
+336 119 336 125 336 127 c
+336 130 336 136 336 146 c
+336 157 336 163 336 164 c
+336 195 334 216 329 226 c
+325 233 321 240 316 245 c
+300 262 278 273 250 276 c
+201 276 l
+156 276 l
+156 62 l
+185 62 l
+196 62 203 61 208 58 c
+217 52 222 43 221 30 c
+221 17 216 9 205 4 c
+201 2 188 1 165 1 c
+79 1 l
+54 1 40 2 35 5 c
+26 10 21 19 21 31 c
+21 44 26 53 35 58 c
+40 61 47 62 57 62 c
+86 62 l
+86 551 l
+
+156 337 m
+213 337 l
+244 337 269 340 287 347 c
+309 356 327 369 342 387 c
+357 405 364 425 363 447 c
+363 453 362 461 359 470 c
+356 479 352 488 345 497 c
+337 508 327 518 316 526 c
+307 532 298 537 288 541 c
+278 545 267 548 254 549 c
+241 550 231 551 223 551 c
+216 552 204 552 188 551 c
+172 551 161 551 156 551 c
+156 337 l
+
+ce} _d
+/S{525 0 47 -13 477 637 sc
+119 36 m
+118 33 117 28 114 19 c
+111 10 108 3 105 -1 c
+98 -8 89 -11 78 -10 c
+67 -9 60 -4 55 5 c
+53 10 52 17 52 26 c
+52 52 l
+52 157 l
+52 181 57 196 67 201 c
+71 203 77 204 86 204 c
+103 204 114 199 119 189 c
+121 185 122 179 122 170 c
+122 166 123 159 124 150 c
+128 129 137 111 152 96 c
+172 76 199 63 233 56 c
+291 45 336 53 368 81 c
+374 86 380 93 387 102 c
+394 112 398 122 401 132 c
+409 157 407 181 396 205 c
+385 229 368 247 345 259 c
+334 265 311 272 277 279 c
+270 280 259 283 244 286 c
+230 289 219 292 212 294 c
+181 302 162 308 155 311 c
+132 320 112 335 93 355 c
+84 364 76 375 70 387 c
+60 409 54 429 52 446 c
+49 485 60 521 86 553 c
+112 585 144 606 183 616 c
+233 630 282 627 330 606 c
+334 604 350 594 378 577 c
+379 580 380 585 383 594 c
+386 603 389 610 392 614 c
+399 621 407 624 418 623 c
+429 622 437 617 442 608 c
+444 603 445 596 445 587 c
+445 561 l
+445 457 l
+445 433 440 418 431 413 c
+427 410 420 409 411 409 c
+395 409 384 414 379 423 c
+377 426 375 430 374 434 c
+373 439 373 444 372 449 c
+371 455 371 459 370 462 c
+363 488 352 509 336 525 c
+317 544 293 555 264 560 c
+235 565 209 563 185 552 c
+169 546 155 537 143 524 c
+132 512 124 498 121 483 c
+115 458 119 436 134 415 c
+149 394 168 380 193 372 c
+199 370 211 367 230 362 c
+237 360 249 357 265 353 c
+281 350 293 347 300 346 c
+330 339 347 334 352 333 c
+377 324 400 310 420 290 c
+428 283 436 272 445 259 c
+466 226 475 189 470 149 c
+466 109 450 75 423 46 c
+405 27 382 12 353 1 c
+329 -8 299 -12 262 -9 c
+223 -7 191 -0 165 11 c
+152 16 137 24 119 36 c
+
+ce} _d
+/two{525 0 45 1 474 635 sc
+402 62 m
+402 79 403 90 406 95 c
+411 104 422 109 438 109 c
+449 109 457 107 462 102 c
+469 97 472 86 472 70 c
+472 37 l
+472 25 470 17 466 12 c
+461 5 450 1 433 1 c
+383 1 l
+145 1 l
+90 1 l
+73 1 61 6 55 16 c
+48 29 50 41 59 53 c
+62 56 67 61 74 66 c
+81 72 86 76 87 77 c
+137 119 l
+148 128 163 141 184 158 c
+205 176 221 189 232 198 c
+271 230 299 255 317 272 c
+361 315 388 354 397 391 c
+407 434 401 470 379 501 c
+353 538 314 558 261 561 c
+225 564 194 557 168 538 c
+155 529 144 517 136 503 c
+131 497 129 492 129 487 c
+129 485 130 482 133 477 c
+136 473 137 470 138 469 c
+145 448 141 431 124 418 c
+112 408 98 405 83 410 c
+68 415 58 425 54 440 c
+50 454 51 472 58 495 c
+66 524 81 549 104 570 c
+127 591 154 606 184 614 c
+235 628 286 626 338 608 c
+391 590 429 559 452 514 c
+459 501 464 485 469 466 c
+472 448 473 428 471 406 c
+468 381 461 356 448 332 c
+429 295 398 257 354 219 c
+342 208 316 187 276 154 c
+227 113 190 82 165 62 c
+402 62 l
+
+ce} _d
+/three{525 0 42 -33 487 627 sc
+153 530 m
+160 522 163 512 161 499 c
+160 487 155 477 147 470 c
+130 456 112 455 94 466 c
+75 478 68 498 75 526 c
+84 567 115 595 169 611 c
+190 617 213 621 239 622 c
+302 625 353 613 394 585 c
+407 576 418 566 427 553 c
+444 527 452 500 450 471 c
+449 442 440 415 423 389 c
+410 369 391 351 367 335 c
+404 319 433 294 454 260 c
+476 227 484 191 479 153 c
+476 136 471 120 464 105 c
+457 89 447 74 434 60 c
+421 47 410 37 402 32 c
+342 -11 269 -22 182 -1 c
+139 10 107 26 86 46 c
+77 55 71 62 67 67 c
+64 70 61 76 57 84 c
+52 94 48 105 45 116 c
+43 127 43 139 46 151 c
+49 163 55 172 65 178 c
+70 181 75 182 78 183 c
+93 186 106 183 117 174 c
+128 165 134 152 133 137 c
+133 132 131 126 128 119 c
+125 114 123 111 123 109 c
+123 108 126 104 131 96 c
+144 83 162 72 187 63 c
+246 44 297 46 340 69 c
+358 79 372 90 382 103 c
+391 114 398 125 402 136 c
+406 145 409 157 410 171 c
+410 176 409 184 408 193 c
+404 221 390 244 367 263 c
+344 282 318 294 289 298 c
+280 299 258 300 224 300 c
+209 300 201 300 198 301 c
+184 303 176 312 175 328 c
+174 336 176 343 180 349 c
+185 356 191 359 198 360 c
+207 362 221 363 239 364 c
+258 365 271 366 279 367 c
+300 370 319 378 335 391 c
+344 399 352 407 357 414 c
+382 447 388 477 376 504 c
+367 526 347 543 317 554 c
+297 561 273 563 245 561 c
+220 560 197 555 178 547 c
+169 542 160 536 153 531 c
+153 530 l
+
+ce} _d
+end readonly def
+
+/BuildGlyph {
+ exch begin
+ CharStrings exch
+ 2 copy known not {pop /.notdef} if
+ true 3 1 roll get exec
+ end
+} _d
+
+/BuildChar {
+ 1 index /Encoding get exch get
+ 1 index /BuildGlyph get exec
+} _d
+
+FontName currentdict end definefont pop
+%!PS-Adobe-3.0 Resource-Font
+%%Creator: Converted from TrueType to Type 3 by Matplotlib.
+10 dict begin
+/FontName /Cmr10 def
+/PaintType 0 def
+/FontMatrix [0.00048828125 0 0 0.00048828125 0 0] def
+/FontBBox [-90 -512 2066 1536] def
+/FontType 3 def
+/Encoding [/a /m /zero /three /five /x /eight /equal] def
+/CharStrings 9 dict dup begin
+/.notdef 0 def
+/a{1024 0 82 -23 1010 918 sc
+82 201 m
+82 282 114 348 178 399 c
+242 450 319 486 408 507 c
+498 528 583 539 664 539 c
+664 623 l
+664 662 655 700 638 737 c
+621 774 596 805 563 828 c
+530 852 494 864 455 864 c
+364 864 295 844 248 803 c
+274 803 295 793 312 773 c
+329 754 338 731 338 705 c
+338 678 328 654 309 635 c
+290 616 267 606 240 606 c
+213 606 189 616 170 635 c
+151 654 141 678 141 705 c
+141 777 174 830 239 865 c
+304 900 376 918 455 918 c
+510 918 566 906 622 882 c
+678 859 724 825 759 781 c
+795 737 813 686 813 627 c
+813 166 l
+813 139 819 115 830 92 c
+841 70 859 59 883 59 c
+906 59 922 70 933 93 c
+944 116 950 140 950 166 c
+950 297 l
+1010 297 l
+1010 166 l
+1010 135 1002 106 986 78 c
+970 51 948 29 921 12 c
+894 -4 865 -12 834 -12 c
+794 -12 759 3 730 34 c
+701 65 685 102 682 145 c
+657 94 619 53 570 22 c
+521 -8 468 -23 412 -23 c
+360 -23 309 -15 258 0 c
+208 15 166 39 132 72 c
+99 105 82 148 82 201 c
+
+248 201 m
+248 153 266 113 301 80 c
+336 47 378 31 426 31 c
+470 31 510 42 546 64 c
+582 86 611 116 632 154 c
+653 192 664 232 664 274 c
+664 487 l
+602 487 538 477 473 456 c
+408 436 355 404 312 361 c
+269 318 248 264 248 201 c
+
+ce} _d
+/m{1706 0 61 0 1669 905 sc
+61 0 m
+61 72 l
+108 72 146 76 176 83 c
+206 90 221 108 221 137 c
+221 696 l
+221 733 215 759 204 775 c
+193 792 178 802 157 805 c
+136 809 104 811 61 811 c
+61 883 l
+358 905 l
+358 705 l
+385 764 426 812 479 849 c
+533 886 592 905 655 905 c
+812 905 905 841 932 713 c
+959 770 999 817 1052 852 c
+1105 887 1162 905 1225 905 c
+1287 905 1339 895 1381 875 c
+1424 855 1456 824 1477 783 c
+1498 742 1509 691 1509 629 c
+1509 137 l
+1509 108 1524 90 1554 83 c
+1585 76 1623 72 1669 72 c
+1669 0 l
+1200 0 l
+1200 72 l
+1247 72 1285 76 1315 83 c
+1345 90 1360 108 1360 137 c
+1360 623 l
+1360 692 1350 747 1331 789 c
+1312 831 1272 852 1212 852 c
+1133 852 1068 820 1017 757 c
+966 694 940 622 940 541 c
+940 137 l
+940 108 955 90 985 83 c
+1015 76 1053 72 1100 72 c
+1100 0 l
+631 0 l
+631 72 l
+678 72 716 76 746 83 c
+776 90 791 108 791 137 c
+791 623 l
+791 690 781 744 762 787 c
+743 830 703 852 643 852 c
+564 852 498 820 447 757 c
+396 694 371 622 371 541 c
+371 137 l
+371 108 386 90 416 83 c
+446 76 484 72 530 72 c
+530 0 l
+61 0 l
+
+ce} _d
+/zero{1024 0 80 -45 942 1364 sc
+512 -45 m
+345 -45 231 24 170 161 c
+110 299 80 463 80 653 c
+80 772 91 883 112 988 c
+134 1093 177 1181 241 1254 c
+306 1327 396 1364 512 1364 c
+602 1364 676 1342 733 1298 c
+790 1254 834 1197 864 1127 c
+894 1058 914 983 925 903 c
+936 824 942 740 942 653 c
+942 536 931 426 909 323 c
+888 221 845 134 782 62 c
+719 -9 629 -45 512 -45 c
+
+512 8 m
+588 8 645 47 682 125 c
+719 203 742 289 751 384 c
+760 479 764 579 764 686 c
+764 789 760 883 751 970 c
+742 1057 719 1135 682 1205 c
+645 1276 589 1311 512 1311 c
+435 1311 377 1276 340 1205 c
+303 1134 280 1056 271 969 c
+262 883 258 789 258 686 c
+258 610 260 538 263 471 c
+267 404 277 334 293 262 c
+309 191 335 130 370 81 c
+406 32 453 8 512 8 c
+
+ce} _d
+/three{1024 0 86 -45 936 1364 sc
+195 158 m
+227 111 270 77 324 54 c
+378 31 436 20 498 20 c
+577 20 634 54 667 121 c
+700 189 717 266 717 352 c
+717 391 713 429 706 468 c
+699 507 688 543 671 576 c
+654 609 631 636 602 656 c
+573 676 538 686 496 686 c
+360 686 l
+348 686 342 692 342 705 c
+342 723 l
+342 734 348 739 360 739 c
+473 748 l
+521 748 561 766 592 802 c
+624 838 647 882 662 933 c
+677 985 684 1034 684 1081 c
+684 1146 669 1200 638 1242 c
+607 1284 561 1305 498 1305 c
+446 1305 396 1295 349 1275 c
+302 1256 264 1226 236 1186 c
+239 1187 241 1187 243 1187 c
+245 1188 247 1188 250 1188 c
+281 1188 306 1177 327 1156 c
+348 1135 358 1109 358 1079 c
+358 1050 348 1024 327 1003 c
+306 982 281 971 250 971 c
+220 971 194 982 173 1003 c
+152 1024 141 1050 141 1079 c
+141 1138 159 1189 194 1232 c
+229 1275 275 1308 330 1330 c
+386 1353 442 1364 498 1364 c
+539 1364 583 1358 629 1345 c
+675 1333 717 1315 754 1292 c
+791 1269 822 1240 845 1204 c
+869 1168 881 1127 881 1081 c
+881 1024 868 971 842 922 c
+817 873 782 831 737 796 c
+692 761 643 734 590 717 c
+649 706 706 683 759 650 c
+812 617 855 574 887 522 c
+920 470 936 414 936 354 c
+936 279 915 210 874 149 c
+833 88 778 41 711 6 c
+644 -28 573 -45 498 -45 c
+434 -45 370 -33 305 -8 c
+241 16 188 52 147 101 c
+106 150 86 208 86 276 c
+86 310 97 338 120 361 c
+143 384 171 395 205 395 c
+227 395 247 390 265 379 c
+284 369 298 355 308 336 c
+319 317 324 297 324 276 c
+324 243 312 215 289 192 c
+266 169 238 158 205 158 c
+195 158 l
+
+ce} _d
+/five{1024 0 102 -45 920 1364 sc
+178 233 m
+192 193 213 157 242 124 c
+271 91 306 66 345 47 c
+385 29 426 20 469 20 c
+568 20 636 58 673 135 c
+710 212 729 305 729 414 c
+729 461 728 501 726 533 c
+725 566 720 597 713 627 c
+700 675 678 717 646 753 c
+615 789 576 807 530 807 c
+484 807 444 800 411 786 c
+378 772 352 756 331 737 c
+310 718 292 699 276 678 c
+260 657 250 646 246 645 c
+223 645 l
+220 645 215 647 210 651 c
+205 656 203 660 203 664 c
+203 1348 l
+203 1351 205 1355 209 1358 c
+214 1362 218 1364 223 1364 c
+229 1364 l
+321 1320 419 1298 522 1298 c
+623 1298 721 1320 815 1364 c
+821 1364 l
+826 1364 830 1362 834 1359 c
+838 1356 840 1352 840 1348 c
+840 1329 l
+840 1322 839 1319 836 1319 c
+789 1257 731 1209 660 1174 c
+590 1139 517 1122 442 1122 c
+387 1122 331 1130 274 1145 c
+274 758 l
+319 795 360 821 395 836 c
+431 852 477 860 532 860 c
+607 860 675 838 734 795 c
+794 752 840 695 872 625 c
+904 556 920 485 920 412 c
+920 330 900 254 859 184 c
+819 114 764 58 695 17 c
+626 -24 550 -45 469 -45 c
+402 -45 340 -28 283 7 c
+227 42 183 88 150 147 c
+118 206 102 268 102 334 c
+102 365 112 390 132 409 c
+152 428 177 438 207 438 c
+237 438 262 428 282 408 c
+303 389 313 364 313 334 c
+313 305 303 280 282 259 c
+262 239 237 229 207 229 c
+202 229 197 229 191 230 c
+185 231 181 232 178 233 c
+
+ce} _d
+/x{1079 0 25 0 1057 883 sc
+25 0 m
+25 72 l
+77 72 126 82 172 102 c
+218 123 257 153 289 193 c
+475 430 l
+233 745 l
+209 775 183 793 154 800 c
+126 807 86 811 35 811 c
+35 883 l
+461 883 l
+461 811 l
+443 811 426 807 410 799 c
+395 791 387 779 387 764 c
+387 759 389 752 393 745 c
+557 532 l
+680 690 l
+697 710 705 730 705 750 c
+705 767 699 781 688 793 c
+677 805 663 811 645 811 c
+645 883 l
+1022 883 l
+1022 811 l
+969 811 920 801 873 780 c
+827 760 788 730 756 690 c
+594 483 l
+856 137 l
+882 107 909 89 937 82 c
+965 75 1005 72 1057 72 c
+1057 0 l
+631 0 l
+631 72 l
+648 72 664 76 679 84 c
+694 92 702 104 702 119 c
+702 125 700 131 696 137 c
+512 381 l
+365 193 l
+350 176 342 156 342 133 c
+342 116 348 102 359 90 c
+370 78 384 72 399 72 c
+399 0 l
+25 0 l
+
+ce} _d
+/eight{1024 0 86 -45 936 1364 sc
+86 311 m
+86 393 113 465 167 528 c
+221 591 290 644 375 686 c
+299 735 l
+252 766 214 806 185 857 c
+156 908 141 962 141 1018 c
+141 1083 158 1142 192 1195 c
+227 1248 272 1289 329 1319 c
+386 1349 447 1364 512 1364 c
+573 1364 631 1352 687 1327 c
+744 1302 790 1267 826 1221 c
+863 1175 881 1120 881 1057 c
+881 1011 870 968 848 929 c
+827 890 797 854 759 823 c
+722 792 682 765 639 743 c
+756 668 l
+810 633 853 586 886 529 c
+919 472 936 411 936 348 c
+936 274 916 207 876 146 c
+837 85 784 38 719 5 c
+654 -28 585 -45 512 -45 c
+441 -45 373 -31 307 -2 c
+242 27 188 68 147 122 c
+106 177 86 240 86 311 c
+
+197 311 m
+197 257 212 208 241 163 c
+271 118 310 83 359 58 c
+408 33 459 20 512 20 c
+591 20 663 43 728 89 c
+793 136 825 197 825 274 c
+825 300 820 326 809 351 c
+799 377 785 400 766 421 c
+748 442 728 460 705 473 c
+430 651 l
+387 628 348 600 312 565 c
+277 530 249 491 228 448 c
+207 405 197 359 197 311 c
+
+338 936 m
+586 776 l
+643 809 690 850 727 897 c
+764 944 782 998 782 1057 c
+782 1103 769 1145 743 1183 c
+718 1222 684 1252 643 1273 c
+602 1294 557 1305 510 1305 c
+469 1305 427 1297 385 1281 c
+343 1265 308 1241 281 1209 c
+254 1178 240 1141 240 1098 c
+240 1034 273 980 338 936 c
+
+ce} _d
+/equal{1591 0 115 272 1477 752 sc
+154 272 m
+143 272 133 276 126 285 c
+119 294 115 303 115 313 c
+115 324 119 334 126 342 c
+133 350 143 354 154 354 c
+1440 354 l
+1450 354 1459 350 1466 342 c
+1473 334 1477 324 1477 313 c
+1477 303 1473 294 1466 285 c
+1459 276 1450 272 1440 272 c
+154 272 l
+
+154 670 m
+143 670 133 674 126 682 c
+119 690 115 700 115 711 c
+115 721 119 730 126 739 c
+133 748 143 752 154 752 c
+1440 752 l
+1450 752 1459 748 1466 739 c
+1473 730 1477 721 1477 711 c
+1477 700 1473 690 1466 682 c
+1459 674 1450 670 1440 670 c
+154 670 l
+
+ce} _d
+end readonly def
+
+/BuildGlyph {
+ exch begin
+ CharStrings exch
+ 2 copy known not {pop /.notdef} if
+ true 3 1 roll get exec
+ end
+} _d
+
+/BuildChar {
+ 1 index /Encoding get exch get
+ 1 index /BuildGlyph get exec
+} _d
+
+FontName currentdict end definefont pop
+end
+%%EndProlog
+mpldict begin
+-337.72 165.788 translate
+1287.441 460.425 0 0 clipbox
+gsave
+0 0 m
+1287.440625 0 l
+1287.440625 460.425 l
+0 460.425 l
+cl
+1.000 setgray
+fill
+grestore
+gsave
+74.29375 60.825 m
+466.742708 60.825 l
+466.742708 429.865625 l
+74.29375 429.865625 l
+cl
+1.000 setgray
+fill
+grestore
+0.800 setlinewidth
+1 setlinejoin
+0 setlinecap
+[] 0 setdash
+0.000 setgray
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+103.828 60.825 o
+grestore
+gsave
+85.828477 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.926563 moveto
+/one glyphshow
+11.000000 0.926563 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 7.565625 moveto
+/hyphen glyphshow
+27.286777 7.565625 moveto
+/four glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+201.941 60.825 o
+grestore
+gsave
+183.940717 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/three glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+300.053 60.825 o
+grestore
+gsave
+282.052956 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/two glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+398.165 60.825 o
+grestore
+gsave
+380.165196 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/one glyphshow
+grestore
+0.600 setlinewidth
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+82.0624 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+88.6307 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+94.3204 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+99.3391 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+133.363 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+150.64 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+162.898 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+172.406 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+180.175 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+186.743 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+192.433 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+197.451 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+231.475 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+248.752 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+261.01 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+270.518 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+278.287 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+284.855 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+290.545 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+295.564 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+329.588 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+346.864 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+359.122 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+368.63 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+376.399 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+382.967 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+388.657 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+393.676 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+427.7 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+444.977 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+457.235 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+466.743 60.825 o
+grestore
+gsave
+260.518229 12.246875 translate
+0.000000 rotate
+/Cmmi10 26.0 selectfont
+0.000000 0.234375 moveto
+/R glyphshow
+grestore
+0.800 setlinewidth
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 64.443 o
+grestore
+/CMUSerif-Roman 22.000 selectfont
+gsave
+
+56.293750 56.810233 translate
+0.000000 rotate
+0.000000 0 m /zero glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 136.804 o
+grestore
+gsave
+
+45.293750 129.171140 translate
+0.000000 rotate
+0.000000 0 m /two glyphshow
+11.000000 0 m /zero glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 209.165 o
+grestore
+gsave
+
+45.293750 201.532047 translate
+0.000000 rotate
+0.000000 0 m /four glyphshow
+11.000000 0 m /zero glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 281.526 o
+grestore
+gsave
+
+45.293750 273.892953 translate
+0.000000 rotate
+0.000000 0 m /six glyphshow
+11.000000 0 m /zero glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 353.887 o
+grestore
+gsave
+
+45.293750 346.253860 translate
+0.000000 rotate
+0.000000 0 m /eight glyphshow
+11.000000 0 m /zero glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+74.2938 426.248 o
+grestore
+gsave
+
+34.293750 418.614767 translate
+0.000000 rotate
+0.000000 0 m /one glyphshow
+11.000000 0 m /zero glyphshow
+22.000000 0 m /zero glyphshow
+grestore
+/CMUSerif-Roman 26.000 selectfont
+gsave
+
+25.246875 98.470313 translate
+90.000000 rotate
+0.000000 0 m /percent glyphshow
+21.645508 0 m /space glyphshow
+30.291016 0 m /o glyphshow
+43.291016 0 m /f glyphshow
+51.212891 0 m /space glyphshow
+59.858398 0 m /z glyphshow
+71.398438 0 m /e glyphshow
+82.938477 0 m /r glyphshow
+93.094727 0 m /o glyphshow
+106.094727 0 m /space glyphshow
+114.740234 0 m /e glyphshow
+126.280273 0 m /n glyphshow
+140.702148 0 m /t glyphshow
+150.782227 0 m /r glyphshow
+160.938477 0 m /i glyphshow
+168.136719 0 m /e glyphshow
+179.676758 0 m /s glyphshow
+189.909180 0 m /space glyphshow
+198.554688 0 m /d glyphshow
+212.976562 0 m /e glyphshow
+224.516602 0 m /t glyphshow
+234.596680 0 m /e glyphshow
+246.136719 0 m /c glyphshow
+257.676758 0 m /t glyphshow
+267.756836 0 m /e glyphshow
+279.296875 0 m /d glyphshow
+grestore
+4.000 setlinewidth
+2 setlinecap
+1.000 0.498 0.055 setrgbcolor
+gsave
+392.449 369.041 74.294 60.825 clipbox
+74.024686 425.379249 m
+96.699951 425.379249 l
+97.043516 425.077745 l
+119.375216 425.077745 l
+119.718781 424.733169 l
+135.866318 424.733169 l
+136.209882 424.431665 l
+144.798998 424.431665 l
+145.142563 424.117053 l
+153.044549 424.117053 l
+153.388113 423.827609 l
+154.075243 423.827609 l
+154.418807 423.538166 l
+160.60297 423.538166 l
+160.946535 423.270162 l
+164.725746 423.270162 l
+165.069311 422.968658 l
+174.001991 422.968658 l
+174.345555 422.679215 l
+175.032685 422.679215 l
+175.719814 421.983755 l
+183.278235 421.983755 l
+183.965365 421.35453 l
+184.652494 421.35453 l
+184.996059 421.065086 l
+186.370317 421.065086 l
+186.713882 420.763583 l
+188.08814 420.763583 l
+189.118834 419.832854 l
+189.462399 419.832854 l
+190.149528 419.241906 l
+194.615868 419.241906 l
+194.959433 418.927294 l
+199.425773 418.927294 l
+199.769337 418.63785 l
+200.800031 418.63785 l
+201.143596 418.348406 l
+201.830725 418.348406 l
+202.17429 418.046902 l
+203.892113 418.046902 l
+204.922807 417.177644 l
+205.266371 417.177644 l
+205.609936 416.518486 l
+206.297065 416.518486 l
+206.64063 415.911261 l
+207.327759 415.911261 l
+207.671324 415.596649 l
+208.702017 415.596649 l
+209.045582 415.318338 l
+210.763405 415.318338 l
+211.10697 414.72739 l
+211.450534 414.72739 l
+212.137664 414.111274 l
+212.481228 414.111274 l
+212.824793 413.766698 l
+215.229745 413.766698 l
+215.916874 413.150582 l
+218.665391 413.150582 l
+219.008956 412.567966 l
+219.696085 412.567966 l
+220.03965 412.253353 l
+220.726779 412.253353 l
+221.757473 411.359853 l
+224.849555 411.359853 l
+225.536684 410.768906 l
+225.880248 410.768906 l
+226.567378 410.152789 l
+226.910942 410.152789 l
+227.254507 409.851286 l
+227.941636 409.851286 l
+228.285201 408.946774 l
+228.628765 408.946774 l
+229.315895 408.303248 l
+230.690153 408.303248 l
+231.033718 408.013805 l
+232.064412 408.013805 l
+232.407976 407.724361 l
+233.095105 407.724361 l
+233.782235 407.133414 l
+234.125799 407.133414 l
+234.469364 406.84397 l
+234.812929 406.84397 l
+235.500058 406.261354 l
+236.530752 406.261354 l
+236.874316 405.932441 l
+237.217881 405.932441 l
+237.561446 405.617828 l
+237.90501 405.617828 l
+238.248575 405.048321 l
+238.592139 405.048321 l
+238.935704 404.746817 l
+239.279269 404.746817 l
+239.966398 404.100738 l
+240.309963 404.100738 l
+240.653527 403.208287 l
+240.997092 403.208287 l
+241.340656 402.549098 l
+242.027786 401.905572 l
+242.714915 401.905572 l
+243.745609 399.962531 l
+244.089173 399.962531 l
+244.432738 399.661027 l
+244.776303 399.081212 l
+245.119867 399.081212 l
+246.150561 398.200821 l
+246.83769 398.200821 l
+247.181255 397.899317 l
+247.52482 397.899317 l
+248.211949 396.569869 l
+249.242643 396.569869 l
+249.586207 395.939452 l
+250.960466 395.939452 l
+251.30403 395.637948 l
+251.647595 394.69411 l
+252.334724 393.968687 l
+253.021853 392.786792 l
+253.708983 392.786792 l
+254.052547 392.457879 l
+254.739677 392.457879 l
+255.083241 392.143267 l
+255.426806 392.143267 l
+256.4575 391.28514 l
+257.144629 391.28514 l
+257.488194 390.970528 l
+257.831758 390.970528 l
+258.175323 389.743585 l
+258.518887 389.743585 l
+258.862452 389.160969 l
+259.206017 389.160969 l
+260.236711 388.136596 l
+260.580275 387.239367 l
+261.267404 386.64842 l
+261.610969 386.069533 l
+262.641663 386.069533 l
+263.328792 384.86142 l
+264.015921 384.86142 l
+264.359486 384.546807 l
+265.046615 383.350876 l
+265.733744 383.350876 l
+267.108003 382.116403 l
+267.451568 381.457214 l
+267.795132 381.457214 l
+268.138697 381.155711 l
+268.482261 379.243616 l
+268.825826 378.627499 l
+269.169391 378.338056 l
+270.543649 375.88565 l
+270.887214 375.541074 l
+271.230778 375.541074 l
+271.574343 374.938067 l
+271.917908 373.993037 l
+272.605037 372.6878 l
+272.948601 372.6878 l
+273.979295 371.852866 l
+274.32286 371.852866 l
+274.666425 371.285111 l
+275.009989 371.285111 l
+275.353554 371.0068 l
+276.040683 369.773376 l
+276.384248 369.773376 l
+276.727812 368.799605 l
+277.071377 366.710174 l
+277.414942 366.40867 l
+277.758506 365.49105 l
+278.445635 364.874933 l
+279.132765 364.874933 l
+279.819894 363.363341 l
+280.163459 363.061837 l
+281.194152 361.253326 l
+281.881282 360.674439 l
+282.224846 360.030913 l
+282.568411 357.87882 l
+282.911976 357.564207 l
+283.25554 356.619177 l
+283.599105 356.619177 l
+283.942669 356.317674 l
+284.286234 355.345235 l
+284.629799 355.000659 l
+284.973363 352.911228 l
+285.316928 352.596615 l
+286.004057 350.652099 l
+286.347622 350.061151 l
+286.691186 348.87728 l
+287.034751 348.562667 l
+287.72188 347.000473 l
+288.065445 346.370056 l
+288.409009 346.370056 l
+288.752574 345.174124 l
+289.096139 344.544899 l
+289.439703 344.266588 l
+290.126833 341.608474 l
+291.157526 339.115003 l
+291.844656 335.794267 l
+292.18822 335.479654 l
+292.531785 334.888707 l
+293.218914 331.576403 l
+293.562479 330.917215 l
+293.906043 330.649212 l
+294.249608 330.019986 l
+294.936737 328.21895 l
+295.280302 327.023946 l
+295.623866 326.722443 l
+295.967431 326.104086 l
+296.65456 322.994994 l
+296.998125 320.263086 l
+297.34169 319.646969 l
+297.685254 317.847909 l
+298.028819 316.91718 l
+298.372383 316.313124 l
+298.715948 315.998511 l
+299.059513 315.382395 l
+299.403077 314.397492 l
+299.746642 312.854744 l
+300.090207 312.236388 l
+300.433771 310.736151 l
+300.777336 310.123572 l
+301.1209 309.834129 l
+301.80803 308.625088 l
+303.182288 301.651343 l
+303.869417 298.725329 l
+304.212982 297.84401 l
+304.900111 295.079113 l
+305.243676 294.488166 l
+305.58724 293.326663 l
+306.617934 288.638057 l
+306.961499 287.707328 l
+307.305064 286.221953 l
+307.648628 285.605836 l
+307.992193 285.316393 l
+309.022887 280.269199 l
+310.053581 274.341736 l
+310.397145 273.169925 l
+311.084274 267.463417 l
+311.427839 266.519579 l
+312.114968 263.710851 l
+312.458533 260.495393 l
+313.832791 253.846656 l
+314.176356 250.809394 l
+314.863485 246.980621 l
+315.20705 244.041395 l
+316.237744 239.025583 l
+316.581308 238.418358 l
+317.268438 235.201749 l
+317.612002 234.608825 l
+318.642696 227.954904 l
+319.329825 224.266833 l
+320.016955 220.9057 l
+320.704084 216.508244 l
+321.391213 213.45059 l
+321.734778 211.978324 l
+322.421907 207.158033 l
+323.452601 198.575267 l
+324.483295 192.9747 l
+325.513988 188.656618 l
+325.857553 185.975311 l
+326.201118 184.814857 l
+327.231812 178.302801 l
+327.575376 177.095737 l
+329.293199 167.311307 l
+329.636764 163.74856 l
+330.323893 161.381746 l
+331.011022 157.912634 l
+331.354587 156.124706 l
+332.041716 154.387117 l
+332.385281 153.224686 l
+332.728846 150.798498 l
+333.759539 146.651575 l
+334.103104 146.08382 l
+334.446669 144.948311 l
+334.790233 142.062327 l
+335.133798 140.320081 l
+335.820927 135.307557 l
+336.164492 134.459739 l
+336.851621 131.303775 l
+337.53875 128.160818 l
+338.225879 122.17546 l
+338.913009 119.902689 l
+339.256573 119.323801 l
+339.600138 118.497615 l
+339.943703 117.094102 l
+340.287267 116.258344 l
+340.630832 114.843698 l
+340.974396 114.018248 l
+341.317961 112.860473 l
+341.661526 112.292718 l
+343.035784 107.846013 l
+343.379349 107.288566 l
+344.066478 105.917625 l
+344.410043 105.628182 l
+344.753607 103.709366 l
+345.440736 101.759539 l
+345.784301 100.934088 l
+347.15856 96.187631 l
+347.502124 96.187631 l
+348.189253 95.074386 l
+348.532818 94.806383 l
+349.219947 92.289625 l
+349.563512 90.660253 l
+349.907077 90.113938 l
+350.594206 89.557316 l
+350.93777 88.464687 l
+351.968464 86.836051 l
+352.312029 86.568048 l
+352.999158 85.485727 l
+353.342723 85.485727 l
+353.686287 84.393098 l
+354.029852 84.114786 l
+354.716981 82.754154 l
+355.060546 82.227719 l
+355.404111 82.227719 l
+355.747675 81.413401 l
+356.09124 81.413401 l
+356.434804 80.609391 l
+357.121934 80.073384 l
+357.465498 80.073384 l
+357.809063 79.001371 l
+358.152627 79.001371 l
+358.496192 78.733367 l
+358.839757 78.197361 l
+359.183321 78.197361 l
+359.870451 77.661354 l
+360.55758 77.661354 l
+360.901144 76.58934 l
+361.244709 76.58934 l
+361.588274 76.321337 l
+361.931838 75.794902 l
+362.275403 75.794902 l
+362.618968 75.526899 l
+363.649661 75.526899 l
+365.02392 74.464457 l
+365.367485 73.402015 l
+366.398178 72.598005 l
+366.741743 72.598005 l
+367.428872 72.061998 l
+369.833825 72.061998 l
+370.177389 71.535563 l
+370.520954 71.535563 l
+370.864518 71.267559 l
+371.208083 71.267559 l
+371.895212 70.731553 l
+372.238777 70.205118 l
+372.582342 69.410679 l
+372.925906 69.142676 l
+373.269471 68.616241 l
+374.300165 67.81223 l
+374.643729 67.036935 l
+375.330859 67.036935 l
+376.017988 66.5105 l
+376.361552 66.5105 l
+376.705117 66.252068 l
+377.048682 66.252068 l
+377.392246 65.993636 l
+377.735811 65.993636 l
+378.079375 65.218341 l
+379.110069 65.218341 l
+379.453634 64.959909 l
+380.827892 64.959909 l
+381.171457 64.701477 l
+381.515022 64.701477 l
+381.858586 64.443045 l
+467.062612 64.443045 l
+467.062612 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 74.294 60.825 clipbox
+74.024686 426.24758 m
+172.627732 426.24758 l
+172.971297 425.979576 l
+178.124766 425.979576 l
+178.468331 425.711573 l
+178.811895 425.711573 l
+179.15546 425.39696 l
