From 5af8e0fbaaeed343945dba4e88bed482e1f238c8 Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 18:30:13 +0100 Subject: [PATCH 01/10] Add xenonpy descriptors --- .../xenonpy_element_features.csv | 95 +++++++++++++++++++ src/elementembeddings/utils/config.py | 2 + 2 files changed, 97 insertions(+) create mode 100644 src/elementembeddings/data/element_representations/xenonpy_element_features.csv diff --git a/src/elementembeddings/data/element_representations/xenonpy_element_features.csv b/src/elementembeddings/data/element_representations/xenonpy_element_features.csv new file mode 100644 index 0000000..1450c53 --- /dev/null +++ b/src/elementembeddings/data/element_representations/xenonpy_element_features.csv @@ -0,0 +1,95 @@ +element,atomic_number,atomic_radius,atomic_radius_rahm,atomic_volume,atomic_weight,boiling_point,bulk_modulus,c6_gb,covalent_radius_cordero,covalent_radius_pyykko,covalent_radius_pyykko_double,covalent_radius_pyykko_triple,covalent_radius_slater,density,dipole_polarizability,electron_negativity,electron_affinity,en_allen,en_ghosh,en_pauling,first_ion_en,fusion_enthalpy,gs_bandgap,gs_energy,gs_est_bcc_latcnt,gs_est_fcc_latcnt,gs_mag_moment,gs_volume_per,hhi_p,hhi_r,heat_capacity_mass,heat_capacity_molar,icsd_volume,evaporation_heat,heat_of_formation,lattice_constant,mendeleev_number,melting_point,molar_volume,num_unfilled,num_valance,num_d_unfilled,num_d_valence,num_f_unfilled,num_f_valence,num_p_unfilled,num_p_valence,num_s_unfilled,num_s_valence,period,specific_heat,thermal_conductivity,vdw_radius,vdw_radius_alvarez,vdw_radius_mm3,vdw_radius_uff,sound_velocity,Polarizability +H,1,79,154,14.1,1.008,20.28,56.79963952619768,6.51,31,32,111.4199326120204,113.10590615954192,25,0.0708,4.507107424,2.2,0.754195,13.61,0.2638,2.2,13.598443,0.06,7.853,-3.331290765,2.365120549,2.979865165,0,6.615,3535.562136202634,3431.551458774641,14.304,28.836,32.02,0.904,217.998,3.75,103,14.01,11.42,1,1,0,0,0,0,0,0,1,1,1,1.1227278907945628,0.1805,110,120,162,288.6,1270,0.6667930000000001 +He,2,147.83264278997817,134,31.8,4.002602,4.216,85.10662955594378,1.47,28,46,114.7083545355159,105.74060197550776,122.887274,0.147,1.3837467,4.16,-19.7,24.59,0.442712,2.3876491529546024,24.587387,6.001797775453455,18.098,0.0011354,2.908733088,3.664774046,0,12.305,3200,3900,5.13,20.786,19.08,0.08,120.17814060883843,3.57,1,0.95,21,0,2,0,0,0,0,0,0,0,2,1,5.188,0.1513,140,143,153,236.2,970,0.2050519 +Li,3,155,220,13.1,6.94,1118.15,11,1410,128,133,124,110.59136140128386,145,0.534,164,0.98,0.618049,5.392,0.105093,0.98,5.391719,3,0,-1.86988691,3.2135708380000003,4.048845545,0,16.59333333,2900,4200,3.582,24.86,21.63,148,159.3,3.49,12,553.69,13.02,1,1,0,0,0,0,0,0,1,1,2,3.489,85,182,212,255,245.1,6000,24.33 +Be,4,112,219,5,9.0121831,3243,130,214,96,102,90,85,105,1.848,37.71,1.57,-2.4,9.323,0.144986,1.57,9.3227,7.895,0,-3.755038695,2.508239481,3.160183721,0,7.89,8000,4000,1.825,16.442999999999998,8.11,309,324,2.29,77,1551,4.85,0,2,0,0,0,0,0,0,0,2,2,1.824,190,153,198,223,274.5,13000,5.6 +B,5,98,205,4.6,10.81,3931,320,99.2,84,85,78,73,85,2.34,20.53,2.04,0.279723,12.13,0.184886,2.04,8.29802,50.2,1.524,-6.677698154,2.429779429,3.061330249,0,7.1725,2900,2000,1.026,11.087,7.75,504.5,565,8.73,86,2573,4.39,5,3,0,0,0,0,5,1,0,2,2,1.025,27,192,191,215,408.3,16200,3.03 +C,6,91,190,5.3,12.011,5100,33,47.9,73,75,67,60,70,2.25,20.53,2.55,1.262119,15.05,0.224776,2.55,11.2603,117.4,4.496,-9.209713655,2.242692341,2.825615289,0,5.64,500,500,0.7090000000000001,8.517000000000001,5.67,659.2820751615462,716.87,3.57,95,3820,5.29,4,4,0,0,0,0,4,2,0,2,2,0.711,140,170,177,204,385.1,18350,1.67 +N,7,92,179,17.3,14.007,77.4,57.36488287770901,25.7,71,71,60,54,65,0.8079999999999999,7.6,3.04,-1.4,18.13,0.26493,3.04,14.5341,0.355,6.437,-8.21144121,3.091182017,3.894645292,0,14.76875,1300,500,1.04,29.124,22.68,20.05585557274041,472.44,4.039,100,63.29,13.54,3,5,0,0,0,0,3,3,0,2,2,0.7729477131907362,0.02583,155,166,193,366,333.6,1.1 +O,8,146.2014203114083,171,14,15.999,90.19,76.10604085052228,16.7,66,63,57,53,60,1.149,5.24,3.44,1.4611135,21.36,0.304575,3.44,13.61805,0.22,0,-4.756791905,2.630893787,3.314718462,0,9.105,500,500,0.918,29.378,17.36,15.579091192355277,249.229,6.83,101,54.8,17.36,2,6,0,0,0,0,2,4,0,2,2,1.0791866368674568,0.02658,152,150,182,350,317.5,0.802 +F,9,134.0236142,163,17.1,18.99840316,85.01,46.798939497262666,10.2,57,64,59,53,50,1.108,3.7,3.98,3.4011897000000006,24.8,0.344443,3.98,17.4228,0.255,1.97,-1.698060958,2.687689729,3.386276865,0,9.7075,1500,1500,0.8240000000000001,31.304,16.42,6.54,79.335,5.631000058793097,102,53.53,11.2,1,7,0,0,0,0,1,5,0,2,2,1.2438458418802825,0.0277,147,146,171,336.4,2826.9158833178667,0.557 +Ne,10,148.6295412416819,156,16.8,20.1797,27.1,75.09587912108415,6.91,58,67,96,115.53220538396307,126.74247902845684,1.204,2.67,4.79,1.5632274222439482,28.31,0.38439,2.265429119997904,21.56454,0.1639999999999999,13.088,0.09403567,2.934893568,3.697734186,0,12.64,3573.1570673717792,3725.0889873968817,1.03,20.786,23.09,1.74,124.67947005863768,4.43,2,48,13.23,0,8,0,0,0,0,0,6,0,2,2,1.029,0.0491,154,158,160,324.3,936,0.39432 +Na,11,190,225,23.7,22.98976928,1156.1,6.3,1570,166,155,160,110.07106067411358,180,0.971,162.7,0.93,0.547926,5.14,0.093214,0.93,5.139076,2.6,0,-1.260241383,3.88167309,4.890601633999999,0,29.24333333,1100,500,1.228,28.23,39.76,97.9,107.5,4.23,11,370.96,23.78,1,1,0,0,0,0,0,0,1,1,3,1.222,140,227,250,270,298.3,3200,24.11 +Mg,12,160,240,14,24.305,1363,45,629,141,139,132,127,150,1.7380000000000002,70.89,1.31,2.113227553981147,7.646,0.121644,1.31,7.646235000000001,8.48,0,-1.54227231,3.577326635,4.50714913,0,22.89,5300,500,1.023,24.869,23.48,131.8,147.1,3.21,73,922,14,0,2,0,0,0,0,0,0,0,2,3,1.025,160,173,251,243,302.1,4602,10.6 +Al,13,143,239,10,26.9815385,2740,76,520,121,126,113,111,125,2.6989,46,1.61,0.43283,9.539,0.150078,1.61,5.985768,10.71,0,-3.74542312,3.2062378330000003,4.039606536,0,16.48,1600,1000,0.897,24.2,16.61,284.1,330.9,4.05,80,933.5,10,5,3,0,0,0,0,5,1,0,2,3,0.9,235,184,225,236,449.9,5100,6.8 +Si,14,132,232,12.1,28.085,2628,100,308,111,116,107,102,110,2.33,37.31,1.9,1.3895211,11.33,0.178503,1.9,8.15168,50.21,0.773,-5.424918005,3.444849839,4.340238825,0,20.44,4700,1000,0.7120000000000001,19.99,20.02,383,450,5.43,85,1683,12.06,4,4,0,0,0,0,4,2,0,2,3,0.703,150,210,219,229,429.5,2200,5.53 +P,15,128,223,17,30.973762,553,11,187,107,111,102,94,100,1.82,24.93,2.19,0.746607,13.33,0.206931,2.19,10.48669,18.54,1.625,-5.400509043,3.560590636,4.486063093,0,22.5702381,2000,5100,0.769,23.824,18.99,49.8,316.5,7.17,90,317.3,17.02,3,5,0,0,0,0,3,3,0,2,3,0.757,0.236,180,190,222,414.7,4050.742869982418,3.63 +S,16,127,214,15.5,32.06,717.824,7.7,140,105,103,94,95,100,2.07,24.93,2.58,2.07710403,15.31,0.23596,2.58,10.36001,1.721,2.202,-4.097216719,3.722284555,4.689784663999999,0,25.786875,700,1000,0.708,22.7,25.76,10.5,277.17,10.47,94,386,15.53,2,6,0,0,0,0,2,4,0,2,3,0.732,0.205,180,189,215,403.5,3826.4735978965527,2.9 +Cl,17,147.3538173931625,206,18.7,35.45,238.6,1.1,97.1,102,99,95,93,100,1.56,24.93,3.16,3.612725,16.97,0.263803,3.16,12.96763,3.2,2.4930000000000003,-1.784433755,3.65918124,4.610279469,0,24.4975,1500,1000,0.479,33.949,29.05,20.41,121.302,6.24,99,172.2,17.39,1,7,0,0,0,0,1,5,0,2,3,0.7404576259949721,0.0089,175,182,207,394.7,206,2.18 +Ar,18,149.39983751962282,197,24.2,39.948,87.3,72.15428490625466,67.4,106,96,107,96,134.25579514009323,1.4,11.07,3.24,-11.5,19.17,0.2922,2.2825961205491305,15.75961,1.18,9.26,0.05854104,3.850300758,4.851074973,0,28.54,3276.130414527828,3884.795879810668,0.52,20.786,36.3,6.52,119.7446468394002,5.26,3,83.8,22.56,0,8,0,0,0,0,0,6,0,2,3,0.138,0.01772,188,194,199,386.8,319,1.6411 +K,19,235,234,45.3,39.0983,1047,3.1,3910,203,196,193,137.23505033187382,220,0.856,290.6,0.82,0.50147,4.34,0.0981896,0.82,4.3406633,2.335,0,-1.097539713,5.268200874,6.637517176,0,73.10666667,1700,7200,0.757,29.6,75.63,2.33,89,5.23,10,336.8,45.94,1,1,0,0,0,0,0,0,1,1,4,0.753,100,275,273,309,381.2,2000,43.06 +Ca,20,197,270,29.9,40.078,1757,17,2230,176,171,147,133,180,1.55,169,1,0.02455,6.113,0.1154119,1,6.11316,8.54,0,-1.948329565,4.227260324,5.3260142660000005,0,37.77,3900,1500,0.647,25.929,44.19,153.6,177.8,5.58,16,1112,26.2,0,2,0,0,0,0,0,0,0,2,4,0.653,200,231,262,281,339.9,3810,25 +Sc,21,162,263,15,44.955908,3104,57,1570,170,148,116,114,160,2.99,142.28,1.36,0.188,7.042000000000002,0.1193833,1.36,6.561489999999999,14.1,0,-6.28551309,3.5428740210000003,4.463741557,6.35e-06,22.235,5500,4500,0.568,25.52,24.96,332.7,377.8,3.31,19,1814,15,9,3,9,1,0,0,0,0,0,2,4,0.556,16,215,258,261,329.5,5050.913351359853,17.8 +Ti,22,147,257,10.6,47.867,3560,110,1200,160,136,117,108,140,4.54,114.34,1.54,0.079,8.17,0.1233637,1.54,6.828119999999998,14.15,0,-7.77522712,3.2197991210000003,4.056692689,2.25e-05,16.69,1100,1600,0.524,25.06,17.67,422.6,473,2.95,51,1933,10.64,8,4,8,2,0,0,0,0,0,2,4,0.523,22,211,246,239,317.5,4140,14.6 +V,23,134,252,8.35,50.9415,3650,160,955,153,134,112,106,135,6.11,97.34,1.63,0.525,9.063,0.1273344,1.63,6.74619,21.5,0,-8.93926069,2.963255488,3.733467966,0,13.01,3300,3400,0.489,24.89,13.88,460,515.5,3.02,54,2160,8.32,7,5,7,3,0,0,0,0,0,2,4,0.485,31,207,242,229,314.4,4560,12.4 +Cr,24,130,233,7.23,51.9961,2945,160,709,139,122,111,103,140,7.18,78.4,1.66,0.6659999999999999,9.77,0.1313053,1.66,6.76651,21,0,-9.50571654,2.818080279,3.550558664,0,11.19,3100,4100,0.449,23.35,12.01,342,397.48,2.88,57,2130,7.23,6,6,5,5,0,0,0,0,1,1,4,0.488,94,206,245,225,302.3,5940,11.6 +Mn,25,135,242,7.39,54.938044,2235,120,635,150,119,105,103,140,7.21,66.8,1.55,2.5700308197566617,10.34,0.1352844,1.55,7.4340199999999985,12.91,0,-9.02056525,2.757836487,3.474656242,0.000310121,10.48758621,1600,1800,0.479,26.32,12.2,221,283.3,8.89,60,1517,7.35,5,7,5,5,0,0,0,0,0,2,4,0.477,7.8,205,245,224,296.1,5150,9.4 +Fe,26,126,226,7.1,55.845,3023,170,548,142,116,109,102,140,7.874,63.93,1.83,0.151,10.64,0.1392532,1.83,7.9024,13.81,0,-8.28548436,2.778923379,3.501224062,2.1106628,10.73,2400,1400,0.449,25.1,11.78,340,415.5,2.87,61,1808,7.09,4,8,4,6,0,0,0,0,0,2,4,0.443,80,204,244,223,291.2,4910,8.4 +Co,27,125,222,6.7,58.93319399999999,3143,180,461,138,111,103,96,135,8.9,57.71,1.88,0.66225646,10.86,0.1432362999999999,1.88,7.881010000000002,16.2,0,-7.080389145,2.7364067480000003,3.447656463,1.5484712,10.245,3100,2700,0.421,24.81,11.12,389.1,426.7,2.51,64,1768,6.67,3,9,3,7,0,0,0,0,0,2,4,0.456,100,200,240,223,287.2,4720,7.5 +Ni,28,124,219,6.6,58.6934,3005,180,393,124,110,101,101,135,8.902000000000003,51.1,1.91,1.156,11.13,0.1472068,1.91,7.6398,17.48,0,-5.54632457,2.74306794,3.456049039,0.5953946999999999,10.32,1000,1500,0.444,26.07,10.86,378.6,430.1,3.52,67,1726,6.59,2,10,2,8,0,0,0,0,0,2,4,0.443,91,197,240,222,283.4,4970,6.8 +Cu,29,128,217,7.1,63.54600000000001,2840,140,264,132,112,115,120,135,8.96,46.5,1.9,1.235,10.96,0.1511716,1.9,7.726380000000002,13.6,0,-3.68065482,2.807970487,3.537821124,0,11.07,1600,1500,0.385,24.44,11.81,304.6,337.4,3.61,72,1356.6,7.11,1,11,0,10,0,0,0,0,1,1,4,0.385,400,196,238,226,349.5,3570,6.2 +Zn,30,138,222,9.2,65.38,1180,70,276,122,118,120,102.30618461382711,135,7.132999999999999,38.8,1.65,2.319978597320232,9.395,0.1551517999999999,1.65,9.394199,7.068,0,-1.239999915,3.033694224,3.822215211,0,13.96,1600,1900,0.388,25.39,15.19,114.8,130.4,2.66,76,692.73,9.16,0,12,0,10,0,0,0,0,0,2,4,0.388,120,201,239,229,276.3,3700,5.75 +Ga,31,141,233,11.8,69.723,2676,82.41715774,456,122,124,117,121,130,5.91,49.9,1.81,0.43,10.39,0.1723772999999999,1.81,5.999301,5.585,0,-3.012255303,3.353549368,4.225207441,0,18.8575,5500,1900,0.373,26.03,19.6,270.3,271.96,4.51,81,302.93,11.8,5,13,0,10,0,0,5,1,0,2,4,0.3720000000000001,29,187,232,246,438.3,2740,8.12 +Ge,32,137,234,13.6,72.63,3103,96.5379387,365,120,121,111,114,125,5.323,39.43,2.01,1.232712,11.8,0.1895892,2.01,7.8994300000000015,36.94,0.383,-4.616039545,3.583307493,4.514684539,0,23.005,5300,1900,0.32,23.222,22.23,328,372,5.66,84,1210.6,13.63,4,14,0,10,0,0,4,2,0,2,4,0.322,60,211,229,244,428,5400,5.84 +As,33,139,231,13.1,74.921595,876,22,260,119,121,114,106,115,5.73,29.8,2.18,0.804,13.08,0.2068208,2.18,9.7886,24.44,0,-4.650889115,3.539684396,4.459722881,0,22.175,3300,4000,0.329,24.64,21.52,32.4,302.5,4.13,89,1090,12.95,3,15,0,10,0,0,3,3,0,2,4,0.328,50,185,188,236,423,3638.678265730496,4.31 +Se,34,140,224,16.5,78.971,958.1,8.3,233,120,116,107,107,115,4.79,26.24,2.55,2.02067,14.34,0.2240328,2.55,9.75239,6.69,0.799,-3.47079191,3.728679007,4.697841169,0,25.92,2200,6000,0.321,25.363000000000003,29.81,59.7,227.2,4.36,93,490,16.42,2,16,0,10,0,0,2,4,0,2,4,0.8872173077448029,0.52,190,182,229,420.5,3350,3.77 +Br,35,157.55530813807997,219,23.5,79.904,331.9,1.9,187,120,114,109,110,115,3.12,21.8,2.96,3.3635882000000006,15.88,0.2412578,2.96,11.8138,5.285,1.457,-1.583025338,3.892116444,4.9037594360000005,0,29.48,3300,6900,0.474,75.69,65.14,29.56,111.85,6.67,98,265.9,19.78,1,17,0,10,0,0,1,5,0,2,4,1.1459071873988358,0.12,185,186,222,418.9,2467.612557748987,3.05 +Kr,36,152.93791104433438,212,32.2,83.79799999999999,120.85,71.98581783344073,136,116,117,121,108,129.87141445334336,2.155,17.075,3,2.6033934395567995,17.54,0.2584813,2.2880656210342494,13.99961,1.164,7.535,0.08753524,4.162477568,5.244393107,0,36.06,3320.763692158237,4359.609835403827,0.248,20.786,44.81,9.05,124.55858432195242,5.72,4,116.6,27.99,0,18,0,10,0,0,0,6,0,2,4,0.247,0.00943,202,207,215,414.1,1120,2.4844 +Rb,37,248,240,55.9,85.4678,961,2.5,4660,220,210,202,141.14615636167747,235,1.5319999999999998,318.8,0.82,0.48592,4.177,0.104686,0.82,4.177128,2.19,0,-0.963335025,5.661284779,7.132771862,0,90.7225,6000,6000,0.363,31.06,93.09,75.8,80.9,5.59,9,312.2,55.76,1,1,0,0,0,0,0,0,1,1,5,0.36,58,303,321,325,411.4,1300,47.24 +Sr,38,215,279,33.7,87.62,1657,72.48047416638491,3230,195,185,157,139,200,2.54,186,0.95,0.048,5.695,0.1185082,0.95,5.69485,7.43,0,-1.6828136,4.768954732,6.008506453,0,54.23,4200,3000,0.306,26.79,56.08,144,164,6.08,15,1042,33.94,0,2,0,0,0,0,0,0,0,2,5,0.301,35,249,284,300,364.1,4504.232051639809,27.6 +Y,39,178,274,19.8,88.90584,3611,41,2600,190,163,130,124,180,4.47,153,1.22,0.307,6.631,0.1216986,1.22,6.2173,11.39,0,-6.464599775,4.015150874,5.058773104,0,32.365,9800,2600,0.298,26.53,32.97,367,424.7,3.65,25,1795,19.88,9,3,9,1,0,0,0,0,0,2,5,0.284,17,232,275,271,334.5,3300,22.7 +Zr,40,160,268,14.1,91.224,4650,172.51981845598598,1360,175,154,127,121,155,6.506,121,1.33,0.426,7.808,0.1248887,1.33,6.6339,21,0,-8.545958555,3.593145393,4.527079516000001,0,23.195,3400,2600,0.278,25.36,23.29,567,610,3.23,49,2125,14.02,8,4,8,2,0,0,0,0,0,2,5,0.281,23,223,252,254,312.4,3800,17.9 +Nb,41,146,251,10.8,92.90637,5015,170,1140,164,147,125,116,145,8.57,106,1.6,0.917406,8.34,0.1280782,1.6,6.75885,30,0,-10.09332153,3.312897187,4.173988903,0,18.18,8500,8800,0.265,24.6,18.15,680,733,3.3,53,2741,10.83,7,5,6,4,0,0,0,0,1,1,5,0.268,54,218,256,243,316.5,3480,15.7 +Mo,42,139,244,9.4,95.95,4885,230,1030,154,138,121,113,145,10.22,72.5,2.16,0.748,8.71,0.1312672,2.16,7.09243,37.48,0,-10.84610777,3.154164308,3.973998007,0,15.69,2400,5300,0.251,24.06,15.59,590,658.98,3.15,56,2890,9.38,6,6,5,5,0,0,0,0,1,1,5,0.251,139,217,245,239,305.2,6190,12.8 +Tc,43,136,241,8.5,97.90721,5150,204.3977039175697,939,147,128,120,110,135,11.5,80.4,1.9,0.55,8.94,0.1344592,2.1,7.28,33.29,0,-10.3551512,3.057056135,3.851649375,0,14.285,6064.675593,4493.2169965732055,1.5411566074900178,23.04097142245397,14.22,585,678,2.74,59,2445,8.63,5,7,5,5,0,0,0,0,0,2,5,0.243,51,216,244,236,299.8,5395.118683153423,11.4 +Ru,44,134,237,8.3,101.07,4173,220,809,146,125,114,103,130,12.41,65,2.2,1.05,9.1,0.1376494,2.2,7.3605,38.59,0,-9.19463357,3.000740558,3.780696194,0,13.51,3200,8000,0.238,24.06,14.03,521.2774832839139,650.6,2.7,62,2583,8.17,4,8,3,7,0,0,0,0,1,1,5,0.238,120,213,246,234,296.3,5970,9.6 +Rh,45,134,233,8.3,102.9055,4000,380,708,142,125,110,106,135,12.41,58,2.28,1.137,9.259,0.1408379,2.28,7.4589,26.59,0,-7.25364552,3.010334727,3.79278409,0,13.64,3200,8000,0.243,24.98,11.58,494,556,3.8,65,2239,8.28,3,9,2,8,0,0,0,0,1,1,5,0.244,150,210,244,234,292.9,4700,8.6 +Pd,46,137,215,8.9,106.42,3413,180,628,139,120,117,112,140,12.02,32,2.2,0.562,9.402,0.1440276,2.2,8.3369,16.74,0,-5.13777457,3.0659471110000003,3.862851303,0,14.41,3200,8000,0.244,25.98,14.72,372.4,376.6,3.89,69,1825,8.56,0,10,0,10,0,0,0,0,0,0,5,0.244,72,210,215,237,289.9,3070,4.8 +Ag,47,144,225,10.3,107.8682,2485,100,341,145,128,139,137,160,10.5,52.5,1.93,1.3019999999999998,11.05,0.1472165,1.93,7.576230000000002,11.3,0,-2.76539356,3.1964805060000003,4.027313073999999,0,16.33,1200,1400,0.235,25.35,17.05,254.1,284.9,4.09,71,1235.1,10.27,1,11,0,10,0,0,0,0,1,1,5,0.237,430,211,253,243,314.8,2600,6.78 +Cd,48,154,238,13.1,112.414,1038,42,405,144,136,144,110.62198676881218,155,8.65,49.65,1.69,2.550432555319901,8.995,0.1504066,1.69,8.99382,6.21,0,-0.812174225,3.390921571,4.272293466,0,19.495,1700,1300,0.231,26.02,21.59,59.1,111.8,2.98,75,594.1,13,0,12,0,10,0,0,0,0,0,2,5,0.232,97,218,249,250,284.8,2310,7.36 +In,49,166,246,15.7,114.818,2353,79.19292884,643,142,142,136,146,155,7.31,68.7,1.78,0.3,9.793,0.16423,1.78,5.78636,3.2910000000000004,0,-2.66680196,3.647317727,4.595332378999999,0,24.26,3300,2000,0.233,26.74,26.14,225.1,243,4.59,79,429.32,15.76,5,13,0,10,0,0,5,1,0,2,5,0.234,82,193,243,264,446.3,1215,10.2 +Sn,50,162,248,16.3,118.71,2543,58,715,139,140,130,132,145,7.31,42.4,1.96,1.112067,10.79,0.178052,1.96,7.34392,7.15,0,-3.96104709,4.052840562,5.106259136,0,33.285,2600,1600,0.227,26.99,27.05,296,301.2,5.82,83,505.1,16.29,4,14,0,10,0,0,4,2,0,2,5,0.222,67,217,242,259,439.2,2500,6.28 +Sb,51,159,246,18.4,121.76,1908,42,504,139,140,133,127,145,6.691,42.2,2.05,1.046,11.74,0.1918774,2.05,8.60839,19.79,0,-4.11736234,3.981581991,5.016478962,0,31.56,7900,3400,0.207,25.23,30.21,195.2,264.4,4.51,88,903.9,18.19,3,15,0,10,0,0,3,3,0,2,5,0.205,24,206,247,252,442,3420,6.6 +Te,52,160,242,20.5,127.6,1263,65,471,138,136,128,121,140,6.24,37,2.1,1.970876,12.76,0.2056992,2.1,9.0096,17.38,0.464,-3.141302507,4.111975037,5.180763906,0,34.76333333,2900,4900,0.202,25.73,33.94,49.8,196.6,4.45,92,722.7,20.46,2,16,0,10,0,0,2,4,0,2,5,0.201,3,206,199,244,447,2610,5.5 +I,53,150.73959144972966,238,25.7,126.90447,457.5,7.7,389,139,133,129,125,140,4.93,34.6,2.66,3.0590368,13.95,0.2195176,2.66,10.45126,7.76,1.062,-1.505402418,4.414518159,5.561944354,0,43.015,4900,4800,0.214,54.43,42.51,41.95,106.757,7.72,97,386.7,25.72,1,17,0,10,0,0,1,5,0,2,5,0.9818182696046532,0.449,198,204,236,450,3289.2149364944185,5.35 +Xe,54,147.20300540202263,232,42.9,131.293,166.1,56.61942174045522,302,140,131,135,122,129.1374543728122,3.52,27.815,2.6,-0.056,15.27,0.2333511,2.6,12.12984,2.27,6.456,0.04873128,4.751892136,5.987008929,0,53.65,4092.886220305677,3940.271962082596,0.158,20.786,57.83,12.65,134.26438121714492,6.2,5,161.3,35.92,0,18,0,10,0,0,0,6,0,2,5,0.158,0.00565,216,228,228,440.4,1090,4.044 +Cs,55,267,249,70,132.905452,951.6,1.6,6660,244,232,209,153.21201787608643,260,1.873,401,0.79,0.4716260000000001,3.898,0.1542125,0.79,3.893905,2.09,0,-0.85462646,6.140481453,7.736521839,0,115.765,6000,6000,0.242,32.21,67.55,68.3,76.5,6.05,8,301.6,70.94,1,1,0,0,0,0,0,0,1,1,6,0.241,36,343,348,344,451.7,2177.277968961293,59.42 +Ba,56,222,293,39,137.327,1910,9.6,5540,215,196,161,149,215,3.5,268,0.89,0.14462,5.211,0.1586786,0.89,5.211664,7.12,0,-1.92352226,5.028899311,6.336016099999998,0,63.59,3000,2300,0.204,28.07,62.88,142,179.1,5.02,14,1002,38.16,0,2,0,0,0,0,0,0,0,2,6,0.192,18,268,303,307,370.3,1620,39.7 +La,57,187,284,22.5,138.90547,3730,28,3730,207,180,139,139,195,6.15,210,1.1,0.47,3.775246255240583,0.163142,1.1,5.5769,6.2,0,-4.927546185,4.194456026,5.28468344,0,36.8975,9500,3100,0.195,27.11,37.42,402,431,3.75,33,1194,22.39,9,3,9,1,0,0,0,0,0,2,6,0.197,13,243,298,278,352.2,2475,31.1 +Ce,58,181,282,21,140.116,3699,22,3480,204,163,137,131,185,6.7570000000000014,200,1.12,0.65,5.630338323755352,0.1676099999999999,1.12,5.5387,5.46,0,-4.77656965,4.207394381,5.300984746,0,37.24,9500,3100,0.192,26.94,34.47,398,420.1,5.16,32,1072,20.69,22,4,9,1,13,1,0,0,0,2,6,0.205,11,242,288,274,355.6,2100,29.6 +Pr,59,182,286,20.8,140.90766000000005,3785,29,3760,203,176,138,128,185,6.773,190,1.13,0.962,4.386020023827503,0.1720799999999999,1.13,5.473,6.89,0,-4.77382996,4.14761076,5.225662103,0,35.675,9500,3100,0.193,27.2,34.5,331,356.9,3.67,31,1204,20.8,11,5,0,0,11,3,0,0,0,2,6,0.192,13,240,292,273,360.6,2280,28.2 +Nd,60,182,284,20.6,144.24200000000005,3341,32,3560,201,174,137,137.05748860574346,185,7.0070000000000014,212,1.14,1.916,4.3973037627711085,0.176539,1.14,5.525,7.14,0,-4.76235134,4.1138142,5.183081107,0,34.81,9500,3100,0.19,27.45,34.2,289,326.9,3.66,30,1294,20.59,10,6,0,0,10,4,0,0,0,2,6,0.205,17,239,295,273,357.5,2330,31.4 +Pm,61,182.8087683408777,283,25.18470419572556,144.91276000000005,3000,33,3340,199,173,135,133.45593023473418,185,7.2,212,1.13,2.898469498504882,4.870969221938037,0.1810032,1.0881051558304218,5.582000000000002,15.648727699466406,0,-4.744621343,4.075342789,5.134610166,0,33.8425,9500,3100,1.2146773780683917,26.298686209962653,33.67,298.1798180960184,320.2291025668391,4.547807047336407,29,1441,20.23,9,7,0,0,9,5,0,0,0,2,6,0.185,15,238,293.2335142817756,272,354.7,3933.2791903045054,30.1 +Sm,62,181,280,19.9,150.36,2064,38,3130,198,172,134,131.3783491946497,185,7.52,194,1.17,2.5594132713429483,7.185921925889902,0.185468,1.17,5.6437,8.62,0,-4.713379635,4.050607032,5.103445064,0,33.23,9500,3100,0.196,29.54,33.14,165,206.7,9,28,1350,19.98,8,8,0,0,8,6,0,0,0,2,6,0.18,13,236,290,271,352,2130,28.8 +Eu,63,199,280,28.9,151.964,1870,8.3,2940,198,168,134,127.86562751662338,185,5.242999999999999,187,1.19,0.8640000000000001,6.999500538925008,0.189935,1.2636250910197395,5.6703800000000015,9.21,0,-1.82958684,4.177811939,5.263713205,0,36.46,9500,3100,0.182,27.66,48.53,176,177.4,4.61,18,1095,28.97,7,9,0,0,7,7,0,0,0,2,6,0.176,14,235,287,294,349.3,2865.150654807972,27.7 +Gd,64,179,277,19.9,157.25,3539,38,2340,196,169,135,132,180,7.9,159,1.21,3.0758450174937475,6.397738402,0.1944,1.2,6.1498,9.67,0,-4.65442131,4.002082249,5.042307669,0,32.05,9500,3100,0.235,37.03,32.98,398,397.5,3.64,27,1586,19.9,16,10,9,1,7,7,0,0,0,2,6,0.23,11,234,283,271,336.8,2680,23.5 +Tb,65,180,276,19.2,158.92535,3296,38.7,2590,194,168,135,128.54546604187263,175,8.229,172,1.13,1.165,6.901183252913362,0.198863,1.3006064486624138,5.8638,10.15,0,-4.629217697,3.988997542,5.025821971,0,31.73666667,9500,3100,0.182,28.91,31.95,389,388.7,3.6,26,1629,19.3,5,11,0,0,5,9,0,0,0,2,6,0.183,11,233,279,270,345.1,2620,25.5 +Dy,66,180,275,19,162.5,2835,41,2430,192,167,133,126.21530797457152,175,8.55,165,1.22,0.352,8.239109453254677,0.20333,1.22,5.9389,11.35,0,-4.601554453,3.968079278,4.99946661,0,31.24,9500,3100,0.173,28.16,31.6,291,290.4,3.59,24,1685,19.01,4,12,0,0,4,10,0,0,0,2,6,0.173,11,231,287,290,342.8,2710,24.5 +Ho,67,179,273,18.7,164.93033,2968,40,2280,192,166,133,131.5972348614607,175,8.795,159,1.23,2.548944836284661,8.133434469,0.207795,1.23,6.0215,11.76,0,-4.577416877,3.946510119,4.972291172,0,30.73333333,9500,3100,0.165,27.15,31.11,301,300.6,3.58,23,1747,18.74,3,13,0,0,3,11,0,0,0,2,6,0.1639999999999999,16,230,281,267,340.9,2760,23.6 +Er,68,178,272,18.4,167.259,3136,44,2150,189,165,133,125.64951571191013,175,9.06,153,1.24,2.2370049719458454,7.650297997235955,0.212261,1.24,6.1077,19.9,0,-4.563633745,3.940150647,4.964278739,0,30.585,9500,3100,0.168,28.12,30.67,317,316.4,3.56,22,1802,18.46,2,14,0,0,2,12,0,0,0,2,6,0.168,15,229,283,267,339.1,2830,22.7 +Tm,69,177,271,18.1,168.93421999999995,2220,45,2020,190,164,131,115.12901022793804,175,9.321,147,1.25,1.029,10.020757296138836,0.2167244,1.25,6.18431,16.84,0,-4.47387849,3.905274476,4.920337518,0,29.78,9500,3100,0.16,27.03,30.14,232,232.2,3.54,21,1818,19.1,1,15,0,0,1,13,0,0,0,2,6,0.16,17,227,279,267,337.4,4494.936929028448,21.8 +Yb,70,194,277,24.8,173.045,1466,31,1910,187,170,129,122.0090125707488,175,6.9654,140.7,1.26,-0.02,9.358341814417448,0.22119,1.439019318779844,6.25416,7.66,0,-1.47410408,4.0864514110000005,5.148606152,0,34.12,9500,3100,0.155,26.74,41.17,159,155.6,5.49,17,1097,24.84,0,16,0,0,0,14,0,0,0,2,6,0.145,39,226,280,279,335.5,1590,20.9 +Lu,71,175,270,17.8,174.9668,3668,48,2020,187,162,131,131,175,9.8404,148,1.27,0.34,6.455,0.22565,1,5.42586,18.65,0,-4.52300002,3.864860763,4.869419431,0.0022471,28.865,9500,3100,0.154,26.86,29.52,414,427.6,3.51,20,1936,17.78,9,17,9,1,0,14,0,0,0,2,6,0.155,16,224,274,265,364,4119.860704439106,21.9 +Hf,72,167,264,13.6,178.49,5470,110,1040,175,152,128,122,155,13.31,109,1.3,0.014,6.83,0.229987,1.3,6.825069999999998,27.2,0,-9.954299335,3.541014105,4.461398209,0,22.2,3400,2600,0.144,25.73,22.42,575,618.4,3.2,50,2503,13.44,8,18,8,2,0,14,0,0,0,2,6,0.146,23,223,263,253,314.1,3010,16.2 +Ta,73,149,258,10.9,180.94788,5698,200,887,170,146,126,119,145,16.654,88,1.5,0.322,7.93,0.234581,1.5,7.54957,36.57,0,-11.85139954,3.309248619,4.169391995,0,18.12,2300,4800,0.14,25.36,17.65,758,782,3.31,52,3269,10.85,7,19,7,3,0,14,0,0,0,2,6,0.14,57,222,253,243,317,3400,13.1 +W,74,141,253,9.53,183.84,5930,310,757,162,137,120,115,135,19.3,75,2.36,0.81626,8.67,0.2390504,1.7,7.86403,52.31,0,-12.95880062,3.1781057510000004,4.004162334,0,16.05,7000,4300,0.132,24.27,15.85,824,851,3.16,55,3680,9.47,6,20,6,4,0,14,0,0,0,2,6,0.133,170,218,257,239,309.6,5174,11.1 +Re,75,137,249,8.85,186.207,5900,370,663,151,131,119,110,135,21.02,65,1.9,0.15,9.46,0.2435164,1.9,7.83352,34.08,0,-12.41702777,3.083225384,3.884620563,0,14.655,3300,3300,0.1369999999999999,25.48,14.71,704,774,2.76,58,3453,8.86,5,21,5,5,0,14,0,0,0,2,6,0.138,48,216,249,237,295.4,4700,9.7 +Os,76,135,244,8.43,190.23,5300,284.8478670845983,584,144,129,116,109,130,22.57,57,2.2,1.1,9.78,0.2479845,2.2,8.43823,57.85,0,-11.22070399,3.043082054,3.834043137,0,14.09,5500,9100,0.13,24.7,13.8,738,787,2.74,63,3327,8.42,4,22,4,6,0,14,0,0,0,2,6,0.131,88,216,248,235,312,4940,8.5 +Ir,77,136,233,8.54,192.217,4403,320,522,141,122,115,107,135,22.42,51,2.2,1.5638,9.96,0.25106,2.2,8.96702,41.12,0,-8.84851145,3.051696628,3.84489682,0,14.21,5500,9100,0.131,25.1,13.88,604,669,3.84,66,2683,8.52,3,23,3,7,0,14,0,0,0,2,6,0.133,150,213,241,236,284,4825,7.6 +Pt,78,139,230,9.1,195.084,4100,230,470,136,123,112,110,135,21.45,44,2.28,2.128,10.16,0.25691,2.2,8.9588,22.175,0,-6.02850968,3.108612885,3.91660681,0,15.02,5500,9100,0.133,25.86,15.1,470,565.7,3.92,68,2045,9.09,2,24,1,9,0,14,0,0,1,1,6,0.133,72,213,229,239,275.4,2680,6.5 +Au,79,146,226,10.2,196.966569,3080,220,427,136,124,121,123,135,19.3,36.1,2.54,2.30863,11.33,0.26137,2.4,9.22553,12.55,0,-3.20969261,3.220442052,4.0575027310000005,0,16.7,1100,1000,0.129,25.418000000000006,16.96,340,368.2,4.08,70,1337.58,10.21,1,25,0,10,0,14,0,0,1,1,6,0.129,320,214,232,243,329.3,1740,5.8 +Hg,80,157,229,14.8,200.592,629.73,25,268,132,133,142,114.77421021108783,150,13.546,33.91,2,2.2256767429313045,10.44,0.1689999999999999,1.9,10.4375,2.295,0,-0.250105562,3.695665057,4.656246199,0,25.23758621,5500,3100,0.14,27.983,23.82,58.5,61.38,2.99,74,234.28,14.09,0,26,0,10,0,14,0,0,0,2,6,0.138,8.3,223,245,253,270.5,1407,5.02 +Tl,81,171,242,17.2,204.38,1730,43,509,145,144,142,150,190,11.85,51.7,1.62,0.377,12.640390033061689,0.173447,1.8,6.108194,4.142,0,-2.27267753,3.775558738,4.756905929,0,26.91,6500,6500,0.129,26.32,28.53,162.4,182.2,3.46,78,576.6,17.22,5,27,0,10,0,14,5,1,0,2,6,0.128,46,196,247,259,434.7,818,7.6 +Pb,82,175,249,18.3,207.2,2013,46,534,146,144,135,137,143.46626849657218,11.35,47.1,2.33,0.35674316,10.97,0.177911,1.8,7.41663,4.774,0,-3.62902961,3.830865877,4.826588558,0,28.11,2700,1800,0.13,24.7,30.32,177.8,195.2,4.95,82,600.65,18.26,4,28,0,10,0,14,4,2,0,2,6,0.159,35,202,260,274,429.7,1260,6.98 +Bi,83,170,250,21.3,208.9804,1883,31,513,148,151,141,135,160,9.747,50,2.02,0.942362,11.9,0.182377,1.9,7.2855,11.106,0,-3.9736944,4.039197959,5.089070533,0,32.95,5300,6000,0.122,25.52,35.38,172,209.6,4.75,87,544.5,21.31,3,29,0,10,0,14,3,3,0,2,6,0.124,8,207,254,266,437,1790,7.4 +Po,84,176,250,22.7,209,1235,75.79360663772891,424,140,145,135,129,190,9.32,46,2,1.9,13,0.186842,2,8.414,10,0,-4.039348349,4.2628217180000005,5.370818814,0,38.73125,4272.8847625248745,3871.1807734344734,1.5100478221077878,27.06603795297699,37.38,102.9,214.7722146522903,3.35,91,527,22.97,2,30,0,10,0,14,2,4,0,2,6,0.125,20,197,214.2720439,259,470.9,3106.8520082312248,6.8 +At,85,147.66493308192835,247,20.93191635,210,610,63.40060618146543,351,150,147,138,138,128.37076708006816,6.052295854647455,43,2.22,2.8,14.1,0.19131,2.2,11.146514808330748,11.053309314762744,0,-4.039348349,4.2628217180000005,5.370818814,0,38.73125,4650.134553398682,3891.224606,1.9408481881021475,28.099651043050503,39.49,63.476487683675536,175.03449727028362,4.945939271355963,96,575,19.275340383131063,1,31,0,10,0,14,1,5,0,2,6,0.9682251935002202,2,202,203.0523628,251,475,3852.278359010672,6 +Rn,86,150.17554663324086,243,22.895519852322828,222,211.4,56.49968798222711,408,150,142,145,133,135.15418360324577,4.4,33.18,2.43,1.929331299518276,15.4,0.195772,2.043894281034416,10.7485,7.728805587905447,0,-4.039348349,4.2628217180000005,5.370818814,0,38.73125,3952.462218900385,3551.1338784876725,0.094,20.786,41.71,18.1,119.78468086302148,4.960327852362658,6,202,50.5,0,32,0,10,0,14,0,6,0,2,6,0.094,0.00361,220,240,243,476.5,2710.612715,5.3 +Fr,87,174.67381091025368,258,29.45258293,223,950,72.52774081,1953.8697729113464,260,223,218,133.37635277162985,165.39862497314596,5.4737977422451936,311.5,0.71,0.486,9.523200702,0.08731,0.7,4.0727410000000015,7.297893185125186,0,-4.039348349,4.2628217180000005,5.370818814,0,38.73125,5016.385914847841,3155.9720118300065,1.4433292758816154,31.20169117254789,79.69,55.17810083,142.9444811480133,5.319359140204623,7,300,30.61743959697888,1,1,0,0,0,0,0,0,1,1,7,0.8644909270030874,69.93748068864515,348,247.96004417539825,364,490,2864.360861,48.6 +Ra,88,170.25536006259154,292,45,226,1413,80.25391693552058,1959.613051029805,221,201,173,159,215,5.5,242.8,0.92,0.1,10.311502720091198,0.09789,0.9,5.278423,7.7,0,-4.039348349,4.2628217180000005,5.370818814,0,38.73125,4798.615715798005,3678.2198103718592,1.4188245896488405,26.96763440871296,68.22,113,159,4.8936975663750495,13,973,41.09,0,2,0,0,0,0,0,0,0,2,7,0.12,19,283,248.93342659570223,327,367.7,4596.620587214259,38.3 +Ac,89,188,293,22.54,227,3470,109.79929913724352,2178.5907387106868,215,186,153,140,195,9.756749057607085,217,1.09,0.35,8.039883612,0.10033,1.1,5.17,12,0,-4.105002298,4.465163104,5.625752986,0,44.5125,6777.447303608536,4454.3839340231925,0.12,27.2,37.45,292.9,406,5.31,48,1320,22.55,9,3,9,1,0,0,0,0,0,2,7,0.7167260311372583,12,247,280,308,347.8,3633.6429533514142,32.1 +Th,90,180,289,19.8,232.0377,5060,54,2513.278129411477,206,175,143,136,180,11.78,217,1.32,2.918971078,5.619315078592641,0.10277,1.3,6.3067,13.81,0,-7.41254306,4.015357627,5.059033597,0,32.37,7607.018786583178,4738.331772,0.118,27.32,32.86,513.7,602,5.08,47,2028,19.8,8,4,8,2,0,0,0,0,0,2,7,0.113,54,245,293,274,339.6,2490,32.1 +Pa,91,161,285,15,231.03588,4300,145.39968415729626,2039.2993260116327,200,169,138,129,180,15.37,171,1.54,2.8854561436672483,6.557193021169397,0.12149,1.5,5.89,12.34,0,-9.49741247,3.692852039,4.652702018,0,25.18,5931.480789984743,4534.898530950532,1.345172425630971,23.74970846059329,24.94,481.2,563,3.92,46,2113,15.18,21,5,9,1,12,2,0,0,0,2,7,0.121,47,243,288,264,342.4,5621.547555197077,25.4 +U,92,138,283,12.5,238.02891,4018,100,2491.2925796833915,196,170,134,118,175,19.05,137,1.38,3.1122827864312685,5.594914253258307,0.13207,1.7,6.1941,9.14,0,-11.29233996,3.42137628,4.310663995,0,20.025,8060.265334376807,4021.325326531181,0.116,27.665,21.18,417,533,2.85,45,1405.5,12.49,20,6,9,1,11,3,0,0,0,2,7,0.115,27,241,271,252,339.5,3155,24.9 +Np,93,130,280,21.1,237,4175,124.10171437499952,2398.576467126777,190,171,136,116,175,20.25,167,1.36,3.3806706089890177,6.515828492467341,0.14265,1.3,6.2657,3.2,0,-12.94031436,3.329442683,4.194834921,0,18.45375,7658.348670665212,4222.775527100202,1.5253004652649702,26.765374201505807,19.22,336,464.8,4.72,44,913,11.59,19,7,9,1,10,4,0,0,0,2,7,0.5433882247927018,6,239,282,252,342.4,2999.089591906873,24.8 +Pu,94,151,278,21.156594145943878,244,3505,90.47093767858264,2294.423314692323,187,172,135,135.25165046603215,175,19.84,165,1.28,2.841452898837058,6.637731448040938,0.16137,1.3,6.026,2.824,0,-14.32663431,3.306811764,4.166321749,0.318003638,18.08,7747.714809,4069.620140952939,0.9880769883438824,27.86135997993675,20.04,343.5,345,4.221422036325316,43,914,12.29,8,8,0,0,8,6,0,0,0,2,7,0.6460768544404771,6,243,281,252,342.4,2260,24.5 diff --git a/src/elementembeddings/utils/config.py b/src/elementembeddings/utils/config.py index b6351b1..895a616 100644 --- a/src/elementembeddings/utils/config.py +++ b/src/elementembeddings/utils/config.py @@ -12,6 +12,7 @@ "skipatom": "skipatom_20201009_induced.csv", "atomic": "atomic.json", "crystallm": "crystallm_v24c.dim512_atom_vectors.csv", + "xenonpy": "xenonpy_element_features.csv", } CITATIONS = { @@ -144,6 +145,7 @@ "journal={arXiv preprint arXiv:2307.04340}," "year={2023}}", ], + "xenonpy": [] } ELEMENT_GROUPS_PALETTES = { From dd01d9f48985b8e79ff5fb90c4928e4529b4f80c Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 18:30:34 +0100 Subject: [PATCH 02/10] Add description of xenonpy descriptors to README.md --- src/elementembeddings/data/element_representations/README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/src/elementembeddings/data/element_representations/README.md b/src/elementembeddings/data/element_representations/README.md index 839b021..40c2327 100644 --- a/src/elementembeddings/data/element_representations/README.md +++ b/src/elementembeddings/data/element_representations/README.md @@ -164,3 +164,7 @@ The following paper describes the details: ### CrystaLLM The following paper describes the details behind the crystal structure generation model which uses large language modelling: [Crystal Structure Generation with Autoregressive Large Language Modeling](https://arxiv.org/abs/2307.04340) + +### XenonPy + +The XenonPy embedding uses the 58 features which are commonly used in publications that use the [XenonPy package](. \ No newline at end of file From 7f74d117a7eea46fb2d67b05d1afc264270e92b4 Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 18:31:10 +0100 Subject: [PATCH 03/10] Add xenonpy and crystallm to docstring in core.py --- src/elementembeddings/core.