+181.216848 425.39696 l
+181.560412 425.082348 l
+185.683188 425.082348 l
+186.026752 424.804036 l
+191.523786 424.804036 l
+191.867351 424.545605 l
+202.17429 424.545605 l
+202.517854 424.230992 l
+212.481228 424.230992 l
+212.824793 423.952681 l
+215.229745 423.952681 l
+215.916874 423.424849 l
+219.352521 423.424849 l
+220.03965 422.888843 l
+220.383215 422.888843 l
+220.726779 422.610531 l
+225.193119 422.610531 l
+225.536684 422.3521 l
+227.254507 422.3521 l
+227.598072 422.084096 l
+231.720847 422.084096 l
+232.064412 421.769484 l
+232.407976 421.769484 l
+232.751541 421.491172 l
+233.43867 421.491172 l
+233.782235 421.189669 l
+237.217881 421.189669 l
+237.561446 420.370641 l
+241.340656 420.370641 l
+241.684221 420.121121 l
+243.402044 420.121121 l
+243.745609 419.862689 l
+248.555513 419.862689 l
+249.242643 419.326682 l
+249.586207 418.769235 l
+249.929772 418.769235 l
+250.616901 418.20148 l
+251.30403 418.20148 l
+251.99116 417.664737 l
+252.334724 417.664737 l
+252.678289 417.386426 l
+255.426806 417.386426 l
+256.4575 416.560976 l
+258.175323 416.560976 l
+258.518887 416.004354 l
+258.862452 416.004354 l
+259.206017 415.726042 l
+259.549581 415.726042 l
+259.893146 415.458039 l
+261.610969 415.458039 l
+262.298098 414.890284 l
+263.672357 414.890284 l
+264.015921 414.600841 l
+264.359486 414.600841 l
+265.046615 414.044218 l
+265.39018 413.474711 l
+266.077309 413.474711 l
+266.420874 413.185267 l
+267.108003 413.185267 l
+267.795132 412.658832 l
+268.138697 412.658832 l
+268.482261 412.380521 l
+269.169391 412.380521 l
+269.512955 412.091077 l
+270.887214 412.091077 l
+271.574343 411.543202 l
+272.261472 411.543202 l
+272.605037 410.973695 l
+272.948601 410.973695 l
+273.292166 410.436952 l
+273.979295 410.436952 l
+274.32286 410.168949 l
+275.009989 410.168949 l
+275.353554 409.642513 l
+275.697118 408.794695 l
+276.727812 408.794695 l
+278.102071 407.730857 l
+279.132765 407.730857 l
+279.476329 407.11474 l
+280.507023 407.11474 l
+281.537717 406.298862 l
+281.881282 406.298862 l
+282.224846 406.030858 l
+283.599105 406.030858 l
+284.629799 405.23642 l
+284.973363 405.23642 l
+285.316928 404.958109 l
+287.378316 404.958109 l
+287.72188 404.679797 l
+288.409009 404.679797 l
+288.752574 404.411794 l
+289.096139 404.411794 l
+289.439703 403.554596 l
+289.783268 403.276284 l
+290.470397 403.276284 l
+290.813962 402.430218 l
+291.157526 402.430218 l
+291.501091 401.883904 l
+292.18822 401.883904 l
+292.87535 401.336028 l
+293.218914 400.788153 l
+293.906043 400.788153 l
+294.249608 400.208338 l
+294.593173 399.940335 l
+294.936737 399.940335 l
+295.280302 399.347411 l
+295.623866 399.057967 l
+295.967431 399.057967 l
+296.310996 398.50052 l
+296.998125 398.50052 l
+297.685254 397.972689 l
+298.028819 397.416066 l
+298.372383 397.137755 l
+299.059513 397.137755 l
+299.746642 396.581133 l
+300.090207 396.581133 l
+300.433771 396.313129 l
+300.777336 395.709073 l
+301.1209 395.709073 l
+301.80803 395.151626 l
+302.838724 393.475556 l
+303.182288 392.593189 l
+303.525853 392.057182 l
+303.869417 390.953421 l
+304.212982 390.685417 l
+304.556547 389.899154 l
+304.900111 389.620843 l
+305.243676 389.620843 l
+305.58724 388.481605 l
+305.930805 388.481605 l
+306.617934 386.830792 l
+306.961499 386.830792 l
+307.305064 386.270857 l
+307.992193 385.714234 l
+309.022887 383.694605 l
+309.710016 380.855368 l
+310.053581 380.587365 l
+310.397145 379.692937 l
+310.74071 379.692937 l
+311.427839 378.320436 l
+312.458533 376.699975 l
+312.802098 376.699975 l
+313.145662 376.431972 l
+313.489227 375.874525 l
+313.832791 375.874525 l
+314.519921 373.064595 l
+315.20705 371.979316 l
+315.550614 371.711313 l
+315.894179 370.563743 l
+316.581308 369.983928 l
+317.268438 368.857799 l
+317.612002 368.589795 l
+317.955567 367.163914 l
+318.299131 366.559858 l
+318.642696 364.828111 l
+318.986261 364.003486 l
+319.67339 364.003486 l
+321.047648 362.867048 l
+321.391213 362.867048 l
+321.734778 362.276101 l
+322.078342 360.855238 l
+322.421907 360.298616 l
+322.765472 359.503441 l
+323.109036 359.201937 l
+323.452601 357.796672 l
+323.796165 355.824476 l
+324.13973 355.824476 l
+324.483295 353.896914 l
+325.513988 351.303088 l
+325.857553 350.735333 l
+326.201118 350.735333 l
+328.60607 342.66055 l
+329.293199 340.739158 l
+329.636764 339.641819 l
+330.323893 338.536305 l
+330.667458 336.56411 l
+331.354587 335.182037 l
+331.698152 333.552665 l
+332.385281 332.427463 l
+332.728846 331.053946 l
+333.415975 329.693313 l
+334.103104 329.146999 l
+334.790233 327.504742 l
+335.133798 326.109048 l
+335.820927 322.012985 l
+336.164492 320.898916 l
+336.508056 318.96804 l
+336.851621 318.141853 l
+338.569444 310.886799 l
+339.943703 303.398066 l
+340.287267 302.292743 l
+340.630832 300.619666 l
+340.974396 299.79348 l
+341.317961 298.174415 l
+341.661526 297.616968 l
+342.00509 297.358537 l
+342.348655 296.510718 l
+343.035784 294.044763 l
+343.379349 293.220138 l
+344.066478 288.837753 l
+344.410043 288.013127 l
+345.440736 281.954604 l
+346.814995 274.329573 l
+347.502124 272.410757 l
+347.845689 270.157673 l
+348.876383 266.305128 l
+349.219947 266.026816 l
+349.563512 265.211762 l
+350.250641 261.889242 l
+350.594206 259.173031 l
+351.281335 256.105821 l
+351.6249 255.536313 l
+351.968464 254.422244 l
+354.716981 237.535699 l
+355.060546 235.895194 l
+356.778369 224.420739 l
+357.121934 221.975652 l
+357.465498 220.335972 l
+357.809063 217.860446 l
+358.152627 216.797268 l
+358.496192 215.157499 l
+359.526886 207.066495 l
+359.870451 205.674115 l
+360.214015 203.775178 l
+360.901144 201.340324 l
+361.588274 195.38738 l
+362.275403 189.354183 l
+362.618968 186.384794 l
+362.962532 184.514648 l
+363.306097 183.690023 l
+363.993226 180.16023 l
+365.02392 172.246491 l
+365.711049 169.016537 l
+366.054614 165.748133 l
+366.398178 164.404423 l
+367.085308 158.997958 l
+367.772437 154.733618 l
+368.459566 152.339334 l
+368.803131 149.646124 l
+369.146695 148.570417 l
+369.49026 145.877206 l
+369.833825 144.515838 l
+370.864518 139.204581 l
+371.208083 138.668574 l
+371.551648 136.75867 l
+371.895212 135.934044 l
+373.9566 126.926113 l
+374.643729 125.094494 l
+374.987294 124.308967 l
+375.674423 121.157871 l
+376.361552 118.750983 l
+377.048682 114.27532 l
+377.392246 112.972929 l
+377.735811 110.895243 l
+378.42294 109.832801 l
+378.766505 109.574369 l
+379.110069 107.198493 l
+379.797199 105.120146 l
+380.484328 102.524936 l
+380.827892 101.998501 l
+381.171457 100.696111 l
+381.858586 99.403291 l
+382.202151 96.780027 l
+382.545716 96.263163 l
+382.88928 95.247259 l
+383.232845 93.667953 l
+383.576409 92.633566 l
+383.919974 90.823223 l
+384.263539 90.056839 l
+384.950668 87.452718 l
+385.294233 87.452718 l
+385.637797 86.131844 l
+386.668491 84.100036 l
+387.012056 83.5736 l
+387.699185 80.987962 l
+388.042749 80.72953 l
+388.729879 79.446283 l
+389.073443 78.93833 l
+389.417008 78.68881 l
+389.760573 77.654423 l
+390.104137 77.155382 l
+390.791266 76.628947 l
+391.134831 75.566505 l
+391.478396 75.04007 l
+391.82196 74.772066 l
+392.852654 72.454431 l
+393.539783 71.937568 l
+393.883348 71.937568 l
+394.914042 71.162272 l
+395.944736 71.162272 l
+396.2883 70.645409 l
+397.318994 70.645409 l
+398.349688 69.094818 l
+398.693253 68.836386 l
+399.380382 68.836386 l
+399.723947 68.319522 l
+401.785334 68.319522 l
+403.159593 67.285795 l
+404.190287 67.285795 l
+404.533851 66.5105 l
+404.877416 66.5105 l
+405.564545 65.993636 l
+406.251674 65.993636 l
+408.313062 64.443045 l
+467.062612 64.443045 l
+467.062612 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 74.294 60.825 clipbox
+74.024686 426.24758 m
+152.700984 426.24758 l
+153.044549 425.989148 l
+197.70795 425.989148 l
+198.051514 425.721144 l
+212.481228 425.721144 l
+212.824793 425.462713 l
+219.696085 425.462713 l
+220.03965 425.204281 l
+221.757473 425.204281 l
+222.101038 424.92597 l
+232.407976 424.92597 l
+232.751541 424.667538 l
+235.500058 424.667538 l
+235.843622 424.399535 l
+236.187187 424.399535 l
+236.530752 424.150014 l
+236.874316 424.150014 l
+237.217881 423.900494 l
+243.058479 423.900494 l
+243.402044 423.622183 l
+245.463432 423.622183 l
+245.806996 423.343871 l
+249.586207 423.343871 l
+249.929772 423.094351 l
+255.426806 423.094351 l
+255.77037 422.844831 l
+269.512955 422.844831 l
+269.85652 422.586399 l
+270.200085 422.586399 l
+270.543649 422.336879 l
+271.230778 422.336879 l
+271.574343 422.068875 l
+278.445635 422.068875 l
+278.7892 421.810443 l
+282.911976 421.810443 l
+283.25554 421.54244 l
+284.629799 421.54244 l
+284.973363 421.274437 l
+285.660492 421.274437 l
+286.004057 421.024916 l
+287.378316 421.024916 l
+287.72188 420.775396 l
+288.065445 420.238653 l
+289.783268 420.238653 l
+290.126833 419.97065 l
+291.157526 419.97065 l
+291.501091 419.712218 l
+292.87535 419.712218 l
+293.562479 419.213177 l
+294.249608 419.213177 l
+294.593173 418.954745 l
+299.746642 418.954745 l
+300.090207 418.455704 l
+302.838724 418.455704 l
+303.182288 418.197273 l
+305.58724 418.197273 l
+305.930805 417.947752 l
+310.74071 417.947752 l
+311.084274 417.68932 l
+312.114968 417.68932 l
+312.458533 416.626142 l
+312.802098 416.626142 l
+313.145662 416.376622 l
+313.489227 416.376622 l
+313.832791 416.127102 l
+314.176356 415.600666 l
+314.519921 414.79592 l
+315.20705 414.259177 l
+315.550614 414.259177 l
+315.894179 413.702555 l
+316.924873 413.702555 l
+317.612002 413.185691 l
+318.642696 413.185691 l
+319.329825 412.648948 l
+319.67339 412.648948 l
+320.016955 412.390516 l
+320.360519 411.623472 l
+321.391213 410.838605 l
+322.765472 410.838605 l
+323.452601 410.301862 l
+323.796165 410.301862 l
+324.826859 409.507424 l
+325.170424 409.507424 l
+325.857553 408.999471 l
+326.201118 408.999471 l
+326.888247 408.482608 l
+327.231812 408.482608 l
+327.575376 408.204297 l
+328.949635 408.204297 l
+329.293199 407.677862 l
+329.636764 407.41943 l
+329.980329 407.41943 l
+330.667458 406.920389 l
+331.011022 406.115643 l
+331.354587 405.857211 l
+332.728846 405.857211 l
+333.07241 405.072344 l
+333.415975 404.80434 l
+333.759539 403.222242 l
+334.103104 402.705379 l
+334.446669 402.446947 l
+335.820927 402.446947 l
+336.164492 401.930083 l
+336.508056 401.671651 l
+336.851621 400.886124 l
+337.195186 400.886124 l
+337.53875 400.627692 l
+338.569444 400.627692 l
+338.913009 400.090949 l
+339.256573 399.812638 l
+339.943703 399.812638 l
+340.287267 399.295115 l
+340.630832 398.212057 l
+341.317961 397.17767 l
+341.661526 396.909666 l
+342.348655 395.893762 l
+342.69222 395.644242 l
+343.035784 395.644242 l
+343.379349 395.117806 l
+343.722913 395.117806 l
+344.066478 394.839495 l
+344.410043 394.839495 l
+344.753607 394.340455 l
+345.097172 393.574071 l
+345.440736 393.315639 l
+345.784301 392.558166 l
+346.127866 392.558166 l
+346.814995 390.755998 l
+347.15856 389.702392 l
+347.502124 389.702392 l
+347.845689 389.156077 l
+348.189253 389.156077 l
+348.876383 388.639214 l
+349.219947 388.639214 l
+349.907077 386.829531 l
+350.594206 386.829531 l
+350.93777 386.580011 l
+351.281335 386.033696 l
+352.312029 383.734544 l
+352.655594 383.235503 l
+354.029852 380.093243 l
+355.060546 378.531684 l
+355.747675 376.42381 l
+356.434804 376.42381 l
+357.121934 375.887067 l
+357.809063 374.585337 l
+358.496192 373.539982 l
+358.839757 373.539982 l
+359.526886 372.207404 l
+359.870451 371.699452 l
+360.55758 371.162709 l
+361.244709 370.079651 l
+361.588274 368.488641 l
+361.931838 368.23021 l
+362.275403 367.463826 l
+362.618968 367.463826 l
+363.649661 365.127047 l
+364.336791 363.020571 l
+364.680355 362.512618 l
+365.02392 360.415789 l
+365.367485 359.639834 l
+365.711049 359.37183 l
+366.054614 358.088583 l
+366.398178 356.267932 l
+366.741743 355.999929 l
+367.085308 354.151223 l
+368.459566 350.278224 l
+368.803131 349.491961 l
+369.146695 347.902348 l
+369.49026 347.652827 l
+369.833825 346.360008 l
+370.177389 345.842484 l
+370.864518 343.016897 l
+371.208083 341.71377 l
+371.551648 341.187335 l
+371.895212 340.429863 l
+372.582342 338.111568 l
+373.269471 335.007009 l
+373.613035 333.981533 l
+373.9566 333.473581 l
+374.300165 332.707197 l
+375.330859 329.362766 l
+375.674423 327.034163 l
+376.017988 325.491824 l
+376.705117 321.631849 l
+377.048682 320.09017 l
+377.392246 317.972065 l
+377.735811 316.899315 l
+378.079375 315.338492 l
+378.42294 314.820969 l
+378.766505 311.728038 l
+379.110069 309.888905 l
+379.453634 307.330001 l
+380.140763 304.742382 l
+380.484328 303.975998 l
+380.827892 301.935278 l
+381.858586 298.592827 l
+382.202151 297.308919 l
+382.88928 294.207078 l
+383.232845 292.950564 l
+383.576409 291.112167 l
+383.919974 287.777967 l
+384.607103 284.195568 l
+384.950668 283.410701 l
+385.294233 282.135705 l
+385.637797 281.350838 l
+386.668491 275.753132 l
+387.35562 272.436755 l
+387.699185 270.119121 l
+388.042749 268.853696 l
+388.729879 264.745521 l
+389.073443 262.963233 l
+389.760573 261.430465 l
+390.104137 259.91552 l
+390.447702 256.554586 l
+392.165525 247.116049 l
+392.50909 244.040281 l
+393.196219 240.724565 l
+393.539783 237.898978 l
+394.570477 232.552113 l
+395.601171 224.591555 l
+395.944736 222.550835 l
+396.97543 214.634834 l
+397.318994 214.135793 l
+397.662559 211.345852 l
+398.006123 210.329948 l
+400.75464 194.044123 l
+401.098205 192.769787 l
+401.44177 188.944798 l
+401.785334 187.697196 l
+402.128899 184.916826 l
+403.159593 179.356086 l
+403.503157 176.557894 l
+403.846722 175.292469 l
+404.190287 175.042949 l
+404.533851 173.037874 l
+404.877416 172.039793 l
+406.595239 158.726099 l
+406.938804 155.4556 l
+407.969497 150.705801 l
+408.656627 147.907609 l
+409.687321 144.654932 l
+410.37445 139.370447 l
+410.718014 137.873325 l
+411.405144 134.371129 l
+411.748708 132.874006 l
+413.122967 124.871532 l
+413.466531 124.372491 l
+413.810096 123.37441 l
+414.497225 119.132563 l
+414.84079 117.884961 l
+415.184355 117.1364 l
+415.527919 115.389758 l
+416.215048 111.139 l
+416.558613 109.142837 l
+417.245742 103.377134 l
+417.589307 101.37206 l
+417.932871 98.627336 l
+418.276436 97.379734 l
+418.620001 95.383571 l
+418.963565 94.38549 l
+419.994259 89.644603 l
+420.681388 87.64844 l
+421.024953 87.149399 l
+423.086341 82.658032 l
+423.429905 80.91139 l
+424.117035 79.164747 l
+424.460599 78.166666 l
+424.804164 78.166666 l
+425.147729 77.667625 l
+425.834858 74.67338 l
+426.521987 73.425779 l
+427.209116 72.926738 l
+427.552681 72.926738 l
+427.896246 72.427697 l
+428.23981 72.427697 l
+428.583375 71.429616 l
+428.926939 71.180095 l
+429.270504 71.180095 l
+429.614069 70.681055 l
+430.644762 70.681055 l
+430.988327 70.431534 l
+432.362586 67.43729 l
+432.70615 67.43729 l
+433.393279 66.189688 l
+434.423973 65.441127 l
+434.767538 65.441127 l
+435.111103 65.191606 l
+435.798232 65.191606 l
+436.141796 64.942086 l
+436.485361 64.942086 l
+436.828926 64.692566 l
+437.17249 64.692566 l
+437.516055 64.443045 l
+467.062612 64.443045 l
+467.062612 64.443045 l
+stroke
+grestore
+2 setlinecap
+[] 0 setdash
+0.173 0.627 0.173 setrgbcolor
+gsave
+392.449 369.041 74.294 60.825 clipbox
+-1 406.414051 m
+170.909909 406.414051 l
+171.253474 406.124608 l
+188.08814 406.124608 l
+188.431705 405.809995 l
+189.118834 405.809995 l
+189.462399 405.495382 l
+198.051514 405.495382 l
+198.395079 405.217071 l
+219.696085 405.217071 l
+220.03965 404.915567 l
+221.413908 404.915567 l
+221.757473 404.626124 l
+236.874316 404.626124 l
+237.217881 404.35812 l
+239.966398 404.35812 l
+240.309963 404.056617 l
+252.334724 404.056617 l
+253.021853 403.4405 l
+254.052547 403.4405 l
+254.396112 403.138996 l
+254.739677 403.138996 l
+255.083241 402.837493 l
+257.831758 402.837493 l
+258.175323 402.456646 l
+262.641663 402.456646 l
+262.985227 402.167202 l
+264.703051 402.167202 l
+265.046615 401.85259 l
+265.39018 401.85259 l
+265.733744 401.508014 l
+267.795132 401.508014 l
+268.138697 401.21857 l
+270.543649 401.21857 l
+271.230778 400.638755 l
+271.574343 400.638755 l
+271.917908 400.349312 l
+273.292166 400.349312 l
+273.635731 400.047808 l
+275.353554 400.047808 l
+275.697118 399.718895 l
+278.445635 399.718895 l
+278.7892 399.404282 l
+283.599105 399.404282 l
+283.942669 398.824467 l
+284.973363 398.824467 l
+285.316928 398.509854 l
+286.347622 398.509854 l
+286.691186 398.195242 l
+287.034751 398.195242 l
+287.72188 397.579125 l
+289.096139 397.579125 l
+289.439703 397.300814 l
+291.157526 397.300814 l
+291.501091 396.99931 l
+292.18822 396.99931 l
+292.531785 396.368893 l
+292.87535 396.054281 l
+293.906043 396.054281 l
+294.249608 395.171913 l
+294.593173 395.171913 l
+294.936737 394.88247 l
+295.623866 394.88247 l
+295.967431 394.278413 l
+296.310996 394.278413 l
+296.65456 393.97691 l
+296.998125 393.397095 l
+298.028819 393.397095 l
+298.372383 393.107651 l
+299.403077 393.107651 l
+299.746642 392.82934 l
+300.433771 392.82934 l
+300.777336 392.551029 l
+301.1209 392.551029 l
+301.464465 392.261585 l
+302.151594 392.261585 l
+302.495159 391.972141 l
+304.900111 391.972141 l
+305.243676 391.69383 l
+305.58724 391.69383 l
+306.617934 390.760861 l
+306.961499 390.760861 l
+307.305064 390.431948 l
+307.648628 389.827891 l
+308.335757 389.258384 l
+311.427839 389.258384 l
+311.771404 388.980073 l
+313.489227 388.980073 l
+313.832791 388.701762 l
+316.581308 388.701762 l
+316.924873 388.412318 l
+317.268438 388.412318 l
+317.612002 387.832503 l
+317.955567 387.832503 l
+318.299131 387.54306 l
+318.642696 387.54306 l
+318.986261 387.214146 l
+319.329825 387.214146 l
+320.016955 386.584921 l
+320.360519 386.584921 l
+320.704084 386.295477 l
+321.047648 386.295477 l
+321.734778 385.666252 l
+322.421907 385.666252 l
+323.796165 384.404056 l
+324.483295 384.404056 l
+324.826859 383.15392 l
+325.857553 383.15392 l
+326.201118 382.839308 l
+326.888247 382.839308 l
+327.575376 382.271553 l
+327.918941 382.271553 l
+328.262505 381.326523 l
+328.949635 380.780209 l
+329.636764 380.780209 l
+329.980329 380.200394 l
+330.323893 380.200394 l
+330.667458 379.571169 l
+331.354587 379.571169 l
+332.728846 378.384496 l
+333.07241 378.384496 l
+334.103104 377.434142 l
+334.446669 376.588076 l
+334.790233 376.320073 l
+335.133798 375.727149 l
+335.820927 375.727149 l
+336.164492 375.448838 l
+336.851621 375.448838 l
+337.53875 374.805312 l
+337.882315 374.805312 l
+338.225879 374.503808 l
+338.569444 374.503808 l
+338.913009 373.338576 l
+339.256573 372.72246 l
+339.600138 372.72246 l
+339.943703 372.131512 l
+340.287267 371.170851 l
+340.630832 370.567843 l
+340.974396 369.527808 l
+341.661526 368.9248 l
+342.348655 367.11368 l
+343.722913 367.11368 l
+344.066478 366.497564 l
+344.753607 366.497564 l
+345.097172 366.168651 l
+345.784301 364.974696 l
+346.127866 363.71253 l
+346.814995 363.121583 l
+347.502124 363.121583 l
+347.845689 362.595147 l
+348.189253 362.280535 l
+348.876383 361.0667 l
+349.563512 360.520386 l
+349.907077 359.300213 l
+350.250641 359.300213 l
+350.594206 358.429202 l
+352.999158 356.338579 l
+353.686287 356.338579 l
+354.029852 355.709354 l
+354.373417 355.431043 l
+355.060546 353.90739 l
+355.404111 353.303334 l
+355.747675 352.419214 l
+356.09124 352.419214 l
+356.434804 352.038367 l
+356.778369 351.470612 l
+357.121934 351.169108 l
+357.465498 350.642673 l
+357.809063 350.328061 l
+358.496192 350.328061 l
+359.526886 347.63058 l
+359.870451 345.8074 l
+360.214015 345.216453 l
+360.55758 344.304122 l
+360.901144 342.843916 l
+361.244709 342.843916 l
+361.931838 341.021785 l
+362.618968 339.826781 l
+363.306097 339.259026 l
+363.649661 339.259026 l
+363.993226 338.691271 l
+364.680355 336.905953 l
+365.02392 336.905953 l
+365.367485 336.61651 l
+366.398178 334.267967 l
+366.741743 332.654888 l
+367.428872 330.844137 l
+367.772437 330.24008 l
+368.116001 328.703055 l
+368.803131 327.215439 l
+369.146695 326.585022 l
+369.49026 326.585022 l
+369.833825 326.317019 l
+370.520954 325.120039 l
+370.864518 324.818535 l
+371.208083 323.384563 l
+371.551648 320.786871 l
+371.895212 319.801968 l
+372.238777 319.487356 l
+372.582342 318.930733 l
+372.925906 318.010873 l
+373.9566 314.323994 l
+374.643729 313.193502 l
+375.674423 310.92731 l
+376.017988 310.334386 l
+376.705117 308.406694 l
+377.048682 307.794115 l
+378.079375 305.100627 l
+378.42294 304.842195 l
+378.766505 304.238139 l
+380.827892 297.457343 l
+381.515022 293.839465 l
+382.202151 292.702203 l
+382.545716 291.494091 l
+382.88928 289.146036 l
+383.232845 288.214115 l
+383.576409 287.621192 l
+384.263539 284.609099 l
+384.607103 282.576776 l
+384.950668 281.382821 l
+385.294233 281.382821 l
+385.981362 278.494861 l
+386.324926 278.180248 l
+387.012056 276.139178 l
+388.386314 268.847136 l
+388.729879 268.26452 l
+389.073443 266.767084 l
+389.760573 264.715003 l
+390.791266 260.800911 l
+391.478396 257.204209 l
+391.82196 255.713544 l
+392.50909 253.644137 l
+393.196219 250.101079 l
+393.539783 250.101079 l
+394.226913 245.720164 l
+394.914042 243.340362 l
+395.257607 242.770855 l
+395.601171 241.209708 l
+396.2883 235.679253 l
+396.631865 234.205939 l
+396.97543 233.627051 l
+397.318994 232.165918 l
+398.006123 228.374079 l
+398.349688 227.770023 l
+399.036817 225.007591 l
+399.723947 221.465236 l
+400.411076 218.31618 l
+401.098205 212.869953 l
+401.44177 212.055635 l
+402.472464 204.314388 l
+402.816028 203.45719 l
+403.159593 202.275295 l
+403.503157 199.225938 l
+404.533851 193.587671 l
+404.877416 190.66129 l
+405.564545 187.693687 l
+405.90811 183.869517 l
+406.251674 182.710814 l
+406.595239 180.642823 l
+406.938804 179.448868 l
+409.343756 164.736942 l
+410.030885 157.093643 l
+410.718014 154.370222 l
+411.405144 148.559059 l
+411.748708 146.184523 l
+412.092273 142.895167 l
+412.435838 141.131705 l
+412.779402 140.035763 l
+414.497225 128.843452 l
+414.84079 127.359005 l
+415.184355 125.270501 l
+415.527919 124.087558 l
+415.871484 122.065127 l
+416.215048 121.47418 l
+416.558613 117.206989 l
+417.245742 113.66766 l
+417.932871 110.456876 l
+418.276436 106.243689 l
+418.620001 104.269932 l
+419.650695 96.564113 l
+419.994259 95.718047 l
+420.337824 94.542507 l
+420.681388 92.229705 l
+421.712082 88.592988 l
+422.399212 85.273189 l
+423.429905 82.696113 l
+423.77347 82.696113 l
+424.117035 81.826854 l
+424.460599 81.270232 l
+424.804164 79.582293 l
+425.147729 79.012786 l
+425.491293 78.16672 l
+425.834858 77.620406 l
+426.178422 76.170283 l
+426.521987 75.88084 l
+428.926939 70.136173 l
+429.270504 68.453524 l
+429.957633 66.855076 l
+430.301198 66.855076 l
+431.675456 65.783062 l
+432.019021 64.979052 l
+432.70615 64.979052 l
+433.393279 64.443045 l
+525.812162 64.443045 l
+525.812162 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 74.294 60.825 clipbox
+-1 409.077597 m
+43.790999 409.077597 l
+44.134564 408.809593 l
+65.779135 408.809593 l
+66.1227 408.54159 l
+104.945502 408.54159 l
+105.289067 408.226977 l
+177.781202 408.226977 l
+178.124766 407.958974 l
+214.542616 407.958974 l
+214.886181 407.680663 l
+235.500058 407.680663 l
+235.843622 407.402352 l
+238.935704 407.402352 l
+239.279269 407.14392 l
+249.929772 407.14392 l
+250.273337 406.885488 l
+260.236711 406.885488 l
+260.580275 406.617485 l
+263.328792 406.617485 l
+263.672357 406.359053 l
+266.077309 406.359053 l
+266.420874 406.080742 l
+271.917908 406.080742 l
+272.261472 405.812738 l
+272.605037 405.812738 l
+272.948601 405.534427 l
+273.979295 405.534427 l
+274.32286 405.275995 l
+284.973363 405.275995 l
+285.316928 405.007992 l
+290.813962 405.007992 l
+291.157526 404.718548 l
+294.593173 404.718548 l
+294.936737 404.460117 l
+299.746642 404.460117 l
+300.090207 404.192113 l
+301.464465 404.192113 l
+301.80803 403.942593 l
+302.151594 403.942593 l
+302.495159 403.684161 l
+304.212982 403.684161 l
+304.900111 403.166637 l
+308.335757 403.166637 l
+309.022887 402.620323 l
+310.74071 402.620323 l
+311.084274 402.342012 l
+313.489227 402.342012 l
+313.832791 402.0637 l
+316.237744 402.0637 l
+316.581308 401.494193 l
+316.924873 401.494193 l
+317.268438 400.966362 l
+317.955567 400.966362 l
+318.299131 400.68805 l
+319.67339 400.68805 l
+320.360519 400.118543 l
+320.704084 400.118543 l
+321.047648 399.840232 l
+321.391213 399.840232 l
+321.734778 399.572229 l
+322.078342 399.035486 l
+324.826859 399.035486 l
+325.170424 398.767482 l
+327.231812 398.767482 l
+327.918941 398.221168 l
+328.262505 398.221168 l
+328.949635 397.685161 l
+329.293199 397.685161 l
+329.636764 397.40685 l
+329.980329 397.40685 l
+330.323893 397.117406 l
+330.667458 397.117406 l
+331.011022 396.322968 l
+331.354587 396.322968 l
+331.698152 396.033524 l
+332.041716 395.507089 l
+333.07241 394.671331 l
+334.446669 394.671331 l
+334.790233 394.381887 l
+335.133798 394.381887 l
+335.820927 393.802072 l
+338.569444 393.802072 l
+338.913009 392.997326 l
+339.600138 392.997326 l
+340.630832 392.15126 l
+340.974396 392.15126 l
+341.317961 391.355425 l
+341.661526 391.355425 l
+342.00509 391.053921 l
+342.348655 391.053921 l
+343.379349 390.249175 l
+343.722913 390.249175 l
+344.066478 389.990743 l
+344.753607 389.990743 l
+345.097172 389.165293 l
+345.440736 389.165293 l
+345.784301 388.629286 l
+346.127866 388.361283 l
+346.47143 388.361283 l
+347.15856 387.814968 l
+347.502124 387.814968 l
+347.845689 387.525525 l
+348.532818 387.525525 l
+349.219947 386.421763 l
+350.594206 386.421763 l
+350.93777 385.854008 l
+351.6249 385.296561 l
+351.968464 385.296561 l
+352.312029 384.460803 l
+352.655594 384.1928 l
+352.999158 383.357866 l
+354.029852 382.551723 l
+355.404111 382.551723 l
+355.747675 382.293292 l
+356.09124 382.293292 l
+356.434804 381.736669 l
+357.121934 380.071732 l
+357.465498 380.071732 l
+357.809063 379.803729 l
+358.152627 379.803729 l
+358.839757 378.721407 l
+359.183321 378.721407 l
+359.526886 377.883161 l
+359.870451 377.604849 l
+360.214015 377.068843 l
+361.588274 377.068843 l
+362.275403 376.501088 l
+362.618968 376.501088 l
+362.962532 376.233085 l
+363.649661 376.233085 l
+364.336791 375.119015 l
+365.02392 374.582272 l
+365.367485 374.582272 l
+366.054614 373.488907 l
+367.085308 372.653149 l
+367.428872 372.653149 l
+368.116001 371.527947 l
+368.459566 370.681881 l
+368.803131 370.681881 l
+369.146695 370.145138 l
+369.49026 369.299072 l
+370.177389 369.299072 l
+370.520954 368.206443 l
+370.864518 367.928132 l
+371.208083 367.928132 l
+371.551648 367.360377 l
+372.238777 366.814062 l
+372.582342 366.814062 l
+372.925906 365.999744 l
+373.269471 365.721433 l
+374.300165 364.117895 l
+374.643729 364.117895 l
+374.987294 363.570019 l
+375.674423 363.570019 l
+376.017988 363.291708 l
+376.705117 362.208651 l
+377.048682 361.362585 l
+377.392246 361.094581 l
+378.42294 359.465209 l
+378.766505 358.114148 l
+379.453634 356.719191 l
+380.140763 355.605121 l
+380.484328 355.34669 l
+380.827892 353.434957 l
+381.515022 351.492949 l
+381.858586 350.633998 l
+382.202151 348.958016 l
+382.545716 348.410141 l
+382.88928 348.410141 l
+383.232845 347.874134 l
+383.919974 347.874134 l
+384.263539 346.512766 l
+384.607103 345.956143 l
+385.294233 344.108174 l
+385.981362 343.572168 l
+386.324926 343.572168 l
+386.668491 343.045732 l
+387.35562 342.517901 l
+388.042749 340.630097 l
+388.386314 340.073475 l
+388.729879 338.728203 l
+389.073443 338.19146 l
+390.104137 336.028142 l
+391.134831 334.107574 l
+391.478396 333.003813 l
+391.82196 331.09142 l
+392.50909 329.928989 l
+392.852654 327.992355 l
+393.196219 327.992355 l
+393.883348 326.928517 l
+394.570477 324.975376 l
+395.257607 323.074687 l
+395.601171 321.97175 l
+395.944736 321.703747 l
+396.97543 318.93053 l
+397.318994 318.061271 l
+398.006123 315.541201 l
+398.349688 313.331189 l
+398.693253 311.946628 l
+399.036817 311.400313 l
+399.380382 310.552495 l
+400.067511 309.442707 l
+400.75464 308.088689 l
+401.098205 308.088689 l
+401.785334 304.985587 l
+402.472464 303.601025 l
+402.816028 303.286413 l
+403.159593 302.750406 l
+403.503157 301.92578 l
+403.846722 301.647469 l
+404.190287 300.842723 l
+404.877416 298.405812 l
+405.564545 294.576736 l
+406.595239 291.560113 l
+407.625933 289.873735 l
+407.969497 288.434969 l
+408.313062 288.133466 l
+408.656627 286.792713 l
+409.000191 284.582701 l
+410.030885 280.505666 l
+410.37445 280.237662 l
+410.718014 279.431519 l
+411.061579 277.534144 l
+411.405144 276.728001 l
+411.748708 275.066057 l
+412.092273 272.628156 l
+412.435838 271.535527 l
+413.122967 267.343008 l
+413.466531 265.70324 l
+413.810096 263.224489 l
+414.153661 261.900822 l
+414.84079 257.212251 l
+415.184355 256.377317 l
+416.215048 251.504371 l
+416.902178 246.942132 l
+417.245742 246.126253 l
+418.276436 241.514803 l
+418.620001 239.626999 l
+419.650695 231.481599 l
+419.994259 228.961337 l
+420.681388 225.402561 l
+422.399212 214.942067 l
+422.742776 213.321606 l
+423.429905 208.729108 l
+423.77347 208.182793 l
+424.117035 207.118955 l
+424.460599 205.504284 l
+424.804164 203.047901 l
+425.147729 201.426616 l
+426.178422 194.802883 l
+426.865552 191.342464 l
+427.552681 185.892294 l
+427.896246 184.03172 l
+428.926939 180.553643 l
+429.614069 173.23975 l
+430.301198 168.315176 l
+430.988327 164.578667 l
+431.331892 163.227606 l
+431.675456 160.761904 l
+432.70615 150.929818 l
+434.080409 141.957419 l
+434.423973 138.985733 l
+434.767538 137.614793 l
+435.111103 133.339408 l
+435.454667 132.212645 l
+435.798232 129.201201 l
+436.141796 128.127055 l
+437.85962 115.715311 l
+438.203184 114.372997 l
+438.890313 110.384582 l
+439.233878 109.590144 l
+439.921007 106.60815 l
+440.264572 104.183603 l
+440.608136 100.744624 l
+440.951701 99.372123 l
+441.295266 98.576948 l
+441.982395 94.850747 l
+442.669524 92.950414 l
+443.356653 90.81309 l
+443.700218 88.406938 l
+444.387347 86.87417 l
+444.730912 86.615738 l
+445.074477 85.839783 l
+445.418041 84.227168 l
+445.761606 83.700733 l
+446.10517 81.115755 l
+446.448735 80.56944 l
+446.7923 79.24783 l
+447.135864 78.99831 l
+447.479429 77.416872 l
+449.197252 73.398269 l
+449.540817 72.881406 l
+450.227946 72.354971 l
+450.57151 71.847018 l
+452.632898 67.056078 l
+453.320027 66.520071 l
+454.007157 66.520071 l
+454.350721 65.744776 l
+454.694286 65.744776 l
+455.037851 65.476773 l
+455.381415 64.701477 l
+455.72498 64.443045 l
+525.812162 64.443045 l
+525.812162 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 74.294 60.825 clipbox
+-1 415.453209 m
+148.578209 415.453209 l
+148.921773 415.185205 l
+206.297065 415.185205 l
+206.64063 414.926774 l
+249.586207 414.926774 l
+249.929772 414.677253 l
+256.113935 414.677253 l
+256.801064 414.16039 l
+272.261472 414.16039 l
+272.605037 413.910869 l
+278.102071 413.910869 l
+278.445635 413.661349 l
+283.942669 413.661349 l
+284.286234 413.411828 l
+288.065445 413.411828 l
+288.409009 413.153397 l
+290.470397 413.153397 l
+290.813962 412.903876 l
+300.090207 412.903876 l
+300.433771 412.654356 l
+301.464465 412.654356 l
+301.80803 412.404836 l
+304.556547 412.404836 l
+304.900111 412.136832 l
+307.648628 412.136832 l
+307.992193 411.887312 l
+308.335757 411.887312 l
+308.679322 411.637791 l
+310.053581 411.637791 l
+310.74071 411.129839 l
+312.114968 411.129839 l
+312.458533 410.871407 l
+316.581308 410.871407 l
+317.268438 410.354544 l
+317.955567 410.354544 l
+318.299131 409.83768 l
+319.329825 409.83768 l
+319.67339 409.579248 l
+321.047648 409.579248 l
+321.391213 409.311245 l
+322.421907 409.311245 l
+322.765472 409.052813 l
+323.109036 409.052813 l
+323.796165 408.544861 l
+324.483295 408.544861 l
+324.826859 408.286429 l
+325.170424 407.778477 l
+325.857553 407.261613 l
+330.323893 407.261613 l
+330.667458 407.003182 l
+331.011022 407.003182 l
+331.354587 406.74475 l
+331.698152 406.74475 l
+332.041716 406.486318 l
+332.728846 406.486318 l
+333.415975 405.968794 l
+335.477362 405.968794 l
+335.820927 405.719274 l
+336.508056 405.719274 l
+336.851621 405.469754 l
+339.256573 405.469754 l
+339.600138 405.20175 l
+341.661526 405.20175 l
+342.00509 404.943318 l
+342.348655 404.943318 l
+342.69222 404.675315 l
+343.379349 404.675315 l
+343.722913 404.167363 l
+344.410043 403.659411 l
+345.097172 403.659411 l
+345.440736 403.151458 l
+345.784301 402.893027 l
+346.127866 402.893027 l
+346.47143 402.135554 l
+347.502124 402.135554 l
+348.189253 401.61869 l
+348.532818 401.61869 l
+348.876383 401.110738 l
+351.968464 401.110738 l
+352.312029 400.861218 l
+354.029852 400.861218 l
+354.716981 400.324475 l
+355.404111 400.324475 l
+355.747675 400.074955 l
+356.434804 400.074955 l
+357.121934 399.567002 l
+358.839757 399.567002 l
+359.870451 398.780739 l
+360.214015 398.780739 l
+360.55758 398.512736 l
+360.901144 398.512736 l
+361.244709 398.263215 l
+361.588274 398.263215 l
+361.931838 398.013695 l
+362.275403 397.477688 l
+362.962532 397.477688 l
+363.306097 397.219256 l
+363.993226 397.219256 l
+364.336791 396.174561 l
+364.680355 396.174561 l
+365.367485 395.637818 l
+365.711049 395.129866 l
+366.054614 394.861863 l
+366.398178 394.861863 l
+366.741743 394.612342 l
+367.085308 393.826079 l
+367.428872 393.826079 l
+367.772437 393.547768 l
+368.459566 393.547768 l
+368.803131 393.279764 l
+369.49026 393.279764 l
+370.520954 392.504469 l
+371.895212 392.504469 l
+372.238777 391.978034 l
+372.582342 391.728513 l
+372.925906 391.728513 l
+373.269471 391.450202 l
+373.613035 391.450202 l
+373.9566 390.683818 l
+374.300165 390.434298 l
+374.643729 390.434298 l
+375.330859 389.917434 l
+376.017988 389.917434 l
+376.361552 389.390999 l
+377.048682 388.883047 l
+377.392246 388.883047 l
+377.735811 388.624615 l
+378.079375 388.107752 l
+378.42294 388.107752 l
+378.766505 387.608711 l
+379.110069 387.608711 l
+379.797199 387.082276 l
+380.140763 386.574323 l
+380.484328 386.574323 l
+380.827892 385.796972 l
+381.171457 385.796972 l
+381.515022 385.53854 l
+381.858586 385.53854 l
+382.545716 385.039499 l
+382.88928 384.023595 l
+383.576409 383.524554 l
+383.919974 382.998119 l
+384.950668 382.231075 l
+386.324926 382.231075 l
+386.668491 381.444811 l
+387.012056 381.444811 l
+387.35562 381.186379 l
+388.042749 381.186379 l
+388.386314 380.936859 l
+388.729879 380.936859 l
+389.073443 380.678427 l
+389.417008 380.678427 l
+390.104137 379.652951 l
+390.447702 379.39452 l
+391.478396 377.094047 l
+391.82196 376.844527 l
+392.165525 376.844527 l
+392.50909 376.336575 l
+393.539783 374.055246 l
+394.226913 374.055246 l
+394.570477 373.796814 l
+395.257607 372.503995 l
+395.601171 372.503995 l
+395.944736 371.986471 l
+396.2883 371.220087 l
+396.97543 370.712135 l
+397.318994 369.437799 l
+397.662559 368.920275 l
+398.006123 368.661843 l
+398.349688 368.661843 l
+398.693253 368.134012 l
+399.380382 366.811005 l
+399.723947 366.552573 l
+400.411076 366.552573 l
+400.75464 366.044621 l
+401.098205 364.980047 l
+401.44177 364.721615 l
+401.785334 364.721615 l
+402.472464 363.705711 l
+403.503157 361.405899 l
+403.846722 361.405899 l
+404.533851 360.371511 l
+405.220981 359.863559 l
+405.90811 358.856566 l
+406.251674 358.607046 l
+406.595239 357.303259 l
+406.938804 357.053738 l
+407.282368 356.268871 l
+407.969497 353.978631 l
+408.313062 353.202675 l
+408.656627 352.944243 l
+410.030885 349.638099 l
+410.37445 348.372674 l
+410.718014 347.596718 l
+411.061579 346.331294 l
+411.405144 346.052982 l
+412.092273 343.771653 l
+413.122967 342.238885 l
+413.810096 340.168714 l
+414.153661 339.660762 l
+414.497225 337.896297 l
+414.84079 337.637865 l
+415.184355 337.138824 l
+416.558613 333.239827 l
+417.245742 331.965491 l
+418.276436 330.430666 l
+418.963565 328.638807 l
+419.30713 326.579603 l
+421.024953 322.967093 l
+421.368518 322.20962 l
+421.712082 321.9601 l
+422.055647 320.906493 l
+422.399212 320.407453 l
+423.086341 318.096012 l
+423.429905 315.804452 l
+423.77347 315.287588 l
+424.460599 312.988436 l
+424.804164 310.955967 l
+425.147729 310.189583 l
+426.521987 304.534956 l
+427.552681 299.111366 l
+427.896246 298.067407 l
+428.926939 293.161418 l
+429.614069 291.904904 l
+429.957633 289.56739 l
+430.301198 288.801006 l
+430.988327 285.926825 l
+431.331892 284.91026 l
+431.675456 284.651829 l
+432.019021 283.356953 l
+432.70615 279.034244 l
+433.393279 276.743343 l
+434.423973 269.793256 l
+434.767538 267.752536 l
+435.111103 266.736632 l
+435.454667 264.665801 l
+435.798232 263.667719 l
+436.485361 260.034669 l
+436.828926 257.217333 l
+437.17249 255.693477 l
+437.85962 250.592755 l
+438.203184 249.825711 l
+438.890313 244.707903 l
+439.577443 241.899479 l
+440.608136 235.507259 l
+440.951701 234.731303 l
+441.295266 233.216358 l
+442.32596 225.307872 l
+442.669524 224.541488 l
+443.013089 222.730409 l
+444.387347 212.280766 l
+445.418041 207.411742 l
+445.761606 206.126438 l
+446.10517 202.846368 l
+447.479429 194.984496 l
+447.822994 193.719071 l
+448.853687 186.337757 l
+449.197252 184.526018 l
+449.540817 180.489134 l
+449.884381 178.189982 l
+450.227946 175.114215 l
+450.57151 174.088739 l
+451.25864 168.211326 l
+451.602204 166.658678 l
+451.945769 162.815207 l
+452.632898 158.519892 l
+453.320027 156.218023 l
+454.007157 150.085631 l
+455.381415 141.717127 l
+456.412109 135.870561 l
+457.786368 123.767503 l
+458.129932 122.261469 l
+459.847755 111.111936 l
+460.19132 109.845851 l
+460.878449 105.041924 l
+461.565578 101.466455 l
+463.626966 90.601427 l
+463.970531 90.102387 l
+465.001225 85.297799 l
+465.344789 84.050197 l
+466.375483 81.509116 l
+466.719048 80.261515 l
+467.062612 79.504042 l
+467.406177 79.504042 l
+468.093306 77.249447 l
+469.124 75.716019 l
+469.467565 74.201074 l
+469.811129 73.702033 l
+470.154694 72.454431 l
+470.498258 71.696959 l
+471.185388 69.433453 l
+472.216082 67.43729 l
+472.559646 66.938249 l
+472.903211 66.688729 l
+473.246775 66.189688 l
+474.964599 64.942086 l
+475.308163 64.942086 l
+475.651728 64.443045 l
+525.812162 64.443045 l
+525.812162 64.443045 l
+stroke
+grestore
+2 setlinecap
+[] 0 setdash
+0.122 0.467 0.706 setrgbcolor
+gsave
+392.449 369.041 74.294 60.825 clipbox
+-1 426.24758 m
+51.349421 426.24758 l
+51.692986 425.958136 l
+149.265338 425.958136 l
+149.608903 425.668692 l
+149.952467 425.668692 l
+150.296032 425.379249 l
+179.499025 425.379249 l
+179.842589 425.077745 l
+217.634698 425.077745 l
+217.978262 424.733169 l
+218.665391 424.733169 l
+219.008956 424.431665 l
+219.696085 424.431665 l
+220.03965 424.163662 l
+229.659459 424.163662 l
+230.003024 423.874218 l
+231.033718 423.874218 l
+231.377282 423.584775 l
+233.095105 423.584775 l
+233.43867 423.270162 l
+247.52482 423.270162 l
+247.868384 422.968658 l
+250.273337 422.968658 l
+250.616901 422.679215 l
+260.92384 422.679215 l
+261.267404 422.389771 l
+264.015921 422.389771 l
+264.359486 422.075159 l
+266.077309 422.075159 l
+266.420874 421.785715 l
+266.764438 421.785715 l
+267.108003 421.484211 l
+269.169391 421.484211 l
+269.512955 421.182707 l
+269.85652 421.182707 l
+270.200085 420.553482 l
+270.887214 420.553482 l
+271.230778 419.924257 l
+272.261472 419.924257 l
+272.605037 419.622753 l
+272.948601 419.622753 l
+273.292166 419.344442 l
+273.635731 419.344442 l
+273.979295 419.066131 l
+274.666425 419.066131 l
+275.009989 418.787819 l
+275.697118 418.787819 l
+276.040683 418.498376 l
+277.071377 418.498376 l
+277.414942 418.208932 l
+277.758506 417.373174 l
+279.476329 417.373174 l
+279.819894 417.07167 l
+280.850588 417.07167 l
+281.194152 416.690823 l
+282.224846 416.690823 l
+282.568411 416.40138 l
+283.25554 416.40138 l
+283.599105 416.086767 l
+284.973363 416.086767 l
+285.316928 415.785263 l
+289.096139 415.785263 l
+289.439703 415.48376 l
+290.126833 415.48376 l
+290.470397 415.182256 l
+293.562479 415.182256 l
+294.249608 414.612749 l
+295.967431 414.612749 l
+296.310996 414.298136 l
+296.998125 414.298136 l
+297.34169 414.030133 l
+297.685254 414.030133 l
+298.028819 413.740689 l
+298.372383 413.740689 l
+298.715948 413.426076 l
+299.059513 413.426076 l
+299.403077 413.136633 l
+299.746642 413.136633 l
+300.090207 412.80772 l
+301.464465 412.80772 l
+301.80803 412.506216 l
+303.525853 412.506216 l
+303.869417 411.927329 l
+304.212982 411.612716 l
+305.58724 411.612716 l
+305.930805 411.323272 l
+306.617934 411.323272 l
+306.961499 410.694047 l
+307.305064 410.379434 l
+307.648628 410.379434 l
+307.992193 410.077931 l
+309.022887 410.077931 l
+309.366451 409.486983 l
+309.710016 409.486983 l
+310.053581 408.503129 l
+310.397145 408.503129 l
+310.74071 408.158553 l
+311.084274 407.567606 l
+311.427839 407.567606 l
+311.771404 407.278162 l
+312.802098 407.278162 l
+313.832791 406.383734 l
+314.176356 406.383734 l
+314.519921 406.105423 l
+315.20705 406.105423 l
+315.550614 405.83742 l
+316.581308 405.83742 l
+317.268438 405.267913 l
+317.612002 405.267913 l
+318.299131 404.663856 l
+319.329825 404.663856 l
+319.67339 404.349244 l
+320.704084 404.349244 l
+321.047648 403.718827 l
+322.765472 403.718827 l
+323.452601 403.139012 l
+323.796165 402.280061 l
+324.13973 401.965448 l
+324.483295 401.08413 l
+324.826859 400.782626 l
+325.170424 400.782626 l
+326.888247 399.309311 l
+328.262505 399.309311 l
+328.60607 399.007807 l
+328.949635 398.391691 l
+329.636764 398.391691 l
+330.323893 397.748165 l
+330.667458 397.748165 l
+331.011022 397.433552 l
+331.698152 397.433552 l
+332.041716 397.155241 l
+332.385281 397.155241 l
+333.759539 395.920768 l
+334.790233 395.920768 l
+336.164492 394.699404 l
+336.508056 394.120516 l
+336.851621 394.120516 l
+337.195186 393.5379 l
+337.882315 392.933844 l
+338.569444 392.933844 l
+339.256573 392.287764 l
+340.287267 390.492139 l
+340.974396 390.492139 l
+341.661526 388.713103 l
+342.00509 388.42366 l
+342.348655 387.855905 l
+343.722913 387.855905 l
+344.066478 387.541292 l
+344.410043 387.541292 l
+344.753607 386.973537 l
+345.097172 386.973537 l
+345.440736 386.064809 l
+346.814995 384.867829 l
+347.15856 383.64568 l
+347.502124 382.97539 l
+347.845689 382.673886 l
+348.532818 382.673886 l
+348.876383 382.372382 l
+349.219947 381.454762 l
+349.907077 381.454762 l
+350.594206 380.26809 l
+350.93777 379.305157 l
+351.281335 379.305157 l
+351.6249 378.543463 l
+352.655594 377.612734 l
+352.999158 377.612734 l
+353.686287 375.849048 l
+354.029852 375.849048 l
+354.373417 375.219823 l
+354.716981 375.219823 l
+355.060546 373.076338 l
+355.747675 371.879358 l
+356.09124 371.564746 l
+356.434804 371.564746 l
+357.121934 369.384929 l
+357.809063 368.828307 l
+358.839757 367.035459 l
+359.183321 366.746016 l
+359.526886 366.155068 l
+360.55758 365.308178 l
+360.901144 365.308178 l
+361.244709 365.018734 l
+361.588274 364.170916 l
+361.931838 363.869412 l
+362.275403 362.335675 l
+363.306097 360.775296 l
+363.993226 360.172288 l
+364.680355 358.986665 l
+365.02392 358.685161 l
+366.398178 356.292249 l
+367.428872 353.463065 l
+367.772437 353.463065 l
+368.116001 353.161561 l
+368.459566 352.254024 l
+368.803131 351.952521 l
+369.49026 350.748994 l
+369.833825 349.528821 l
+370.177389 348.924765 l
+370.520954 347.195507 l
+371.208083 345.145915 l
+371.551648 343.571113 l
+371.895212 343.312681 l
+372.238777 342.118726 l
+372.582342 341.489501 l
+372.925906 341.221497 l
+374.300165 335.822441 l
+375.330859 333.742829 l
+375.674423 332.150702 l
+376.017988 331.836089 l
+376.361552 331.243165 l
+378.079375 327.204322 l
+378.766505 323.549528 l
+379.110069 322.128665 l
+379.453634 319.355835 l
+380.484328 316.095225 l
+381.515022 314.246876 l
+382.202151 312.784694 l
+382.545716 312.180637 l
+382.88928 311.323439 l
+383.232845 308.915666 l
+383.576409 308.281647 l
+383.919974 306.188487 l
+384.263539 305.886983 l
+384.607103 304.968314 l
+384.950668 302.655928 l
+385.294233 301.446888 l
+385.637797 300.85594 l
+385.981362 299.971821 l
+386.324926 298.521698 l
+387.012056 295.012701 l
+387.699185 292.360166 l
+388.386314 288.74801 l
+389.073443 286.984324 l
+389.417008 283.945496 l
+391.478396 276.558485 l
+391.82196 274.570604 l
+392.852654 267.352421 l
+393.196219 266.446861 l
+393.883348 263.514966 l
+394.226913 260.820287 l
+394.914042 259.369237 l
+395.257607 257.117344 l
+395.601171 255.944605 l
+395.944736 253.150178 l
+396.2883 251.963505 l
+397.662559 244.326518 l
+401.098205 226.961305 l
+401.44177 225.439629 l
+402.816028 216.71578 l
+403.159593 214.91672 l
+403.503157 211.642402 l
+404.533851 207.721522 l
+405.564545 200.36401 l
+405.90811 197.976413 l
+406.251674 194.440813 l
+406.595239 192.387683 l
+407.282368 189.725352 l
+407.625933 188.238001 l
+408.656627 180.507703 l
+409.000191 177.818411 l
+409.343756 176.67586 l
+410.37445 165.616509 l
+411.061579 162.008808 l
+411.405144 158.781627 l
+411.748708 154.256046 l
+412.435838 149.519369 l
+412.779402 146.522626 l
+413.122967 145.07448 l
+413.466531 140.820895 l
+413.810096 140.519391 l
+414.497225 137.110647 l
+414.84079 135.346136 l
+415.184355 131.561068 l
+415.871484 128.575336 l
+416.558613 124.535444 l
+416.902178 122.781554 l
+417.589307 116.677399 l
+418.276436 113.180023 l
+419.30713 103.306215 l
+420.337824 99.264155 l
+420.681388 96.382965 l
+422.055647 91.024706 l
+422.399212 90.152647 l
+423.086341 87.14746 l
+423.429905 84.939937 l
+423.77347 84.357321 l
+424.117035 82.952056 l
+424.460599 82.116298 l
+424.804164 81.801685 l
+425.147729 80.116548 l
+426.178422 77.573796 l
+426.521987 77.284353 l
+426.865552 75.859399 l
+427.209116 75.581088 l
+427.552681 75.024466 l
+428.23981 73.10565 l
+428.926939 72.012196 l
+429.270504 70.597551 l
+429.614069 69.803113 l
+429.957633 68.195092 l
+430.301198 67.123079 l
+431.675456 66.051065 l
+432.019021 64.979052 l
+432.70615 64.979052 l
+433.393279 64.443045 l
+525.812162 64.443045 l
+525.812162 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 74.294 60.825 clipbox
+-1 426.24758 m
+222.444602 426.24758 l
+222.788167 425.711573 l
+238.248575 425.711573 l
+238.592139 425.453141 l
+245.119867 425.453141 l
+245.463432 425.203621 l
+254.052547 425.203621 l
+254.396112 424.92531 l
+262.641663 424.92531 l
+262.985227 424.426269 l
+265.39018 424.426269 l
+265.733744 423.797044 l
+272.261472 423.797044 l
+272.605037 423.538612 l
+278.445635 423.538612 l
+279.132765 423.002605 l
+280.850588 423.002605 l
+281.194152 422.45629 l
+282.568411 422.45629 l
+282.911976 422.141678 l
+283.942669 422.141678 l
+284.286234 421.863367 l
+289.096139 421.863367 l
+289.439703 421.585056 l
+290.126833 421.585056 l
+290.470397 421.326624 l
+295.967431 421.326624 l
+296.310996 421.05862 l
+298.372383 421.05862 l
+298.715948 420.800189 l
+301.1209 420.800189 l
+301.464465 420.521877 l
+307.305064 420.521877 l
+308.679322 419.468347 l
+310.397145 419.468347 l
+310.74071 419.209915 l
+311.084274 419.209915 l
+311.427839 418.941912 l
+311.771404 418.941912 l
+312.114968 418.673908 l
+314.176356 418.673908 l
+314.519921 418.100864 l
+315.550614 418.100864 l
+315.894179 417.822553 l
+316.237744 417.822553 l
+316.581308 417.521049 l
+318.642696 417.521049 l
+318.986261 417.253046 l
+320.016955 417.253046 l
+321.047648 416.394919 l
+322.078342 416.394919 l
+322.421907 416.136488 l
+322.765472 416.136488 l
+323.109036 415.878056 l
+323.452601 415.878056 l
+323.796165 415.628535 l
+324.13973 415.092529 l
+325.170424 414.277475 l
+325.513988 414.277475 l
+325.857553 413.720028 l
+326.544682 413.720028 l
+326.888247 413.152273 l
+327.231812 413.152273 l
+327.575376 412.893841 l
+329.980329 412.893841 l
+330.323893 412.326086 l
+332.385281 412.326086 l
+332.728846 412.058083 l
+333.07241 412.058083 l
+333.415975 411.511768 l
+333.759539 411.233457 l
+334.103104 411.233457 l
+334.446669 410.965454 l
+334.790233 410.429447 l
+335.477362 410.429447 l
+335.820927 409.62314 l
+336.508056 409.62314 l
+336.851621 409.344829 l
+337.53875 409.344829 l
+337.882315 409.055385 l
+338.569444 409.055385 l
+338.913009 408.476498 l
+339.256573 408.476498 l
+339.600138 408.208494 l
+339.943703 408.208494 l
+340.630832 407.104733 l
+342.00509 407.104733 l
+342.348655 406.836729 l
+342.69222 406.836729 l
+343.035784 406.558418 l
+343.379349 406.558418 l
+343.722913 406.280107 l
+347.15856 406.280107 l
+348.189253 405.46108 l
+351.281335 405.46108 l
+351.6249 405.202648 l
+351.968464 405.202648 l
+352.312029 404.656333 l
+354.029852 404.656333 l
+354.373417 404.096398 l
+356.09124 404.096398 l
+356.434804 403.301223 l
+356.778369 403.011779 l
+357.121934 402.431964 l
+357.465498 402.163961 l
+357.809063 401.627954 l
+358.152627 401.349643 l
+358.496192 401.349643 l
+358.839757 401.08164 l
+359.183321 401.08164 l
+360.214015 399.439383 l
+361.244709 399.439383 l
+361.588274 399.161072 l
+361.931838 398.614757 l
+362.962532 397.810747 l
+363.306097 397.810747 l
+363.649661 397.561227 l
+363.993226 396.993472 l
+365.02392 396.993472 l
+365.367485 396.743951 l
+366.054614 395.072435 l
+366.398178 394.515813 l
+366.741743 393.687405 l
+367.085308 393.409094 l
+367.428872 392.841339 l
+368.116001 392.841339 l
+369.146695 392.015889 l
+369.49026 391.479146 l
+369.833825 390.618219 l
+370.177389 390.618219 l
+370.864518 389.535161 l
+371.208083 389.25685 l
+371.551648 388.710535 l
+371.895212 388.710535 l
+372.238777 387.906525 l
+372.582342 387.906525 l
+372.925906 387.389662 l
+373.269471 386.575344 l
+374.300165 384.964455 l
+374.643729 384.964455 l
+375.330859 384.407008 l
+375.674423 383.559189 l
+376.361552 383.012875 l
+377.735811 380.82532 l
+378.42294 378.596356 l
+379.110069 378.039734 l
+379.453634 378.039734 l
+379.797199 377.482287 l
+380.484328 377.482287 l
+380.827892 376.925665 l
+381.171457 376.647353 l
+381.858586 375.265281 l
+382.545716 373.644084 l
+382.88928 373.644084 l
+383.576409 371.9837 l
+383.919974 371.437385 l
+384.263539 370.321755 l
+384.607103 370.321755 l
+384.950668 370.043444 l
+385.294233 369.497129 l
+385.637797 369.497129 l
+385.981362 368.702691 l
+386.324926 368.702691 l
+386.668491 367.361938 l
+387.012056 367.072494 l
+387.35562 366.226428 l
+387.699185 365.936985 l
+388.042749 364.844355 l
+388.386314 364.844355 l
+389.760573 361.761356 l
+390.104137 360.357843 l
+390.447702 359.801221 l
+391.134831 358.373588 l
+391.478396 357.845756 l
+391.82196 355.886446 l
+392.50909 354.017125 l
+392.852654 353.749121 l
+393.539783 350.200845 l
+393.883348 349.128096 l
+394.226913 348.60166 l
+394.570477 347.787342 l
+394.914042 347.260907 l
+395.601171 345.295482 l
+396.2883 343.973872 l
+396.631865 343.695561 l
+396.97543 343.127806 l
+397.318994 342.028327 l
+397.662559 340.294828 l
+398.349688 338.622384 l
+399.036817 337.49543 l
+399.380382 336.421119 l
+399.723947 335.861183 l
+400.411076 332.842228 l
+400.75464 331.014062 l
+401.098205 330.735751 l
+401.44177 329.921433 l
+401.785334 328.249917 l
+402.472464 326.313863 l
+402.816028 324.120582 l
+403.159593 323.84227 l
+404.190287 318.798865 l
+404.877416 314.769295 l
+405.220981 314.454682 l
+405.564545 312.202614 l
+406.251674 310.841982 l
+407.282368 308.704658 l
+407.969497 306.230044 l
+408.313062 303.979538 l
+408.656627 303.154912 l
+409.000191 301.504836 l
+409.343756 300.68021 l
+409.687321 299.012316 l
+410.030885 298.753884 l
+410.37445 298.197261 l
+410.718014 296.789507 l
+411.061579 296.243193 l
+411.405144 294.536424 l
+412.435838 292.088684 l
+413.466531 287.194565 l
+413.810096 286.101936 l
+414.153661 284.140152 l
+414.497225 280.517965 l
+414.84079 279.680454 l
+415.527919 275.93511 l
+415.871484 275.089044 l
+416.558613 271.713335 l
+416.902178 270.069682 l
+417.245742 269.523367 l
+417.589307 268.687609 l
+418.276436 262.967848 l
+418.620001 258.546013 l
+418.963565 256.896762 l
+419.30713 253.645204 l
+419.650695 252.541442 l
+419.994259 250.44182 l
+420.337824 249.302806 l
+421.024953 244.682401 l
+421.712082 238.342634 l
+422.742776 228.611595 l
+423.086341 226.146465 l
+423.429905 225.017534 l
+423.77347 224.500671 l
+424.804164 217.07334 l
+425.147729 215.948138 l
+425.491293 213.223756 l
+425.834858 212.139874 l
+426.178422 209.44806 l
+426.865552 205.934426 l
+427.552681 200.962755 l
+427.896246 200.146877 l
+428.23981 198.256852 l
+428.583375 195.003237 l
+429.614069 189.023675 l
+431.331892 176.032738 l
+432.70615 162.293656 l
+433.049715 160.363136 l
+433.736844 154.337098 l
+434.080409 152.117603 l
+434.423973 151.054425 l
+436.141796 138.468693 l
+436.828926 130.949761 l
+437.17249 127.938316 l
+437.516055 126.06817 l
+437.85962 123.15399 l
+438.546749 119.933443 l
+438.890313 116.99946 l
+439.233878 115.099699 l
+439.921007 110.544189 l
+440.264572 109.50023 l
+441.982395 98.260351 l
+442.32596 97.714036 l
+443.013089 94.510577 l
+443.356653 93.715402 l
+444.043783 90.802858 l
+444.387347 89.209628 l
+444.730912 88.1759 l
+445.074477 87.659037 l
+445.761606 86.045762 l
+446.10517 85.002463 l
+446.448735 82.418145 l
+446.7923 81.105447 l
+447.135864 80.568704 l
+447.479429 79.80232 l
+447.822994 77.655424 l
+448.510123 76.63952 l
+448.853687 75.586649 l
+449.197252 73.915133 l
+449.540817 73.656701 l
+449.884381 73.656701 l
+450.57151 72.622974 l
+450.915075 72.373454 l
+451.602204 69.988005 l
+451.945769 68.903387 l
+452.632898 68.376952 l
+452.976463 68.376952 l
+453.663592 66.520071 l
+454.350721 66.520071 l
+454.694286 65.744776 l
+455.037851 65.476773 l
+455.381415 64.701477 l
+455.72498 64.443045 l
+525.812162 64.443045 l
+525.812162 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 74.294 60.825 clipbox
+-1 426.24758 m
+199.769337 426.24758 l
+200.112902 425.989148 l
+256.801064 425.989148 l
+257.144629 425.721144 l
+259.206017 425.721144 l
+259.549581 425.462713 l
+265.733744 425.462713 l
+266.077309 425.213192 l
+266.420874 425.213192 l
+266.764438 424.70524 l
+279.132765 424.70524 l
+279.476329 424.45572 l
+284.973363 424.45572 l
+285.316928 424.206199 l
+286.347622 424.206199 l
+286.691186 423.947768 l
+290.126833 423.947768 l
+290.470397 423.669456 l
+294.593173 423.669456 l
+294.936737 423.401453 l
+299.746642 423.401453 l
+300.090207 423.151933 l
+311.084274 423.151933 l
+311.427839 422.59531 l
+315.20705 422.59531 l
+315.550614 422.34579 l
+316.237744 422.34579 l
+316.581308 422.087358 l
+316.924873 422.087358 l
+317.268438 421.837838 l
+322.421907 421.837838 l
+323.109036 421.338797 l
+325.513988 421.338797 l
+325.857553 421.080365 l
+329.293199 421.080365 l
+329.636764 420.830845 l
+333.07241 420.830845 l
+333.415975 420.562841 l
+334.446669 420.562841 l
+334.790233 420.30441 l
+335.133798 420.30441 l
+335.477362 420.054889 l
+337.882315 420.054889 l
+338.225879 419.796458 l
+338.569444 419.796458 l
+338.913009 419.538026 l
+339.600138 419.538026 l
+339.943703 419.288505 l
+341.317961 419.288505 l
+341.661526 419.020502 l
+342.00509 419.020502 l
+342.348655 418.752499 l
+345.784301 418.752499 l
+346.127866 418.494067 l
+351.6249 418.494067 l
+351.968464 418.244546 l
+352.655594 418.244546 l
+352.999158 417.727023 l
+355.747675 417.727023 l
+356.09124 417.448712 l
+357.465498 417.448712 l
+357.809063 417.19028 l
+358.152627 417.19028 l
+358.496192 416.940759 l
+358.839757 416.940759 l
+359.183321 416.691239 l
+361.588274 416.691239 l
+361.931838 416.432807 l
+362.618968 416.432807 l
+363.306097 415.924855 l
+363.649661 415.924855 l
+363.993226 415.666423 l
+366.054614 415.666423 l
+366.398178 415.416903 l
+367.428872 415.416903 l
+368.803131 414.400998 l
+369.49026 414.400998 l
+369.833825 414.142567 l
+371.208083 414.142567 l
+371.551648 413.884135 l
+371.895212 413.117751 l
+372.238777 413.117751 l
+372.582342 412.86823 l
+372.925906 412.86823 l
+374.300165 411.833843 l
+374.643729 411.833843 l
+375.674423 411.067459 l
+376.017988 410.549935 l
+376.705117 408.740253 l
+377.048682 408.740253 l
+378.42294 407.705865 l
+378.766505 407.705865 l
+379.110069 407.456345 l
+379.453634 407.456345 l
+379.797199 406.939481 l
+380.484328 406.440441 l
+380.827892 406.440441 l
+381.515022 405.395745 l
+382.202151 404.148144 l
+382.88928 404.148144 l
+383.232845 403.621708 l
+383.576409 403.621708 l
+383.919974 403.093877 l
+384.263539 402.835445 l
+384.607103 402.278823 l
+385.294233 402.278823 l
+385.637797 401.233467 l
+386.324926 400.208652 l
+387.012056 400.208652 l
+387.699185 399.174264 l
+388.042749 398.924744 l
+388.386314 398.924744 l
+388.729879 398.666312 l
+389.073443 398.139877 l
+389.417008 398.139877 l
+389.760573 397.344702 l
+390.104137 397.344702 l
+390.791266 396.069706 l
+391.134831 396.069706 l
+391.478396 395.811274 l
+391.82196 395.29441 l
+392.165525 395.035979 l
+392.852654 395.035979 l
+394.226913 393.981712 l
+394.914042 393.981712 l
+395.257607 393.464188 l
+395.601171 392.457195 l
+395.944736 391.940332 l
+396.631865 391.432379 l
+396.97543 391.432379 l
+397.318994 391.173948 l
+397.662559 390.647512 l
+398.006123 390.389081 l
+398.349688 388.808379 l
+399.036817 387.534043 l
+401.098205 385.991703 l
+401.44177 384.937436 l
+401.785334 384.429484 l
+402.128899 384.171052 l
+402.472464 383.41358 l
+402.816028 383.41358 l
+403.159593 382.905628 l
+403.846722 382.397675 l
+404.190287 381.880812 l
+404.533851 381.880812 l
+405.220981 381.37286 l
+405.90811 379.312996 l
+406.251674 379.312996 l
+406.595239 379.063476 l
+406.938804 377.98999 l
+407.625933 377.490949 l
+407.969497 375.930127 l
+408.313062 375.930127 l
+408.656627 375.422175 l
+409.000191 375.163743 l
+409.343756 374.415182 l
+409.687321 373.381454 l
+410.030885 372.882414 l
+410.718014 372.345671 l
+411.061579 371.281096 l
+411.405144 370.764233 l
+412.435838 368.750247 l
+412.779402 368.242295 l
+413.466531 366.45795 l
+413.810096 366.199518 l
+414.153661 364.66609 l
+415.184355 362.357366 l
+415.527919 362.357366 l
+416.558613 360.815027 l
+416.902178 359.272687 l
+417.589307 356.972875 l
+417.932871 356.723355 l
+419.650695 349.517477 l
+420.337824 347.984709 l
+420.681388 346.719284 l
+421.024953 346.20242 l
+421.368518 345.425068 l
+421.712082 344.926028 l
+422.055647 344.647717 l
+422.742776 342.125779 l
+423.086341 340.102881 l
+423.429905 339.327586 l