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/elementembeddings/core.py b/src/elementembeddings/core.py index 7c3b12d..3043ab0 100644 --- a/src/elementembeddings/core.py +++ b/src/elementembeddings/core.py @@ -58,6 +58,8 @@ def load_data(embedding_name: Optional[str] = None): | Random (200 dimensions) | random_200 | | SkipAtom | skipatom | | Atomic Number | atomic | + | Crystallm | crystallm | + | XenonPy | xenonpy | Args: From ea58e830f6ad859a4fea2c49786f58f65db42b75 Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 19:26:39 +0100 Subject: [PATCH 04/10] Add xenonpy citation --- src/elementembeddings/utils/config.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/elementembeddings/utils/config.py b/src/elementembeddings/utils/config.py index 895a616..c93a250 100644 --- a/src/elementembeddings/utils/config.py +++ b/src/elementembeddings/utils/config.py @@ -145,7 +145,7 @@ "journal={arXiv preprint arXiv:2307.04340}," "year={2023}}", ], - "xenonpy": [] + "xenonpy": [], } ELEMENT_GROUPS_PALETTES = { From cfa197a93037ae9cab52c521d46d8b30e12bf9e7 Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 19:26:51 +0100 Subject: [PATCH 05/10] Update composition.ipynb --- examples/composition.ipynb | 93 ++++++++++++++++++++++++++++++++++---- 1 file changed, 83 insertions(+), 10 deletions(-) diff --git a/examples/composition.ipynb b/examples/composition.ipynb index c10c2d7..5c652a8 100644 --- a/examples/composition.ipynb +++ b/examples/composition.ipynb @@ -3,7 +3,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.159344600Z", + "start_time": "2024-04-10T13:43:19.758896800Z" + } + }, "outputs": [], "source": [ "import pandas as pd\n", @@ -31,7 +36,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.215488400Z", + "start_time": "2024-04-10T13:43:50.156342800Z" + } + }, "outputs": [], "source": [ "CsPbI3_magpie = CompositionalEmbedding(formula=\"CsPbI3\", embedding=\"magpie\")" @@ -51,7 +61,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.296525Z", + "start_time": "2024-04-10T13:43:50.202493200Z" + } + }, "outputs": [], "source": [ "# Print the individual element feature vectors\n", @@ -69,7 +84,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.299527900Z", + "start_time": "2024-04-10T13:43:50.231493Z" + } + }, "outputs": [], "source": [ "# Print the composition and the fractional composition\n", @@ -88,7 +108,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.318038500Z", + "start_time": "2024-04-10T13:43:50.248490700Z" + } + }, "outputs": [], "source": [ "# Print the list of elements\n", @@ -134,17 +159,42 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.321038700Z", + "start_time": "2024-04-10T13:43:50.259499Z" + } + }, "outputs": [], "source": [ "# Print the mean feature vector\n", "print(CsPbI3_magpie.feature_vector(stats=\"mean\"))" ] }, + { + "cell_type": "code", + "outputs": [], + "source": [ + "print(CompositionalEmbedding(formula=\"NaCl\", embedding=\"magpie\").feature_vector())" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-04-10T14:00:36.864604100Z", + "start_time": "2024-04-10T14:00:36.792600400Z" + } + }, + "execution_count": null + }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.484568800Z", + "start_time": "2024-04-10T13:43:50.273490Z" + } + }, "outputs": [], "source": [ "# Print the feature vector for the mean, variance, minpool, maxpool, and sum\n", @@ -171,7 +221,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.511108300Z", + "start_time": "2024-04-10T13:43:50.292507700Z" + } + }, "outputs": [], "source": [ "formulas = [\"CsPbI3\", \"Fe2O3\", \"NaCl\"]\n", @@ -182,7 +237,12 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.640635200Z", + "start_time": "2024-04-10T13:43:50.336039400Z" + } + }, "outputs": [], "source": [ "df = pd.DataFrame({\"formula\": formulas})\n", @@ -196,10 +256,23 @@ "We can also calculate the \"distance\" between two compositions using their feature vectors. This can be used to determine which compositions are more similar to each other." ] }, + { + "cell_type": "code", + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-10T13:43:50.642632100Z", + "start_time": "2024-04-10T13:43:50.429571500Z" + } + }, "outputs": [], "source": [ "print(\n", From 98bfcce3b6cdd09045ade0b5b20c03e9cada619a Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 19:43:36 +0100 Subject: [PATCH 06/10] Update baseline images --- baseline/test_dimension_2d_plotter_pca.png | Bin 0 -> 75020 bytes baseline/test_dimension_2d_plotter_tsne.png | Bin 0 -> 100058 bytes ...t_dimension_2d_plotter_tsne_skipspecies.png | Bin 0 -> 46796 bytes ...t_dimension_3d_plotter_tsne_skipspecies.png | Bin 0 -> 81628 bytes 4 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 baseline/test_dimension_2d_plotter_pca.png create mode 100644 baseline/test_dimension_2d_plotter_tsne.png create mode 100644 baseline/test_dimension_2d_plotter_tsne_skipspecies.png create mode 100644 baseline/test_dimension_3d_plotter_tsne_skipspecies.png diff --git a/baseline/test_dimension_2d_plotter_pca.png b/baseline/test_dimension_2d_plotter_pca.png new file mode 100644 index 0000000000000000000000000000000000000000..0721c1dae7ead73a7fc50f7ec2f719bb2119ed85 GIT binary patch literal 75020 zcmeFa30ThiyFU7wXD!RLA_*m=q9o1cydgBwjMAuRRvOkaEu!)!DJnE*4o%W%tfW$@ zG^2T@dG6d#mi*2>d!PUQUuW;@oO50Ky?z$e+xPtrpU?B$&wby|^SgRjUUuH>WwRL! z#ysY}-3koG^z97B)WlGG0QziEfvj9S=t;o*JB(!Zh6MU%+kd01edj* zxrL#bsjz^kz~+ry29}m*EW`x`Pfxr-z|34%rkGy9HNFc@sd>CdDPnMa0< zNel*a_YNi7d##l=8bx(uW8WLZT32y>*}mhfzM;>vv!D0ztFCo@E%na)w%%T!JIlNi zb2Zke_hYfCTtEMv zUjLi(&wn%i=NJCxF8$Ba_@Djo-xoD9RdjU&=T5&cz_)g7y=&g<*ROSL*9r*<<+V^i zb1wf8y&fCp=jXG(ywlidVC+Rd;9B`fJ!w2l#b=b4t9$Ss+UleouENi!G6moLe0=wK zpyMhzXKULSSE3bT%}#ITJi+njH2f`jF}45eoH&F0oo}u!_PB82!tBKx0-c>1aYjXQ zC*NMrFOAW+*pjF3@37Y1-oER*g0F;)ikzHWyp8j4pZray(E-^Q{k-CZha^|&>+3J( zS5tBr?9Oj0e8gXTSMuCbam&X0a-JKqGBPqWhVZ5bs@e|9yodbWZ>rMS6vFga%UuBHDM~KsrgjdcSv~(YHP{M%Wu$5O|EhpbMQV8%rO#yY%r4l#u!n~tqcPW|7G&tn(b{p87$!M23z*z*JC7S;IyvORB?n>7yhv@Dab zZq+QAgA3xaACF1tyH3@=_pX;Ii8!Wsx-9l4_Xtj4{8#n!{3LR}SARSC>G5%&t*3qF zPJg9Y5~G*BB+jsKuZYpd55HeKM(yQKeR7OT-+Kd_DmQ4j4G@d=i zij?=042@15lskL&>~qT|)?QbRP!Z$eea{n5);8t`4EEQ!!)IXgQ! zmVkC@gmqh)_bWCmo1Vt}U5<{9YH>!My&ctpOtoa&C!7x5M=o8uq&FylD^|g6P{NYU z@t4uo&%Jk(`^Iunc~Zd?@RSsbOw z$L#FsDasa1+t_rfzq3T!Db%PatZ!JD_PWkh2K{B5xy7{NC~g|dvTJFtRrALq1D$os zPfqM9id0v%YAMd?{UaR9F zjLOcPf5o3J5614p_ThQ8f}<|ms|3$NDO4fIq~S?SjH0)YUVDq?oZ=(JI_j?|$jyPjqqK|w)g!Obvuo>+$=>&jA z-Dar+!K>G-p_tcoM>EM9EY?GJ_usIYoBUdi#Twik$ZKk9qMb8f zf8oXb^z`ja(T=r=JlG$2;GTFkc$7UoCEEI8V@|uS8ka;JyFP37Y@snRe*T00j)S2C zLxF+Z4!EfLjyX#OOy>VdXD0cqpLZYrPT#e5%NC`ETwle);DgFfb(xFTE9|B~^_!$_ z+^ZcdNlD2?ix&q?pSP^>!-HLj{|ZCBZE=nxb|R(~{ZTE)9_##>>n{_HvpQY*T)En5 zEG01-7gS&KXoGTC;HxWa`&n4o;ghCJ57EtHsU=xQT6a|W)(s;nu%|k;L?*q`qUV+FXB8784&=ZzC`p?}x zY+@3TI@lb(aj5!ySB{ClphDo^TThn-(plq_ih5c~ih>U=KV9+cNKbQ7Qn*@KtYHA+ z*inuky5t-m5x!jqj~qE7$7CL{vwL2j=P%e)pRZ7vWK+W8*)QaqhJYBR9De(pYIdr_ z5S=lz;Qo#aA0v(lBjy=l;TV<2M+#^qhkX2~#INz}!-**Dhf!CV<#emrrn{#9m2+p? z*@pPdn=Tsg!OYj zW~_9I;PtcJiJaK^{rizkBA@u$PFiCb_v z`h7ES@`tzoabT@SR@oj#UrTM42QHR{Yo0uLvgPOWNfy<(c}me*Qp!;p#{`qV{YA-z zO}c;kL7y%8$Ze5FMX(-Utw;6*l-TU#)cR@jw5d~%MswlFjICGKJl0vLW#1-3p$^-W zT_EFD;N!=e77J(`1u*LT_RXCeZ#PJHo>cbiY=By5_xGB|hd(CRW1JMhk1}t$maP>18s<>wZA`GAX;*du`%;!H{vq@|^c1!l0Vn*7_MeOK647LSeg z$sF{TmU^{WMbxz7Fp?hfVeOYM$E63Gi;o;lkg%w~E_Z9)&AMgSFSvE~?Muf`9J_J% z?TyDCe)w?M*z3&pBh#18(!>|5&tj=#EWSn=%a(}aYQ_R6H9 zL<@ZjCtO!