+424.117035 334.71839 l
+424.460599 334.210438 l
+424.804164 333.424911 l
+425.147729 333.424911 l
+425.491293 331.862692 l
+425.834858 331.363651 l
+426.178422 330.338835 l
+426.521987 328.776617 l
+426.865552 328.518185 l
+427.552681 325.672058 l
+428.583375 321.550199 l
+428.926939 319.989376 l
+429.270504 319.222992 l
+429.614069 318.179034 l
+429.957633 316.378922 l
+430.301198 315.363018 l
+430.988327 311.261038 l
+431.331892 309.421168 l
+432.019021 307.63888 l
+432.70615 303.730311 l
+433.049715 302.98175 l
+434.080409 297.897455 l
+434.423973 294.313075 l
+434.767538 292.012603 l
+435.111103 290.470924 l
+436.141796 284.013023 l
+436.828926 279.826803 l
+437.17249 277.746324 l
+437.516055 276.453505 l
+438.203184 274.68904 l
+439.233878 269.349106 l
+439.577443 265.792781 l
+440.264572 260.886791 l
+440.608136 257.329145 l
+440.951701 256.045237 l
+441.295266 253.273119 l
+442.669524 245.870529 l
+443.013089 242.295721 l
+443.700218 238.415867 l
+444.043783 234.804016 l
+444.387347 233.270588 l
+445.074477 224.834931 l
+445.761606 222.562514 l
+446.10517 220.798048 l
+446.448735 218.008767 l
+446.7923 216.216907 l
+447.135864 213.407086 l
+447.479429 211.615226 l
+447.822994 209.065234 l
+448.166558 208.039758 l
+448.510123 205.76734 l
+448.853687 204.751436 l
+449.197252 201.443971 l
+449.540817 199.688417 l
+451.602204 180.803853 l
+452.289334 175.676397 l
+452.632898 173.394408 l
+454.007157 160.165132 l
+454.350721 158.382843 l
+455.037851 153.053141 l
+455.72498 150.245377 l
+456.068544 148.988864 l
+456.755674 142.652828 l
+457.099238 140.860969 l
+458.817061 127.51988 l
+459.160626 125.764326 l
+460.534884 114.623704 l
+460.878449 111.824191 l
+461.222014 110.041242 l
+462.596272 100.174296 l
+463.283401 98.150739 l
+463.626966 97.651698 l
+464.65766 90.075652 l
+465.001225 89.327091 l
+465.688354 85.54732 l
+466.031918 84.281235 l
+466.375483 83.514191 l
+466.719048 82.017069 l
+467.749742 79.254522 l
+468.093306 78.99609 l
+468.436871 78.478566 l
+468.780435 77.721094 l
+469.124 77.462662 l
+469.811129 73.951554 l
+470.154694 73.951554 l
+470.841823 71.679136 l
+471.185388 71.429616 l
+471.872517 68.684892 l
+472.216082 68.435371 l
+473.246775 66.439208 l
+473.59034 66.189688 l
+473.933905 65.690647 l
+474.621034 65.690647 l
+474.964599 64.942086 l
+475.308163 64.942086 l
+475.651728 64.443045 l
+525.812162 64.443045 l
+525.812162 64.443045 l
+stroke
+grestore
+0.800 setlinewidth
+0 setlinejoin
+2 setlinecap
+[] 0 setdash
+0.000 setgray
+gsave
+74.29375 60.825 m
+74.29375 429.865625 l
+stroke
+grestore
+gsave
+466.742708 60.825 m
+466.742708 429.865625 l
+stroke
+grestore
+gsave
+74.29375 60.825 m
+466.742708 60.825 l
+stroke
+grestore
+gsave
+74.29375 429.865625 m
+466.742708 429.865625 l
+stroke
+grestore
+/TeX-ectt1000 28.000 selectfont
+gsave
+
+219.057292 436.053125 translate
+0.000000 rotate
+0.000000 0 m /O glyphshow
+14.699997 0 m /S glyphshow
+29.399994 0 m /C glyphshow
+44.099991 0 m /A glyphshow
+58.799988 0 m /R glyphshow
+73.499985 0 m /hyphen glyphshow
+88.199982 0 m /one glyphshow
+grestore
+1.000 setlinewidth
+0 setlinecap
+0.800 setgray
+gsave
+91.09375 72.825 m
+298.89375 72.825 l
+302.09375 72.825 303.69375 74.425 303.69375 77.625 c
+303.69375 183.225 l
+303.69375 186.425 302.09375 188.025 298.89375 188.025 c
+91.09375 188.025 l
+87.89375 188.025 86.29375 186.425 86.29375 183.225 c
+86.29375 77.625 l
+86.29375 74.425 87.89375 72.825 91.09375 72.825 c
+cl
+gsave
+1.000 setgray
+fill
+grestore
+stroke
+grestore
+4.000 setlinewidth
+1 setlinejoin
+2 setlinecap
+1.000 0.498 0.055 setrgbcolor
+gsave
+95.89375 178.905 m
+143.89375 178.905 l
+stroke
+grestore
+0.173 0.627 0.173 setrgbcolor
+gsave
+95.89375 168.825 m
+143.89375 168.825 l
+stroke
+grestore
+0.122 0.467 0.706 setrgbcolor
+gsave
+95.89375 158.745 m
+143.89375 158.745 l
+stroke
+grestore
+0.000 setgray
+gsave
+163.093750 160.425000 translate
+0.000000 rotate
+/Cmmi10 24.0 selectfont
+0.000000 0.000000 moveto
+/lambda glyphshow
+13.992188 0.000000 moveto
+/slash glyphshow
+25.992188 0.000000 moveto
+/lambda glyphshow
+/Cmr10 16.799999999999997 selectfont
+39.984375 -4.081500 moveto
+/m glyphshow
+53.978906 -4.081500 moveto
+/a glyphshow
+62.378906 -4.081500 moveto
+/x glyphshow
+/Cmr10 24.0 selectfont
+76.974703 0.000000 moveto
+/equal glyphshow
+99.833297 0.000000 moveto
+/zero glyphshow
+/Cmmi10 24.0 selectfont
+111.833297 0.000000 moveto
+/period glyphshow
+/Cmr10 24.0 selectfont
+118.477828 0.000000 moveto
+/three glyphshow
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+1.000 0.498 0.055 setrgbcolor
+gsave
+95.89375 142.905 m
+143.89375 142.905 l
+stroke
+grestore
+0.173 0.627 0.173 setrgbcolor
+gsave
+95.89375 132.825 m
+143.89375 132.825 l
+stroke
+grestore
+0.122 0.467 0.706 setrgbcolor
+gsave
+95.89375 122.745 m
+143.89375 122.745 l
+stroke
+grestore
+0.000 setgray
+gsave
+163.093750 124.425000 translate
+0.000000 rotate
+/Cmmi10 24.0 selectfont
+0.000000 0.000000 moveto
+/lambda glyphshow
+13.992188 0.000000 moveto
+/slash glyphshow
+25.992188 0.000000 moveto
+/lambda glyphshow
+/Cmr10 16.799999999999997 selectfont
+39.984375 -4.081500 moveto
+/m glyphshow
+53.978906 -4.081500 moveto
+/a glyphshow
+62.378906 -4.081500 moveto
+/x glyphshow
+/Cmr10 24.0 selectfont
+76.974703 0.000000 moveto
+/equal glyphshow
+99.833297 0.000000 moveto
+/zero glyphshow
+/Cmmi10 24.0 selectfont
+111.833297 0.000000 moveto
+/period glyphshow
+/Cmr10 24.0 selectfont
+118.477828 0.000000 moveto
+/five glyphshow
+grestore
+[14.8 6.4] 0 setdash
+1.000 0.498 0.055 setrgbcolor
+gsave
+95.89375 106.905 m
+143.89375 106.905 l
+stroke
+grestore
+0.173 0.627 0.173 setrgbcolor
+gsave
+95.89375 96.825 m
+143.89375 96.825 l
+stroke
+grestore
+0.122 0.467 0.706 setrgbcolor
+gsave
+95.89375 86.745 m
+143.89375 86.745 l
+stroke
+grestore
+0.000 setgray
+gsave
+163.093750 88.425000 translate
+0.000000 rotate
+/Cmmi10 24.0 selectfont
+0.000000 0.000000 moveto
+/lambda glyphshow
+13.992188 0.000000 moveto
+/slash glyphshow
+25.992188 0.000000 moveto
+/lambda glyphshow
+/Cmr10 16.799999999999997 selectfont
+39.984375 -4.081500 moveto
+/m glyphshow
+53.978906 -4.081500 moveto
+/a glyphshow
+62.378906 -4.081500 moveto
+/x glyphshow
+/Cmr10 24.0 selectfont
+76.974703 0.000000 moveto
+/equal glyphshow
+99.833297 0.000000 moveto
+/zero glyphshow
+/Cmmi10 24.0 selectfont
+111.833297 0.000000 moveto
+/period glyphshow
+/Cmr10 24.0 selectfont
+118.477828 0.000000 moveto
+/eight glyphshow
+grestore
+gsave
+481.042708 60.825 m
+873.491667 60.825 l
+873.491667 429.865625 l
+481.042708 429.865625 l
+cl
+1.000 setgray
+fill
+grestore
+0.800 setlinewidth
+[] 0 setdash
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+510.577 60.825 o
+grestore
+gsave
+492.577435 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.926563 moveto
+/one glyphshow
+11.000000 0.926563 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 7.565625 moveto
+/hyphen glyphshow
+27.286777 7.565625 moveto
+/four glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+608.69 60.825 o
+grestore
+gsave
+590.689675 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/three glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+706.802 60.825 o
+grestore
+gsave
+688.801915 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/two glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+804.914 60.825 o
+grestore
+gsave
+786.914154 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/one glyphshow
+grestore
+0.600 setlinewidth
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+488.811 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+495.38 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+501.069 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+506.088 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+540.112 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+557.389 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+569.647 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+579.155 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+586.924 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+593.492 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+599.182 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+604.2 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+638.224 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+655.501 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+667.759 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+677.267 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+685.036 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+691.604 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+697.294 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+702.313 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+736.337 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+753.613 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+765.871 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+775.379 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+783.148 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+789.716 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+795.406 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+800.425 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+834.449 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+851.726 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+863.984 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+873.492 60.825 o
+grestore
+gsave
+667.267188 12.246875 translate
+0.000000 rotate
+/Cmmi10 26.0 selectfont
+0.000000 0.234375 moveto
+/R glyphshow
+grestore
+0.800 setlinewidth
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 64.443 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 136.804 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 209.165 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 281.526 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 353.887 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+481.043 426.248 o
+grestore
+4.000 setlinewidth
+2 setlinecap
+1.000 0.498 0.055 setrgbcolor
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 426.24758 m
+445.042924 426.24758 l
+445.386488 425.396275 l
+452.94491 425.396275 l
+453.288475 425.051699 l
+468.405318 425.051699 l
+468.748883 418.473435 l
+484.209291 418.473435 l
+484.552855 416.061405 l
+494.516229 416.061405 l
+494.859794 415.732491 l
+502.074651 415.732491 l
+502.418215 414.928481 l
+503.448909 414.928481 l
+503.792474 413.86865 l
+506.197426 413.86865 l
+506.540991 413.487803 l
+511.350896 413.487803 l
+511.69446 412.829977 l
+515.130106 412.829977 l
+515.473671 412.468172 l
+517.878623 412.468172 l
+518.222188 412.189861 l
+524.749916 412.189861 l
+525.09348 411.737605 l
+526.811304 411.737605 l
+527.154868 410.933595 l
+530.934079 410.933595 l
+531.277644 410.665592 l
+549.486569 410.665592 l
+549.830133 409.995301 l
+550.860827 409.995301 l
+551.204392 409.543046 l
+558.075684 409.543046 l
+558.419249 404.450982 l
+560.480636 404.450982 l
+560.824201 403.293207 l
+561.51133 403.293207 l
+561.854895 402.931403 l
+562.542024 402.931403 l
+562.885589 402.569598 l
+563.229153 402.569598 l
+563.572718 401.765588 l
+563.916283 401.363583 l
+564.603412 401.363583 l
+564.946976 400.911327 l
+568.382623 400.911327 l
+569.069752 400.130159 l
+574.223221 400.130159 l
+574.566786 398.321136 l
+575.253915 398.321136 l
+575.59748 397.227682 l
+576.971738 397.227682 l
+577.315303 396.846835 l
+579.033126 396.846835 l
+579.376691 396.44483 l
+583.499466 396.44483 l
+583.843031 396.115917 l
+584.186595 396.115917 l
+584.53016 395.211406 l
+585.217289 395.211406 l
+585.560854 394.849601 l
+585.904418 394.125992 l
+587.622241 394.125992 l
+587.965806 393.673736 l
+588.9965 393.673736 l
+589.340065 392.640009 l
+589.683629 392.640009 l
+590.027194 391.893428 l
+590.714323 391.893428 l
+591.057888 391.564515 l
+591.401452 391.564515 l
+591.745017 390.760505 l
+593.119275 390.760505 l
+593.46284 389.634891 l
+594.837098 389.634891 l
+595.180663 389.345447 l
+595.524228 389.345447 l
+595.867792 389.030835 l
+596.898486 389.030835 l
+597.242051 388.66903 l
+598.959874 388.66903 l
+599.303439 388.307226 l
+599.647003 388.307226 l
+599.990568 387.543416 l
+600.334132 387.09116 l
+600.677697 387.09116 l
+601.021262 386.689155 l
+601.364826 385.885145 l
+601.708391 385.885145 l
+602.051956 385.459493 l
+602.39552 385.459493 l
+602.739085 385.19149 l
+603.082649 384.46788 l
+603.426214 384.199877 l
+604.113343 384.199877 l
+604.456908 383.453296 l
+605.144037 383.453296 l
+605.487602 383.091492 l
+605.831166 382.056198 l
+606.174731 382.056198 l
+606.518296 381.302439 l
+606.86186 381.302439 l
+607.205425 374.380961 l
+607.548989 374.380961 l
+607.892554 374.112957 l
+608.236119 374.112957 l
+608.579683 373.366377 l
+608.923248 373.366377 l
+609.953942 372.386215 l
+610.297506 372.386215 l
+611.671765 370.933254 l
+612.01533 370.191555 l
+612.358894 370.191555 l
+612.702459 369.810708 l
+613.733153 369.810708 l
+614.076717 369.481795 l
+614.420282 369.481795 l
+615.450976 368.562543 l
+615.79454 368.160538 l
+616.138105 368.160538 l
+616.825234 366.756613 l
+617.168799 366.756613 l
+617.855928 365.902352 l
+618.199493 365.902352 l
+618.543057 365.500347 l
+620.604445 365.500347 l
+620.94801 364.414934 l
+621.291574 364.053129 l
+621.635139 364.053129 l
+621.978704 363.310478 l
+622.322268 363.310478 l
+622.665833 362.929631 l
+623.009397 362.929631 l
+623.352962 362.65132 l
+623.696527 362.65132 l
+624.040091 362.199064 l
+624.383656 361.392565 l
+624.72722 361.103121 l
+625.070785 361.103121 l
+625.41435 356.870245 l
+625.757914 356.50844 l
+626.445044 356.50844 l
+626.788608 355.834951 l
+627.132173 355.490375 l
+627.475737 355.490375 l
+628.162867 354.816886 l
+628.849996 354.816886 l
+629.537125 354.204307 l
+630.911384 354.204307 l
+632.629207 350.96908 l
+632.972771 350.96908 l
+633.316336 350.567075 l
+634.003465 350.567075 l
+634.34703 349.441461 l
+634.690595 349.126849 l
+635.034159 349.126849 l
+635.721288 347.493559 l
+636.751982 346.591537 l
+637.095547 346.591537 l
+637.439111 345.777477 l
+637.782676 345.488033 l
+638.126241 341.457932 l
+638.469805 340.809082 l
+638.81337 340.541079 l
+639.156935 339.834699 l
+639.500499 339.834699 l
+639.844064 338.800971 l
+640.187628 338.420124 l
+640.531193 336.231207 l
+640.874758 335.778951 l
+641.218322 335.778951 l
+641.561887 335.326696 l
+641.905452 335.326696 l
+642.936145 333.11863 l
+643.27971 329.9052 l
+643.623275 329.479547 l
+643.966839 329.479547 l
+644.310404 329.117743 l
+644.653969 327.76101 l
+644.997533 324.372304 l
+645.341098 323.625723 l
+645.684662 323.625723 l
+646.028227 323.324219 l
+647.058921 320.018893 l
+647.402485 320.018893 l
+648.776744 318.458252 l
+649.120309 317.431326 l
+649.463873 317.431326 l
+649.807438 317.08675 l
+650.151002 310.867158 l
+651.525261 306.539951 l
+651.868826 304.600277 l
+652.21239 303.926788 l
+652.555955 302.514027 l
+652.899519 302.514027 l
+653.243084 299.320022 l
+653.586649 298.565456 l
+653.930213 297.050206 l
+654.617343 295.595549 l
+654.960907 294.173182 l
+655.304472 294.173182 l
+655.648036 292.4712 l
+657.365859 286.992446 l
+657.709424 285.168805 l
+658.052989 284.478087 l
+658.396553 284.478087 l
+659.083683 283.814779 l
+659.427247 282.789887 l
+659.770812 282.789887 l
+660.457941 280.506694 l
+660.801506 278.255687 l
+661.14507 277.564238 l
+661.8322 275.41265 l
+662.519329 273.81669 l
+662.862893 273.81669 l
+663.206458 272.650875 l
+663.550023 272.3063 l
+663.893587 270.507197 l
+664.237152 269.703187 l
+664.580717 269.301181 l
+664.924281 267.348586 l
+665.61141 265.40805 l
+665.954975 264.727734 l
+666.29854 264.727734 l
+666.985669 263.092631 l
+667.672798 262.23837 l
+668.016363 261.49179 l
+668.703492 259.294162 l
+669.047057 258.497331 l
+670.07775 252.773353 l
+670.421315 252.428777 l
+670.76488 249.29877 l
+671.108444 248.394259 l
+671.452009 246.954032 l
+672.139138 245.516734 l
+672.482703 245.172158 l
+673.513397 242.876733 l
+673.856961 242.474728 l
+674.200526 240.35775 l
+674.887655 239.132783 l
+675.23122 237.296678 l
+675.574784 236.844422 l
+676.605478 233.297613 l
+676.949043 233.297613 l
+677.292607 232.594104 l
+677.636172 230.420406 l
+677.979737 229.367152 l
+678.666866 225.010697 l
+679.010431 221.904028 l
+680.384689 219.380888 l
+680.728254 217.049258 l
+681.415383 214.215344 l
+681.758948 212.484072 l
+682.102512 211.426808 l
+682.446077 209.891879 l
+682.789641 209.602436 l
+683.133206 208.206722 l
+683.476771 207.825876 l
+683.820335 201.953731 l
+684.1639 200.963075 l
+684.507465 199.288503 l
+684.851029 198.943927 l
+685.194594 198.943927 l
+685.538158 197.666382 l
+685.881723 195.596065 l
+686.568852 193.706642 l
+687.255981 191.671831 l
+687.599546 189.933356 l
+687.943111 189.242638 l
+688.973805 185.187114 l
+689.317369 184.568757 l
+690.348063 180.408014 l
+690.691628 180.006009 l
+691.035192 179.3427 l
+691.378757 179.3427 l
+691.722322 177.603167 l
+692.065886 176.896787 l
+692.753015 173.85511 l
+693.09658 170.126449 l
+694.127274 166.034934 l
+694.470839 165.404517 l
+695.845097 161.484771 l
+696.188662 161.122967 l
+696.532226 160.174335 l
+696.875791 159.884891 l
+697.219355 158.18291 l
+697.56292 157.564553 l
+697.906485 155.878011 l
+698.250049 155.516207 l
+698.593614 154.383283 l
+698.937179 153.981278 l
+699.280743 153.981278 l
+699.624308 153.071598 l
+700.311437 149.513043 l
+700.655002 148.510641 l
+700.998566 148.510641 l
+701.342131 147.819923 l
+702.372825 144.329177 l
+702.716389 144.329177 l
+703.059954 144.000264 l
+703.403519 142.852983 l
+703.747083 142.55148 l
+704.090648 141.921063 l
+704.434213 140.932961 l
+705.121342 139.652862 l
+705.464906 137.856631 l
+705.808471 136.671007 l
+706.152036 134.9912 l
+706.4956 134.9912 l
+706.839165 133.705933 l
+707.526294 132.492098 l
+707.869859 132.147523 l
+708.213423 131.534943 l
+708.556988 131.220331 l
+708.900553 130.318373 l
+710.274811 128.995876 l
+710.618376 128.37299 l
+710.96194 128.37299 l
+711.305505 127.72691 l
+711.64907 127.72691 l
+712.679763 126.634187 l
+713.023328 125.374984 l
+713.710457 124.752097 l
+714.054022 122.932958 l
+714.741151 121.238794 l
+715.084716 120.94935 l
+715.42828 119.109316 l
+716.458974 118.177395 l
+716.802539 118.177395 l
+717.489668 116.962121 l
+718.863927 115.802491 l
+719.207491 114.658524 l
+719.551056 114.121781 l
+719.89462 114.121781 l
+720.238185 113.84347 l
+720.58175 113.84347 l
+720.925314 112.672708 l
+721.268879 112.371204 l
+721.956008 110.923058 l
+722.299573 110.363122 l
+722.643137 109.458611 l
+722.986702 108.922604 l
+723.330267 107.216027 l
+724.017396 106.668151 l
+724.704525 105.509449 l
+725.391654 103.11825 l
+725.735219 102.487833 l
+726.422348 100.480488 l
+726.765913 100.202177 l
+727.109478 99.305509 l
+727.453042 96.711643 l
+727.796607 96.132756 l
+728.483736 95.541808 l
+729.170865 94.332504 l
+729.51443 92.566578 l
+729.857994 91.662066 l
+730.201559 91.662066 l
+730.545124 91.360562 l
+730.888688 90.424425 l
+731.232253 89.84461 l
+731.919382 87.857969 l
+732.606511 85.840316 l
+732.950076 85.562005 l
+733.293641 85.005382 l
+733.637205 84.190328 l
+733.98077 83.065951 l
+734.324335 82.776507 l
+735.011464 81.371433 l
+735.355028 81.08199 l
+736.385722 78.619805 l
+736.729287 77.48347 l
+737.072852 76.935595 l
+737.416416 76.657284 l
+737.759981 74.817249 l
+738.103545 74.817249 l
+738.44711 74.549246 l
+738.790675 74.549246 l
+739.134239 73.970359 l
+740.164933 73.124293 l
+740.508498 72.566846 l
+740.852062 71.452776 l
+741.195627 70.873889 l
+741.539192 70.873889 l
+742.91345 68.633793 l
+743.600579 66.736329 l
+744.287709 65.289111 l
+744.631273 65.0108 l
+744.974838 65.0108 l
+745.318402 64.721357 l
+745.661967 64.721357 l
+746.005532 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 426.24758 m
+399.005265 426.24758 l
+399.348829 425.644572 l
+421.68053 425.644572 l
+422.024094 424.740061 l
+535.743984 424.740061 l
+536.087548 424.425448 l
+537.461807 424.425448 l
+537.805371 421.169207 l
+562.19846 421.169207 l
+562.542024 420.879764 l
+578.345997 420.879764 l
+578.689561 420.59032 l
+590.714323 420.59032 l
+591.057888 419.987313 l
+593.119275 419.987313 l
+593.46284 417.123027 l
+594.149969 417.123027 l
+594.493534 416.833583 l
+600.334132 416.833583 l
+600.677697 415.929072 l
+601.708391 415.929072 l
+602.051956 415.527067 l
+603.082649 415.527067 l
+603.426214 414.622555 l
+605.144037 414.622555 l
+605.487602 414.293642 l
+610.984636 414.293642 l
+611.3282 413.912795 l
+613.389588 413.912795 l
+613.733153 413.550991 l
+614.076717 413.550991 l
+614.420282 412.235338 l
+616.825234 412.235338 l
+617.168799 411.342887 l
+619.230187 411.342887 l
+619.573751 411.053443 l
+620.604445 411.053443 l
+620.94801 410.148932 l
+621.978704 410.148932 l
+622.322268 409.344922 l
+622.665833 409.344922 l
+623.009397 409.055478 l
+623.696527 409.055478 l
+624.040091 408.45247 l
+624.72722 408.45247 l
+625.070785 408.107895 l
+628.162867 408.107895 l
+628.506431 407.806391 l
+629.193561 407.806391 l
+629.537125 407.096631 l
+629.88069 406.807187 l
+630.567819 406.807187 l
+630.911384 405.902676 l
+631.254948 405.902676 l
+631.942078 405.192916 l
+632.285642 404.589908 l
+635.034159 404.589908 l
+635.377724 403.383893 l
+636.064853 403.383893 l
+636.408418 401.187223 l
+636.751982 400.734967 l
+638.126241 400.734967 l
+638.469805 400.476535 l
+638.81337 400.476535 l
+639.156935 399.836419 l
+639.500499 399.836419 l
+639.844064 399.253803 l
+641.905452 399.253803 l
+642.249016 398.650796 l
+642.592581 398.650796 l
+642.936145 398.321883 l
+643.966839 398.321883 l
+644.310404 397.839477 l
+644.653969 397.839477 l
+644.997533 397.477672 l
+645.684662 396.44525 l
+646.371792 396.44525 l
+646.715356 394.636227 l
+647.402485 394.017871 l
+647.74605 394.017871 l
+648.089615 393.113359 l
+649.120309 393.113359 l
+649.463873 392.732512 l
+649.807438 385.627846 l
+650.151002 385.14544 l
+650.838132 385.14544 l
+651.181696 384.830828 l
+651.525261 384.223603 l
+651.868826 384.223603 l
+652.555955 382.336295 l
+653.243084 382.336295 l
+653.586649 381.733288 l
+654.273778 381.733288 l
+654.617343 379.293848 l
+654.960907 378.027532 l
+655.304472 377.420308 l
+656.67873 377.420308 l
+657.022295 376.739992 l
+658.052989 372.64946 l
+658.740118 371.9397 l
+659.083683 371.9397 l
+659.427247 370.099665 l
+659.770812 369.75509 l
+660.114376 368.18727 l
+660.801506 366.866013 l
+661.14507 366.866013 l
+661.488635 366.243127 l
+661.8322 366.243127 l
+662.175764 365.70712 l
+662.519329 364.595676 l
+662.862893 364.595676 l
+663.206458 362.123345 l
+663.893587 361.00166 l
+664.237152 361.00166 l
+664.924281 359.916246 l
+665.267846 359.916246 l
+665.61141 359.554442 l
+665.954975 359.554442 l
+666.642104 358.360487 l
+666.985669 358.058983 l
+667.329233 357.02369 l
+668.359927 355.828783 l
+668.703492 354.777827 l
+669.047057 352.727601 l
+669.390621 352.275345 l
+669.734186 351.586194 l
+670.07775 351.327762 l
+671.452009 351.327762 l
+671.795574 350.998849 l
+672.139138 350.998849 l
+672.482703 350.282231 l
+672.826267 349.953318 l
+673.169832 349.953318 l
+673.513397 349.663874 l
+674.200526 348.356309 l
+674.544091 346.231425 l
+674.887655 346.231425 l
+675.23122 345.941982 l
+675.574784 345.941982 l
+676.261914 345.250533 l
+677.292607 344.291203 l
+677.636172 343.019939 l
+677.979737 337.244916 l
+678.323301 333.979398 l
+678.666866 332.401397 l
+679.010431 332.111954 l
+679.69756 330.780389 l
+680.041124 330.243646 l
+680.384689 329.255575 l
+680.728254 329.255575 l
+681.071818 327.806791 l
+681.758948 326.203935 l
+682.102512 325.914491 l
+682.446077 325.331875 l
+682.789641 325.331875 l
+683.133206 325.042431 l
+683.476771 323.810199 l
+683.820335 323.810199 l
+684.1639 322.868579 l
+684.851029 322.868579 l
+685.881723 320.83728 l
+686.225288 320.435275 l
+686.912417 317.651233 l
+687.255981 317.020816 l
+687.599546 317.020816 l
+688.286675 315.758934 l
+689.317369 314.365986 l
+689.660934 310.576334 l
+690.004498 309.996519 l
+690.691628 307.523356 l
+691.035192 305.817772 l
+691.378757 304.790845 l
+692.065886 304.14732 l
+692.409451 302.785984 l
+693.09658 300.886544 l
+693.440145 300.5971 l
+693.783709 298.335822 l
+694.127274 297.336618 l
+694.470839 294.805679 l
+694.814403 294.232634 l
+695.157968 293.903721 l
+695.501532 293.274496 l
+695.845097 291.927518 l
+696.188662 289.113483 l
+696.532226 288.732636 l
+696.875791 287.71777 l
+697.219355 287.126822 l
+697.56292 286.825318 l
+697.906485 285.437352 l
+698.250049 285.108439 l
+698.593614 282.676318 l
+700.655002 278.657184 l
+700.998566 278.100562 l
+701.342131 276.807354 l
+701.685696 276.228467 l
+702.372825 274.597667 l
+702.716389 274.006719 l
+703.059954 273.717276 l
+703.403519 272.976438 l
+703.747083 271.605183 l
+704.090648 270.974766 l
+704.777777 269.445929 l
+705.121342 269.156485 l
+705.464906 268.345166 l
+706.4956 264.453021 l
+707.18273 263.124549 l
+707.526294 263.124549 l
+707.869859 262.177279 l
+708.213423 261.586332 l
+708.556988 261.586332 l
+709.244117 260.327129 l
+709.587682 260.012516 l
+709.931246 259.405291 l
+710.618376 257.581233 l
+710.96194 254.385293 l
+711.305505 253.782285 l
+711.64907 251.185427 l
+713.023328 245.470912 l
+714.054022 241.386345 l
+714.397587 241.386345 l
+714.741151 240.125389 l
+715.084716 239.823886 l
+715.42828 239.220878 l
+715.771845 236.279636 l
+716.11541 235.965023 l
+717.146104 233.222665 l
+717.489668 231.934299 l
+718.176797 227.228725 l
+718.520362 227.228725 l
+719.207491 225.678447 l
+719.551056 222.583813 l
+719.89462 221.992865 l
+720.58175 220.51278 l
+720.925314 218.375766 l
+721.268879 218.097455 l
+721.956008 216.064717 l
+722.986702 212.456629 l
+723.330267 209.007739 l
+723.673831 209.007739 l
+724.017396 208.645934 l
+724.360961 206.76972 l
+725.735219 202.160049 l
+726.078784 201.831135 l
+727.453042 198.318849 l
+728.140171 195.040939 l
+728.483736 194.494625 l
+729.51443 190.152077 l
+729.857994 188.018377 l
+730.201559 187.143149 l
+730.545124 185.354831 l
+731.919382 181.544132 l
+732.262947 180.04925 l
+732.606511 179.174022 l
+733.293641 177.004118 l
+733.637205 176.360592 l
+733.98077 176.360592 l
+734.324335 173.819602 l
+734.667899 173.236986 l
+735.355028 169.516087 l
+735.698593 168.899971 l
+736.385722 165.220304 l
+737.416416 162.662427 l
+737.759981 161.239324 l
+738.44711 156.877658 l
+738.790675 156.329783 l
+739.134239 154.509156 l
+739.821368 152.587027 l
+740.164933 152.297584 l
+740.508498 150.874481 l
+740.852062 149.98812 l
+741.195627 140.399047 l
+741.539192 140.109604 l
+741.882756 137.511502 l
+742.569885 135.890877 l
+743.257015 133.65272 l
+743.944144 132.431356 l
+744.974838 129.316321 l
+745.318402 129.026878 l
+745.661967 127.620051 l
+746.005532 127.330608 l
+746.349096 126.493289 l
+746.692661 126.203845 l
+747.036226 120.932602 l
+747.723355 118.740909 l
+748.066919 118.740909 l
+748.410484 117.377154 l
+748.754049 117.377154 l
+749.097613 117.087711 l
+749.441178 116.281404 l
+749.784742 116.281404 l
+750.128307 115.475096 l
+750.471872 115.475096 l
+751.159001 114.948661 l
+751.502566 114.948661 l
+751.84613 113.905362 l
+752.189695 113.905362 l
+752.533259 113.615919 l
+752.876824 113.615919 l
+753.563953 112.314188 l
+754.594647 111.488738 l
+754.938212 111.488738 l
+755.281776 110.940862 l
+755.968906 110.392987 l
+756.31247 110.392987 l
+756.9996 109.330545 l
+757.343164 108.526535 l
+757.686729 108.009671 l
+758.030293 102.573032 l
+758.373858 101.735713 l
+759.060987 100.682842 l
+759.404552 99.629972 l
+759.748116 99.629972 l
+760.091681 99.361969 l
+761.46594 96.852309 l
+761.809504 96.852309 l
+762.153069 96.584305 l
+762.496633 96.584305 l
+763.183763 95.263432 l
+763.870892 95.263432 l
+764.214457 94.20099 l
+764.558021 93.674555 l
+765.588715 90.755232 l
+766.275844 90.228797 l
+767.650103 87.319046 l
+767.993667 87.319046 l
+768.337232 86.802183 l
+768.680797 86.534179 l
+769.024361 83.930718 l
+769.367926 83.662715 l
+769.71149 83.662715 l
+770.742184 82.064266 l
+771.085749 81.269828 l
+771.429314 81.269828 l
+771.772878 80.733821 l
+772.116443 80.465818 l
+772.460007 79.661808 l
+772.803572 79.403376 l
+773.147137 78.07293 l
+773.490701 77.536924 l
+774.177831 77.000917 l
+774.521395 77.000917 l
+775.208524 75.938475 l
+775.552089 74.598458 l
+775.895654 74.340027 l
+776.239218 72.263 l
+776.926348 72.263 l
+777.269912 71.994997 l
+777.957041 71.994997 l
+778.300606 71.468562 l
+778.644171 71.468562 l
+778.987735 71.200559 l
+779.3313 71.200559 l
+779.674865 70.932555 l
+780.705558 70.932555 l
+781.049123 70.664552 l
+781.392688 70.128545 l
+782.423381 70.128545 l
+782.766946 69.870113 l
+786.889722 69.870113 l
+787.233286 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 426.24758 m
+557.388555 426.24758 l
+557.732119 425.396275 l
+561.854895 425.396275 l
+562.19846 423.659613 l
+581.094514 423.659613 l
+581.438078 423.401181 l
+592.432146 423.401181 l
+592.775711 423.133178 l
+605.487602 423.133178 l
+605.831166 422.409569 l
+616.48167 422.409569 l
+616.825234 421.983916 l
+619.573751 421.983916 l
+619.917316 421.260307 l
+623.009397 421.260307 l
+623.352962 420.898503 l
+628.162867 420.898503 l
+628.506431 417.280458 l
+630.911384 417.280458 l
+631.254948 416.122683 l
+632.972771 416.122683 l
+633.316336 415.85468 l
+637.095547 415.85468 l
+637.439111 415.525766 l
+651.868826 415.525766 l
+652.21239 415.224263 l
+655.648036 415.224263 l
+655.991601 414.895349 l
+657.022295 414.895349 l
+657.365859 413.893429 l
+657.709424 413.296513 l
+659.083683 413.296513 l
+659.427247 413.028509 l
+659.770812 413.028509 l
+660.114376 412.3049 l
+661.488635 412.3049 l
+661.8322 412.026589 l
+662.175764 412.026589 l
+662.519329 411.777069 l
+663.206458 411.777069 l
+663.893587 411.143049 l
+665.267846 411.143049 l
+665.61141 410.853606 l
+668.016363 410.853606 l
+668.359927 410.491801 l
+669.734186 410.491801 l
+670.07775 408.745159 l
+670.421315 408.466847 l
+671.108444 408.466847 l
+671.452009 407.743238 l
+671.795574 407.743238 l
+672.482703 406.687169 l
+673.513397 406.687169 l
+674.200526 406.079945 l
+675.23122 406.079945 l
+675.918349 405.51219 l
+676.261914 405.51219 l
+676.605478 404.965875 l
+678.323301 404.965875 l
+679.010431 404.387442 l
+679.353995 403.385521 l
+679.69756 403.385521 l
+680.384689 402.828074 l
+680.728254 402.828074 l
+681.071818 402.104465 l
+681.758948 402.104465 l
+682.102512 401.775552 l
+684.1639 401.775552 l
+684.507465 401.497241 l
+685.881723 401.497241 l
+686.568852 400.918807 l
+686.912417 400.195198 l
+687.255981 399.833394 l
+687.599546 399.833394 l
+687.943111 399.215037 l
+688.286675 399.215037 l
+688.63024 398.936726 l
+690.004498 398.936726 l
+690.348063 398.213117 l
+690.691628 398.213117 l
+691.378757 397.498021 l
+691.722322 397.498021 l
+692.065886 397.2485 l
+692.409451 396.524891 l
+692.753015 396.275371 l
+693.440145 396.275371 l
+694.127274 395.729056 l
+694.814403 395.729056 l
+695.845097 394.803226 l
+696.188662 394.803226 l
+696.532226 394.377574 l
+696.875791 393.673611 l
+697.219355 393.329035 l
+697.906485 393.329035 l
+698.250049 392.772412 l
+699.280743 392.772412 l
+699.624308 391.79742 l
+700.311437 391.79742 l
+700.655002 391.519108 l
+700.998566 391.519108 l
+701.342131 390.525701 l
+701.685696 390.257698 l
+702.372825 390.257698 l
+702.716389 389.43867 l
+703.403519 389.43867 l
+703.747083 388.859783 l
+704.434213 388.859783 l
+705.121342 387.478535 l
+705.464906 387.478535 l
+705.808471 387.210532 l
+706.4956 387.210532 l
+707.526294 385.366275 l
+707.869859 385.098272 l
+708.213423 384.349711 l
+708.556988 384.349711 l
+708.900553 384.10019 l
+709.244117 383.385094 l
+709.587682 382.959442 l
+709.931246 377.727854 l
+710.618376 376.683845 l
+710.96194 376.683845 l
+711.305505 376.32204 l
+711.64907 376.32204 l
+711.992634 375.113345 l
+712.336199 374.823902 l
+712.679763 374.823902 l
+713.023328 373.840802 l
+713.366893 373.840802 l
+713.710457 373.314367 l
+714.054022 373.314367 l
+714.397587 372.599271 l
+714.741151 372.331268 l
+715.084716 368.599512 l
+715.42828 368.599512 l
+715.771845 367.895549 l
+716.11541 367.566636 l
+716.458974 367.566636 l
+716.802539 367.308204 l
+717.146104 367.308204 l
+717.489668 367.0402 l
+718.520362 364.761325 l
+718.863927 364.142968 l
+719.207491 364.142968 l
+719.551056 363.853524 l
+719.89462 363.235167 l
+720.58175 362.623842 l
+721.268879 359.47865 l
+721.956008 359.47865 l
+722.299573 358.480569 l
+722.643137 357.943826 l
+723.673831 357.105579 l
+724.017396 356.319316 l
+724.360961 356.051312 l
+724.704525 355.135054 l
+725.04809 353.68627 l
+725.391654 353.05225 l
+725.735219 351.874567 l
+726.078784 351.573063 l
+726.422348 351.573063 l
+726.765913 350.535059 l
+727.453042 350.008623 l
+727.796607 349.401399 l
+728.140171 349.123088 l
+728.483736 347.715319 l
+729.857994 347.715319 l
+730.201559 347.425875 l
+730.545124 346.138241 l
+731.232253 344.763519 l
+731.919382 342.029228 l
+732.606511 341.422003 l
+733.293641 339.29252 l
+733.637205 338.963607 l
+733.98077 337.516523 l
+734.324335 337.516523 l
+734.667899 336.700645 l
+735.011464 332.893657 l
+735.355028 332.615346 l
+735.698593 331.780412 l
+736.385722 329.202119 l
+736.729287 328.934116 l
+737.072852 328.934116 l
+737.759981 327.514569 l
+738.44711 325.859975 l
+738.790675 324.593659 l
+739.134239 322.60543 l
+739.477804 321.809595 l
+739.821368 313.848032 l
+740.164933 312.784854 l
+740.508498 312.215347 l
+741.882756 305.206321 l
+742.226321 304.304298 l
+742.569885 304.054778 l
+742.91345 303.24046 l
+743.257015 302.99094 l
+744.287709 297.233198 l
+744.631273 296.614841 l
+744.974838 295.758097 l
+745.318402 294.397464 l
+745.661967 293.779107 l
+746.005532 292.931289 l
+746.349096 292.413765 l
+746.692661 288.253097 l
+747.036226 281.540139 l
+748.066919 275.939284 l
+748.754049 274.169852 l
+749.097613 272.961611 l
+749.441178 272.433779 l
+750.128307 270.846972 l
+750.815436 266.86972 l
+751.159001 265.961601 l
+751.502566 264.232449 l
+751.84613 263.18849 l
+752.189695 261.544836 l
+752.533259 261.017005 l
+752.876824 258.264817 l
+753.563953 255.196293 l
+753.907518 253.52523 l
+754.251083 252.5994 l
+754.594647 250.642004 l
+754.938212 245.579285 l
+755.281776 244.405374 l
+755.625341 243.630078 l
+755.968906 240.667669 l
+756.31247 239.892373 l
+756.656035 238.05258 l
+757.343164 235.900974 l
+758.030293 234.838532 l
+758.717423 232.784039 l
+759.060987 231.394768 l
+759.404552 230.877244 l
+759.748116 229.766284 l
+760.091681 229.464781 l
+760.77881 227.00276 l
+761.122375 226.433253 l
+761.809504 224.329657 l
+762.153069 223.778633 l
+762.496633 222.424259 l
+762.840198 221.906736 l
+763.183763 219.762709 l
+763.527327 218.977182 l
+763.870892 218.727661 l
+764.901586 216.356723 l
+765.24515 216.107202 l
+765.588715 210.445631 l
+765.93228 209.669676 l
+766.275844 209.420155 l
+766.619409 202.380281 l
+766.962974 202.12185 l
+767.993667 199.181404 l
+768.680797 196.007775 l
+769.024361 196.007775 l
+769.367926 195.749344 l
+769.71149 195.222908 l
+770.055055 192.284443 l
+771.085749 190.181508 l
+771.429314 190.181508 l
+771.772878 189.655073 l
+772.116443 187.579532 l
+772.460007 187.07158 l
+773.147137 185.538152 l
+773.834266 183.185696 l
+774.177831 182.668172 l
+774.521395 181.901128 l
+774.86496 181.651608 l
+775.208524 180.884564 l
+775.552089 179.807104 l
+775.895654 172.428431 l
+776.239218 171.403615 l
+776.582783 169.79972 l
+777.269912 167.961323 l
+777.613477 165.928854 l
+777.957041 165.679334 l
+778.300606 165.16181 l
+778.644171 162.851766 l
+778.987735 162.343814 l
+779.3313 160.570437 l
+780.705558 156.727626 l
+781.049123 156.459622 l
+781.392688 155.452629 l
+781.736252 148.171321 l
+782.423381 147.127362 l
+782.766946 146.877842 l
+783.110511 146.360318 l
+783.454075 146.360318 l
+783.79764 145.094233 l
+784.141205 144.586281 l
+784.484769 137.866394 l
+784.828334 134.87215 l
+785.515463 133.846674 l
+785.859028 128.107705 l
+786.202592 127.849273 l
+786.889722 126.805315 l
+787.233286 126.555794 l
+787.576851 126.029359 l
+787.920415 126.029359 l
+788.26398 125.770927 l
+788.607545 124.98606 l
+788.951109 124.98606 l
+789.294674 124.73654 l
+789.981803 122.972074 l
+790.325368 122.454551 l
+790.668932 122.454551 l
+791.012497 122.20503 l
+792.043191 119.101868 l
+792.386755 117.540386 l
+793.073885 115.730043 l
+793.417449 115.222091 l
+793.761014 110.132997 l
+794.104579 109.108181 l
+794.448143 108.600229 l
+794.791708 103.591339 l
+795.135272 102.566523 l
+795.478837 102.040088 l
+795.822402 95.837725 l
+796.165966 95.588204 l
+796.853096 95.588204 l
+797.19666 95.338684 l
+797.540225 92.335528 l
+797.883789 92.086008 l
+798.227354 84.841005 l
+798.570919 84.573002 l
+798.914483 84.036995 l
+799.258048 83.787475 l
+799.601613 83.787475 l
+800.288742 83.26104 l
+800.632306 83.26104 l
+800.975871 83.011519 l
+801.319436 83.011519 l
+802.006565 81.957989 l
+802.693694 80.349969 l
+803.037259 80.091537 l
+803.724388 80.091537 l
+804.067953 79.842017 l
+805.098646 79.842017 l
+805.442211 78.835024 l
+805.785776 78.585503 l
+806.12934 78.585503 l
+806.472905 78.335983 l
+806.81647 78.335983 l
+807.160034 78.086463 l
+807.503599 77.337902 l
+808.534293 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+2 setlinecap
+[] 0 setdash
+0.173 0.627 0.173 setrgbcolor
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 131.958329 m
+526.811304 131.958329 l
+527.154868 131.668885 l
+543.989535 131.668885 l
+544.333099 131.354272 l
+560.824201 131.354272 l
+561.167766 131.025359 l
+562.542024 131.025359 l
+562.885589 130.680783 l
+573.879657 130.680783 l
+574.223221 130.37928 l
+588.9965 130.37928 l
+589.340065 130.034704 l
+589.683629 130.034704 l
+590.027194 129.653857 l
+592.432146 129.653857 l
+592.775711 129.292052 l
+597.585615 129.292052 l
+597.92918 128.963139 l
+599.647003 128.963139 l
+599.990568 128.684828 l
+608.579683 128.684828 l
+608.923248 128.323024 l
+609.953942 128.323024 l
+610.297506 128.03358 l
+612.358894 128.03358 l
+612.702459 127.631575 l
+615.107411 127.631575 l
+615.450976 127.205922 l
+616.825234 127.205922 l
+617.168799 126.877009 l
+619.917316 126.877009 l
+620.26088 126.609006 l
+625.41435 126.609006 l
+625.757914 126.247201 l
+626.788608 126.247201 l
+627.132173 125.443191 l
+629.193561 125.443191 l
+629.537125 125.081387 l
+630.224254 125.081387 l
+630.567819 124.791943 l
+631.254948 124.791943 l
+631.598513 124.339687 l
+635.721288 124.339687 l
+636.064853 123.887432 l
+637.782676 123.887432 l
+638.126241 123.525627 l
+640.187628 123.525627 l
+640.531193 123.123622 l
+644.997533 123.123622 l
+645.341098 122.822118 l
+647.74605 122.822118 l
+648.089615 122.369863 l
+649.120309 122.369863 l
+649.463873 122.068359 l
+650.151002 122.068359 l
+650.838132 121.422279 l
+651.181696 121.422279 l
+651.525261 121.020274 l
+652.899519 121.020274 l
+653.243084 120.639428 l
+655.991601 120.639428 l
+656.335166 120.237423 l
+658.396553 120.237423 l
+658.740118 119.875618 l
+661.14507 119.875618 l
+661.488635 119.586174 l
+661.8322 118.946896 l
+662.175764 118.946896 l
+662.519329 118.657452 l
+663.206458 118.657452 l
+663.550023 118.368008 l
+665.61141 118.368008 l
+666.29854 117.677291 l
+667.329233 117.677291 l
+667.672798 117.275286 l
+669.390621 117.275286 l
+669.734186 116.894439 l
+674.887655 116.894439 l
+675.23122 116.592935 l
+675.574784 116.592935 l
+676.261914 115.946855 l
+677.292607 115.946855 l
+677.636172 115.617942 l
+677.979737 115.617942 l
+678.323301 115.215937 l
+678.666866 115.215937 l
+679.010431 114.854133 l
+679.353995 114.183842 l
+680.041124 114.183842 l
+680.384689 113.905531 l
+680.728254 113.265415 l
+682.789641 113.265415 l
+683.133206 112.884568 l
+684.851029 112.884568 l
+685.194594 112.458916 l
+685.881723 112.458916 l
+686.225288 112.056911 l
+686.912417 112.056911 l
+687.255981 111.727998 l
+688.286675 111.727998 l
+688.63024 110.521983 l
+690.004498 110.521983 l
+691.378757 109.013708 l
+691.722322 109.013708 l
+692.065886 108.712204 l
+693.440145 108.712204 l
+693.783709 108.054378 l
+694.127274 107.752874 l
+694.814403 107.752874 l
+695.501532 106.60917 l
+697.219355 104.824998 l
+698.250049 104.824998 l
+698.593614 104.480423 l
+699.624308 104.480423 l
+699.967872 103.774042 l
+700.311437 103.412238 l
+700.655002 103.412238 l
+701.342131 102.072061 l
+702.02926 102.072061 l
+702.716389 101.451824 l
+703.059954 101.451824 l
+703.747083 100.670655 l
+704.434213 100.670655 l
+704.777777 99.504841 l
+706.152036 97.99445 l
+706.4956 97.99445 l
+706.839165 97.716139 l
+708.213423 97.716139 l
+708.556988 97.314134 l
+708.900553 96.241642 l
+709.244117 95.583816 l
+709.931246 95.583816 l
+710.274811 94.384979 l
+710.618376 93.727153 l
+710.96194 92.6739 l
+711.305505 91.169122 l
+711.64907 90.867618 l
+711.992634 90.288731 l
+712.679763 90.288731 l
+714.054022 88.528967 l
+714.397587 88.239523 l
+714.741151 87.515914 l
+715.084716 87.515914 l
+715.42828 87.22647 l
+715.771845 87.22647 l
+716.11541 86.881895 l
+716.802539 85.552627 l
+717.146104 85.208052 l
+717.833233 85.208052 l
+718.176797 84.638545 l
+718.863927 83.987296 l
+719.207491 83.987296 l
+719.551056 83.642721 l
+719.89462 83.642721 l
+720.238185 83.313807 l
+720.925314 83.313807 l
+721.268879 82.631457 l
+721.612444 82.286881 l
+721.956008 82.286881 l
+722.299573 81.339611 l
+722.986702 80.636102 l
+723.673831 80.636102 l
+724.360961 79.677475 l
+726.078784 77.82931 l
+726.422348 77.527806 l
+726.765913 76.434352 l
+727.109478 76.132848 l
+727.453042 76.132848 l
+728.140171 74.787944 l
+728.483736 74.787944 l
+728.827301 74.060788 l
+729.170865 73.658783 l
+729.51443 72.825681 l
+729.857994 72.481105 l
+730.201559 72.481105 l
+730.545124 71.532473 l
+730.888688 70.941525 l
+731.232253 70.612612 l
+731.919382 69.241578 l
+732.606511 69.241578 l
+732.950076 68.879774 l
+734.324335 68.879774 l
+734.667899 68.601463 l
+735.355028 66.872841 l
+736.042158 66.279917 l
+737.072852 66.279917 l
+737.759981 65.697301 l
+738.103545 65.697301 l
+738.44711 65.335497 l
+738.790675 65.335497 l
+739.134239 65.033993 l
+740.164933 65.033993 l
+740.852062 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 127.28212 m
+512.038025 127.28212 l
+512.381589 127.003808 l
+527.841997 127.003808 l
+528.185562 126.702305 l
+543.989535 126.702305 l
+544.333099 126.373391 l
+620.604445 126.373391 l
+620.94801 126.058779 l
+624.72722 126.058779 l
+625.070785 125.769335 l
+627.132173 125.769335 l
+627.475737 125.479892 l
+630.567819 125.479892 l
+630.911384 125.22146 l
+636.408418 125.22146 l
+636.751982 124.953456 l
+639.500499 124.953456 l
+639.844064 124.551451 l
+640.531193 124.551451 l
+640.874758 123.860003 l
+644.653969 123.860003 l
+644.997533 123.531089 l
+645.684662 123.531089 l
+646.028227 123.252778 l
+649.120309 123.252778 l
+649.463873 122.974467 l
+654.273778 122.974467 l
+654.617343 122.716035 l
+655.648036 122.716035 l
+655.991601 122.457603 l
+656.67873 122.457603 l
+657.022295 122.199172 l
+662.175764 122.199172 l
+662.519329 121.870258 l
+664.580717 121.870258 l
+664.924281 121.541345 l
+666.642104 121.541345 l
+666.985669 120.883519 l
+669.734186 120.883519 l
+670.07775 120.605208 l
+671.452009 120.605208 l
+671.795574 120.315764 l
+674.887655 120.315764 l
+675.23122 120.02632 l
+676.605478 120.02632 l
+676.949043 119.624315 l
+677.636172 119.624315 l
+677.979737 119.309703 l
+678.666866 119.309703 l
+679.69756 118.392113 l
+680.384689 118.392113 l
+680.728254 118.090609 l
+681.758948 118.090609 l
+682.446077 117.432783 l
+683.476771 117.432783 l
+683.820335 117.030778 l
+685.194594 117.030778 l
+685.538158 116.701864 l
+687.599546 116.701864 l
+687.943111 116.299859 l
+690.691628 116.299859 l
+691.035192 115.424632 l
+692.065886 115.424632 l
+692.409451 115.156628 l
+693.440145 115.156628 l
+693.783709 114.827715 l
+695.501532 114.827715 l
+695.845097 114.345309 l
+697.906485 114.345309 l
+698.250049 114.086877 l
+698.593614 114.086877 l
+698.937179 112.880862 l
+699.280743 112.62243 l
+703.059954 112.62243 l
+703.747083 111.942114 l
+704.090648 111.942114 l
+704.434213 111.339106 l
+705.808471 111.339106 l
+706.152036 111.049663 l
+706.839165 111.049663 l
+707.526294 110.268494 l
+708.556988 110.268494 l
+708.900553 109.939581 l
+709.244117 109.939581 l
+709.931246 109.280392 l
+710.274811 109.280392 l
+710.618376 108.978889 l
+711.64907 108.978889 l
+711.992634 108.207039 l
+712.336199 107.917595 l
+713.023328 107.917595 l
+713.710457 107.34984 l
+714.397587 106.246079 l
+715.084716 106.246079 l
+715.771845 105.43476 l
+716.11541 105.43476 l
+716.458974 103.637797 l
+717.146104 103.637797 l
+717.489668 103.359486 l
+717.833233 103.359486 l
+718.176797 103.030573 l
+718.863927 103.030573 l
+719.551056 102.299655 l
+720.58175 102.299655 l
+721.612444 101.444306 l
+721.956008 101.444306 l
+722.643137 100.814498 l
+722.986702 100.564978 l
+723.673831 100.564978 l
+724.360961 99.977633 l
+724.704525 99.307342 l
+725.391654 98.576424 l
+725.735219 98.576424 l
+726.078784 97.657173 l
+726.422348 97.657173 l
+727.453042 96.768324 l
+727.796607 96.768324 l
+728.483736 96.109166 l
+729.170865 96.109166 l
+729.51443 95.505109 l
+730.201559 95.505109 l
+730.545124 95.203606 l
+730.888688 94.332595 l
+731.575818 93.641146 l
+732.262947 92.026108 l
+732.606511 91.132608 l
+732.950076 90.817996 l
+733.637205 90.817996 l
+733.98077 90.034086 l
+734.324335 90.034086 l
+734.667899 89.755775 l
+735.698593 89.755775 l
+736.385722 89.229339 l
+737.416416 89.229339 l
+737.759981 88.746933 l
+738.103545 88.746933 l
+738.44711 88.488501 l
+738.790675 87.602966 l
+739.134239 87.066959 l
+739.477804 86.788648 l
+739.821368 86.306242 l
+740.164933 86.027931 l
+740.508498 86.027931 l
+741.195627 85.409574 l
+741.539192 84.505063 l
+742.226321 84.505063 l
+743.257015 82.729479 l
+744.631273 81.523777 l
+744.974838 80.565639 l
+745.661967 80.565639 l
+746.349096 79.947282 l
+746.692661 79.420847 l
+747.036226 78.214832 l
+747.723355 77.617915 l
+748.066919 77.617915 l
+748.410484 77.339604 l
+748.754049 76.133589 l
+749.097613 76.133589 l
+749.441178 75.875157 l
+749.784742 75.875157 l
+750.128307 75.607154 l
+750.471872 75.607154 l
+750.815436 74.977346 l
+751.159001 74.977346 l
+751.502566 74.380429 l
+751.84613 73.223577 l
+752.189695 72.603341 l
+752.533259 72.335337 l
+752.876824 71.129322 l
+753.220389 70.851011 l
+753.563953 70.851011 l
+753.907518 70.506435 l
+754.251083 69.631208 l
+754.594647 68.157189 l
+754.938212 68.157189 l
+755.281776 67.812613 l
+755.625341 67.812613 l
+755.968906 66.975103 l
+756.656035 66.448668 l
+756.9996 65.922232 l
+757.343164 65.632789 l
+758.030293 65.632789 l
+758.373858 65.331285 l
+759.748116 65.331285 l
+760.435246 64.80485 l
+764.901586 64.80485 l
+765.24515 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 117.100886 m
+512.381589 117.100886 l
+512.725154 116.832882 l
+578.345997 116.832882 l
+578.689561 116.564879 l
+599.303439 116.564879 l
+599.647003 116.296876 l
+600.677697 116.296876 l
+601.021262 116.028872 l
+611.671765 116.028872 l
+612.01533 115.760869 l
+636.064853 115.760869 l
+636.408418 115.431956 l
+641.561887 115.431956 l
+641.905452 115.163952 l
+646.715356 115.163952 l
+647.058921 114.440343 l
+648.433179 114.440343 l
+648.776744 113.913908 l
+653.243084 113.913908 l
+653.586649 113.664388 l
+654.617343 113.664388 l
+654.960907 113.414867 l
+657.365859 113.414867 l
+657.709424 112.802288 l
+659.770812 112.802288 l
+660.114376 112.523977 l
+662.862893 112.523977 l
+663.206458 111.746625 l
+664.237152 111.746625 l
+664.924281 111.22019 l
+666.29854 111.22019 l
+666.642104 110.952187 l
+669.390621 110.952187 l
+669.734186 110.693755 l
+675.918349 110.693755 l
+676.261914 110.415444 l
+685.881723 110.415444 l
+686.225288 110.165923 l
+686.568852 109.638092 l
+687.599546 108.862136 l
+688.286675 108.862136 l
+688.63024 108.603704 l
+692.065886 108.603704 l
+692.409451 108.354184 l
+693.09658 108.354184 l
+693.440145 108.104664 l
+695.845097 108.104664 l
+696.188662 107.855143 l
+696.532226 107.855143 l
+697.219355 107.347191 l
+699.280743 107.347191 l
+699.624308 107.057747 l
+700.655002 107.057747 l
+700.998566 106.789744 l
+701.342131 106.789744 l
+701.685696 106.281792 l
+702.02926 106.013789 l
+703.747083 106.013789 l
+704.090648 105.735477 l
+704.434213 105.735477 l
+705.121342 104.854895 l
+706.152036 104.854895 l
+706.839165 104.26755 l
+707.526294 104.26755 l
+707.869859 104.009118 l
+710.274811 104.009118 l
+710.96194 103.412202 l
+712.679763 103.412202 l
+713.023328 103.144198 l
+713.366893 103.144198 l
+713.710457 102.842694 l
+715.084716 102.842694 l
+715.771845 102.334742 l
+716.11541 102.334742 l
+716.458974 101.817879 l
+717.489668 100.971442 l
+718.176797 100.971442 l
+718.520362 100.721921 l
+718.863927 100.721921 l
+719.207491 100.472401 l
+719.551056 100.472401 l
+720.58175 99.655126 l
+721.612444 99.655126 l
+721.956008 99.326213 l
+722.986702 99.326213 l
+723.330267 99.076692 l
+723.673831 98.469468 l
+724.017396 98.167964 l
+725.391654 98.167964 l
+725.735219 97.918444 l
+726.422348 97.918444 l
+726.765913 97.58953 l
+727.109478 96.959113 l
+727.453042 96.959113 l
+727.796607 95.872743 l
+728.140171 95.872743 l
+728.483736 95.614311 l
+728.827301 95.097447 l
+730.201559 95.097447 l
+730.545124 94.847927 l
+731.919382 94.847927 l
+732.606511 94.1901 l
+733.98077 94.1901 l
+734.324335 93.922097 l
+734.667899 93.414145 l
+735.011464 93.414145 l
+735.698593 92.86783 l
+736.042158 92.86783 l
+736.385722 92.61831 l
+737.072852 92.61831 l
+737.416416 91.813564 l
+737.759981 91.29604 l
+738.103545 91.29604 l
+738.44711 91.017729 l
+738.790675 91.017729 l
+739.134239 90.688816 l
+739.477804 89.625637 l
+739.821368 89.376117 l
+740.164933 89.376117 l
+740.508498 88.877076 l
+740.852062 88.627556 l
+741.539192 88.627556 l
+741.882756 87.936838 l
+742.226321 87.936838 l
+742.569885 87.678406 l
+742.91345 87.161543 l
+743.944144 87.161543 l
+744.287709 86.644019 l
+744.631273 85.572006 l
+745.318402 85.572006 l
+745.661967 85.282562 l
+746.005532 85.282562 l
+746.349096 84.731538 l
+746.692661 84.731538 l
+747.036226 84.473106 l
+747.37979 84.473106 l
+747.723355 84.205103 l
+748.410484 84.205103 l
+748.754049 83.955582 l
+749.097613 83.955582 l
+749.441178 83.706062 l
+750.471872 83.706062 l
+750.815436 83.207021 l
+751.84613 82.318172 l
+752.533259 82.318172 l
+752.876824 82.068652 l
+753.220389 82.068652 l
+753.563953 81.81022 l
+753.907518 80.934992 l
+754.594647 80.435952 l
+754.938212 79.899209 l
+755.281776 79.649688 l
+755.968906 79.649688 l
+756.656035 78.492049 l
+756.9996 78.492049 l
+757.343164 78.224045 l
+757.686729 77.706522 l
+758.030293 77.438518 l
+758.717423 77.438518 l
+759.060987 77.093943 l
+759.404552 77.093943 l
+759.748116 76.567507 l
+760.091681 76.567507 l
+760.77881 75.949151 l
+761.46594 75.949151 l
+762.153069 75.422715 l
+762.496633 74.550308 l
+763.527327 74.550308 l
+763.870892 74.300788 l
+764.558021 74.300788 l
+764.901586 74.042356 l
+765.93228 72.675453 l
+767.306538 71.66846 l
+767.650103 71.66846 l
+768.337232 71.129496 l
+768.680797 71.129496 l
+769.024361 70.879976 l
+770.055055 70.879976 l
+770.742184 70.372024 l
+771.429314 69.334019 l
+771.772878 69.334019 l
+772.116443 68.579453 l
+772.460007 68.329933 l
+772.803572 67.735837 l
+773.147137 67.735837 l
+773.490701 67.446393 l
+774.521395 67.446393 l
+774.86496 66.826157 l
+775.208524 66.576636 l
+775.552089 66.576636 l
+776.926348 65.469918 l
+777.269912 65.191606 l
+778.300606 65.191606 l
+778.644171 64.942086 l
+779.3313 64.942086 l
+780.018429 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+2 setlinecap
+[] 0 setdash
+0.122 0.467 0.706 setrgbcolor
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 426.24758 m
+482.835032 426.24758 l
+483.178597 419.669315 l
+530.934079 419.669315 l
+531.277644 418.818011 l
+551.204392 418.818011 l
+551.547956 418.473435 l
+563.916283 418.473435 l
+564.259847 413.113368 l
+573.192527 413.113368 l
+573.536092 410.701337 l
+586.591548 410.701337 l
+586.935112 410.423026 l
+587.965806 410.423026 l
+588.309371 410.094113 l
+594.837098 410.094113 l
+595.180663 408.936339 l
+596.211357 408.936339 l
+596.554922 408.132328 l
+611.671765 408.132328 l
+612.01533 406.816676 l
+612.358894 406.435829 l
+612.702459 406.435829 l
+613.046023 406.033824 l
+615.79454 406.033824 l
+616.138105 403.862997 l
+618.199493 403.862997 l
+618.543057 396.626906 l
+625.757914 396.626906 l
+626.101479 396.337462 l
+630.567819 396.337462 l
+630.911384 396.048019 l
+631.254948 395.143507 l
+632.972771 395.143507 l
+633.316336 394.339497 l
+640.187628 394.339497 l
+640.531193 393.887241 l
+650.151002 393.887241 l
+650.494567 392.853514 l
+655.304472 392.853514 l
+655.648036 392.472667 l
+657.022295 392.472667 l
+657.365859 391.568156 l
+659.427247 391.568156 l
+659.770812 390.989269 l
+661.488635 390.989269 l
+661.8322 385.583483 l
+662.175764 384.20518 l
+662.519329 383.937177 l
+663.206458 383.937177 l
+663.550023 383.484921 l
+664.580717 383.484921 l
+664.924281 383.123117 l
+665.61141 383.123117 l
+665.954975 377.897051 l
+666.29854 377.897051 l
+666.642104 371.350112 l
+666.985669 370.363373 l
+669.390621 370.363373 l
+669.734186 367.858572 l
+671.108444 367.858572 l
+671.452009 367.557068 l
+671.795574 367.557068 l
+672.139138 367.212492 l
+672.826267 367.212492 l
+673.169832 366.810487 l
+673.856961 366.810487 l
+674.200526 365.202467 l
+674.544091 358.870888 l
+674.887655 357.839745 l
+675.918349 357.839745 l
+676.261914 357.550301 l
+676.605478 356.971414 l
+676.949043 355.475955 l
+677.292607 354.752346 l
+677.636172 354.752346 l
+677.979737 354.390542 l
+678.323301 354.390542 l
+679.010431 347.790103 l
+679.353995 346.584087 l
+679.69756 346.131832 l
+681.758948 346.131832 l
+682.102512 344.787986 l
+682.789641 344.787986 l
+683.133206 344.426182 l
+683.820335 344.426182 l
+684.1639 342.902794 l
+685.194594 342.902794 l
+685.538158 341.817381 l
+685.881723 341.817381 l
+686.225288 341.455576 l
+686.912417 341.455576 l
+687.255981 340.651566 l
+687.599546 337.033521 l
+687.943111 335.224498 l
+688.286675 335.224498 l
+688.63024 334.420488 l
+688.973805 333.104835 l
+691.378757 333.104835 l
+691.722322 329.48679 l
+693.783709 329.48679 l
+694.470839 327.976399 l
+694.814403 327.976399 l
+695.501532 317.175864 l
+696.532226 317.175864 l
+696.875791 313.919623 l
+697.219355 313.196014 l
+697.56292 312.89451 l
+697.906485 312.89451 l
+698.250049 312.337888 l
+698.937179 312.337888 l
+699.280743 311.976084 l
+700.998566 311.976084 l
+701.342131 311.614279 l
+702.02926 311.614279 l
+702.372825 310.235976 l
+702.716389 309.874171 l
+703.059954 309.874171 l
+703.403519 308.388869 l
+703.747083 305.632263 l
+706.152036 305.632263 l
+706.4956 305.180007 l
+707.526294 305.180007 l
+707.869859 298.345921 l
+708.213423 298.017008 l
+708.556988 295.949554 l
+709.587682 295.949554 l
+709.931246 295.62064 l
+710.274811 295.62064 l
+710.618376 295.258836 l
+711.305505 293.691016 l
+711.64907 293.329212 l
+713.023328 293.329212 l
+713.366893 293.000299 l
+713.710457 292.276689 l
+714.054022 291.987246 l
+714.397587 291.183236 l
+714.741151 291.183236 l
+715.084716 289.977221 l
+715.42828 284.665107 l
+715.771845 283.941498 l
+717.146104 283.941498 l
+717.489668 278.715433 l
+717.833233 278.715433 l
+718.176797 276.41304 l
+719.207491 272.745628 l
+719.551056 272.116402 l
+719.89462 266.689334 l
+720.58175 266.689334 l
+720.925314 266.360421 l
+721.268879 266.360421 l
+721.612444 264.249895 l
+721.956008 257.013804 l
+722.299573 253.829924 l
+723.330267 253.829924 l
+723.673831 252.925413 l
+724.017396 252.647102 l
+725.735219 252.647102 l
+726.078784 250.924223 l
+726.422348 250.562418 l
+726.765913 248.83954 l
+727.109478 248.236532 l
+727.453042 244.9474 l
+727.796607 244.267084 l
+728.140171 244.267084 l
+728.483736 243.233357 l
+728.827301 243.233357 l
+729.170865 242.965353 l
+729.51443 242.513098 l
+730.201559 242.513098 l
+730.545124 241.364512 l
+731.232253 241.364512 l
+731.575818 240.529578 l
+732.262947 240.529578 l
+732.606511 240.228074 l
+732.950076 240.228074 l
+733.293641 239.938631 l
+734.324335 239.938631 l
+734.667899 234.059307 l
+735.355028 234.059307 l
+735.698593 232.760033 l
+736.042158 228.237477 l
+736.385722 226.514598 l
+736.729287 226.514598 l
+737.072852 224.99121 l
+737.416416 221.838342 l
+737.759981 220.970011 l
+738.103545 220.568006 l
+738.44711 213.751893 l
+739.134239 213.751893 l
+739.477804 213.173005 l
+739.821368 213.173005 l
+740.164933 212.894694 l
+740.508498 212.894694 l
+740.852062 212.550119 l
+741.195627 212.550119 l
+741.539192 212.188314 l
+741.882756 209.583321 l
+742.226321 209.583321 l
+742.91345 196.67896 l
+743.257015 193.878907 l
+743.600579 189.537253 l
+744.287709 189.537253 l
+744.631273 189.156406 l
+744.974838 187.709188 l
+745.318402 187.709188 l
+746.005532 176.87228 l
+746.349096 176.543367 l
+746.692661 170.915297 l
+747.036226 160.78477 l
+747.37979 160.78477 l
+747.723355 156.994437 l
+748.066919 147.26553 l
+748.754049 147.26553 l
+749.097613 141.059081 l
+749.441178 139.049055 l
+749.784742 139.049055 l
+750.128307 122.573902 l
+750.471872 122.573902 l
+750.815436 122.284458 l
+751.502566 108.029359 l
+751.84613 107.700446 l
+752.189695 106.494431 l
+752.876824 91.838564 l
+753.220389 91.838564 l
+753.907518 91.235557 l
+754.251083 91.235557 l
+754.594647 88.051677 l
+756.656035 88.051677 l
+756.9996 83.52912 l
+757.686729 83.52912 l
+758.030293 83.239676 l
+759.060987 83.239676 l
+759.404552 78.029691 l
+761.46594 78.029691 l
+761.809504 71.350223 l