=Te;VRwlq`UJt?|bzhi-jl~hlPuklpX%8xZHjL@9UdFH(Q8Q$}I-4~vh z|M}Kn zc=q2mpnIzn;?8Y|4T$}t^hnXz8o2)1wg28{`Tpx% zy#4on{+amt(Kap4;+^7j@{L)}e8o6i@W{BUff!>PF>+CO!mez~z1Q8o0+ zT+_<<^Wari*WB0?1dzd|NB*4&fBg6v!@213l&OsNLTpE~w%-pkzKOl?{l>mS{+rm( zKR>^o^zFVduz*LL3xjjFeP6q>j?R5#+gF#gejF-Y^J|~+rBuFE(=!J9Jmc;)XAB(!QP6EXIhTsuouRdt1= zt^03N*|v;BH@u0<>&@G@%?NU8Pj#nKaGk4ao0*PFbF|rSR0TZk~TWHzuIvqQhKm)%?cb4s36`tlwrd7NijJ~ z+H^M_!97vNkBV>etJk))+i z$;nAfObh@^Zt(L3HZWxGyWYHhovE{Fosdw$34Y)SfV!@}FJHa@k0OYreZ-EWdhw<# zXa3{kuPkfc-l!Pa!N?SCB`%L%?hVBe#{xR*vcu(l#l;-giijxltH&!{m_D!j#f+7i zMMcVhM{Q+sg{UuzqP1m|qqQ^#vm;$TCm^&?v(*b7%DHM zN4g8`{T4d+Ot5d6ie7@+#i%NKP@JiCzsbnp6A>vIPPu#cu7-vNH;^l{`D3WZ>eZ{? zkMOBReMFJ>Xx75DjgbjeEbe*Bw(Rp2w<@^KF1*F|n+`U1yI=E0#o+5IQ5uGRg|A-i zvZ#NbZycQxj8ys6uYRhI)Q{2_SIKoqGxhv2R&9H`Y5r0Uj)>KJuH8wK9{%=f?ucMY zx5DL)l1O!40OWZq#JB7k`g_3|+}l`WR{JQ65BGPlr>;azb?zWz8k@v+x@maThVHyH zo5}ip;X?kw`dr^|oNi-9q6Nj!%hITo1_lQ73?v+fpCP;+_v^Zi!sG5xhw`P_i-pc> zBOtQh*o#M3(RGgzapmVu+wRxd-F+)MI(k0GHl2K%7J2vgJE!yV^0MFPv;OPmVq(=OqwX_~=jzK99X@Y_LVpB8{7J zYC(>~UQ@5i`8NUL^!rCMZ?2I$bVzmk_H>7$x#{BL$ZPzv5`m!K;i*%Jm1xnhaq!?; zMc4Xs_1^lo0C-We>l^rwm!B8>90v`VtSeWpAZT=>R@VPR6gA(*hS83ZHGqCBZd}{! zC9diJ5H0QvSj_kHWX3e`Cz;?Rk_%wqL9DL~*A<0;SONk024@>GoT$1c6rpaG5`@G? zZ(1&DO0}EF`TjF_@VS!lPGh5X9VvYu)0~`&P%INvoxei-R$T>-rI=*h_AyME?{syl z=Kk9ok0h8@DxpZ%7!qS-%8b`Abg7+tfPJaJH-2|(JzgrN}rB@A=7Fb5-BsQxzyb8De_%`gJ8; zUEN@Z_V#ukajURkd0(G44gmoH9~q}qz*zqWQsFi6*A}gRh`MLcHEz*mk_^Uw;;{eQzi{~T z#Vc2`5w^s|%gTZnw%aFCL#74M2>#LzO7SMg5}!TG#J0x$FG4Jf0suL7-R=7ITQ77D z<2H>hos+)yS7;H&Ix}hqRjin;C#h%JpCNliXH;f^8xhNoNl|#n>R0$ zaZCpL5NlMl!R6a7mbi6mh+$#ydQ^CbMl77pV#FwEhrxX;K+823Ug(ToyL$D>otnF5 zsYeitDXW>8nbA2Ho{ZyOFCZXKB`DJF#-&S_qJ{}O7ITVL^qWuRZePkCAHVR|g$s2} zP3v(a&MuHdA*ajZL06#I^tiTEFbZsd5l~!Tzv2{k^-q)j*|10RalUcDZ@yv{Z!2!Q zyWa z-)%21F9hgNK*DfT>Ge;vw6xg$e32qmBGrOGErp(~c{^C=rQMA`Mq{HR;0gUve!oBI zhWh^VXB|Yz5Wq}4R?jG{lrT!xSP(uEHc`{({-JZETD1Cn0GORdV5ef79AR{3!R2|& zKO!t5^@X5(-Eiz_;McETiRj4j7M4Ak;hK`RlFNB$=g%#8l!-bKl$QUh>(44FJ(ZiK zg(4p&noBA>M)#pwl4H@sY}*kGjngr^m1PTnT3-k^nZ9Z`-z`K-9|k4W)>qPv#m& zs3*v`6h|t86cUQf!@>buaLv_K1@~8|8yM@l0@b&A7{Q8<23)PNETz$V*_wR_27cX8k$b}XVCy7F8Tr*&$yW4w%_jW(Zf!5vLwK(vN?DSaIdRTE#y#qHVu_r6Y|Z+eo;k zhy?Gx`nyfsTc?hxH%&Q1$Jw6xc$cMuax9_?08RA7v`?IPxJMmDf$)kU6x@a&2YiI| zt|8RlM|P8AO`bAkF;L4RKf4VXbeU&==2ab@sHmtggq--3&Bc*?s;VWE6SaVfxQRW? zwblSr{V*Vahq+_Nj>M08g@~(x$ozIi>8Wo{QGG zy2T^kGgcZE2HzMR?#h!qx0E3^Az&W8ns1fmYQ{iP#O7}54&aRa(A*=^2NxM3^Hu|Q^B(eUm_1NQtFYp6)1;PKcjyQI~h=^8f2+-URjn!Yq2Kw;$K=PG?glD0@PHfWr9w*{ybZ*|(LC9=)TWpzsmP z>wwK}tka#ZF3 z14|mNwk!0{9pUq7r-a^{_^YT~BRua~L*q%hxw9_4eB? z&t*R$o!e|mw3$&^Y$$HSBX42-Fl_P8&d!1?4_?~wO$Z-E8DCq%?-MY9JwuOw{knDg zCQX_In(`wkg>F2|P|!!HbXuf}W^vg}j)#8=Jf8c?MgIfGC;^f?R+wcM(fL z&mIpDW&8aFYxWxSfBS;yoBd4#@e@_M5aO!*&6_vr61hWBzx8oA_YVvh=J`p1PrZ%O zA{eFU0gxob(m;mTObiBYQ_lDEc&=0$gN2JkmdQ5Q0+L2y_MAC|-@d$3es<=Ieb~b7 z?VJ9c;xGUO>d_>Q@dS9-`J4T;PfzbTrViLMjBDl-9Y6m14`9UqcE11b`31>MFJHaV z+w{kx6)SunR02(G+qUgc@%0ISaJd)y7dWKaEFXl-iMs9l=CfaSBiG}9BM2nmOPp`4 z`H7I+8&F3RV|d{O7n4H1C*SiJYzNYdiUp>mORfI-PEJNBBJ;rmLQX-!kIFyV0ih}# zIB*>~E(nXx7%BobTyCLAhiamEoe~f~it5jt6F^60iH!(zj?=XxNylWuieKj#iMGh{ z53k>QR@KAggjCa*_4&DfY})?d!GmizZWN(B>#(oFGQ|VlfCUNth7|~U&;Vjkm`bD% z_@cVj)(G(R2Cx5KfZ9vJwV{6gZ})X3t}9|)yAjJy;8W;TW430?m-D<26f|92?(?ko zz8(LkAeXC&%jIhO>{yoV6=Ec3E#^~E0*Wn4vN2;8fJ92O_Y?ky`$6SU^kCNv(#)!= zs#vC%`L)k~zeIQ*fTc0WON)g9hIZ=x`&^od<~*WWbJC}{{w#4Gvp#lP@|WAo&5+m3 zjUDS#oTWC}vOcJ;;Jea5N)K2!5((VM{4Fb;4p{GcdB75+`yTO2LT3ro!B`+?_5J5>&VJE_1+w>D0r^|hf z4l?-Smhp5&%(q8>Xg4>p{kwH=&RXX@{*n=tG~K zW$?b=I2YkOJ2yA?YbhwucR;8pi2Hhl7_%2me8@F<-il|t#;n+9f3vH0=<{{ulnO(V zkpnW_l3)X109EuF;J%z(?qn~7Lkcs%00khZx0u&v9>@p^3^V|TWAx$vpLn`@`ueg~8U|@1m>x%RX z7l*ex z)22;pf|;O@IO;b`wGEKhaqyj&T_)jbq5-4d<>VX$X`w(!28TWR#2hEhNNihR!`m}! z_J?;bc9e~%SVVGg1WNCil*s8=+h7O!9)1CL3QT(atC)x*9xrr0026uo`1sTel*buA zLJhxR)v6sYUc4wvb4ue5MJ)gjSU{iwx!Jfj^CsOcyHX`I=fiZ~Kewz=qDA zf6Sep<13*$Yt}5grXa8GcYM(yMBb0?DL~vU0_smpN-_oww@modb%3lxA_gC}qvk5+ z8VDNsIDrnM8%VxJ zkawRW`k>Hz2-u#Ln=21+4v{e>5JZbH$gV+vvLf8fJ$v?Ky;x<_E;{Mk=YNlo{h4#O zZiE27V8Mc?F)@X?z7jcOz8-h(taEa5B1Y}iC1=v_AP9lHYv9mcM4~5`)AxUyp(Ead zqGl-pD3W+vk!o1D7JOO@^fgt81c{Y6O&l&Cv|U$<3OzH1^Iv~a80H%U4im9%J&NDk zGh;r-2T&lH&wXIe69sf1Pw0V>}&ux^FIu;u0<$1?;A2X|= zu32rbK(3?tnQsN3UtHj+Ol}-5Qq?X3O%6dv)RSLb1%(UCv}%e1!imedwzdJMnjeQd z_C=Hz>;A#VkGtP!4j!Aq=Bi+1^jBhKY2roK3`cR?u)|#Jk(&5t{KoIit42nLvQf}5uenHset9JuV%M`_8Hl^UyEe|( zQOPggYVrXxd?cPJ1#Qxe0ctnar=Iz;Gd1~#3bTF3Yl1(W`^?|*tPtz;>zI71S}Nt%oSi*V_dkB*dm3YLo4d5Mw235k zEIbnRN$!9q{=vQ@?Bv2C_tyRQmtP>F~Xcx_sIqlLFlE97bNoDx(LNdukm zn$oLQVEl9Mq@*OZwpG@tKD`U3YWyd*2ESO(8GCJQpFxa74JI7BeC~9*vMe8fXk;Yh z)%PDbfwi5Toh6Sg++H<-g4_ky%HLauM2Zp?>7~4^j`8^HRIc%(<67@!=@twRbOBOw zGojtYnD4QPhrpA@_R! z^|mZqyl7G2vuE3w1pq5sOg?QwA#e~# zjC@oG)LTxxo~ilVa(#w{zV(dEw!TXy5b_acNlAeEPpk;En@xp@sO5tH{(C0z`KG3( z<~BB}ICIoc1@?|MjM9l)7SVXZJj}1!N$HF1p%x{DYX?~JJVEP*8x5_7+Cl`@K3de+ z!`%epn@mA?vLOiH;WiyrtUyw{`Xu#1tWYHdRyho)feInO8R!}6WW!JnQ(}_O46&43 zTU(n7Rn*hZp$<8u6{7a}_;Al0a5x5^)BiO3^!Nc{*(0zNd|S6}ef6oo- ztDg!ln_Xd-uuiJ)tJ=&3@S=@I)f4&*oau%%_lEk ze>*mmP({QWm3i2+dbaHzhop~y!vgB$NcsMDd0&q_pGw4GC8b+b$Q`c)VmdTu$;J=B z&^c`&;!D8ehJgUlGf2bn{TzCar3|$v&7L)jj13*(YZ>gnXcyN0&`=+n&Ykfm>qqQ& zoDEI1*aB{fcci+mVQ;_@6a!ll0G`y>dNf4|?s9W+QN#+417iRpoe4Vr-EWTj6u?7} z;M8265dFgmVr3?1aThD$)Jz%frb|n;+_~E-5(_J=zkl7sf9&aQkZterd#sq47~o%S zkE}p&_rs~ilie3g2qAo%8|%L-mWp}adRS5Ba03}gxi7Dy{rpq>; zxJVwE<1eR*ZQBME`VZ(G8}4!=r5WBMJ#hgZo;~<}5xHmZL5j%nP$@+F{DJ&atHY7z zmz*9Q9cA76;&&6NmeNxvT1 z6VYWKL!Tww_D>5OQQauGHd-Zf&#E`c7HvB_hqcUpl&&f|Iy$$Po{vT~2*#`U$;k|* z-~-+gxuq%gHewPI;W(_($B>(;L+ujE5l8bYoUm7z3aDY;O9+{kCR#j-(#{*6+@FkZ zorc&o^6eGdz;gk{gb1zD^LIdsw9~_gx1NHlWO!$=a}S7#8E6drJ~({U-0t;eo3VKo zj!`x(e|3pj)EkTr4|qGK^nZ1!cPX&g0M8YyK{udU7d<HU~^A_`M zykJ^Y^yRdfzp=#Th$mXGnn76#1TF~!U46{81u{O;NC=)BvF2iaX;_MCiRM9Ml0}j| zU6p(cmHe`a3O)BX-7Gb^}6Q$~8r$rJ{a z`aT?UO>i9$(}@oZ0;O7SFk`Osy^}Kt3gY#R@mP47((C*k(ysG2d~I~s|03%cX=B_c zi_jCZVkt6Tea_vM_uj&42hqfc-)fp;6~dI%C4 zdl}IJzzuiq+!^wbfd&XxuuqfC`T9gguVo)c7F4Ap`kfMsLS(Oh0!-2ucM5t{)cYy_ zLddv3YHe%N6Y}ncQ%<*xjKX_lWwWcQr2YBqH<^H3QI9uyV$J?9;vFX=xZ5&_XYJjz z15Hg^W3--}cms>wK^W8yhlYkO83E(r#SQ6nYo3vXbEqn2uhs*2#8n9DZlIOqCFg(K?g8XSUo4mNgpR-!XF?KfsO)O`Kg z4YO4kS+>ufy-D617;gc3PW?fO`cJj$q_j#)Z<08%(>7J-WRcE^wB&%X3Y7|E)q}8_ z>qjMb!1x!m_r|g;u+0!S!_?x!p!(msbxU{i)^LgKQ5uO4$zl#)A#hD`fSYs}`G%$3 zUTscSk-TUBZhToWoM-GVD_ZnMVB7s$idV-#%@vf+{G>K( zIrJ!#Cz%{Qi4Iu!Wbh?MXN|0@?qDlS#U!{vY8Em1bQt@#fRrx?e!$Lhl#iSzP2sLg zzEhE%y&pQi5|JdZiFHXr%VGr*+XN-rkLp9$6%ufrX_EDdbSXeH$Wo39I8OV3=Bt-4 z;gDFha^*_8572nk(i~G>;+t?};y%91&)-}w2D29#5kV~Mryv3r{%cK*h~uy=b|Rb> zQ#jZDM4`@}cM1xvPIn~EJ^s2)L7u0%EV`kVQ%PZZz=QNin!S9>te@Y5IZ_Tw|+kUYQfQe9=cNq1{o-yPQZYJz*$>D0`t96qZJxcmF3ivm5 zt*}kOL7oyW#$(t~mBKP@7aE9$$NgPi-XStMz<`ZJFYH?beNo)J_HTGfg;O}BASlA+ zlhjh?d}X|Dr`xEr$J$T6^zwZCcbeUgTSuTAX~`H81c6-uSMR$1|Fd=`uz7RW$rK^s zlW*tFTPdx9b1hapBozerQ5Fm$0A9ehAK-)*PKl7@{r&gfxz}fZdtFkZN_H`LLT*pW zj1eZ|D zYa-f&lUj?WP=jfc@OLb9!R3*e6P<=g-l_;M(FE^Gr+`wHbvCK*u{KRiTD~T&B>VlvSqn+~1HGhY$3Dv8Qd)JfouzqVm_%6S;*O?tXqu~&rpadwnW+2M{rlX{SQ_Fe(VViVh;XybcvuGH;;UhD;h@3(0Apn3!k? z%2E8xXJ-OaAbdt#yRQGSc_*z_@Zd@Td*_i=7NL#|J4ERs;y3#l;{qq(ASYvbzz*wn z*ZSz>`D+kuhQ7eFPJ+wV*H?+PLmyQz7F#n+ODeGAZLw+BP>xh9k_46Xl0Gtg1 zYXq*AXh`VX+)Ofk070*YMT7WD(!l9SLXodh-sIs4uwaP#EbQ=uzhInGBuIv*LQF5j zY;IZE42j$?wY7mz`C7d8sl4OT6qx9*L$GSnv) zSo$?w+J~n$)x`rRWphre3TS*uh9SwspY*+V zPw2c895VnT>ZDFlhuzYpj|9_(6<|^+L6rlAWntGRxP6=95mgA-dxHor@;f34eL%@Z z#BroniW;`~^OGrASy^PgpbbTAJ5U(T9@eUS$YDkIcT7q^b31fdjQTR5 z98uKBI>PuJ=@ZVFPy`OrP=zlF!F2ol{J_(JA!=$v+X#fqe?*p2s}3)33%YGY5(L#^_p!EspR#~x1!PZwdyf>w zU~qS2lY>PMeUMCw|F_mFA{up<>iZv)v=^0;NWcAysQdkbDW{C5FW=IWdYRU*FC>d*MJ;a>@|*-{GJ<%b`BSR*a8_(Ko1vcMt-sL~we-_zOoF18Z9 z^4HD|GzIbDE+gjHHHSVTF9VWn7OV*3;%b1|idgFLEfAmfv*d1XJeN`S`|qY&OFCeO zHyn%XRkx_JdkY!5xA%4$i(e(;&Yp6JjXX@Mk)EBcc^bj9d2{~5Hd9AyXa1UBY?(&I zoY1$zZBJJy)_C`tudh7;26BWEFgT~_Ekp$P#=OXgs{ci{$WJ3B5l`Y%+2B@7(T_L>zqJ$)h=SW8U z!e*PxN}HbSJ*XUEGH_tX#gjieW7*a$&pBCdW`mt-jUGj&-W9xyiN1iV7+zIfTPFciK=HFO-&m_X13xv4on;7TGPZ&n}@ zgZ?vrZsehw47Y@kjH)WFU6<$P10m54!!avQfQ`~OA9hTC_4fq(!)MX+P3gv?@=)^& zI_#ERQS-faawf(veC5-EhT`>TL_i%wESeHP9(lY`F^k)@-%A}EwO=89{wQdQ|Lxv|fTP|#$Frqs0YEv1oYWyoug5EZYwwSFtF~xXrcaSWN zs*)2)7Q_~MH(U81XE~#DnZ)+PpEXnLl;JW_1(88saIg{KAfi~*XxN0jNci@R1>jXN zOs$Jit_xQEzTTU&d}Y1$8U z9~v(QS{akSyt+aO4G^iAct~Irpn(0X@xDy&=^RLO^_wRagN`~ps?(~7g9P9VN5K1M zO;dcKhJl|wntmh_a(id|IMMq$WZQ*AjmjlLbGGvghQxLq3t%8xav;QZ)dxhIuDE2C zgp{Dq+)~VYtB72J}ASOX}IBh7nlP)vuT1>4&LCJ7x?Jc@NgE*4q2W@tt!r zTUXBQz%YS7|NK)WZ06^g8yD#`}N9bL1At{)k}?