+762.840198 71.350223 l
+763.183763 71.02131 l
+763.527327 71.02131 l
+763.870892 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 426.24758 m
+525.09348 426.24758 l
+525.437045 425.644572 l
+555.327167 425.644572 l
+555.670732 424.740061 l
+569.413317 424.740061 l
+569.756881 421.48382 l
+624.383656 421.48382 l
+624.72722 421.169207 l
+638.469805 421.169207 l
+638.81337 420.879764 l
+640.187628 420.879764 l
+640.531193 418.467733 l
+649.807438 418.467733 l
+650.151002 417.864726 l
+651.525261 417.864726 l
+651.868826 417.060716 l
+654.617343 417.060716 l
+654.960907 416.771272 l
+656.335166 416.771272 l
+656.67873 410.091804 l
+660.801506 410.091804 l
+661.14507 408.776151 l
+663.206458 408.776151 l
+663.550023 408.374146 l
+670.421315 408.374146 l
+670.76488 408.084702 l
+673.169832 408.084702 l
+673.513397 407.505815 l
+680.728254 407.505815 l
+681.071818 405.395289 l
+684.851029 405.395289 l
+685.194594 405.136857 l
+686.568852 405.136857 l
+686.912417 404.868853 l
+687.255981 402.456823 l
+691.378757 402.456823 l
+691.722322 401.652813 l
+692.409451 401.652813 l
+692.753015 393.011914 l
+694.127274 393.011914 l
+694.470839 392.71041 l
+694.814403 391.418251 l
+695.501532 391.418251 l
+695.845097 391.128807 l
+696.188662 391.128807 l
+696.532226 388.843726 l
+697.219355 388.843726 l
+697.56292 382.693049 l
+700.998566 382.693049 l
+701.342131 382.364136 l
+704.434213 382.364136 l
+704.777777 381.048483 l
+705.464906 381.048483 l
+705.808471 375.700068 l
+706.152036 374.854002 l
+707.18273 374.854002 l
+707.526294 374.492197 l
+707.869859 374.492197 l
+708.213423 374.163284 l
+708.556988 374.163284 l
+708.900553 371.938626 l
+710.274811 371.938626 l
+710.618376 367.958776 l
+710.96194 367.958776 l
+711.305505 367.657272 l
+711.64907 366.895578 l
+713.366893 366.895578 l
+713.710457 363.422255 l
+714.741151 363.422255 l
+715.084716 359.502706 l
+716.458974 359.502706 l
+716.802539 358.94277 l
+717.833233 358.94277 l
+718.176797 358.363883 l
+721.612444 358.363883 l
+721.956008 351.580048 l
+722.299573 351.580048 l
+722.643137 351.301737 l
+722.986702 351.301737 l
+723.330267 344.933977 l
+725.391654 344.933977 l
+725.735219 340.41142 l
+730.888688 340.41142 l
+731.232253 339.777401 l
+731.575818 339.777401 l
+731.919382 339.260537 l
+732.262947 339.260537 l
+732.606511 338.992534 l
+732.950076 335.327501 l
+734.324335 335.327501 l
+734.667899 334.998588 l
+735.011464 334.998588 l
+735.698593 326.163216 l
+736.042158 326.163216 l
+736.385722 324.77166 l
+736.729287 324.77166 l
+737.072852 324.470156 l
+737.416416 322.697314 l
+738.790675 322.697314 l
+739.134239 315.476886 l
+739.477804 314.218435 l
+739.821368 313.903823 l
+740.164933 307.799194 l
+740.508498 307.799194 l
+740.852062 307.47028 l
+741.195627 302.348632 l
+741.539192 301.44412 l
+742.226321 301.44412 l
+742.569885 293.863454 l
+743.944144 293.863454 l
+744.287709 289.039394 l
+744.631273 289.039394 l
+744.974838 288.724781 l
+745.318402 288.724781 l
+745.661967 287.080215 l
+746.349096 286.55378 l
+746.692661 285.792086 l
+747.036226 278.689997 l
+747.37979 275.350263 l
+748.066919 275.350263 l
+748.410484 272.938233 l
+748.754049 271.597652 l
+749.097613 267.376599 l
+749.784742 267.376599 l
+750.128307 265.92938 l
+750.471872 258.136667 l
+751.159001 253.083233 l
+751.502566 252.504346 l
+751.84613 245.835082 l
+752.189695 245.194967 l
+752.533259 237.323673 l
+753.907518 237.323673 l
+754.251083 236.476783 l
+754.594647 233.129786 l
+754.938212 233.129786 l
+755.281776 228.410597 l
+755.625341 228.410597 l
+755.968906 228.109093 l
+756.31247 228.109093 l
+756.656035 226.717537 l
+756.9996 226.717537 l
+757.343164 224.507746 l
+757.686729 224.218303 l
+758.030293 221.705406 l
+758.373858 221.705406 l
+758.717423 216.49542 l
+759.060987 216.49542 l
+759.404552 216.205977 l
+759.748116 212.287211 l
+760.091681 212.287211 l
+760.435246 207.077225 l
+760.77881 204.281463 l
+761.122375 204.281463 l
+761.46594 189.464706 l
+761.809504 186.57027 l
+762.153069 185.613115 l
+762.840198 185.613115 l
+763.183763 184.81794 l
+763.527327 177.642759 l
+763.870892 177.313846 l
+764.214457 177.313846 l
+764.558021 174.792178 l
+764.901586 174.513867 l
+765.24515 173.884059 l
+765.588715 173.625627 l
+765.93228 170.691721 l
+766.275844 170.691721 l
+766.619409 170.155715 l
+766.962974 170.155715 l
+767.306538 169.826801 l
+767.650103 165.222016 l
+767.993667 162.273979 l
+768.337232 161.160735 l
+769.024361 156.926282 l
+769.367926 156.926282 l
+769.71149 156.524277 l
+770.055055 150.323503 l
+770.39862 150.323503 l
+770.742184 145.445842 l
+771.085749 145.445842 l
+771.429314 138.209752 l
+772.803572 138.209752 l
+773.147137 135.578446 l
+773.490701 135.578446 l
+774.177831 120.455747 l
+774.521395 120.455747 l
+774.86496 109.687755 l
+776.582783 109.687755 l
+776.926348 108.079735 l
+777.957041 108.079735 l
+778.300606 105.399701 l
+778.644171 99.714202 l
+781.049123 99.714202 l
+781.392688 93.014118 l
+782.423381 93.014118 l
+782.766946 86.553322 l
+783.110511 82.935277 l
+784.828334 82.935277 l
+785.171898 82.667274 l
+786.202592 82.667274 l
+786.546157 78.111217 l
+789.638239 78.111217 l
+789.981803 70.875126 l
+794.104579 70.875126 l
+794.448143 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 481.043 60.825 clipbox
+245.775444 426.24758 m
+587.965806 426.24758 l
+588.309371 424.510918 l
+628.162867 424.510918 l
+628.506431 424.252486 l
+639.500499 424.252486 l
+639.844064 420.634441 l
+643.27971 420.634441 l
+643.623275 419.783136 l
+651.525261 419.783136 l
+651.868826 419.515133 l
+675.23122 419.515133 l
+675.574784 417.76849 l
+680.384689 417.76849 l
+680.728254 416.610716 l
+691.722322 416.610716 l
+692.409451 416.093192 l
+712.679763 416.093192 l
+713.023328 415.106452 l
+714.054022 415.106452 l
+714.397587 410.45468 l
+715.42828 410.45468 l
+715.771845 409.370226 l
+716.458974 409.370226 l
+716.802539 409.102222 l
+717.146104 409.102222 l
+717.489668 408.852702 l
+718.176797 408.852702 l
+718.520362 408.584699 l
+721.956008 408.584699 l
+722.299573 406.88796 l
+722.643137 406.388919 l
+723.330267 406.388919 l
+723.673831 405.963267 l
+724.360961 405.963267 l
+724.704525 405.42726 l
+725.391654 405.42726 l
+726.078784 404.787144 l
+729.51443 404.787144 l
+729.857994 403.539543 l
+730.545124 403.539543 l
+730.888688 400.355663 l
+731.919382 400.355663 l
+732.262947 400.106142 l
+732.950076 400.106142 l
+733.293641 398.48925 l
+733.637205 398.48925 l
+733.98077 396.173701 l
+734.324335 396.173701 l
+734.667899 395.884258 l
+735.011464 395.884258 l
+735.355028 395.582754 l
+737.416416 395.582754 l
+737.759981 395.333234 l
+740.852062 395.333234 l
+741.195627 388.346663 l
+741.882756 388.346663 l
+742.226321 387.847623 l
+743.600579 387.847623 l
+743.944144 384.363579 l
+744.287709 383.835747 l
+744.631273 383.835747 l
+744.974838 381.251429 l
+745.318402 375.462557 l
+746.692661 375.462557 l
+747.036226 375.213036 l
+747.37979 375.213036 l
+747.723355 374.713996 l
+748.754049 374.713996 l
+749.097613 374.156549 l
+749.441178 373.084535 l
+749.784742 373.084535 l
+750.128307 372.835015 l
+750.471872 367.844607 l
+750.815436 367.844607 l
+751.159001 363.700863 l
+752.876824 363.700863 l
+753.220389 363.184 l
+753.563953 363.184 l
+753.907518 362.647993 l
+754.251083 362.647993 l
+754.594647 360.431811 l
+754.938212 357.437567 l
+755.281776 357.136063 l
+755.968906 357.136063 l
+756.31247 356.637022 l
+756.656035 353.018977 l
+757.343164 353.018977 l
+758.030293 349.532497 l
+758.373858 348.975875 l
+759.060987 348.975875 l
+759.404552 348.171864 l
+759.748116 348.171864 l
+760.091681 344.166171 l
+760.435246 342.357149 l
+760.77881 341.789394 l
+761.46594 341.789394 l
+761.809504 335.030018 l
+762.153069 333.421998 l
+762.496633 332.435259 l
+763.183763 332.435259 l
+763.527327 327.723848 l
+763.870892 327.474327 l
+764.214457 325.330301 l
+764.558021 325.330301 l
+764.901586 321.835949 l
+765.24515 321.507036 l
+765.588715 320.092287 l
+765.93228 319.833856 l
+766.275844 319.833856 l
+766.619409 319.176029 l
+767.306538 317.385279 l
+767.650103 317.126848 l
+767.993667 317.126848 l
+768.337232 316.797934 l
+768.680797 312.785647 l
+769.024361 312.785647 l
+769.367926 311.981637 l
+769.71149 302.890929 l
+770.055055 301.986418 l
+770.39862 286.718412 l
+770.742184 281.809756 l
+771.085749 281.809756 l
+771.429314 281.520313 l
+771.772878 281.520313 l
+772.460007 280.836228 l
+772.803572 280.836228 l
+773.147137 280.060273 l
+773.490701 278.390406 l
+774.177831 278.390406 l
+774.521395 278.140885 l
+774.86496 278.140885 l
+775.208524 277.891365 l
+776.239218 277.891365 l
+776.582783 277.601921 l
+776.926348 272.418703 l
+777.269912 272.418703 l
+777.613477 262.535376 l
+777.957041 262.285856 l
+778.300606 253.998215 l
+778.644171 253.748695 l
+778.987735 252.501093 l
+780.018429 252.501093 l
+780.361994 246.040297 l
+780.705558 242.422252 l
+781.736252 242.422252 l
+782.079817 240.735019 l
+782.423381 240.735019 l
+782.766946 240.485499 l
+783.110511 240.485499 l
+783.454075 238.431754 l
+783.79764 238.173322 l
+784.141205 231.186752 l
+784.484769 226.924944 l
+784.828334 226.924944 l
+785.171898 226.656941 l
+785.515463 226.656941 l
+785.859028 214.517775 l
+786.546157 214.517775 l
+786.889722 214.228331 l
+787.233286 200.057654 l
+787.920415 200.057654 l
+788.26398 193.819644 l
+788.607545 193.819644 l
+789.294674 182.970129 l
+790.325368 182.970129 l
+790.668932 177.801493 l
+791.356062 177.801493 l
+791.699626 173.58044 l
+793.761014 173.58044 l
+794.448143 162.998508 l
+794.791708 162.998508 l
+795.135272 156.796145 l
+795.478837 156.796145 l
+795.822402 156.546624 l
+797.19666 156.546624 l
+797.540225 142.582395 l
+797.883789 139.419955 l
+798.570919 126.019787 l
+799.258048 126.019787 l
+799.601613 112.545688 l
+800.288742 112.545688 l
+800.632306 105.826461 l
+800.975871 105.826461 l
+801.319436 105.290454 l
+802.006565 92.888367 l
+804.755082 92.888367 l
+805.098646 92.084357 l
+805.785776 92.084357 l
+806.472905 91.566834 l
+806.81647 91.566834 l
+807.160034 85.402756 l
+809.908551 85.402756 l
+810.252116 78.416186 l
+810.59568 78.416186 l
+810.939245 71.679136 l
+811.28281 71.679136 l
+811.626374 64.443045 l
+932.561121 64.443045 l
+932.561121 64.443045 l
+stroke
+grestore
+0.800 setlinewidth
+0 setlinejoin
+2 setlinecap
+[] 0 setdash
+0.000 setgray
+gsave
+481.042708 60.825 m
+481.042708 429.865625 l
+stroke
+grestore
+gsave
+873.491667 60.825 m
+873.491667 429.865625 l
+stroke
+grestore
+gsave
+481.042708 60.825 m
+873.491667 60.825 l
+stroke
+grestore
+gsave
+481.042708 429.865625 m
+873.491667 429.865625 l
+stroke
+grestore
+gsave
+
+625.806250 436.053125 translate
+0.000000 rotate
+0.000000 0 m /O glyphshow
+14.699997 0 m /S glyphshow
+29.399994 0 m /C glyphshow
+44.099991 0 m /A glyphshow
+58.799988 0 m /R glyphshow
+73.499985 0 m /hyphen glyphshow
+88.199982 0 m /two glyphshow
+grestore
+gsave
+887.791667 60.825 m
+1280.240625 60.825 l
+1280.240625 429.865625 l
+887.791667 429.865625 l
+cl
+1.000 setgray
+fill
+grestore
+1 setlinejoin
+0 setlinecap
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+917.326 60.825 o
+grestore
+gsave
+899.326394 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.926563 moveto
+/one glyphshow
+11.000000 0.926563 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 7.565625 moveto
+/hyphen glyphshow
+27.286777 7.565625 moveto
+/four glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1015.44 60.825 o
+grestore
+gsave
+997.438633 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/three glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1113.55 60.825 o
+grestore
+gsave
+1095.550873 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/two glyphshow
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -3.5 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1211.66 60.825 o
+grestore
+gsave
+1193.663112 38.559375 translate
+0.000000 rotate
+/CMUSerif-Roman 22.0 selectfont
+0.000000 0.101562 moveto
+/one glyphshow
+11.000000 0.101562 moveto
+/zero glyphshow
+/CMUSerif-Roman 15.399999999999999 selectfont
+22.165977 6.740625 moveto
+/hyphen glyphshow
+27.286777 6.740625 moveto
+/one glyphshow
+grestore
+0.600 setlinewidth
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+895.56 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+902.129 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+907.818 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+912.837 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+946.861 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+964.138 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+976.396 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+985.904 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+993.673 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1000.24 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1005.93 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1010.95 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1044.97 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1062.25 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1074.51 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1084.02 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1091.78 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1098.35 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1104.04 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1109.06 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1143.09 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1160.36 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1172.62 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1182.13 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1189.9 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1196.47 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1202.16 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1207.17 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1241.2 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1258.47 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1270.73 60.825 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.6 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+0 0 m
+0 -2 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+1280.24 60.825 o
+grestore
+gsave
+1074.016146 12.246875 translate
+0.000000 rotate
+/Cmmi10 26.0 selectfont
+0.000000 0.234375 moveto
+/R glyphshow
+grestore
+0.800 setlinewidth
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 64.443 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 136.804 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 209.165 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 281.526 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 353.887 o
+grestore
+gsave
+/o {
+gsave
+newpath
+translate
+0.8 setlinewidth
+1 setlinejoin
+
+0 setlinecap
+
+-0 0 m
+-3.5 0 l
+
+gsave
+0.000 setgray
+fill
+grestore
+stroke
+grestore
+} bind def
+887.792 426.248 o
+grestore
+4.000 setlinewidth
+2 setlinecap
+1.000 0.498 0.055 setrgbcolor
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 339.414491 m
+670.046198 339.414491 l
+670.389762 332.178401 l
+861.068127 332.178401 l
+861.411692 331.863788 l
+891.301814 331.863788 l
+891.645378 331.534875 l
+911.915691 331.534875 l
+912.259255 330.955988 l
+925.314711 330.955988 l
+925.658276 323.719897 l
+926.00184 323.719897 l
+926.345405 321.910874 l
+936.652343 321.910874 l
+936.995908 321.581961 l
+944.210765 321.581961 l
+944.55433 314.34587 l
+958.640479 314.34587 l
+958.984044 313.893615 l
+968.260289 313.893615 l
+968.947418 313.079555 l
+969.634547 313.079555 l
+969.978112 312.562691 l
+974.788016 312.562691 l
+975.131581 312.160686 l
+978.567227 312.160686 l
+978.910792 311.846073 l
+985.782084 311.846073 l
+986.125649 310.037051 l
+986.469213 308.831035 l
+986.812778 308.831035 l
+987.156343 307.861916 l
+989.561295 307.861916 l
+989.90486 304.243871 l
+990.935554 304.243871 l
+991.279118 303.899295 l
+994.027635 303.899295 l
+994.3712 302.69328 l
+995.401894 302.69328 l
+996.089023 301.962362 l
+996.432588 300.088731 l
+996.776152 299.18422 l
+997.119717 298.839644 l
+1001.929621 298.839644 l
+1002.273186 292.26138 l
+1003.991009 292.26138 l
+1004.334574 291.932466 l
+1006.052397 291.932466 l
+1006.395962 291.55162 l
+1006.739526 291.55162 l
+1007.083091 291.237007 l
+1007.426655 290.720143 l
+1008.800914 290.720143 l
+1009.144478 290.39123 l
+1009.488043 290.39123 l
+1009.831608 290.062317 l
+1010.175172 290.062317 l
+1010.518737 282.712673 l
+1011.205866 282.712673 l
+1011.549431 282.133786 l
+1011.892995 281.804872 l
+1012.580125 281.804872 l
+1012.923689 280.959096 l
+1013.267254 280.959096 l
+1013.610819 280.644483 l
+1013.954383 280.644483 l
+1014.297948 280.192227 l
+1016.015771 280.192227 l
+1016.7029 279.34645 l
+1017.046465 278.944445 l
+1017.390029 278.944445 l
+1017.733594 277.73843 l
+1021.856369 277.73843 l
+1022.199934 277.436927 l
+1022.543499 276.230911 l
+1022.887063 275.714048 l
+1023.230628 274.508033 l
+1025.292016 274.508033 l
+1025.63558 274.08238 l
+1026.32271 274.08238 l
+1026.666274 273.780876 l
+1027.009839 273.780876 l
+1028.040533 272.418236 l
+1028.384097 271.212221 l
+1028.727662 271.212221 l
+1029.414791 270.269705 l
+1030.445485 270.269705 l
+1030.78905 268.925859 l
+1031.132614 268.925859 l
+1031.476179 268.322852 l
+1032.506873 268.322852 l
+1032.850437 261.086761 l
+1033.194002 261.086761 l
+1033.537567 260.684756 l
+1034.56826 260.684756 l
+1034.911825 253.675886 l
+1035.25539 253.273881 l
+1035.598954 252.395213 l
+1036.286084 252.395213 l
+1036.973213 251.567555 l
+1037.660342 251.567555 l
+1038.003907 251.222979 l
+1038.347471 251.222979 l
+1038.691036 250.770724 l
+1039.0346 250.770724 l
+1039.378165 250.318468 l
+1040.408859 250.318468 l
+1040.752424 249.836062 l
+1041.095988 243.112528 l
+1041.439553 243.112528 l
+1041.783117 240.700498 l
+1043.157376 240.700498 l
+1043.500941 236.048725 l
+1044.531634 236.048725 l
+1044.875199 235.281857 l
+1045.218764 235.281857 l
+1045.562328 234.764993 l
+1046.249458 234.764993 l
+1046.593022 234.312737 l
+1046.936587 234.312737 l
+1047.280151 233.50643 l
+1047.623716 233.161854 l
+1047.967281 232.471137 l
+1048.65441 231.689968 l
+1048.997974 230.1023 l
+1049.341539 229.721453 l
+1049.685104 229.721453 l
+1050.372233 228.487971 l
+1051.059362 227.221559 l
+1051.402927 227.221559 l
+1051.746491 226.360119 l
+1052.090056 224.924387 l
+1052.433621 224.321379 l
+1052.777185 224.321379 l
+1053.464315 223.64789 l
+1053.807879 222.931273 l
+1054.151444 222.931273 l
+1054.495008 222.50562 l
+1054.838573 222.50562 l
+1055.182138 221.988757 l
+1056.556396 221.988757 l
+1056.899961 219.059863 l
+1057.243525 217.725937 l
+1057.58709 217.725937 l
+1057.930655 217.364133 l
+1058.274219 217.364133 l
+1058.617784 217.04952 l
+1058.961348 216.398272 l
+1059.648478 216.398272 l
+1059.992042 215.61542 l
+1060.335607 215.270844 l
+1060.679172 209.240769 l
+1061.022736 209.240769 l
+1061.366301 208.896193 l
+1061.709865 208.896193 l
+1062.05343 208.551617 l
+1062.396995 207.841857 l
+1062.740559 207.841857 l
+1063.084124 207.512944 l
+1063.771253 207.512944 l
+1064.114818 207.184031 l
+1064.458382 206.480522 l
+1065.145512 206.480522 l
+1065.489076 206.099675 l
+1065.832641 205.079313 l
+1066.51977 205.079313 l
+1066.863335 202.338369 l
+1067.206899 201.976565 l
+1067.550464 201.336449 l
+1067.894029 201.034945 l
+1068.924723 201.034945 l
+1069.268287 200.264717 l
+1070.298981 200.264717 l
+1071.329675 199.149913 l
+1071.673239 187.391266 l
+1072.016804 187.089762 l
+1072.360369 185.755519 l
+1072.703933 185.073168 l
+1073.047498 184.744255 l
+1073.391063 184.744255 l
+1074.078192 184.1765 l
+1074.421756 183.500083 l
+1074.765321 183.18547 l
+1075.108886 182.146797 l
+1075.45245 182.146797 l
+1075.796015 177.890273 l
+1076.13958 177.56136 l
+1076.483144 177.56136 l
+1077.170273 176.171253 l
+1077.513838 176.171253 l
+1078.200967 175.447644 l
+1078.544532 174.831528 l
+1078.888097 174.502614 l
+1079.231661 174.502614 l
+1079.575226 173.430319 l
+1079.91879 173.430319 l
+1080.262355 173.028314 l
+1080.60592 172.425306 l
+1080.949484 172.425306 l
+1081.293049 172.080731 l
+1081.636613 172.080731 l
+1082.323743 170.724891 l
+1083.010872 170.724891 l
+1083.354437 170.395978 l
+1083.698001 170.395978 l
+1084.041566 164.418338 l
+1084.728695 164.418338 l
+1085.415824 163.692915 l
+1085.759389 163.692915 l
+1086.102954 163.046835 l
+1086.446518 163.046835 l
+1086.790083 162.389009 l
+1087.133647 161.421546 l
+1087.477212 161.120043 l
+1088.164341 159.886618 l
+1088.507906 159.886618 l
+1088.851471 159.557705 l
+1089.195035 158.449319 l
+1089.882164 157.745811 l
+1090.225729 155.678356 l
+1090.569294 155.349443 l
+1090.912858 154.25672 l
+1091.256423 153.57437 l
+1091.599987 148.938617 l
+1092.630681 148.006696 l
+1092.974246 147.415749 l
+1093.317811 147.415749 l
+1093.661375 146.797392 l
+1094.00494 146.797392 l
+1094.348504 146.166975 l
+1094.692069 145.838061 l
+1095.035634 145.838061 l
+1095.722763 144.248314 l
+1096.066328 143.958871 l
+1096.409892 141.48654 l
+1096.753457 140.879315 l
+1097.097021 140.879315 l
+1097.440586 140.235789 l
+1097.784151 139.921177 l
+1098.127715 139.30282 l
+1098.47128 139.013376 l
+1098.814845 135.395331 l
+1100.876232 133.54355 l
+1101.219797 132.658014 l
+1101.563361 126.753985 l
+1101.906926 125.220249 l
+1102.250491 124.891335 l
+1102.594055 124.891335 l
+1102.93762 124.562422 l
+1103.624749 124.562422 l
+1104.311878 123.932005 l
+1104.999008 122.013345 l
+1105.342572 121.684431 l
+1105.686137 121.684431 l
+1106.029702 121.355518 l
+1106.716831 119.489579 l
+1107.060395 119.160666 l
+1107.40396 117.872423 l
+1108.091089 117.872423 l
+1108.434654 117.228897 l
+1108.778219 117.228897 l
+1109.121783 116.281627 l
+1109.465348 114.965974 l
+1110.839606 114.965974 l
+1111.183171 113.363118 l
+1111.526735 112.732701 l
+1111.8703 112.431197 l
+1112.213865 111.82819 l
+1113.244559 111.82819 l
+1113.588123 107.004129 l
+1113.931688 105.441791 l
+1114.275252 105.441791 l
+1114.618817 105.127179 l
+1114.962382 104.523122 l
+1115.993076 103.579285 l
+1116.33664 103.579285 l
+1116.680205 102.963168 l
+1117.023769 102.963168 l
+1117.710899 101.768164 l
+1119.085157 100.58627 l
+1119.428722 99.970153 l
+1119.772286 95.628499 l
+1120.459416 95.025491 l
+1120.80298 95.025491 l
+1121.146545 94.409375 l
+1121.490109 94.409375 l
+1121.833674 93.793258 l
+1122.177239 92.862529 l
+1122.864368 92.246413 l
+1123.207933 87.434413 l
+1123.551497 86.818296 l
+1123.895062 85.598124 l
+1124.582191 84.982007 l
+1124.925756 84.39106 l
+1125.26932 80.773014 l
+1125.612885 80.143789 l
+1125.95645 80.143789 l
+1126.643579 78.622113 l
+1126.987143 78.320609 l
+1127.330708 77.716553 l
+1128.017837 77.716553 l
+1128.704967 77.125605 l
+1129.048531 76.509489 l
+1129.392096 72.563722 l
+1129.73566 70.82706 l
+1130.42279 70.82706 l
+1130.766354 70.210944 l
+1131.109919 69.896331 l
+1131.453483 69.896331 l
+1131.797048 69.267106 l
+1132.140613 68.965602 l
+1132.827742 68.965602 l
+1133.171307 68.664098 l
+1134.202 68.664098 l
+1135.232694 67.759587 l
+1142.103987 67.759587 l
+1142.447551 67.458083 l
+1143.82181 67.458083 l
+1144.165374 67.156579 l
+1146.226762 67.156579 l
+1146.570327 66.855076 l
+1146.913891 66.855076 l
+1147.601021 66.252068 l
+1151.723796 66.252068 l
+1152.410925 65.64906 l
+1153.098055 65.64906 l
+1153.441619 65.347557 l
+1153.785184 65.347557 l
+1154.815878 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 361.122763 m
+819.153243 361.122763 l
+819.496808 353.886673 l
+848.012671 353.886673 l
+848.356236 351.474643 l
+892.332507 351.474643 l
+892.676072 351.04899 l
+905.731528 351.04899 l
+906.075092 350.445983 l
+906.418657 343.209892 l
+909.510738 343.209892 l
+909.854303 342.606884 l
+910.884997 342.606884 l
+911.228562 335.370794 l
+943.867201 335.370794 l
+944.210765 335.112362 l
+947.646411 335.112362 l
+947.989976 334.261743 l
+956.579091 334.261743 l
+956.922656 333.859737 l
+968.603853 333.859737 l
+968.947418 333.530824 l
+983.720697 333.530824 l
+984.064261 326.553165 l
+987.499907 326.553165 l
+987.843472 326.20859 l
+993.340506 326.20859 l
+993.684071 325.605582 l
+999.181104 325.605582 l
+999.524669 325.316138 l
+1004.678138 325.316138 l
+1005.021703 325.001526 l
+1011.205866 325.001526 l
+1011.549431 324.575873 l
+1013.267254 324.575873 l
+1013.610819 323.852264 l
+1014.641512 323.852264 l
+1014.985077 323.128655 l
+1015.328642 315.892565 l
+1017.390029 315.892565 l
+1017.733594 315.547989 l
+1020.825676 315.547989 l
+1021.16924 315.246485 l
+1022.199934 315.246485 l
+1022.887063 314.633906 l
+1023.230628 310.843573 l
+1023.574193 310.843573 l
+1023.917757 310.575569 l
+1024.604886 310.575569 l
+1024.948451 309.972562 l
+1025.292016 309.671058 l
+1025.63558 309.671058 l
+1025.979145 309.356445 l
+1030.10192 309.356445 l
+1030.445485 309.054942 l
+1031.819743 309.054942 l
+1032.163308 306.160505 l
+1032.850437 306.160505 l
+1033.194002 302.964565 l
+1033.881131 302.964565 l
+1034.224696 302.649953 l
+1035.942519 302.649953 l
+1036.286084 301.976464 l
+1036.973213 301.976464 l
+1037.660342 301.406957 l
+1038.003907 301.406957 l
+1038.347471 301.128645 l
+1040.752424 301.128645 l
+1041.095988 300.799732 l
+1041.439553 300.799732 l
+1041.783117 300.531729 l
+1043.844505 300.531729 l
+1044.18807 300.106076 l
+1045.905893 300.106076 l
+1046.249458 299.503069 l
+1046.593022 299.503069 l
+1046.936587 299.224758 l
+1047.280151 299.224758 l
+1047.623716 298.799105 l
+1047.967281 298.103646 l
+1049.341539 298.103646 l
+1049.685104 297.774733 l
+1050.028668 297.774733 l
+1050.372233 297.445819 l
+1050.715798 297.445819 l
+1051.746491 296.058226 l
+1053.464315 296.058226 l
+1053.807879 295.455219 l
+1054.495008 295.455219 l
+1054.838573 294.44695 l
+1055.869267 294.44695 l
+1056.212832 294.145447 l
+1056.556396 293.542439 l
+1056.899961 293.542439 l
+1057.243525 293.252995 l
+1057.930655 293.252995 l
+1058.274219 292.827343 l
+1060.679172 292.827343 l
+1061.022736 292.401691 l
+1061.366301 292.401691 l
+1061.709865 290.866762 l
+1062.740559 290.866762 l
+1063.084124 290.196754 l
+1063.771253 289.58953 l
+1064.114818 289.58953 l
+1064.801947 288.97695 l
+1065.145512 288.97695 l
+1065.489076 288.675447 l
+1065.832641 287.646787 l
+1066.863335 287.646787 l
+1067.206899 287.066972 l
+1068.581158 287.066972 l
+1068.924723 286.738059 l
+1069.268287 286.06805 l
+1070.642546 286.06805 l
+1070.98611 280.960221 l
+1072.360369 280.960221 l
+1072.703933 280.357214 l
+1073.734627 280.357214 l
+1074.078192 279.754206 l
+1074.765321 279.754206 l
+1075.108886 279.464763 l
+1075.796015 279.464763 l
+1076.13958 278.28194 l
+1076.483144 278.28194 l
+1076.826709 271.086151 l
+1077.857403 271.086151 l
+1078.200967 270.757238 l
+1079.575226 270.757238 l
+1080.60592 270.087229 l
+1080.949484 269.372133 l
+1082.323743 269.372133 l
+1083.354437 267.951552 l
+1083.698001 267.951552 l
+1084.041566 267.360604 l
+1084.38513 267.045992 l
+1084.728695 266.365676 l
+1085.07226 266.036762 l
+1085.415824 266.036762 l
+1085.759389 265.655915 l
+1086.102954 265.655915 l
+1086.446518 265.327002 l
+1087.477212 265.327002 l
+1087.820777 264.924997 l
+1088.164341 263.488081 l
+1088.507906 262.941766 l
+1088.851471 262.941766 l
+1089.5386 262.248111 l
+1089.882164 257.972239 l
+1090.225729 257.682795 l
+1090.569294 257.682795 l
+1091.256423 257.064438 l
+1091.943552 257.064438 l
+1092.287117 256.762935 l
+1093.661375 256.762935 l
+1094.00494 256.146818 l
+1095.035634 256.146818 l
+1095.722763 255.516401 l
+1096.066328 255.516401 l
+1096.409892 255.187488 l
+1096.753457 254.617981 l
+1097.440586 254.038166 l
+1097.784151 254.038166 l
+1098.127715 253.709253 l
+1098.47128 253.709253 l
+1098.814845 253.307248 l
+1099.158409 253.307248 l
+1099.501974 252.926401 l
+1099.845538 252.926401 l
+1100.189103 252.524396 l
+1100.876232 252.524396 l
+1101.219797 251.145714 l
+1101.563361 250.867403 l
+1102.250491 249.222627 l
+1103.281185 249.222627 l
+1103.624749 248.893713 l
+1103.968314 248.893713 l
+1104.311878 248.491708 l
+1104.999008 248.491708 l
+1105.342572 247.873352 l
+1105.686137 243.882521 l
+1106.029702 243.302706 l
+1106.373266 243.302706 l
+1106.716831 243.013262 l
+1107.060395 242.397146 l
+1107.747525 242.397146 l
+1108.434654 241.800229 l
+1108.778219 241.800229 l
+1109.121783 240.447588 l
+1109.465348 239.840364 l
+1109.808912 238.789509 l
+1110.496042 238.220001 l
+1110.839606 237.817996 l
+1111.183171 236.833093 l
+1112.213865 235.985275 l
+1112.557429 235.985275 l
+1112.900994 235.35605 l
+1113.244559 229.660978 l
+1113.588123 229.660978 l
+1114.275252 229.114664 l
+1114.618817 228.534849 l
+1114.962382 227.550228 l
+1115.649511 226.568408 l
+1115.993076 226.568408 l
+1116.680205 225.764398 l