$-+s z86fUbjfY+x|-C|t45jzrU%^A>8%q=WDU~UGZC}L56An4Jf>LLwohaOK{H}|1K zhw#{lqN9-n-R(!2G&|(*VRvvp09lc!?^OUQRpa}v55rtfiY&Oyy2eIw=@9%EcNmO) z^9gDXT%>3p9^Yp`Tv%*WS&;S%SeF{!H$?}H&WClZnhN&#pYOa%)q`fT?Ge0H0Zp1j zL1RmKXABGt5n*YEB7=H`$j*i81b)VMD>}x0Tz95%=-IP_HtCGY{+hfoV+o7B4ZJDQ z*~TUB#+=4HQW9+b)a-D)zDz_8*#pL(Bgi$L=-GhFMIO{oAp%7#?DHHs3(@xt-G89J zKLpSNx_=3nti|{ygda+VK=k$B$z(40DlIw zmeEX!cKEeSI1jFA*){P%05br|&pz1=;n@&gvL(hG;+FdWjFh%-cSdi0FnpRmL$vxS zIl+ZXiSbPg7``G5+gQ~xwo?4yy=_N;1`4rx!f?MWQW)+3(ze06?SB8+p_uA7zx6ep z2+~{dn`C24C3?Ki9&-fv*ByNCgy1Q(>;}^K9qziumB|7}A8%)Efz4>{@xM}1Qiw=` z&IDrlZaJVyDBKX2E?-t_?frw=$CHyc7WX#>xY6(lcHvXHQ1?S&UZqDx5Qw0hq=aDs zH&r??f1sg989ohQM2C#NDefY_G}>Es_3s^eWN>aLguI`&&Y3y$1H=;kGRn5dGRE*) z41xp0gq5PXBj~w)Uh^D)#FHB;!N-Tu*n}{d7D76{%+px1XtF)MP=Z-=C?NZm@?T7BB#UI?iKigXRU#&5(a|;!# zr0g4q1N&k)YAR!{viLCD47b!d@ zGxxbjE}Up&yG}gNkR35n9D|r$-!SRuxH)Tl3#goUoZzKD)N3BqX&XF}tIX-8pVXUZ zz3QA}w2cfV4XtKE<_OqRja6wbnFktXJ#$HhN~Ky2K+Xnq$DZST8~L5Y-8cQ1)qUfXI?=8wrk_$=qerS|sOh$f2pN6a!)chAbwad)`-`v&pmc>`l+eyu5UmNxdZ zD`N+6XMg^R!c%$o?%l2pO>mQN8@{|a>-m{4eLuMcfQwBA|R2U3b3YxSv{bv8ew}J{BmWb5>PH0 zqqP%9Ehhgn)(H3Y^CX?eF&-mp+&;D1*@UBKiQc*eVSWUVk_?UnEnsp8fz=#XotpxV zU1t_Ajl`lbMsrM1QW7a*dKXgAHrM-8lcxQm)JO1 zqVb;M4{GCBuuc@(vDFDP5)T7Y!O++P#xuU@7+3MsdO`XH%EW~H;3^}E+}P^}WSae( zW3R=4 z?J+7&VOLOR4E&Q1;Mjmoh8iWQ=MS+N(vE4{?~`gLdh8h$G-8J+J8HHg4+E5L3Mqh3 zl(OLNP)pj)5F=yok5>Z7*6Y$kt-{o8A$|5g#^V3HpYh*54>D7D`h``myii|56C=5i znvez*cEMHxa0q9+#TIEUuJniPt*NFt%W(%xTfn2)&=g*(#R+pET zx1fnMAJuqWU7gM$ z@TzVZvFUpQeBVuTuK>$P2%QqQ@B~_#mYgQzH#*)i1m*Ms+hNtaTTfFV=+IlL4<+XC zySdErAK#3{_RNbPJ4h!k>^s(bVSCY;i zFH?#Ox2gP6*#AH?=7;kC-A^1QFD?<4@U7;ozmdI9w?Mi!(I!sxC zD8#AbkKNj=wkT>Ljr3|OSEZI)B=1NNl|DnLQ62#|QZPC9bgT2&ul7QwkzJU|3QbRH za`j(2_R%N6c#)czlJ(xC$q8E4)HeVnQ60K2ba4d~ja1o#DT6O191XbjPk_q{P-9d5 zVgzc2Wy<-0=2TD^hV+oV$p({OP;hZG$tnO0LfswY%k5v?JyeunrcI-l8Cif1eXU- zWyQ#Gef>wUuN;ko@8HExMJ!!zu25rZQB0|;n0-&g+;_f}li}8DgZ)?Po!4<0I>Q=$jZ!QzBy=%D!%Nty4c9wPk=A4JG?0;877O?EokYWWBYv7OPGH zKN5g3gf6`mpVkZMq%%&Vg_saHh}b~VIuQ6&;1|2)<6~FdH6?SRl}(3dt+!G|q;33z z-DeZN3S}vAm1IATUq2+a5Mn$NpxwK-+6c}qFK#l?BF>ULMWr^NK9ek6#Q0GQGY#X5 zz_iM@9Jv(&qLbaR0MX)dg2oPj*P{7(0x~l?7yRlv{@PR<+U}X8FA;2C*WPK~xxu}q zavlI4v!FD_`wA-Bds&<0S;ND_WN&IjF;8;rsoZ;^vYh93({imk*Wk+$xtxPzBl6F8 zPyB=9BT#$Wrzg7>^2*=x_xHzmi6#y2<>|h^TINoe#i}Nmw{?G7}2cuWQK6>S`xH~j*q)9_i6T@aC2+>uA0ysU6)*%yIXP#RH# zxiGz?eyCTMIV@3#^`;Sq7P5LlLYB~8gx{~3>+J+t^+h(h!2Mv;mfKzch7li=F4^{qiq3&v5q5mv?(6c_OBz zZa0u#50sQ9;+$Z4h9d-%IL{I}ivgrZuz=s6gsCkQ&$kg)ni5>B)j+2nMihck@+$z# z8iwt3H=_*RMEKpwR7BPw^bqa=roi-h+e~2_`v$NHzFI7Dg2&*!qx_-p>pz28;*yAz!HXIRJVyPgQijRQpGw0wu6>6*quwy5UqC*K zs$y+sb8_&?Xo2Xc9t(E^b#TGNjv+GJWb66;c0z-V~+7^hr?g$$11;n&#_iN+QE4dxc1GPJ=A^Cm{e4p<}@}eFlYOu zUy~XNi;fyHWesc86<%iDP1^jseAV!1jC%ze4_q4dwRLqt#Fqnzire=_Bub%GhGr%% z6E%&%u2XxmlffoFA%LkBCW=*j^fo!mAaKV)jgmmxu9l{#@Kv*7CdGY8stDbP ze5x}(@Ax&^z~#l6uKv(g4e4_h8ap%umr|=Q8R5xHO{09Ms)5!GN#3NbfFb$$*N1NQ z=023xnqk{t$)WmNN%l1C@>@{n(F|x-HS6VfRfhR^j~6Z8$4gYrLUZ?*x`ht0Y6thd zz~}UX^Z{K*WCcYGBzT&wR!nzz0zw~k$=3=iR^ISkw|<1j@0MTV2KKhu^>&H6n8b&H zkp(cGd>Wa=mGKLaemiW@b#rIhO~;|m`f0UZhpHqmhqdn)eKj*dqv{4lsK3B-86Z!S z%>n{mq~?6*$-ho>tLVzm-0h)8kM1sYzk5K`?ZLZn-#?IR9iTrGV}Z7r!|4;do^5h~ zZ>`ox>yjzX=O<)yE^QcfE6yH(VHG_F7F)Ej;NY!ok6y>v>au@)x+L9^f3d>;f6#5L zvyet;VX|M%ceE?w;+sL*`V~!0x0`tU|2T{(Ft-4Sc)QM;Iny1}aEy$Mq*Z66-=0X7 znHJ=KfQcMa-JGxd+R%)BhYl&5n@6xb1UHC@p+)ap((=_ZC43kUjJBK}%wArP=9;|X zNk6Al5xD{u4Z2Im6a_94N>|%9a(5^ca6E)gA7J( zEI>Zyp+iO9G1I-jYpJIUVlZZaN$vW)8Egw0q1G2RV6@tOSlIOp_G26hOyD`5W6Q1Dp7lGv&eK6q2WeWAzV8R`2UFYoWX(}iy@Y0+Zr!mx= zMmP%^-UQb&3z{RwnQ%j4BF3OJcMV!aqm&>Aq^b85It?;kb~( zjSyj%j9{fNISszYJAMk=oL_wI$-@c--X^lxse4%uoTKy&Ve1OhPD`ahtiaxDvd{kC z(YF==Q7OZMdnx(I=%@j*Z9(tjcr+}Nk==a|rq91Rsw&Oq$4IpfKcJbm=CPZqp;1N_q zCLf!|g_ z4-*hD6Kg^V7`PUrv;dr7)1$_Ib^&KW&F8V!?G>RIc!b*R#rfDfV5{k#VxC~PtJUQA zYZGEL-;;zsR+^K)Nk;!r&&?EvFBmJNg2+dB8!ZEh2n*h>iHnWyN!f25pEIlbhs}QY z!O433w%Vs5ttLjT4_2<5S-S5!jnRuk3j;1TRv-!ry)yq}Ly&H1zdL|Ir0#zZBGf(r z&_>oi?_9-1b3F&lrF#yZn@9s%|M031M3f$=^^ho@^{*bG>wE17mUP_Tc`58vnRduw z<;8-dCjU65g8;kja3DBmHiMkuE8I*T3~oKU-5=5IY1vuJgy8@7E9VVx2qO?Pm*iFW zG!!QvgH|1nii3s}Nu*`2s8HjJ8Inf{9A{Q7?b3^mjD0i^%^*Jkf`Ca$45o5IDXX%r znMZT8SYVW{B}FWIykep>T8y|HZWlK#?C>bRn1q+Ru6vBdEai1$x5HG`xnyNKCZ}kr zR5=cv1`A{e`>r=9FOd<<0z^_vOzyL=M|U(mD=37d?|bKtpv~pfwzV5DRt-$1J9kf$ z$H@FU|E80y@}N1m4{$rJt{tCJ9qdVLkIBPmVEEy?iRpl@uq1El)T#TP&UJ(-PAH|@ z0lc+0XN#4w&DHSmmK7~iO%_iOs4Df1jr=lcS}50iO|`b0vam9K)OUJho`N#EOw3$2 zcm(^U1U91{X!+rQZiqTGzzNM4(THIo=z62Uoc!bRHw>?2iKcA@`!_{4*hm7%s)11Y z{N!o+|9e0<9Un~$ag!#E03!#}@JMv@qXhMW@h%KhlCFdsCU8-cE142-2CA@5)wQ&Q z)9@v5`l^W3)OW;wW2~>^BQ~EN^&}w)jB{SF;NsM1utYPagr6TZ^diiTGzsXRL)m^80nzfQj0|XlVyX(3qy93<{D&RuBT*vR1^5KzSXk9vgiG z)?WkBvk*B2!`L>H8x+a75R{x}Kq8_pv?NNMEttJcpc@rxAbI#OKSMa$CY%0mF_2`9 z5b|j-Iw}ZQ!bNC6BxX!Kow?o5Y4jWq4^I=~Nij%v%aK7V&yB|v5I&1=vSh*KD4O+Y z^@S{5p<_uiKktaO>CnPR5;9+e9SOJ`m;Iv)e%j15)pXy$prBABONh){wHvh#*Z$L4 zH?f|!b6$0GD}e?k6pI8x>yf%LuFPK%p~S8;v~BWFz|)zDd=E8XDRE-(6VU8&e20dj zLzCu{l&mP@nY?vk7BB`Q&|nHoUni3l+{wPUOq%EZVAmD;e{}#o8E1XfIcH)@lCz`& z98*LAlR0MH|67Fow=wAS;3CzNt`9BwF&Tiv&F$*dn*h%sgS#Tul1pJ60%AVH|H0my zhg1Fj>*9-&LP&&9gfbLmtOyy3ga#xOGDK35DUmTHqD+;cNXn2#N`}Y~GF3{YGGq#= zkRd~cb?&FuYJc}W=lY%NI%n_mJAa((+MoT$H>~%1-p}(I?$>?a4-k9Jd8f*n?BiRV zWGUC$ALM!dS$nh)Esx*`a5#=)Ciu5YCPnr8^A*M;<1YusHS4qY?Eo^h2{pedF)r@u z5eITj-amFb8mBzIHkdKtTac`SaUr2aph7^Fk|X?DD2ikw&qqYW!f6Ftl(-;{ytdfW z>az&^H8QD3{sT(NcjUk+waN`+!6d+OkQ3dsZVjh9e!QSi}-E1MsOhz z7O~HM-^TJs1%9#5{eMWLFaTH>dwBXi&fqAd6-1~+IHRMlbugNEyDgwtL$m5Hz8ZGV zO1JUro~dIU6+G_dooS*o(=QeYe)8Vo6k>cqUxe7+wDJK1LaHEEff%?Gyn*=qkdhgv zhFEqCtEHBdMx+R8Q;Fvo4kTJ&Rp7(4qHqv_@E2}hlc z4gpmY4{8Q-p#s7tskZTH_yPN6OTiKa=$#1<;NP5A4E6{knXnrOdW(<944}>~S(gF6 zI?^hkgAhMlV)BZ&N3bgl^HYGq9N-iBpAs%UQhQ@@UkBvvWB^Wla}aEZ#t3hc&_X_{ zv2ttu&3BhlGcvy2w|aSC{tD;gSiG5;x;-0Tzm+kK$fzCsInap6y(Yq$^x9yljzWJ( z3=3do7g6a>aCb;$?qR5=8-tVk4&x}IsUccDU?w~`87N@@?dZh-G<$ewKXrD7@ZA6) z5~N61an1#D4FLuLwVZ+6h}sx0#U&?Oo!J1ekBFU-_=(&a)hGY2osfV6s|Ra(drvV| z;ubPDxw!_4M-)54x-`1s=fT1IVA|aRIVC0)M2TZxUTGd~yz`n|vyzpSbtIs8SNgWs zD9uJe^Xfxmw4Umqitvr2abRk-0q4IsHY#%M`q>;C@KA81`M88a%R9rU#zOOiR&$%R z|3KI&tBbnQIK7@ot!XtmA&TfWfW0^Pm>ot#@Sk`GW_ZK?$c^c!J>ipKK=fUnn646= zRt)b+$HgW`boO16s+E#?F z{x&u`Y7A(^J?9zzO-vV*)JJ?)7-3`V)d#8q|A6Y`eKZ+gaC%_eV3)4B%f-bdww{rR z=ii|J&-*^C0%zR7#=+iI!tm10Y#8(IXGa<<-_cRLN zsMY0A$CAVX@BUkJQ1P*K-_Ero@9WzHYTTYL-ahmB`&E^aXLUFm&oGG~SF^cMYkl|$|rmp7Bi-dOK#^(U1gS48fdLqCCxH_iHCrX zkd#;dIj6a-OE`^Jhca<5;x;y($7#&jr>%TChB31@aY|?HKa0awa4HogPbF3*K5E=I zl{bEHVC0AW-Ak1K+{5o)_xh3&;ssks>hMPYh3gh^ff6mOFs|;t|lz{rP z(5wyhMRC=@VnM+f^}8$|qtVOnf>fLTO!SWm%mD=^ zjsdom<$qp4KQsD=t&(|zCRX3SO+6W|l~VccgYFKLE^$=bVsK4U!K2uNf+KL^ONuJ) z4M0Y>k7N=)-g=A|Sh78_y8yLt?kP=a*zQm_Q2IVSQ32l5jW(he`Y%ys<;w_R3Lw>> z=6|fi$Qg)1-Dz-mWufK4%>$TsE<^MCnf!eE73byB&hM$_&#I~v(8|N6s1%%n8kEV} z0KE#n-78eWBP`V5c4h2vQL<>#-a2&ym{I=mhdv{+lt$y*M_4c^x=&Q|{=6M7A zp6KXGn%;YkW2$Fl)bQ{BSlViJ#pE@&^Rhadc~(!JSRhqwSr+@wyt@8HWaw1cQ7JX) zl4&>T$6uDCdhmu5qP{>OOw8{+8QY5)%Qjov>H8a#5*V_x-OeJ{w0YY~JcR;@aV*3+$wi8l+?7uR91gBHOTDg_6yqO#Hu zE*GGhl%oR=JKy?|Ul=y;^H8p=kdupsLazaJF?5g*mmW1}Naoqq#6;Ue%nzqqd`)Ju z!V;e+wl%p8f6TXA(YLfAv-QDxIai;7$f2>HGZaMIdQ=)3C~1^>;`gsKy(bX4af}Z` zl5Rj2GV-3NzTxA29lqpet6?idD!-dy2f|kN_Bk z6&2&$>o>;X+m7I7JlBq3-X#eRfXg+?I(p~KW3vX$N24q(T>TsRhy!?ZNM0Uf^~2%P z4g!rLlr@Pk{m>};D2BHuvT@L(Yd66>e^$1HvNA89}3Soz^9t2KT; z*a>Rkbs(bmf{i219W(5(6BID`2MLZ z+$lP9bo##DpR+BgJ-Iwq;k0ko3Z^l2V_w?c&D;tkj zi-d50GHRZ_Y>k{k(GH4v zLU6juCRIotU=m-TM!P;2*A6t(pVw`sw&5Wx%{mYz$DhU&ed=UnBI0gpxyW z@%G>*9#7@;P5mrdRa!z(^T z9BPe5#-hmD*IwkB!sVoF8t9#lEAPbr2ML-DXq9(%e-08{ElNx3iR_p#7baR>F%Gls zw7rSQu=^jARW1IK;%a9k7v44~w0E-Y9Q(1vZ0d)9$ugH&j7ffg8xcEE&>1Gh!l5^a z^+vngi_0afaR4fN%pV=v9X*JK*%p|XoxOd3_GRjq5Bnq2@b0&vWJfu{+qV=^kK}C( zBvO!sRg!wIhf6PCzdjZa)@4j%cymKGi8vQ@FWHpx>eEUq<(mbJv{WK#FXt*}d~^3n zw|BKXx!P4)gV~q((p*bW(Pg2v0A{X>%K5m`0NhEtPckpF1~VP^c}Af^xN>2K@>!&n zD3pg+Z$v1EVYW<2mBedccqBk2b>?Wm)Kb`NT*Cx_)FBmBRd2wE12Hzc>go#4`9EN^ z`U>7=FV(5OFO|C3*f)+EV2E4_S4thc6Mi|{xj59+!XC09Ah`CRPPmTZo*b;y)Kpop zSJ9l;;$L2(3e2kd8f!-nSpB?=h9@@`H{Dn}IR5QxWSw;3k&G@R$ekc{#VffkCzT48 z{xjrAUHJV2(-T9!=+`g8%mqU-S6~7>1!MOL2W+wBA@z%e*eDD}_Q-%mI&(M!!9b9O zRl-0C)gSmp1sa`9ivoG<-_Jk@((z^r*VUg_{InGjkZ4Zc#%u94E$43aA)ELXEaD_ zHg!#p?`3A87xa!CfToD-dlUyYM?ZQj3;+l!0*fa5tt$3^Uy2PBDBakS%h#=Y^!ul9 zYIZ^A-5|ZWY1QAqB?A@7y#S5Xx@py$Uy1#x%XEz@oDbOL zGPUC`*dado0wu=am^Tnr_!}HDKvg?{z38X;(^j-MM{#Rxd^x+y zIl^tp>Q6fUsUzpj4kNm}N6Z zN5Bhj%7X_FD4~&&GV9euL{h5x=$qrSEX7dEEYDex z*vFxI!6frCpn3{sKn!