+1117.023769 225.16139 l
+1117.367334 224.859886 l
+1117.710899 220.33733 l
+1118.054463 209.90291 l
+1118.398028 204.047243 l
+1119.085157 203.477736 l
+1120.115851 201.099748 l
+1120.80298 201.099748 l
+1121.146545 200.798245 l
+1122.177239 198.996535 l
+1122.520803 198.36731 l
+1122.864368 198.36731 l
+1123.207933 198.088999 l
+1123.895062 196.541728 l
+1124.582191 195.959112 l
+1124.925756 195.959112 l
+1125.26932 189.000405 l
+1125.612885 188.141454 l
+1125.95645 188.141454 l
+1126.300014 187.538446 l
+1126.987143 183.06845 l
+1127.330708 176.053754 l
+1127.674273 175.136133 l
+1128.017837 174.857822 l
+1128.361402 174.266875 l
+1128.704967 173.28302 l
+1129.048531 171.759633 l
+1129.73566 171.759633 l
+1130.42279 170.640854 l
+1130.766354 169.771595 l
+1131.453483 169.771595 l
+1132.140613 169.225281 l
+1132.484177 168.317744 l
+1132.827742 164.265534 l
+1133.171307 163.950921 l
+1133.514871 163.371106 l
+1133.858436 163.092795 l
+1134.202 161.920056 l
+1134.545565 161.618552 l
+1134.88913 160.700932 l
+1135.232694 160.700932 l
+1136.263388 158.259659 l
+1137.294082 156.434502 l
+1137.637647 156.434502 l
+1137.981211 151.100205 l
+1138.668341 151.100205 l
+1139.011905 150.205777 l
+1139.35547 150.205777 l
+1140.042599 148.51014 l
+1140.386164 148.208637 l
+1140.729728 147.639129 l
+1141.073293 147.337626 l
+1141.416858 146.791311 l
+1141.760422 146.791311 l
+1142.447551 146.255304 l
+1142.791116 140.627234 l
+1143.134681 139.998009 l
+1143.478245 139.719697 l
+1143.82181 138.82527 l
+1144.165374 138.82527 l
+1144.852504 137.679181 l
+1145.196068 137.679181 l
+1145.539633 134.339447 l
+1146.226762 133.80344 l
+1146.570327 133.174215 l
+1146.913891 132.859602 l
+1147.601021 132.859602 l
+1148.631715 131.962374 l
+1148.975279 130.823359 l
+1149.318844 130.545048 l
+1149.662408 130.545048 l
+1150.005973 130.277045 l
+1150.693102 130.277045 l
+1151.036667 129.759521 l
+1151.380232 129.759521 l
+1151.723796 129.190014 l
+1153.098055 129.190014 l
+1154.128748 128.385268 l
+1154.472313 128.385268 l
+1154.815878 128.083764 l
+1155.159442 127.039805 l
+1155.503007 126.771801 l
+1155.846572 121.401426 l
+1156.190136 121.401426 l
+1156.533701 120.821612 l
+1156.877265 120.553608 l
+1157.22083 108.565612 l
+1157.564395 108.029605 l
+1157.907959 107.728101 l
+1158.251524 101.832027 l
+1158.595089 100.79698 l
+1158.938653 100.250665 l
+1159.282218 99.949162 l
+1159.625782 99.369347 l
+1159.969347 99.101343 l
+1160.312912 99.101343 l
+1160.656476 94.802982 l
+1161.000041 94.534978 l
+1161.343606 93.975043 l
+1161.68717 93.975043 l
+1162.030735 93.395228 l
+1162.374299 92.5427 l
+1162.717864 92.016265 l
+1163.061429 92.016265 l
+1163.404993 91.737954 l
+1163.748558 85.499944 l
+1164.092122 84.36093 l
+1164.435687 84.36093 l
+1164.779252 79.192294 l
+1165.122816 78.589286 l
+1165.466381 78.321283 l
+1167.184204 78.321283 l
+1167.527769 77.774968 l
+1168.902027 76.682339 l
+1169.589156 76.682339 l
+1170.61985 75.857714 l
+1171.30698 75.857714 l
+1171.650544 75.579402 l
+1173.024803 75.579402 l
+1173.368367 73.435376 l
+1174.055496 73.435376 l
+1174.399061 73.157064 l
+1176.116884 73.157064 l
+1177.147578 72.350922 l
+1177.491143 71.82309 l
+1178.865401 70.738636 l
+1179.55253 70.738636 l
+1179.896095 70.182014 l
+1180.23966 70.182014 l
+1180.583224 69.932493 l
+1181.957483 69.932493 l
+1182.301047 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 382.831036 m
+828.429488 382.831036 l
+828.773053 382.502122 l
+883.056263 382.502122 l
+883.399827 382.049867 l
+896.111718 382.049867 l
+896.455283 374.813776 l
+909.167174 374.813776 l
+909.510738 374.564256 l
+928.750357 374.564256 l
+929.093922 373.985368 l
+984.064261 373.985368 l
+984.407826 373.707057 l
+986.125649 373.707057 l
+986.469213 373.428746 l
+996.089023 373.428746 l
+996.432588 373.150435 l
+1009.488043 373.150435 l
+1009.831608 372.872124 l
+1013.954383 372.872124 l
+1014.297948 372.613692 l
+1017.046465 372.613692 l
+1017.390029 372.312188 l
+1023.917757 372.312188 l
+1024.261322 371.755566 l
+1024.604886 371.755566 l
+1024.948451 371.477254 l
+1030.78905 371.477254 l
+1031.132614 371.162642 l
+1034.224696 371.162642 l
+1034.56826 364.228055 l
+1038.003907 364.228055 l
+1038.347471 363.969623 l
+1049.341539 363.969623 l
+1049.685104 363.517367 l
+1050.715798 363.517367 l
+1051.059362 363.249364 l
+1051.746491 363.249364 l
+1052.090056 362.904788 l
+1059.304913 362.904788 l
+1059.648478 362.590176 l
+1067.550464 362.590176 l
+1067.894029 355.932972 l
+1068.924723 355.932972 l
+1069.611852 355.166104 l
+1073.734627 355.166104 l
+1074.078192 354.887793 l
+1077.170273 354.887793 l
+1077.857403 354.309359 l
+1080.949484 354.309359 l
+1081.293049 354.031048 l
+1082.667307 354.031048 l
+1083.010872 353.716435 l
+1083.354437 353.716435 l
+1084.041566 353.025718 l
+1085.07226 353.025718 l
+1085.415824 352.747406 l
+1086.790083 352.747406 l
+1087.133647 351.839287 l
+1087.820777 351.839287 l
+1089.195035 350.465195 l
+1089.5386 343.229104 l
+1089.882164 342.950793 l
+1091.599987 342.950793 l
+1091.943552 342.649289 l
+1092.287117 342.649289 l
+1093.317811 341.473424 l
+1093.661375 341.158812 l
+1094.00494 341.158812 l
+1094.348504 340.844199 l
+1095.035634 340.844199 l
+1095.379198 340.391943 l
+1095.722763 340.12394 l
+1096.753457 340.12394 l
+1097.097021 339.762135 l
+1097.440586 339.762135 l
+1097.784151 338.8766 l
+1098.127715 338.8766 l
+1098.47128 333.310376 l
+1099.501974 333.310376 l
+1099.845538 333.051945 l
+1100.876232 333.051945 l
+1101.219797 332.599689 l
+1103.281185 332.599689 l
+1103.624749 332.237884 l
+1103.968314 331.658069 l
+1104.311878 331.658069 l
+1104.655443 330.844009 l
+1104.999008 330.576006 l
+1106.029702 330.576006 l
+1107.40396 329.500299 l
+1108.434654 329.500299 l
+1108.778219 329.048043 l
+1109.465348 329.048043 l
+1110.152477 328.357325 l
+1110.496042 328.357325 l
+1110.839606 321.925245 l
+1111.183171 321.580669 l
+1111.526735 321.580669 l
+1111.8703 321.322237 l
+1112.213865 321.322237 l
+1112.900994 320.69182 l
+1113.588123 320.69182 l
+1113.931688 320.433388 l
+1114.275252 320.433388 l
+1114.618817 320.174957 l
+1115.305946 318.89846 l
+1115.649511 311.582977 l
+1116.33664 310.96274 l
+1117.023769 310.96274 l
+1117.367334 310.600936 l
+1117.710899 309.693399 l
+1118.054463 309.434967 l
+1118.398028 309.434967 l
+1119.085157 308.745816 l
+1119.428722 308.745816 l
+1119.772286 308.496296 l
+1120.115851 303.768168 l
+1120.459416 303.768168 l
+1120.80298 296.790509 l
+1121.833674 296.790509 l
+1122.177239 293.172464 l
+1122.864368 293.172464 l
+1123.207933 292.88302 l
+1123.551497 292.88302 l
+1123.895062 292.290096 l
+1124.925756 291.234833 l
+1125.26932 291.234833 l
+1125.612885 290.396586 l
+1126.300014 290.396586 l
+1126.643579 289.252638 l
+1126.987143 288.532379 l
+1127.330708 288.264376 l
+1127.674273 287.81212 l
+1128.017837 287.81212 l
+1128.361402 287.264245 l
+1128.704967 287.264245 l
+1129.048531 286.68443 l
+1129.392096 286.68443 l
+1129.73566 286.232174 l
+1130.42279 286.232174 l
+1130.766354 285.930671 l
+1131.453483 284.583987 l
+1131.797048 279.02936 l
+1132.140613 278.751049 l
+1132.484177 278.751049 l
+1133.171307 278.194426 l
+1133.514871 277.104518 l
+1133.858436 277.104518 l
+1134.202 276.531474 l
+1134.545565 276.273042 l
+1134.88913 275.335543 l
+1135.232694 275.02093 l
+1135.576259 274.473055 l
+1135.919824 273.104835 l
+1136.263388 273.104835 l
+1136.606953 272.826524 l
+1136.950517 272.826524 l
+1137.294082 272.167336 l
+1137.637647 271.852723 l
+1138.324776 269.748083 l
+1138.668341 269.458639 l
+1139.011905 269.458639 l
+1139.35547 265.698269 l
+1140.042599 265.698269 l
+1140.386164 265.141647 l
+1141.073293 264.577514 l
+1141.760422 264.577514 l
+1142.103987 264.013381 l
+1142.447551 263.754949 l
+1142.791116 262.847413 l
+1143.478245 262.29079 l
+1143.82181 257.569808 l
+1144.165374 254.774596 l
+1144.508939 254.774596 l
+1144.852504 254.485152 l
+1145.196068 254.485152 l
+1145.539633 248.024357 l
+1145.883198 248.024357 l
+1146.226762 247.709744 l
+1146.570327 247.1367 l
+1146.913891 246.878268 l
+1147.601021 246.878268 l
+1147.944585 246.619836 l
+1148.28815 246.619836 l
+1148.631715 245.772945 l
+1148.975279 245.772945 l
+1149.318844 245.494634 l
+1149.662408 245.494634 l
+1150.005973 245.180022 l
+1150.693102 245.180022 l
+1151.036667 244.90171 l
+1151.380232 239.981169 l
+1151.723796 239.981169 l
+1152.410925 239.444426 l
+1152.75449 238.621861 l
+1153.098055 238.34355 l
+1154.128748 236.67714 l
+1154.472313 236.67714 l
+1154.815878 236.398829 l
+1155.503007 235.021038 l
+1155.846572 234.742727 l
+1156.190136 233.911251 l
+1156.533701 233.374508 l
+1156.877265 233.059895 l
+1157.22083 233.059895 l
+1157.564395 232.745282 l
+1157.907959 232.745282 l
+1158.251524 232.172238 l
+1158.595089 221.270828 l
+1158.938653 221.002825 l
+1159.282218 221.002825 l
+1159.625782 220.409901 l
+1159.969347 220.095288 l
+1160.656476 218.493971 l
+1161.000041 212.06189 l
+1162.030735 211.304418 l
+1162.374299 210.787554 l
+1162.717864 210.509243 l
+1163.061429 210.509243 l
+1163.748558 210.010202 l
+1164.435687 208.947024 l
+1164.779252 208.16076 l
+1165.809946 206.580059 l
+1166.497075 205.238569 l
+1166.840639 205.238569 l
+1167.527769 203.37882 l
+1168.902027 202.334125 l
+1169.589156 202.334125 l
+1169.932721 201.558829 l
+1170.276286 200.505223 l
+1170.61985 194.479032 l
+1170.963415 192.224437 l
+1171.30698 188.099836 l
+1171.650544 187.32454 l
+1171.994109 187.32454 l
+1172.337673 186.270934 l
+1172.681238 186.021413 l
+1173.024803 185.48467 l
+1173.368367 185.23515 l
+1174.399061 182.905151 l
+1175.08619 182.377319 l
+1175.429755 179.276137 l
+1176.116884 178.739394 l
+1176.460449 178.739394 l
+1176.804013 178.489874 l
+1177.147578 171.214025 l
+1177.491143 170.964504 l
+1177.834707 170.964504 l
+1178.178272 167.720739 l
+1178.521837 167.164117 l
+1178.865401 166.359371 l
+1179.208966 166.100939 l
+1179.55253 165.286621 l
+1179.896095 161.946887 l
+1180.23966 161.946887 l
+1180.583224 157.936408 l
+1180.926789 157.658097 l
+1181.270354 157.121354 l
+1182.301047 155.051843 l
+1182.644612 151.175366 l
+1182.988177 151.175366 l
+1183.331741 150.340432 l
+1183.675306 150.090912 l
+1184.01887 150.090912 l
+1184.362435 149.58296 l
+1184.706 149.58296 l
+1185.736694 148.825487 l
+1186.423823 148.825487 l
+1186.767387 148.317535 l
+1187.110952 141.607219 l
+1187.454517 141.108179 l
+1187.798081 135.939542 l
+1188.141646 135.422679 l
+1188.828775 135.422679 l
+1189.515904 134.914727 l
+1189.859469 134.406774 l
+1190.203034 134.157254 l
+1190.890163 123.258561 l
+1191.233728 122.750609 l
+1191.577292 122.750609 l
+1191.920857 122.501088 l
+1192.264421 122.501088 l
+1192.951551 121.993136 l
+1193.295115 121.993136 l
+1193.63868 121.734704 l
+1194.325809 120.7188 l
+1194.669374 120.46928 l
+1195.012938 120.46928 l
+1195.356503 114.730311 l
+1196.387197 114.730311 l
+1196.730761 114.480791 l
+1197.074326 114.480791 l
+1197.417891 114.23127 l
+1197.761455 114.23127 l
+1198.10502 108.741822 l
+1198.448585 108.741822 l
+1198.792149 103.065234 l
+1199.135714 102.54837 l
+1200.853537 102.54837 l
+1201.197102 95.81132 l
+1201.540666 95.5618 l
+1201.884231 95.053848 l
+1202.57136 95.053848 l
+1202.914925 90.143643 l
+1203.945618 90.143643 l
+1204.289183 83.406593 l
+1204.976312 82.907553 l
+1206.350571 82.907553 l
+1206.694135 82.658032 l
+1207.381265 82.658032 l
+1207.724829 82.408512 l
+1208.068394 82.408512 l
+1208.411959 82.158992 l
+1208.755523 82.158992 l
+1209.099088 74.922901 l
+1209.442652 74.922901 l
+1209.786217 74.67338 l
+1210.129782 70.681055 l
+1210.473346 70.681055 l
+1210.816911 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+2 setlinecap
+[] 0 setdash
+0.173 0.627 0.173 setrgbcolor
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 72.28636 m
+822.588889 72.28636 l
+822.932454 65.05027 l
+902.295881 65.05027 l
+902.639446 64.771959 l
+909.167174 64.771959 l
+909.510738 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 71.928656 m
+964.824642 71.928656 l
+965.168207 64.692566 l
+965.511772 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 65.670596 m
+890.958249 65.670596 l
+891.301814 65.412165 l
+955.891962 65.412165 l
+956.235527 64.959909 l
+965.511772 64.959909 l
+965.855336 64.701477 l
+967.573159 64.701477 l
+967.916724 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+2 setlinecap
+[] 0 setdash
+0.122 0.467 0.706 setrgbcolor
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 339.414491 m
+822.588889 339.414491 l
+822.932454 332.178401 l
+949.707799 332.178401 l
+950.051364 331.863788 l
+963.793949 331.863788 l
+964.137513 324.627697 l
+965.511772 324.627697 l
+965.855336 324.04881 l
+984.75139 324.04881 l
+985.094955 323.719897 l
+1014.985077 323.719897 l
+1015.328642 316.483806 l
+1023.574193 316.483806 l
+1023.917757 309.247716 l
+1039.72173 309.247716 l
+1040.065294 305.62967 l
+1042.813811 305.62967 l
+1043.157376 298.39358 l
+1045.905893 298.39358 l
+1046.249458 291.157489 l
+1054.495008 291.157489 l
+1054.838573 283.921398 l
+1064.801947 283.921398 l
+1065.145512 283.342511 l
+1066.51977 283.342511 l
+1066.863335 281.533488 l
+1069.955416 281.533488 l
+1070.642546 267.061307 l
+1070.98611 266.699502 l
+1073.734627 266.699502 l
+1074.078192 265.712763 l
+1075.108886 265.712763 l
+1075.45245 261.692712 l
+1075.796015 261.692712 l
+1076.13958 254.456622 l
+1077.857403 254.456622 l
+1078.200967 249.029554 l
+1080.60592 249.029554 l
+1080.949484 241.793463 l
+1082.323743 241.793463 l
+1082.667307 237.919596 l
+1085.07226 237.919596 l
+1085.415824 234.301551 l
+1086.446518 234.301551 l
+1086.790083 227.06546 l
+1087.133647 227.06546 l
+1087.477212 226.031733 l
+1095.035634 226.031733 l
+1095.379198 225.687157 l
+1096.753457 225.687157 l
+1097.097021 218.765679 l
+1098.814845 218.765679 l
+1099.158409 218.107853 l
+1099.501974 211.905489 l
+1099.845538 197.433308 l
+1101.906926 197.433308 l
+1102.250491 197.118695 l
+1104.311878 197.118695 l
+1104.655443 196.66644 l
+1105.686137 196.66644 l
+1106.029702 189.774925 l
+1106.373266 189.774925 l
+1106.716831 189.446011 l
+1107.40396 189.446011 l
+1107.747525 182.209921 l
+1110.839606 182.209921 l
+1111.183171 174.97383 l
+1112.900994 174.97383 l
+1113.244559 167.737739 l
+1113.588123 167.737739 l
+1113.931688 161.159475 l
+1114.275252 161.159475 l
+1114.618817 157.993685 l
+1114.962382 150.804787 l
+1116.680205 150.804787 l
+1117.023769 150.503283 l
+1120.80298 150.503283 l
+1121.146545 148.858717 l
+1121.833674 148.858717 l
+1122.177239 147.700942 l
+1122.864368 147.700942 l
+1123.207933 140.464852 l
+1123.551497 140.464852 l
+1123.895062 135.20224 l
+1126.300014 135.20224 l
+1126.643579 129.281802 l
+1128.704967 129.281802 l
+1129.048531 122.703538 l
+1129.73566 122.703538 l
+1130.079225 116.046335 l
+1130.766354 116.046335 l
+1131.109919 115.744831 l
+1132.484177 115.744831 l
+1132.827742 108.50874 l
+1133.171307 108.50874 l
+1133.514871 105.493702 l
+1133.858436 105.493702 l
+1134.202 104.864477 l
+1134.545565 104.864477 l
+1134.88913 97.628386 l
+1138.668341 97.628386 l
+1139.011905 90.392296 l
+1141.416858 90.392296 l
+1141.760422 89.448458 l
+1143.478245 89.448458 l
+1144.165374 77.342164 l
+1158.595089 77.342164 l
+1158.938653 71.679136 l
+1166.15351 71.679136 l
+1166.497075 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+0 setlinecap
+[25.6 6.4 4 6.4] 0 setdash
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 361.122763 m
+883.399827 361.122763 l
+883.743392 358.710733 l
+964.824642 358.710733 l
+965.168207 351.474643 l
+968.603853 351.474643 l
+968.947418 350.871635 l
+986.812778 350.871635 l
+987.156343 343.099538 l
+1004.678138 343.099538 l
+1005.021703 342.673885 l
+1021.512805 342.673885 l
+1021.856369 335.437795 l
+1024.261322 335.437795 l
+1024.604886 328.201704 l
+1026.32271 328.201704 l
+1026.666274 320.965613 l
+1031.132614 320.965613 l
+1031.476179 320.362606 l
+1036.286084 320.362606 l
+1036.629648 320.047993 l
+1055.182138 320.047993 l
+1055.525702 315.223932 l
+1062.396995 315.223932 l
+1062.740559 314.895019 l
+1066.176206 314.895019 l
+1066.51977 314.493014 l
+1075.45245 314.493014 l
+1075.796015 314.203571 l
+1079.575226 314.203571 l
+1079.91879 306.96748 l
+1080.262355 306.96748 l
+1080.60592 306.16347 l
+1082.667307 306.16347 l
+1083.010872 305.895466 l
+1084.041566 305.895466 l
+1084.38513 305.292459 l
+1085.07226 305.292459 l
+1085.415824 304.348621 l
+1091.599987 304.348621 l
+1091.943552 297.11253 l
+1095.035634 297.11253 l
+1095.379198 289.87644 l
+1098.127715 289.87644 l
+1098.47128 289.618008 l
+1103.624749 289.618008 l
+1103.968314 289.015 l
+1104.311878 282.107823 l
+1106.716831 282.107823 l
+1107.40396 281.514899 l
+1110.152477 281.514899 l
+1110.496042 280.958277 l
+1112.900994 280.958277 l
+1113.244559 280.656773 l
+1113.588123 280.656773 l
+1113.931688 280.388769 l
+1115.649511 280.388769 l
+1115.993076 279.484258 l
+1118.398028 279.484258 l
+1118.741593 273.454183 l
+1121.833674 273.454183 l
+1122.177239 273.186179 l
+1122.520803 273.186179 l
+1122.864368 266.251592 l
+1123.551497 266.251592 l
+1123.895062 265.715586 l
+1124.582191 265.715586 l
+1124.925756 258.757806 l
+1125.26932 258.757806 l
+1125.612885 251.521715 l
+1126.987143 251.521715 l
+1127.330708 244.587129 l
+1129.048531 244.587129 l
+1129.392096 238.389551 l
+1130.42279 238.389551 l
+1130.766354 238.14003 l
+1131.453483 238.14003 l
+1131.797048 230.90394 l
+1132.140613 230.90394 l
+1132.484177 224.093501 l
+1132.827742 224.093501 l
+1133.171307 216.857411 l
+1135.576259 216.857411 l
+1135.919824 216.5791 l
+1140.042599 216.5791 l
+1140.386164 209.343009 l
+1141.416858 209.343009 l
+1141.760422 202.396362 l
+1142.103987 201.83974 l
+1142.447551 201.83974 l
+1142.791116 201.538236 l
+1143.134681 201.538236 l
+1143.478245 201.223623 l
+1143.82181 201.223623 l
+1144.165374 200.922119 l
+1144.852504 187.408565 l
+1148.28815 187.408565 l
+1148.631715 173.204387 l
+1150.693102 173.204387 l
+1151.036667 172.575162 l
+1153.441619 172.575162 l
+1153.785184 165.895694 l
+1156.877265 165.895694 l
+1157.22083 165.617383 l
+1159.625782 165.617383 l
+1159.969347 165.367862 l
+1160.312912 159.023174 l
+1160.656476 159.023174 l
+1161.000041 158.079336 l
+1161.343606 151.111249 l
+1161.68717 138.841356 l
+1162.374299 138.841356 l
+1162.717864 125.876693 l
+1163.061429 125.876693 l
+1163.404993 118.918914 l
+1163.748558 118.918914 l
+1164.092122 118.65091 l
+1165.809946 118.65091 l
+1166.15351 104.696253 l
+1167.871333 104.696253 l
+1168.214898 104.428249 l
+1168.558463 104.428249 l
+1168.902027 97.450591 l
+1174.055496 97.450591 l
+1174.399061 90.2145 l
+1176.804013 90.2145 l
+1177.147578 84.551472 l
+1180.926789 84.551472 l
+1181.270354 78.387395 l
+1184.01887 78.387395 l
+1184.362435 71.400825 l
+1186.767387 71.400825 l
+1187.110952 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+[14.8 6.4] 0 setdash
+gsave
+392.449 369.041 887.792 60.825 clipbox
+652.524402 382.831036 m
+922.222629 382.831036 l
+922.566194 382.502122 l
+938.713731 382.502122 l
+939.057296 382.252602 l
+982.346438 382.252602 l
+982.690003 381.673715 l
+998.493975 381.673715 l
+998.83754 381.221459 l
+1011.549431 381.221459 l
+1011.892995 373.985368 l
+1032.850437 373.985368 l
+1033.194002 373.428746 l
+1043.844505 373.428746 l
+1044.18807 366.192655 l
+1060.679172 366.192655 l
+1061.022736 365.934223 l
+1064.801947 365.934223 l
+1065.145512 365.655912 l
+1067.206899 365.655912 l
+1067.550464 365.09929 l
+1077.857403 365.09929 l
+1078.200967 364.820979 l
+1078.544532 358.163775 l
+1084.728695 358.163775 l
+1085.07226 357.905344 l
+1092.974246 357.905344 l
+1093.317811 357.627032 l
+1093.661375 357.627032 l
+1094.00494 350.390942 l
+1107.060395 350.390942 l
+1107.40396 350.141421 l
+1109.465348 350.141421 l
+1109.808912 344.018575 l
+1110.152477 343.750572 l
+1115.305946 343.750572 l
+1115.649511 336.782485 l
+1118.054463 336.782485 l
+1118.398028 329.795914 l
+1119.428722 329.795914 l
+1119.772286 329.481302 l
+1123.551497 329.481302 l
+1123.895062 322.245211 l
+1134.545565 322.245211 l
+1134.88913 321.688589 l
+1135.232694 321.688589 l
+1135.576259 314.224789 l
+1135.919824 314.224789 l
+1136.263388 313.975268 l
+1139.011905 313.975268 l
+1139.35547 306.739178 l
+1140.729728 306.739178 l
+1141.073293 298.873862 l
+1144.165374 298.873862 l
+1144.508939 296.547975 l
+1146.226762 296.547975 l
+1146.570327 296.289544 l
+1147.944585 296.289544 l
+1148.28815 295.974931 l
+1148.975279 295.974931 l
+1149.318844 294.890477 l
+1149.662408 287.912818 l
+1150.005973 287.912818 l
+1150.349538 287.568243 l
+1151.036667 287.568243 l
+1151.380232 281.445397 l
+1153.441619 281.445397 l
+1153.785184 280.501559 l
+1154.128748 280.501559 l
+1154.472313 279.975123 l
+1154.815878 273.083609 l
+1155.159442 272.825177 l
+1155.846572 272.825177 l
+1156.190136 266.598016 l
+1158.595089 266.598016 l
+1158.938653 259.361926 l
+1159.625782 259.361926 l
+1159.969347 258.845062 l
+1160.312912 258.845062 l
+1161.000041 245.074657 l
+1161.343606 244.816225 l
+1165.122816 244.816225 l
+1165.466381 237.580134 l
+1167.184204 237.580134 l
+1167.527769 237.330614 l
+1167.871333 237.330614 l
+1168.214898 230.929457 l
+1168.558463 230.671025 l
+1172.681238 230.671025 l
+1173.024803 223.426023 l
+1174.055496 223.426023 l
+1174.399061 223.147711 l
+1174.742626 223.147711 l
+1175.08619 220.652508 l
+1175.429755 220.394076 l
+1179.208966 220.394076 l
+1179.55253 213.714608 l
+1179.896095 213.714608 l
+1180.23966 206.736949 l
+1181.613918 206.736949 l
+1181.957483 196.05213 l
+1182.301047 195.553089 l
+1182.644612 195.294658 l
+1185.736694 195.294658 l
+1186.080258 174.112821 l
+1189.859469 174.112821 l
+1190.546598 160.584477 l
+1191.233728 160.584477 l
+1191.577292 142.275577 l
+1192.607986 142.275577 l
+1192.951551 135.289007 l
+1193.295115 135.039487 l
+1193.982244 135.039487 l
+1194.325809 128.061828 l
+1197.417891 128.061828 l
+1197.761455 121.075258 l
+1199.822843 121.075258 l
+1200.166408 120.558394 l
+1200.509972 113.571824 l
+1201.884231 113.571824 l
+1202.227795 113.313392 l
+1202.57136 99.358074 l
+1205.319877 99.358074 l
+1206.007006 85.402756 l
+1210.473346 85.402756 l
+1210.816911 78.166666 l
+1211.847605 78.166666 l
+1212.191169 70.930575 l
+1212.534734 70.681055 l
+1213.221863 70.681055 l
+1213.565428 64.443045 l
+1288.440625 64.443045 l
+1288.440625 64.443045 l
+stroke
+grestore
+0.800 setlinewidth
+0 setlinejoin
+2 setlinecap
+[] 0 setdash
+0.000 setgray
+gsave
+887.791667 60.825 m
+887.791667 429.865625 l
+stroke
+grestore
+gsave
+1280.240625 60.825 m
+1280.240625 429.865625 l
+stroke
+grestore
+gsave
+887.791667 60.825 m
+1280.240625 60.825 l
+stroke
+grestore
+gsave
+887.791667 429.865625 m
+1280.240625 429.865625 l
+stroke
+grestore
+gsave
+
+1032.555208 436.053125 translate
+0.000000 rotate
+0.000000 0 m /O glyphshow
+14.699997 0 m /S glyphshow
+29.399994 0 m /C glyphshow
+44.099991 0 m /A glyphshow
+58.799988 0 m /R glyphshow
+73.499985 0 m /hyphen glyphshow
+88.199982 0 m /three glyphshow
+grestore
+
+end
+showpage
diff --git a/experiments/SIAM/xp_1_balls/launcher.sh b/experiments/SIAM/xp_1_balls/launcher.sh
new file mode 100755
index 0000000000000000000000000000000000000000..31fa66dcf699cf03d476027d3c8b87069e47d2d3
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/launcher.sh
@@ -0,0 +1,4 @@
+python xp_a_accuracy_sol.py --id 1a
+python xp_b_screening.py --id 1a
+python xp_c_viz_fig1.py --noshow --save
+python xp_c_viz_fig2.py --noshow --save
\ No newline at end of file
diff --git a/experiments/SIAM/xp_1_balls/process_data.py b/experiments/SIAM/xp_1_balls/process_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..60b3a9a92076ad424bcd8f5f4425df32f4811715
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/process_data.py
@@ -0,0 +1,56 @@
+# -*- coding: utf-8 -*-
+import numpy as np
+
+from experiments.SIAM.setup import Setup
+from experiments.SIAM.xp_1_balls import xpparams
+
+
+def process(setup, log=True):
+
+ # ---- load ----
+ solutions_filename = f"results/xp_setup{setup.setup_id}.npz"
+ solutions = np.load(solutions_filename, allow_pickle=True)
+
+ screenings_filename = f"results/xp_setup{setup.setup_id}_screening.npz"
+ screenings = np.load(screenings_filename, allow_pickle=True)
+
+ # mat_results_gap[1, i_dic, i_seq, rep, i_ratio]
+ mat_pvopt = solutions["mat_pvopt"]
+
+ mat_nb_zero_detected = screenings['mat_nb_zero_detected']
+ nb_test = mat_nb_zero_detected.shape[0]
+ list_tests = screenings["list_test"]
+
+ # ---- log ----
+ if log:
+ print("Experiment info")
+ # print(f"- run with version {solutions["version"]}")
+ print(f"- setup{setup.setup_id}")
+ print("")
+
+ # ---- processing ----
+ mat_pc_detected =np.zeros(
+ (nb_test, xpparams.nb_point, setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep)
+ )
+
+ for i_dic in range(setup.nb_dic):
+ for i_seq in range(setup.nb_sequence):
+ for i_ratio in range(setup.nb_ratio_lbd):
+ for rep in range(setup.n_rep):
+
+ nb_0 = np.sum(mat_pvopt[i_dic, i_seq, i_ratio, rep, :] == 0)
+ if nb_0 > 0:
+ mat_detected = mat_nb_zero_detected[:, :, i_dic, i_seq, i_ratio, rep]
+ mat_pc_detected[:, :, i_dic, i_seq, i_ratio, rep] = mat_detected / float(nb_0)
+
+
+ # ---- return ----
+ return {
+ "mat_pc_detected": np.mean(mat_pc_detected, axis=5),
+ "list_tests": list_tests,
+ }
+
+ # {
+ # "results_mat_nb": results_mat_nb,
+ # "results_mat_nbz": results_mat_nbz,
+ # }
\ No newline at end of file
diff --git a/experiments/SIAM/xp_1_balls/xp_a_accuracy_sol.py b/experiments/SIAM/xp_1_balls/xp_a_accuracy_sol.py
new file mode 100755
index 0000000000000000000000000000000000000000..fabfaf34c674e298fc1f5c332c24e1016275b8db
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/xp_a_accuracy_sol.py
@@ -0,0 +1,155 @@
+# -*- coding: utf-8 -*-
+import time, argparse, sys
+from pathlib import Path
+
+import numpy as np
+
+# Algorithm import
+from src import __version__
+from src.solver.parameters import SlopeParameters, EnumLipchitzOptions
+from src.solver.slope import primal_func, dual_func, slope_gp
+
+# Generative models
+from src.utils import get_lambda_max, gamma_sequence_generator
+from src.dictionaries import generate_dic
+
+# Screening
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+
+# XP import
+from experiments.SIAM.slopepb import SlopePb
+from experiments.SIAM.setup import Setup
+from experiments.SIAM.xp_1_balls import xpparams
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--erase', help='erase existing results', action="store_true")
+parser.add_argument('--continue', help='save figure', action="store_true", dest="cont")
+parser.add_argument('--id', help='setup id', type=str,
+ default="1a")
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+folder = "results/"
+Path(folder).mkdir(parents=True, exist_ok=True)
+
+out_file_name = folder + f"/xp_setup{args.id}.npz"
+
+mat_seed = np.random.randint(
+ 0, 2**32-1,
+ size=(setup.nb_dic, setup.nb_sequence, setup.n_rep),
+)
+
+mat_pvopt = np.zeros(
+ (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep, setup.n)
+)
+
+mat_dvopt = np.zeros(
+ (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep, setup.m)
+)
+
+
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ # Try to load existing results
+ load_results = np.load(out_file_name, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_pvopt = load_results["mat_pvopt"]
+ mat_dvopt = load_results["mat_dvopt"]
+
+except FileNotFoundError:
+ pass
+
+
+# -------------------------
+# Xp
+# -------------------------
+
+# For each trial
+# 1. Compute high accuracy solution
+# 2. Create ideal safe ball
+# 3. increse radius
+
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+i_xp = 0
+for i_dic in range(setup.nb_dic):
+ for i_seq, seq in enumerate(setup.list_sequence):
+ for rep in range(setup.n_rep):
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ lip = np.linalg.norm(matA, ord=2)**2
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy, 2)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+
+ # ---- 3. XP ----
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+ i_xp += 1
+
+ slopePb = SlopePb(matA, vecy, vec_gammas, ratio, lbdmax=lbd_max)
+ vecx_hat = mat_pvopt[i_dic, i_seq, i_ratio, rep, :]
+ vecu_hat = mat_dvopt[i_dic, i_seq, i_ratio, rep, :]
+
+ gap = slopePb.eval_gap(vecx_hat, vecu_hat)
+ print(f"xp {i_xp} / {nb_xp} --- (gap={gap})")
+
+ if (gap > xpparams.stopping_gap):
+ gap_old = gap
+
+ # ---- 3a. Find solution ----
+ params = SlopeParameters()
+ params.vecx_init = np.copy(vecx_hat)
+ params.lipchitz_constant = lip
+ params.lipchitz_update = EnumLipchitzOptions.EXACT
+ params.max_it = 1e7
+ params.gap_stopping = xpparams.stopping_gap
+ params.time_stopping = np.inf
+ params.screening1 = GapSphereSingleTest()
+ params.screening2 = GAP_Ptest(vec_gammas)
+ params.screening_it_div = 2.
+ params.accelerated = True
+ params.verbose = False
+
+ out_slope = slope_gp(vecy, matA, ratio * lbd_max, vec_gammas, params)
+
+ gap = slopePb.eval_gap(out_slope["sol"], out_slope["dualsol"])
+
+ if gap <= gap_old:
+ mat_pvopt[i_dic, i_seq, i_ratio, rep, :] = out_slope["sol"]
+ mat_dvopt[i_dic, i_seq, i_ratio, rep, :] = out_slope["dualsol"]
+
+ # Save
+ np.savez(out_file_name,
+ mat_seed=mat_seed,
+ mat_pvopt=mat_pvopt,
+ mat_dvopt=mat_dvopt,
+ version = __version__,
+ allow_pickle=True
+ )
diff --git a/experiments/SIAM/xp_1_balls/xp_b_screening.py b/experiments/SIAM/xp_1_balls/xp_b_screening.py
new file mode 100644
index 0000000000000000000000000000000000000000..a36dd349e5cdc451d3305aced08849be93c7dd16
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/xp_b_screening.py
@@ -0,0 +1,127 @@
+# -*- coding: utf-8 -*-
+import argparse
+from pathlib import Path
+
+import numpy as np
+
+# Algorithm import
+from src import __version__
+from src.dictionaries import generate_dic
+from src.utils import get_lambda_max, gamma_sequence_generator
+
+# Screening
+from src.screening.gap_rqtest import GAP_RQtest
+from src.screening.kappa_test import Kappa_test
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+
+# XP import
+from experiments.SIAM.slopepb import SlopePb
+from experiments.SIAM.setup import Setup
+from experiments.SIAM.xp_1_balls import xpparams
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default=1)
+args=parser.parse_args()
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+solutions_filename = f"results/xp_setup{args.id}.npz"
+
+try:
+ # Try to load existing results
+ load_results = np.load(solutions_filename, allow_pickle=True)
+ mat_seed = load_results["mat_seed"]
+ mat_pvopt = load_results["mat_pvopt"]
+ mat_dvopt = load_results["mat_dvopt"]
+
+except FileNotFoundError:
+ print("No result found")
+ sys.exit(1)
+
+
+# -------------------------
+# Screening Xp
+# -------------------------
+
+# percentage of detected zero
+NB_TEST = 3
+mat_nb_zero_detected = np.full(
+ (NB_TEST, xpparams.nb_point, setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep),
+ np.nan,
+ dtype=int
+)
+screening_filename = f"results/xp_setup{args.id}_screening.npz"
+
+i_xp = 0
+nb_xp = setup.nb_dic * setup.n_rep * setup.nb_sequence * setup.nb_ratio_lbd
+for i_dic in range(setup.nb_dic):
+ for i_seq, seq in enumerate(setup.list_sequence):
+ for rep in range(setup.n_rep):
+
+ np.random.seed(mat_seed[i_dic, i_seq, rep])
+
+ # ---- 1. Gen data ----
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+
+ # ---- 2. Compute parameters ----
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+ # ---- 3. XP ----
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+ i_xp += 1
+ print(f"xp {i_xp} / {nb_xp}")
+
+ slopePb = SlopePb(matA, vecy, vec_gammas, ratio, lbdmax=lbd_max)
+ vecx_hat = mat_pvopt[i_dic, i_seq, i_ratio, rep, :]
+ vecu_hat = mat_dvopt[i_dic, i_seq, i_ratio, rep, :]
+ gap = slopePb.eval_gap(vecx_hat, vecu_hat)
+ Atu = matA.T @ vecu_hat
+
+ # ---- 3b. Build thin safe ball ----
+ rgap = np.sqrt(2 * gap)
+
+ # ---- 3c. Testing sphere ----
+ list_tests = [
+ # GAP_RQtest(vec_gammas, 1 + np.arange(setup.n)),
+ Kappa_test(vec_gammas, np.arange(setup.n, dtype=float)),
+ GapSphereSingleTest(),
+ GAP_Ptest(vec_gammas),
+ ]
+ assert(len(list_tests) == NB_TEST)
+
+
+ for i_offset, offset in enumerate(xpparams.vec_offsets):
+ for i_test, test in enumerate(list_tests):
+ out = test.apply_test(np.abs(Atu), gap, ratio * lbd_max, vec_gammas, offset_radius=offset)
+ mat_nb_zero_detected[i_test, i_offset, i_dic, i_seq, i_ratio, rep] = np.sum(out)
+
+
+ # Save
+ np.savez(
+ screening_filename,
+ mat_nb_zero_detected=mat_nb_zero_detected,
+ list_test = [test.get_name() for test in list_tests],
+ version = __version__,
+ allow_pickle=True
+ )
\ No newline at end of file
diff --git a/experiments/SIAM/xp_1_balls/xp_c_viz_fig1.py b/experiments/SIAM/xp_1_balls/xp_c_viz_fig1.py
new file mode 100644
index 0000000000000000000000000000000000000000..0d520842827dd55df16bc904b3808ed43de23819
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/xp_c_viz_fig1.py
@@ -0,0 +1,143 @@
+# -*- coding: utf-8 -*-
+from decimal import Decimal
+import json, argparse
+from pathlib import Path
+
+import numpy as np
+
+# XP import
+from experiments.SIAM.slopepb import SlopePb
+from experiments.SIAM.setup import Setup
+from experiments.SIAM.xp_1_balls import xpparams
+from experiments.SIAM.xp_1_balls.process_data import process
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--noshow', help='do not display figures', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+# parser.add_argument('--id', help='setup id', type=str, default=1)
+args=parser.parse_args()
+
+import matplotlib
+if args.noshow:
+ matplotlib.use('PS')
+else:
+ matplotlib.use("TkAgg")
+
+import matplotlib.pyplot as plt
+from matplotlib.legend_handler import HandlerBase
+import matplotlib.font_manager as font_manager
+
+# -------------------------
+# Font stuff
+# -------------------------
+
+fs = 20
+
+font_math = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_text = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_ttt = font_manager.FontProperties(
+ # fname='../fonts/ectt1000.ttf',
+ fname='../fonts/cmuntt.ttf',
+ weight='bold',
+ style='normal',
+ size=fs
+)
+
+
+# -------------------------
+# Load Results
+# -------------------------
+
+# OSCAR
+setup_oscar = Setup("1a")
+dic_process_oscar = process(setup_oscar)
+
+mat_pc_detected_oscar = dic_process_oscar["mat_pc_detected"]
+list_tests_oscar = dic_process_oscar["list_tests"]
+
+
+# -------------------------
+# Plot Results
+# -------------------------
+
+i_dic = 2
+i_lbd = 1
+
+fs=22
+fs_ylabels = 20
+list_colors = ["tab:blue", "tab:orange", "tab:green"]
+list_legends = ["$r_q=q\\;\\forall q$", "best performance", "$r_q=1\\;\\forall q$"]
+# "best $r_q \\;\\forall q$ "
+
+print("printing xp_0_ball parameters with")
+print(" - OSCAR sequence")
+print(f"- {setup_oscar.list_dic[i_dic]} dictionary")
+print(f"- lbd / lbd_max = {setup_oscar.list_ratio_lbd[i_lbd]}")
+
+for i_seq in range(2):
+
+ f, ax = plt.subplots(1, 1, figsize=(.7*16, .6*9), sharex=True, sharey=True)
+
+ # ax.set_title(f"OSCAR-{i_seq+1}", fontsize=fs+2)
+ ax.set_xlabel(
+ r"$R$",
+ fontsize=fs+2,
+ fontproperties=font_math,
+ )
+ ax.set_ylabel(
+ "% of zero entries detected",
+ fontsize=fs+2,
+ fontproperties=font_text
+ )
+
+ for tick in ax.xaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(20)
+
+ for tick in ax.yaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(20)
+
+ for i_test in [2, 0, 1]:
+ ax.plot(
+ xpparams.vec_offsets,
+ 100 * mat_pc_detected_oscar[i_test, :, i_dic, i_seq, i_lbd],
+ label = list_legends[i_test],
+ linewidth=4.,
+ alpha=.9,
+ color=list_colors[i_test]
+ )
+
+ if i_seq == 0:
+ ax.legend(
+ fontsize=fs-2,
+ prop=font_math
+ )
+
+ ax.set_xscale("log")
+ ax.set_xlim([1e-6, 1e0])
+ ax.set_ylim([-2, 102])
+
+ if args.save:
+ Path("figs/").mkdir(parents=True, exist_ok=True)
+
+ filename = f"figs/xp_illustration_screening{i_seq}.eps"
+ plt.savefig(filename, bbox_inches='tight')
+
+if not args.noshow:
+ plt.show()
\ No newline at end of file
diff --git a/experiments/SIAM/xp_1_balls/xp_c_viz_fig2.py b/experiments/SIAM/xp_1_balls/xp_c_viz_fig2.py
new file mode 100644
index 0000000000000000000000000000000000000000..d4385d37538d41267ee9162bd2592467e35b3344
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/xp_c_viz_fig2.py
@@ -0,0 +1,171 @@
+# -*- coding: utf-8 -*-
+from decimal import Decimal
+import json, argparse
+from pathlib import Path
+
+import numpy as np
+
+# XP import
+from experiments.SIAM.slopepb import SlopePb
+from experiments.SIAM.setup import Setup
+from experiments.SIAM.xp_1_balls import xpparams
+from experiments.SIAM.xp_1_balls.process_data import process
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--noshow', help='do not display figures', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+# parser.add_argument('--id', help='setup id', type=str, default=1)
+args=parser.parse_args()
+
+import matplotlib
+if args.noshow:
+ matplotlib.use("ps")
+else:
+ matplotlib.use("TkAgg")
+import matplotlib.pyplot as plt
+from matplotlib.legend_handler import HandlerBase
+import matplotlib.font_manager as font_manager
+
+
+# -------------------------
+# Load Results
+# -------------------------
+
+# OSCAR
+setup_oscar = Setup("1a")
+dic_process_oscar = process(setup_oscar)
+
+mat_pc_detected_oscar = dic_process_oscar["mat_pc_detected"]
+list_tests_oscar = dic_process_oscar["list_tests"]
+
+
+# -------------------------
+# Plot Results
+# -------------------------
+
+# vec_offsets = np.linspace(0, setup.max_offset, setup.nb_point)
+# vec_offsets = setup_oscar.max_offset * np.logspace(-6., .0, num=setup_oscar.nb_point)
+
+
+i_dic = 0
+i_lbd = 1
+
+fs=22
+fs_ylabels = 20
+list_colors = ["tab:orange", "tab:green", "tab:blue"]
+list_style = ['-', '-.', '--']
+
+i_artist = 0
+class AnyObjectHandler(HandlerBase):
+ def create_artists(self, legend, orig_handle,
+ x0, y0, width, height, fontsize, trans):
+
+ global i_artist
+ l1 = plt.Line2D([x0,y0+width], [1.1*height,1.1*height],
+ linestyle=list_style[i_artist], color=list_colors[0],
+ linewidth=4
+ )
+ l2 = plt.Line2D([x0,y0+width], [0.5*height,0.5*height],
+ linestyle=list_style[i_artist], color=list_colors[1],
+ linewidth=4
+ )
+ l3 = plt.Line2D([x0,y0+width], [-.1*height,-.1*height],
+ linestyle=list_style[i_artist], color=list_colors[2],
+ linewidth=4
+ )
+ i_artist += 1
+
+ return [l1, l2, l3]
+
+
+font_math = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_text = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_ttt = font_manager.FontProperties(
+ fname='../fonts/ectt1000.ttf',
+ weight='bold',
+ style='normal',
+ size=fs+6
+)
+
+f, ax = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)
+
+
+for i_seq, _ in enumerate(setup_oscar.list_sequence):
+
+ ax[i_seq].set_title(
+ f"OSCAR-{i_seq+1}",
+ fontproperties=font_ttt,
+ )
+
+ for i_test, test_name in enumerate(list_tests_oscar):
+
+ for tick in ax[i_seq].yaxis.get_major_ticks():
+ tick.label.set_fontsize(18)
+
+
+ for i_lbd in range(3):
+ ax[i_seq].plot(
+ xpparams.vec_offsets,
+ 100 * mat_pc_detected_oscar[i_test, :, i_dic, i_seq, i_lbd],
+ list_style[i_lbd],
+ # label = "sphere p-test" if i_test==1 else "sphere single test",
+ linewidth=4.,
+ alpha=.9,
+ color=list_colors[i_test]
+ )
+
+
+ # ax[0, i_seq].set_xlim([-.02, 2.02])
+ ax[i_seq].set_xscale("log")
+
+
+ax[0].set_xlim([5e-5, 5e-1])
+ax[0].set_ylim([-1, 101])
+ax[0].set_ylabel(
+ "% of zero entries detected",
+ fontproperties=font_math,
+ fontsize=fs_ylabels+6,
+)
+
+ax[0].legend([object, object, object], ['$\\lambda / \\lambda_{\\max}=' + str(x) + '$' for x in [.3, .5, .8]],
+ handler_map={object: AnyObjectHandler()},
+ prop=font_math
+)
+
+f.tight_layout()
+
+
+
+
+for i_seq in range(3):
+ ax[i_seq].set_xlabel("$R$", fontproperties=font_math, fontsize=fs_ylabels+6)
+
+ # ax[1, i_seq].xaxis.set_major_locator(plt.MaxNLocator(6))
+
+ for tick in ax[i_seq].xaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(22)
+
+ for tick in ax[i_seq].yaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(22)
+
+if args.save:
+ filename = f"figs/xp0_{setup_oscar.list_dic[i_dic]}.eps"
+ # plt.rcParams['pdf.fonttype'] = 42
+ plt.savefig(filename, bbox_inches='tight')
\ No newline at end of file
diff --git a/experiments/SIAM/xp_1_balls/xpparams.py b/experiments/SIAM/xp_1_balls/xpparams.py
new file mode 100644
index 0000000000000000000000000000000000000000..0402fc413f9ee508fbb570ae8845fe0448cfdd9f
--- /dev/null
+++ b/experiments/SIAM/xp_1_balls/xpparams.py
@@ -0,0 +1,10 @@
+import numpy as np
+
+# Algorithmic parameters
+stopping_gap = 1e-14
+
+# -- Screening parameter --
+# vec_offsets = np.linspace(0, setup.max_offset, setup.nb_point)
+nb_point = 2000
+max_offset = 2
+vec_offsets = max_offset * np.logspace(-7., .0, num=nb_point)
\ No newline at end of file
diff --git a/experiments/SIAM/xp_2_bench_time/get_algs_params.py b/experiments/SIAM/xp_2_bench_time/get_algs_params.py
new file mode 100644
index 0000000000000000000000000000000000000000..df0a3f9d9afcb2dd653b851989befe83984e1518
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/get_algs_params.py
@@ -0,0 +1,66 @@
+import numpy as np
+
+from src.solver.parameters import SlopeParameters, EnumLipchitzOptions
+
+from src.screening.singletest import GapSphereSingleTest
+from src.screening.gap_ptest import GAP_Ptest
+from src.screening.kappa_test import Kappa_test
+
+nb_algs = 3
+
+def get_nb_algs(setup):
+
+ return nb_algs
+
+
+def get_alg_params(setup, vec_gammas, exact):
+
+ list_params = []
+ list_names = []
+
+ # --- 1. Xp ---
+ # 1a. No screening
+ params1 = SlopeParameters()
+
+ list_params.append(params1)
+ list_names.append("no screening")
+
+
+ params2 = SlopeParameters()
+
+ if exact:
+ params2.screening2 = GapSphereSingleTest()
+ params2.screening_it_div = 2.
+
+ else:
+ params2.screening1 = GapSphereSingleTest()
+
+ list_params.append(params2)
+ list_names.append("single test")
+
+ # 1c. Single test screening
+ params3 = SlopeParameters()
+
+ params3.screening2 = GAP_Ptest(vec_gammas)
+ params3.screening_it_div = 2.
+
+ if not exact:
+ params3.screening1 = GapSphereSingleTest()
+
+ list_params.append(params3)
+ list_names.append("p-test")
+
+
+ # --- 2. Common parameters ---
+ for params in list_params:
+ params.max_it = np.inf
+ params.gap_stopping = 0
+ params.time_stopping = np.inf
+ params.accelerated = True
+ params.verbose = False
+
+ # return
+ assert(len(list_names) == len(list_params))
+ assert(len(list_params) == nb_algs)
+
+ return list_params, list_names
\ No newline at end of file
diff --git a/experiments/SIAM/xp_2_bench_time/launcher.sh b/experiments/SIAM/xp_2_bench_time/launcher.sh
new file mode 100755
index 0000000000000000000000000000000000000000..2f4b2ab23d5158d0f18209c9830a0ac95775ac5f
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/launcher.sh
@@ -0,0 +1,9 @@
+python xp_a_get_state.py --id 1a --precision 8
+python xp_b_get_budget.py --id 1a --precision 8
+python xp_c_results_time.py --id 1a --precision 8
+python xp_d_results_it.py --id 1a --precision 8
+
+python xp_a_get_state.py --id 1b --precision 8
+python xp_b_get_budget.py --id 1b --precision 8
+python xp_c_results_time.py --id 1b --precision 8
+python xp_d_results_it.py --id 1b --precision 8
\ No newline at end of file
diff --git a/experiments/SIAM/xp_2_bench_time/make_figs.sh b/experiments/SIAM/xp_2_bench_time/make_figs.sh
new file mode 100755
index 0000000000000000000000000000000000000000..b104b854efd92f700491428f5a79aedd74279368
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/make_figs.sh
@@ -0,0 +1,2 @@
+python viz_paper.py --id 1a --precision 8 --noshow --save
+python viz_paper_it.py --id 1a --precision 8 --noshow --save
\ No newline at end of file
diff --git a/experiments/SIAM/xp_2_bench_time/process_data.py b/experiments/SIAM/xp_2_bench_time/process_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..f93d69b7bc361d83797db25340fa9932393ba2e6
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/process_data.py
@@ -0,0 +1,42 @@
+# -*- coding: utf-8 -*-
+import numpy as np
+
+from experiments.SIAM.setup import Setup
+
+
+def process(folder, bool_it, setup, log=True):
+
+ # ---- load ----
+ results_file_name = f"{folder}setup{setup.setup_id}_"
+ if bool_it:
+ results_file_name += "d_results_it.npz"
+ else:
+ results_file_name += "c_results.npz"
+
+ out = np.load(results_file_name, allow_pickle=True)
+
+ if bool_it:
+ mat_results = out['mat_results_it']
+ else:
+ # mat_results_gap[0, i_dic, i_seq, i_lbd, :]
+ mat_results = out['mat_results']
+
+
+ # ---- processing ----
+ vec_tau = np.logspace(-16, 0, num=200, base=10.)
+
+ # Fonction rho(tau) %xp such that gap <= tau
+ results_rho = np.full(
+ (mat_results.shape[0], setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, vec_tau.size),
+ np.nan
+ )
+
+ for i in range(vec_tau.size):
+ results_rho[:, :, :, :, i] = np.mean(mat_results <= vec_tau[i], axis=4)
+
+
+ # ---- return ----
+ return {
+ "vec_tau": vec_tau,
+ "results_rho": results_rho,
+ }
\ No newline at end of file
diff --git a/experiments/SIAM/xp_2_bench_time/viz_paper.py b/experiments/SIAM/xp_2_bench_time/viz_paper.py
new file mode 100644
index 0000000000000000000000000000000000000000..aa289368080d973d0209c962287ad4dcd3d88ea3
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/viz_paper.py
@@ -0,0 +1,150 @@
+# -*- coding: utf-8 -*-
+import argparse
+from pathlib import Path
+
+import numpy as np
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str)
+parser.add_argument('--precision', help='stop when gap reaches 1e-precision', default=8)
+parser.add_argument('--exact', action="store_true")
+parser.add_argument('--noshow', help='show plots', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+args=parser.parse_args()
+
+import matplotlib
+if args.noshow:
+ matplotlib.use('PS')
+else:
+ matplotlib.use("TkAgg")
+import matplotlib.pyplot as plt
+
+from experiments.SIAM.setup import Setup
+from process_data import process
+from get_algs_params import get_alg_params, get_nb_algs
+from src.utils import gamma_sequence_generator
+import matplotlib.font_manager as font_manager
+
+
+fs = 20
+
+font_math = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_text = font_manager.FontProperties(
+ fname='../fonts/cmunrm.ttf',
+ # weight='normal',
+ # style='normal',
+ math_fontfamily="cm",
+ size=fs+2
+)
+
+font_ttt = font_manager.FontProperties(
+ # fname='../fonts/ectt1000.ttf',
+ fname='../fonts/cmuntt.ttf',
+ weight='bold',
+ style='normal',
+ size=fs
+)
+
+# -------------------------
+# Load results
+# -------------------------
+
+folder = f'results/1e-{args.precision}'
+folder += 'exact/' if args.exact else 'gersh/'
+ # check if folder exists, create it otherwise
+Path(folder).mkdir(parents=True, exist_ok=True)
+
+setup = Setup(args.id)
+_, list_names = get_alg_params(setup, np.zeros(5), args.exact)
+dic_process = process(folder, False, setup)
+
+vec_tau = dic_process["vec_tau"]
+results_rho = dic_process["results_rho"]
+
+
+# -------------------------
+# Plot results
+# -------------------------
+
+f, ax = plt.subplots(setup.nb_sequence, setup.nb_dic, figsize=(16, 13.),
+ sharex=True, sharey=True,
+ gridspec_kw = {'wspace':.05, 'hspace':.05}
+)
+# f.suptitle(f"{setup.list_dic[i_dic]} dictionary", fontsize=14)
+
+list_algnames = ["PG-no", "PGp=q", "PG-all"]
+list_dicname = ["Gaussian", "Uniform", "Toeplitz"]
+i_lbd = 1
+
+print("ploting time fig for")
+print(f" - {list_dicname} dictionaries")
+print(f" - lbd / lbd_max = {setup.list_ratio_lbd[i_lbd]}")
+
+for i_dic in range(setup.nb_dic):
+ for i_seq in range(setup.nb_sequence):
+
+ list_colors = ["tab:blue", "tab:orange", "tab:green"]
+ for i_alg in range(len(list_names)):
+ ax[i_seq, i_dic].plot(
+ vec_tau,
+ 100. * results_rho[i_alg, i_dic, i_seq, i_lbd],
+ linewidth=3.,
+ label=list_algnames[i_alg],
+ color=list_colors[i_alg]
+ )
+
+
+ ax[i_seq, i_dic].set_xscale('log')
+
+ ax[i_seq, i_dic].set_xlim([5e-15, 5e-1])
+ ax[i_seq, i_dic].set_ylim([-2, 101])
+ ax[i_seq, i_dic].grid()
+
+ if i_seq == 0:
+ ax[i_seq, i_dic].set_title(
+ f"{list_dicname[i_dic]}",
+ fontsize=fs+2,
+ fontproperties=font_text
+ )
+
+ if i_dic == 2 and i_seq == 2:
+ ax[i_seq, i_dic].legend(prop=font_ttt)
+
+ if i_seq == setup.nb_sequence-1:
+ ax[i_seq, i_dic].set_xlabel("$\\delta$ (Dual gap)",
+ # fontsize=14,
+ fontproperties=font_text)
+
+ if i_dic == 0:
+ ax[i_seq, i_dic].set_ylabel(
+ r"$\rho_{\ttsolv}(\delta)$",
+ fontsize=fs+4,
+ fontproperties=font_math
+ )
+
+ for tick in ax[i_seq, i_dic].yaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(16)
+
+ if i_seq == 2:
+ for tick in ax[i_seq, i_dic].xaxis.get_major_ticks():
+ tick.label.set_fontproperties(font_math)
+ tick.label.set_fontsize(16)
+
+
+
+
+if args.save:
+ fig_name = f"figs/setup{args.id}_time"
+
+ plt.savefig(fig_name + ".eps", bbox_inches='tight')
+
+if not args.noshow:
+ plt.show()
diff --git a/experiments/SIAM/xp_2_bench_time/viz_paper_it.py b/experiments/SIAM/xp_2_bench_time/viz_paper_it.py
new file mode 100644
index 0000000000000000000000000000000000000000..06a59ed47ea8b9b8bb20caa2cc07fa8f0b8eee22
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/viz_paper_it.py
@@ -0,0 +1,93 @@
+# -*- coding: utf-8 -*-
+import argparse
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+from xps.SIAM.setup import Setup
+from process_data import process
+from get_algs_params import get_alg_params, get_nb_algs
+from src.utils import gamma_sequence_generator
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str)
+parser.add_argument('--precision', help='stop when gap reaches 1e-precision', default=8)
+parser.add_argument('--exact', action="store_true")
+parser.add_argument('--noshow', help='show plots', action="store_true")
+parser.add_argument('--save', help='save figure', action="store_true")
+args=parser.parse_args()
+
+# -------------------------
+# Load results
+# -------------------------
+
+folder = f'results/1e-{args.precision}'
+folder += 'exact/' if args.exact else 'gersh/'
+
+setup = Setup(args.id)
+_, list_names = get_alg_params(setup, np.zeros(5), args.exact)
+dic_process = process(folder, True, setup)
+
+vec_tau = dic_process["vec_tau"]
+results_rho = dic_process["results_rho"]
+
+
+# -------------------------
+# Plot results
+# -------------------------
+
+f, ax = plt.subplots(1, setup.nb_dic, figsize=(16, 4.),
+ sharex=True, sharey=True,
+ gridspec_kw = {'wspace':.05, 'hspace':.05}
+)
+
+list_algnames = ["PG", "PG$_s$", "PG$_p$"]
+list_dicname = ["Gaussian", "Uniform", "toeplitz"]
+i_lbd = 1
+i_dic = 0
+
+print("ploting it fig for")
+print(f" - {list_dicname[i_dic]} dictionary")
+print(f" - lbd / lbd_max = {setup.list_ratio_lbd[i_lbd]}")
+
+for i_seq in range(setup.nb_sequence):
+
+ list_colors = ["tab:blue", "tab:orange", "tab:green"]
+ for i_alg in range(len(list_names)):
+
+ ax[i_seq].plot(
+ vec_tau,
+ 100. * results_rho[i_alg, i_dic, i_seq, i_lbd],
+ linewidth=3.,
+ label=list_algnames[i_alg],
+ color=list_colors[i_alg],
+ linestyle='-.'
+ )
+
+ ax[i_seq].set_title(f"OSCAR-{i_seq+1}", fontsize=16)
+
+ ax[i_seq].set_xscale('log')
+
+ ax[i_seq].set_xlim([5e-15, 5e-5])
+ ax[i_seq].set_ylim([-2, 101])
+ ax[i_seq].grid()
+
+ if i_seq == 0 :
+ ax[i_seq].legend()
+
+ ax[i_seq].set_xlabel("$\\tau$ (Dual gap)", fontsize=14)
+
+ if i_seq == 0:
+ ax[i_seq].set_ylabel("$\\rho_s(\\tau)$", fontsize=14)
+
+
+
+if args.save:
+ fig_name = f"figs/setup{args.id}_it"
+
+
+ plt.savefig(fig_name + ".pdf", bbox_inches='tight')
+
+if not args.noshow:
+ plt.show()
diff --git a/experiments/SIAM/xp_2_bench_time/xp_a_get_state.py b/experiments/SIAM/xp_2_bench_time/xp_a_get_state.py
new file mode 100644
index 0000000000000000000000000000000000000000..27149ab957862e06ed466174c50eeb50e690b335
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/xp_a_get_state.py
@@ -0,0 +1,61 @@
+# -*- coding: utf-8 -*-
+import argparse, sys
+from pathlib import Path
+
+import numpy as np
+
+from src import __version__
+from src.solver.slope import slope_gp
+
+from experiments.SIAM.setup import Setup
+from get_algs_params import get_alg_params, get_nb_algs
+
+
+# --------------------
+# Parse arguments
+# --------------------
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str)
+parser.add_argument('--erase', help='restart xp', action="store_true")
+parser.add_argument('--precision', help='stop when gap reaches 1e-precision')
+parser.add_argument('--exact', action="store_true")
+args=parser.parse_args()
+
+setup = Setup(args.id)
+dims = (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep)
+
+mat_seed = np.random.randint(0, 2**8, size=dims)
+
+folder = f'results/1e-{args.precision}'
+folder += 'exact/' if args.exact else 'gersh/'
+
+ # check if folder exists, create it otherwise
+Path(folder).mkdir(parents=True, exist_ok=True)
+
+time_file_name = f"{folder}setup{args.id}_a_state.npz"
+
+# --------------------
+# Xp
+# --------------------
+
+print(f"Starting \"get seed\" with id {args.id}, precision 1e-{args.precision}")
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ load_results = np.load(time_file_name, allow_pickle=True)
+
+ if not args.erase:
+ print("experiment already exists -- exit")
+ sys.exit(1)
+
+except FileNotFoundError:
+ # Everything goes well
+ pass
+
+np.savez(
+ time_file_name,
+ mat_seed = mat_seed,
+ allow_pickle = True
+)
diff --git a/experiments/SIAM/xp_2_bench_time/xp_b_get_budget.py b/experiments/SIAM/xp_2_bench_time/xp_b_get_budget.py
new file mode 100755
index 0000000000000000000000000000000000000000..a2aa1d49cc1fd4192149af64c43a36673e44b9d4
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/xp_b_get_budget.py
@@ -0,0 +1,139 @@
+# -*- coding: utf-8 -*-
+import argparse, sys
+from pathlib import Path
+
+import numpy as np
+
+from src import __version__
+from src.solver.slope import slope_gp
+from src.solver.parameters import SlopeParameters, EnumLipchitzOptions
+from src.utils import get_lambda_max, gamma_sequence_generator
+from src.dictionaries import generate_dic
+from src.screening.gap_ptest import GAP_Ptest
+
+from experiments.SIAM.setup import Setup
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default=1)
+parser.add_argument('--erase', help='restart xp', action="store_true")
+parser.add_argument('--precision', help='stop when gap reaches 1e-precision')
+parser.add_argument('--exact', action="store_true")
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+
+folder = f'results/1e-{args.precision}'
+folder += 'exact/' if args.exact else 'gersh/'
+ # check if folder exists, create it otherwise
+Path(folder).mkdir(parents=True, exist_ok=True)
+
+state_file_name = f"{folder}setup{args.id}_a_state.npz"
+time_file_name = f"{folder}setup{args.id}_b_times.npz"
+
+out = np.load(state_file_name, allow_pickle=True)
+mat_seed = out["mat_seed"]
+
+mat_times = np.full(
+ (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep),
+ np.nan
+)
+
+mat_it = np.full(
+ (setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep),
+ np.nan, dtype=int
+)
+
+stopping_gap = 10**(-float(args.precision))
+update_lip = EnumLipchitzOptions.EXACT if args.exact else EnumLipchitzOptions.GERSHGORIN
+
+
+# --------------------------
+# Load existing results
+# --------------------------
+
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ load_results = np.load(time_file_name, allow_pickle=True)
+ mat_times = load_results['mat_times']
+
+except FileNotFoundError:
+ # Everything goes well
+ pass
+
+
+nb_xp = setup.nb_dic * setup.nb_sequence * setup.nb_ratio_lbd * setup.n_rep
+t = 0
+print(f"Starting \"get budget\" with id {args.id}, precision 1e-{args.precision}")
+for i_dic in range(setup.nb_dic):
+ for i_seq in range(setup.nb_sequence):
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+ for rep in range(setup.n_rep):
+ print(f"xp budget {t+1} / {nb_xp}")
+
+ if not np.isnan(mat_times[i_dic, i_seq, i_ratio, rep]):
+ t += 1
+ continue
+
+
+ # --- set seed ---
+ np.random.seed(mat_seed[i_dic, i_seq, i_ratio, rep])
+
+
+ # --- Data and parameters ---
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+
+ # --- Solve slope problems ---
+ params = SlopeParameters()
+ params.screening2 = GAP_Ptest(vec_gammas)
+ params.screening_it_div = 2
+
+ params.max_it = np.inf
+ params.gap_stopping = stopping_gap
+ params.time_stopping = np.inf
+ params.lipchitz_update = update_lip
+ params.accelerated = True
+ params.verbose = False
+ # max_eig = .np.linalg.norm(matA, 2)**2
+
+ out_slope = slope_gp(vecy, matA, ratio * lbd_max, vec_gammas, params)
+
+ mat_times[i_dic, i_seq, i_ratio, rep] = out_slope["time_run"]
+ mat_it[i_dic, i_seq, i_ratio, rep] = out_slope["nb_it"]
+
+
+ # --- Saving ---
+ np.savez(time_file_name,
+ mat_times = mat_times,
+ mat_it = mat_it,
+ version = __version__,
+ allow_pickle = True
+ )
+
+ t += 1
+
diff --git a/experiments/SIAM/xp_2_bench_time/xp_c_results_time.py b/experiments/SIAM/xp_2_bench_time/xp_c_results_time.py
new file mode 100644
index 0000000000000000000000000000000000000000..5263bc2e14322dec79982f1e16e52d161e1dba9f
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/xp_c_results_time.py
@@ -0,0 +1,134 @@
+# -*- coding: utf-8 -*-
+import argparse, sys
+from pathlib import Path
+
+import numpy as np
+
+from src import __version__
+from src.solver.slope import slope_gp
+from src.solver.parameters import SlopeParameters, EnumLipchitzOptions
+from src.screening.gap_ptest import GAP_Ptest
+from src.utils import get_lambda_max, gamma_sequence_generator
+from src.dictionaries import generate_dic
+
+from experiments.SIAM.setup import Setup
+
+from get_algs_params import get_alg_params, get_nb_algs
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default=1)
+parser.add_argument('--erase', help='restart xp', action="store_true")
+parser.add_argument('--precision', help='stop when gap reaches 1e-precision')
+parser.add_argument('--exact', action="store_true")
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+folder = f'results/1e-{args.precision}'
+folder += 'exact/' if args.exact else 'gersh/'
+ # check if folder exists, create it otherwise
+Path(folder).mkdir(parents=True, exist_ok=True)
+
+state_file_name = f"{folder}setup{args.id}_a_state.npz"
+time_file_name = f"{folder}setup{args.id}_b_times.npz"
+results_file_name = f"{folder}setup{args.id}_c_results.npz"
+
+
+out_state = np.load(state_file_name, allow_pickle=True)
+mat_seed = out_state["mat_seed"]
+
+out_times = np.load(time_file_name, allow_pickle=True)
+mat_times = out_times["mat_times"]
+
+
+mat_results = np.full(
+ (get_nb_algs(setup), setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep),
+ np.nan
+)
+
+update_lip = EnumLipchitzOptions.EXACT if args.exact else EnumLipchitzOptions.GERSHGORIN
+
+# --------------------------
+# Load existing results
+# --------------------------
+
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ load_results = np.load(results_file_name, allow_pickle=True)
+ mat_results = load_results['mat_results']
+
+except FileNotFoundError:
+ # Everything goes well
+ pass
+
+
+nb_xp = setup.nb_dic * setup.nb_sequence * setup.nb_ratio_lbd * setup.n_rep
+t = 0
+print(f"Starting \"xp time\" with id {args.id}, precision 1e-{args.precision}")
+for i_dic in range(setup.nb_dic):
+ for i_seq in range(setup.nb_sequence):
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+
+ stopping_time = np.mean(mat_times[i_dic, i_seq, i_ratio, :])
+ if not np.any(np.isnan(mat_results[:, i_dic, i_seq, i_ratio, :])):
+ t += setup.n_rep
+ continue
+
+ for rep in range(setup.n_rep):
+ print(f"xp time {t+1} / {nb_xp}")
+
+
+ # --- set seed ---
+ np.random.seed(mat_seed[i_dic, i_seq, i_ratio, rep])
+
+
+ # --- Data and parameters ---
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+ # --- Solve slope problems ---
+ list_params, _ = get_alg_params(setup, vec_gammas, args.exact)
+
+
+ for i_alg, params in enumerate(list_params):
+ if not np.isnan(mat_results[i_alg, i_dic, i_seq, i_ratio, rep]):
+ continue
+
+ params.lipchitz_update = update_lip
+ params.time_stopping = stopping_time
+ out_slope = slope_gp(vecy, matA, ratio * lbd_max, vec_gammas, params)
+
+ mat_results[i_alg, i_dic, i_seq, i_ratio, rep] = out_slope["gap"]
+
+
+ # --- Saving ---
+ np.savez(results_file_name,
+ mat_results = mat_results,
+ version = __version__,
+ allow_pickle = True
+ )
+
+ t += 1
diff --git a/experiments/SIAM/xp_2_bench_time/xp_d_results_it.py b/experiments/SIAM/xp_2_bench_time/xp_d_results_it.py
new file mode 100644
index 0000000000000000000000000000000000000000..d44328c25321dce179f5e5fd24795e625a36fa8d
--- /dev/null
+++ b/experiments/SIAM/xp_2_bench_time/xp_d_results_it.py
@@ -0,0 +1,135 @@
+# -*- coding: utf-8 -*-
+import argparse, sys
+from pathlib import Path
+
+import numpy as np
+
+from src import __version__
+from src.solver.slope import slope_gp
+from src.solver.parameters import SlopeParameters, EnumLipchitzOptions
+from src.screening.gap_ptest import GAP_Ptest
+from src.utils import get_lambda_max, gamma_sequence_generator
+from src.dictionaries import generate_dic
+
+from experiments.SIAM.setup import Setup
+
+from get_algs_params import get_alg_params, get_nb_algs
+
+
+parser=argparse.ArgumentParser()
+parser.add_argument('--id', help='setup id', type=str, default=1)
+parser.add_argument('--erase', help='restart xp', action="store_true")
+parser.add_argument('--precision', help='stop when gap reaches 1e-precision')
+parser.add_argument('--exact', action="store_true")
+args=parser.parse_args()
+
+
+# -------------------------
+# Load Setup
+# -------------------------
+
+setup = Setup(args.id)
+folder = f'results/1e-{args.precision}'
+folder += 'exact/' if args.exact else 'gersh/'
+ # check if folder exists, create it otherwise
+Path(folder).mkdir(parents=True, exist_ok=True)
+
+state_file_name = f"{folder}setup{args.id}_a_state.npz"
+time_file_name = f"{folder}setup{args.id}_b_times.npz"
+results_it_file_name = f"{folder}setup{args.id}_d_results_it.npz"
+
+
+out_state = np.load(state_file_name, allow_pickle=True)
+mat_seed = out_state["mat_seed"]
+
+out_times = np.load(time_file_name, allow_pickle=True)
+mat_it = out_times["mat_it"]
+
+
+mat_results_it = np.full(
+ (get_nb_algs(setup), setup.nb_dic, setup.nb_sequence, setup.nb_ratio_lbd, setup.n_rep),
+ np.nan
+)
+
+update_lip = EnumLipchitzOptions.EXACT if args.exact else EnumLipchitzOptions.GERSHGORIN
+
+# --------------------------
+# Load existing results
+# --------------------------
+
+try:
+ if args.erase:
+ raise FileNotFoundError
+
+ load_results = np.load(results_it_file_name, allow_pickle=True)
+ mat_results_it = load_results['mat_results_it']
+
+except FileNotFoundError:
+ # Everything goes well
+ pass
+
+
+nb_xp = setup.nb_dic * setup.nb_sequence * setup.nb_ratio_lbd * setup.n_rep
+t = 0
+print(f"Starting \"xp time\" with id {args.id}, precision 1e-{args.precision}")
+for i_dic in range(setup.nb_dic):
+ for i_seq in range(setup.nb_sequence):
+ for i_ratio, ratio in enumerate(setup.list_ratio_lbd):
+
+ stopping_it = np.mean(mat_it[i_dic, i_seq, i_ratio, :])
+ if not np.any(np.isnan(mat_results_it[:, i_dic, i_seq, i_ratio, :])):
+ t += setup.n_rep
+ continue
+
+ for rep in range(setup.n_rep):
+ print(f"xp it {t+1} / {nb_xp}")
+
+ # --- set seed ---
+ np.random.seed(mat_seed[i_dic, i_seq, i_ratio, rep])
+
+
+ # --- Data and parameters ---
+ matA = generate_dic(
+ setup.list_dic[i_dic],
+ setup.m,
+ setup.n,
+ setup.normalize
+ )
+
+ vecy = np.random.randn(setup.m)
+ vecy /= np.linalg.norm(vecy)
+
+ vec_gammas = gamma_sequence_generator(
+ setup.m,
+ setup.n,
+ setup.list_sequence[i_seq][0],
+ setup.list_sequence[i_seq][1:]
+ )
+
+ lbd_max = get_lambda_max(vecy, matA, vec_gammas)
+
+
+ # --- Solve slope problems ---
+ list_params, _ = get_alg_params(setup, vec_gammas, args.exact)
+
+
+ for i_alg, params in enumerate(list_params):
+
+ if not np.isnan(mat_results_it[i_alg, i_dic, i_seq, i_ratio, rep]):
+ continue
+
+ params.lipchitz_update = update_lip
+ params.max_it = stopping_it
+ out_slope = slope_gp(vecy, matA, ratio * lbd_max, vec_gammas, params)
+
+ mat_results_it[i_alg, i_dic, i_seq, i_ratio, rep] = out_slope["gap"]
+
+
+ # --- Saving ---
+ np.savez(results_it_file_name,
+ mat_results_it = mat_results_it,
+ version = __version__,
+ allow_pickle = True
+ )
+
+ t += 1