{o-O))&mUic8yJwZ#?-yf*+g6`}O86Yj@+4@!M9pH;cHi7; z<}pv>;9bkYSk#ZP`O2Tio%1{9p*;)B!Cki(0J9IA{Q75Crp{>ti~>Z_I64>1Kcib) zB=I%p?8Oa?7>iqjsI%?z+OsI^c>C_}zP$u4Ha4jJD(@vhv`q@S?v1!rYyp~=!VEoH z^SOM7Zh(y!YEM||-Mc6m)556FoQ1#xsZ>2?dF7DrzJUDOvNIo@`4w!qY)qb?=7JS< z5g4o+>YRbwZuB!V6(vRX3YxN*M}dhE!68({LVf;5b<(Mbfd zsfzh(p(=GVZL4@#%Tr!6kPER2H;!eMv+qYw>2sg{<{JDf73kf{f5MTaedd2*Q22kJ zKwE+TrC6J@8Gidk7}x=}Sfh$dUI;i;;fnZj9mBh+d}Z2!j`3Wbp2PZT7A%1C1O)jL zm5^I|(Czd9GLVq`n)m$(umN8X8PW{X>6t;yjVV-bG=MrDfWLg&bf0(d=%@#33Jn0) zUKkIPau)0nnSL(%A!!ns!+D7iji$SVsMlc22qFN1bN2ZTX%mw_@ts$k71==$?_L84Pd>oW*QNodnSM`<$ zX|)42oIR#4|N5n0QnbXBu`1puhdn>Ep;iL@R1ft&bV6T>rMA(QKD8BLh6^#;`_8^6 zmt_zaL-u3XUX51KveRS_eT!a7k8hCHn96wgQaK#|9ggclo_Pi*-Mn#D`p@+3{9Ca8 zZv!DDtSV>O9XNnBS%SVPyBLsT>?UpcXYn{tu3Of=e0c!g%SEFN`ta9t4Cx9gYgfBN z>wRKU1r;c-r7e%W+g$`qY8rmez4=`cH(-X7W=a1ux+o~FTf$0(EzZ)DAL+r@F^--c z8=QwYJ^GD+31E1WW_gCbEec;yvEV3v;gQm#2Sh zlhZumrZm7g7d;oye|BcoRfg;8Yow&Y@7%fbFOMRKFzGyrIN$gFz7YE370|B1pNzaR zV46>njPwds>Bl3?g>`j5F%~BnAmF$(WD5wK?_~MmvKA7f5t|!e;AM2rnEoXg$)n)w zC84_o*K9k$&+t*`-Q!AT`j582OQZi-2v{D*8Ygg?)kvS@4LjUK6m;6{dyy$ZHNo?J_cW-tv4kY1{ z5zLO|68#Gq%h%(@gV-Gf?SnhO>;@?PV1LP28pOovg~shej^kn&fUN44q#xX0=NUph zGZ8j?F%A43Po{sAYyZLo`2~gzec-ID+ATppudev^AbWV&pe(_CXc54aCR z_TQc&ks);UB97|P6Li#Y%x9jkTIWptqRiiWVkgr6yz{fCNm^cU)w#~*kz9>_3Y zy8QMa*3j_q8$hHAi^MtS|3%bd#+H)5gRX`G_=#syn)YA~C!bQZD&Z1#G^36F#hTjq z1HS}tv4>q%cMQJyf#e#RVXA^K$UJv+u-l%DHKBxwOA*zoi1E-0el z=D&JXB@6veO4efk6F-|*c+RJTK%jd71QM*)0g(?NE)Z9P6HN4DILhpNGR+cJzw1z- zNlvSQjY(jnlG&d!l-Z%kfFGd8#hQ52SAeIB1$$uIHa0x0M%kDtqV+0Z-ZJ0so80{e z^18I$SLyqqk`LPfHE$VqQY}PZeCvV%6rb_?obFazD(I0Pd=RiTV zl5Il-$Xm-pt_L8J3wVEy{*Qkco<_BR?MQ=%rni^CZQq+8*t0?cu8Owf#3~bdd1+)w zHUvPa49s0Co1~0ymV#_y$ihQk}npv5Ft zu@Gz=RMBdbpy7V>SI}hTH4g^|wIk*E)s0u;_MP|>g^MNW-~G=+wF0)A%Xso%Le%eQ z2`amWW1KL3|0Z|x3;%*yc|*$pefQ*8VQrifFwMXwAV4fwMMDT|bD}O^uH|<~EQ5Yj zFHeL1Y5r&>3P&Mvg{oTzQw}YN3(0uK4_iST`JXHbx70=2<7ciUkyh|{izdus;sN`? z0M*e_z-+=gwLXK1e z;YlrIb_^3ZT;8AuVg4?Np%noJr2i#&ZQtg|du_%F^ckY6pQuuw)kKLx$w#qHf%;zr zH-Ib(5%TwPjQzW17m+QCx%L4}gMCqquil#zYOqoZG$=CTKg)bWpLQUPFSBWkW&q>5 zjNT^Blb?Q0`!6D5HX~y`2Me0Muc><+l6JG~rmu%FLZBxh6!paDOWQ!RP7ymJbW$VG zS~mZ_{@=CLB5R9?9uIEh8In{0h(yK27&X!NeoW3T@*_Y(T$`QpH!lKx!-3 z?k1*#R8vqO;hAIrjDYrpe>OJy90goj%JsWWGy1!2*N~X>7%18Nd8bIX>i%*=2*74c zB`xi?33IleS?atp?cYZ{VxqasZ`2UIW*y?4WhdWXte|1G0x#_?4hiCa`XQ0>I`&CdWCc8OE=3+wkB@;yG_CpD}y-p^%Zfa-bNF!=B0z>5zn=)LNL znG&QA-2Wj(K~G}+uPMs=UqA95<@FBG?0$fu128%{3$A$b^76D9@O7Yn7G52}$a|MO z6X+kuV?((v2wy#R62_qN5f)&-5EHY>%}pL?vo#vvB5*2Hf0WK4!%I@yrAbLgoH$ZQNV$(GB5KAM6e(^aygZZ4A9CiBpo=8YntT)`qBiGIvfm~Arv(ufJ@wf zkdRAJmy-)^I<2U`c!3Jq<6N)_sTFy!{QbDO$lR}S7ORnBD?pjZf8&Z%n2wSQm6m54 zw>WJBG&lo=IExPdVcm}|Q*uzjj`Yc+hsv1Qxuny84#^m>c-}LU+a_cNG}s+Rf50X` ze3Idg9qh1aE?l=>T>K2YW1d+24Mv4Bznh}Nm~lJ@xgo9#2{f1E7X9BH$B}PB28ySg z@!x=D1Zzk+;jQ+oDWQS!ze>2qob(7Nn^Z4ig z1>@oW?=Sr&@KQoT4V;bjVJw?zmc1MS8U zg}(LoAy3XRLA7XB=(z^WdL6~@Zu%E|g3fP|6GpolWuAKihz$iuBirDQSu9OYmpO6# zfh(`u+uJiRHQUb^LL470NB{L|gsITj`1tt-osyBbZ*}>8`eBV;K~`=o-72s6*D#^#=R+sXH7*KFK!goOeQ-K!uU|Mm+oCV$$q$4+%JHd}8&G@`=DW2~x z)*PblV6eZIe7izN2L*Pj4$Va$+sgWmw#?BfsU@?FaFLLwcSOp1m3i*YXn>uGz6>F-EJ4q#qCDlJ9C?3KSe1I%paXrN}>s;irVGK>H+ zEnZ#cNlS^4?+PXEFrbe9;b{)~W;t0y(PGX)g+ADrPcUcDV7|B7(ie7WVg3JUq@VV- z{~v7lzXa;hU)=8zO)9kvW+5oHpC@j3__voaX8c=t{qGKG&aUcb6z$XCWS_SnJxz0^ zmatrQP8}`9<**`D=dey*Ssy)HBa!-Kn@+txdf{z~pN+Xkcdc|RU7&prhPz-W25}3=l zY?uYzFG+)GmX~QOibZLbG_WMq z4;_k81%Zn(KPD(#H+oCSBPD1N=ZBQ1nI+Kw>`db!RgR12jNS>;h&-lsPnM6DD?P>~s8*1INe%=Vm*;X--_thH4o80^=4%bJtK7?_L)eP@J8jL)VNK%> z_T~uM#pnwc&|5Dh{W(aL{hw~pu+#>B5b+vjGo3>$BQqO32H(?Gt1l4r14pXypxM@~ zA6)|;m0#O-$?H?B=zC0%Pj#*(o<^Mg zP)^X{17*)UvL+UXhMkPoO7MnIO+sq!= zEr2WAhY%jx_mDgb4(7}Ps4OM3XTYqmgHn~$BZ~<&~B4!FQPr zLJ#Z?o0vs{f-fK@)`YY=dKN#9@$hzx#vyOYfS@4FIP=dkdbogckXq7y`S3lPPetBj zA_1Lgsu>lSycy_inCGqv{z`kjr{c)NQNIAk>cx%B=@=wIE1yvz2OF1M=yHF5XJZx% zusBpMJYou(WKypZ)3o5H5ZW-rm$<8AyH`(wgQu4_P=zt=OSIQEi~2A|FD7Z;(w;I0 zj?!93PC<^48NnU-=Mz7$5F*Uyo}OX2Hb*5U7L_|<-aT&lg7&K{{D}NQ_8H~JZ?tzc z`yXcQDf@0}Gr;G(ujwp`WOq>U8UVtB7gx4ON5JsJPui=Ke1?&1U!gB0ZCXP6e4jI9#Rs*kG}E?-c_x{upZW2mn?>zgfGv(b1sdp6 zUTw`xa&Vs_Tm)$U2!)+22TJ%kEH6jAF!#@&?78B2tX3?mpN;Y$NcWC; zY#GP>)e=7D%Pt*?6;W8@lQGWz-FoR=>sLQ$)UPJM$fANd&P798h*%Z5jhLhmDkZu> zKtKjSSc5d}C8IAz*M-#2l>SQV3x1z|ul92ZYb;~bl_aaqX&y;qLJF*GGKI9cDw+1+ zMus3O^+6lXkv(tAi_VQ&tU|57N0(u+awm@)0cvv{sg0*59 zE*_I=DoI_L0qW(Z3hA7JyVmZ)L`gBP)pM!CRc~?JOtc2LVlSGeG#ohsqa0PE6^0(K z6e!UiuRwX@=e2Or?9e+8LK_(Y1EkbAaYFfciz_o;hQ#rim-XNI6uY-S+rH`(;fNCZ za>=U4a4y*npchRdI|eN{TFKzS zh7z(kd&oF0efV>@m=~kej+T&NmRBroycCtqo_qAnv}$$B{Jz61&!(rXp85Y!LuT!O zZz?FHk=R@W3zMhqEefNd!4sR>9Y;+cX>Q<(=^7i`MLRFQ79&?0*?o*Z`(je;1KUK0GCd)2e5O$xD-+FJa-H{Ui89p^%ua0r@@tNTNC$Rp`1kAogMC?$Hl{c{;X)JAvLgX^KsSm zN&c+%8&B^ql-e@%>!ZCAwe`s5M;l_){G`)Su@QCxp=(1gw0J&uA`jQnrFEE2>Ep7n z4H&5abd(9(F2oW{!S!78!Qhky{{DOBj}4iQnZM7NH@#59ul^RW~R@yf>}!R1&^`912~3{sXB&^&K| z)CExE>UZ6xm)K(DfQzMAl=WT=*!(Fs=v7zqq95CQ=4X@+P zWx_Un{(Ku5Py%x@v}?lJyn;>TZ;=8zoiE@TkdTO{fuEcKJRyPG!+Ssl8Gr%`S_Bvf zAix~?%i!FM%)NYS2n!!w*OL((pUNA`Qo5#4PIO^|?FwaD6y*EcS89|@i6 zp5`FzLj_D>V8dqmxdD;{OmNKzA7{&!c@z{ngaEJo3=S7I^=iqq^NW#aH20*@*HXuw zWg+j&gyo~NW;2YWbv#rOSOd(SrnmV1b4mBw(Aam|H-s@lL`rXO?G6X} zID#r{v5?SCUtd*3N;0^I86$T=ItGzGLk#pc8cp749Ny^Fh39AIDTI`rDTuNVjClN@ zJ^3t;S+OTS#r>3Fs+}D}mZU`FkQ9rFv)$)j-W}uM4O1X0IYa?eSyNjp`JD=J7s$#L zYTj#UQB90w5|>aJ^B;X4%%2@Ldk9oiFhmKm$w{tZ4s>bE<&v>VNHV__doKAoC^~z2F*@*Zj3P97ZB1SR3b5u zWuh%T*^wYI*}?Iq1#oB1p?6_~9fE7*;gZjQ0WN0Uf|xQr?U3EGXAi`XCpCmMFhei+ zdh0eRUvSySLb!Ua1`p*1E;E|y`S|C(q@L0;cH|Y-oq9X=LUv$Yyw~wEmME*c6Jdq7 z{q+)3wT6@PliPc?Q$#)0lMW@n=y{vKn%`T-9KP)*^enF)I_yLZT=3<3I7>4b>Yw9R z2#tu4R$ZEkIDo6|qX5wo_5z~|I*4K1j>E;%ec$%a_jcUr&O{cvNiu$X-&xCryEYYl zDrE0{@*wEBzeBV~gQMty)C<3Al!|W}L@(g)6Wf;uoe~;Elhppl-|m6WPH} zd}mCC>@fbJXlZM^;-i-A8$ns~0~=)oolX`mf~}2{sb7_m_!NT4o5q<9%e=g3tKZ&X zr4sA$qq^=4a*RiH-@ErilMY=61BNq=&PD?``y((-s~B?2TyWcnTPXw6COMZ}2sw;d?T0C@DG zT8Fp(CG6@YR~NXwHPpG}l?-~^NwPN}Xp4%EuikBHS-D-Y)!6R2p^hMN-cCT|0|4D( z^>1qcz*?6%GJfvOMz`Mmj0~aoOM`@Zxp;Z5Z<^#D`1*L)0HBTpl%Q4Q{3g!u^ zwGCVbs)#;DmQPeh=6>}>2!?Fn&Jvsqw0sU(a(I_KjS|^R!7r>X5?4{V0*~USKkP7U z4453EF94d-)KfYhs|CCrHLJ7dbeyp?dwghP+&&lO!6zzb9$uaoDs)VoH+J&O&&(?U zOZlePe8yc|%E(+Go}9UK+XMm^OS_kZfPw#>);ne-&EvM>e*ln#0P7_0K+=ZRF$K;l z6qLI&?=t8ph@|sLvA*^gGlm^PY(f?b15{0K_*w>KsA<;5vh}=}4x7~X@9Eng6Ue9B zcs_j-UM_h{*nJkJ8VpKcMkTCw z+S`$jnM&mSlG)4V&IQ4k1zbo>+_sXNOo&czO4&FgPK&^yKp6Vkxsusl)CV@{JdKMi zztzVX$L2IuY7^iv(`a!^v`YS9^(kYi#n*Pt1icfu@0&ahq=$`fE#JI_^Muj1vjm6U zTeOg$GnAe4C3TGj>fJPCUou{TgI6rhB16>0i^fU^aQc0rC?JXwpMipmEI-64pAjco zs#^pIwV_O+c(t)3ONQD!?`9Fs-C6RYl9yRd_Cxy7alXFyb*ARpy4*7-Wxpwe-z!xb zdBt}*X>8}R>G55`PTftHRvdGZ>@d)rShRIM=gS3~`G|=tFuBdp)38)kfr&LMAZW>% zbDEkZ*$wcZrJO_N&oLAfAk9%x=LJ@^6yFcU3!aK_&6jm-I?{OHwAX&;P{p1Dv0ik4h|=C;Zy}dd=R8l{PX0TYlZ~@Sm-(=RE!R{agF)_DdC7RW9%}T8!dn*G?Xb z5mY_UU29_`wF=TeLQMj@b0w^VNb-W@?=;5P{SWD&k~SBzJ#$|FmG(lzA1~fSWk=kM zpSv&ln9}aLN`+K&k=y$ykFpScIULM?fC{e3tXTtM-mAD5^ zwTzrESueCKPdL;1&jYV%TU;Uh0ynm>^s07W-1WP4e0Ph7f}NrK-okw$h;||Z?CuS^ z5_0f)0%}+=_=yH#aEtt2m)xU4uj8IJ)C6xwa6iXSs-1;44=L*r*POxcBkVj6^gGI%Jz5m2ft7AzsRD`;;#m-_#_sDu=@!85-cGZ zqa8?#dql?u7F}b#m1e7k!O3}ulSs&H2n1t|^yUU6 zyoNH#!>qmv`DP=B-G{e^p1jxmNhIoV=#OLSoL^_>cg&NZy!uw8z!1t_s?saww&}^r z>w!ZT(r4G#48GJ?|MvEwSJz!d%E4FH7$CVtQ5h7^$J_pAE9v@NATebZa(5%o;n`~r zTzihku2{96^5&||n=#{Mwu`NdZ!wgLEET87_CJtMe78FGSN9FwbHPr>FLwR->dJIM zt6aoEkg>E?rxi_%8wD0WS-d9DB#w{0p?w7NMzT#Z;+1ZCRllsN5I0gwkSvp z>gjm{HOj_)ZCl#LAB3?T-IHeBSCz7zqx<{j`gzxUH+ct@wdGbw5=L@LFRkJjTlV{} zo#s{=c*a%ObBDw2rFnDa_-D^rW2e%yAxYJrJ9bgNyj~j%#3eLx0Y!Ft@T}b@!>p%W zjr&<&GI)PE8R9j1Qiqj8hEVz_z<*Xixe2bzlSw<;M*w}{)+Buk2(#0oqN1cKy;uC} z5Y)3ArLd3(-GovXCljJ~z9UpW{Q1z&THgpSo26|TTijjSW-VMge+smIwsVs|rTuJ8 zzH$QZ2~lpx+i_glsQTe#s2x3qZvQ~N`W<>rIn2FJcTq2R5jPNb?ZDfEv;9@Su|4Ga z9C(q`k>R0xy!~KffivX+2tPIIufreC(zKj_2tHgs?cJr#rz#XS>CxtY5kE8S%X%z8Hq;}>OyYU z9cq(y5lWr&Dbj`CdfFiZ~C-?iS+RmxRF+YLJSZfOJcePt$(n&{q_X;V3$oy={rAeIg-W28uw!V?yn8Y z-38v|sGPb#aq)beBIl>aF(=*`NceHUkW?{# z7V!LFgQ5i5NIevq2^ea_jPO(Mpyrg%sq zx9$=IwnLB?xIz3EjWPw9`xzdHSp%3$-@Dtqz^SjJUZ=cu-WzRlKC&~tM16bRiK?s< zZ;ZtKsN$Q|9-mjS+L*liW80!QzJ(f|p6p#}SF6X>XDfgQzeL$YhCR^yc9JQM$s1g% zu?5$RD1ooL0caSw48)KQr3#TglFWeN`)b#FXq?{U9c|k<@r<^UtI1Sy`3^85!hG+W z-d~0<^bhz;lCHih6}Ku$Y(2uA=x-_YDPZ}wC%5L*aP(xKc*9j}wf<6#ds|2L`=c4- zcUv7l6>We&AExti5HX?eyt*+y)O~#MhoWP1 zY*^Se18@;05l~du)?Nore-ZaRxF~Hy8NBDwAs!<90^o$YQy%Rm7c68mD0qwnQemXoIs9*9k<^x3t=<%RlvF%`vdl*bH2$<5<@fuFX8OLn%5i# zkz4j#Sc@!%M+=z`puXnVILe7m9aKbA%wJvJ?KVXTf0PJO@qKaZaPQwg!SAUUnAyR| z$`>SQp9wJVCZTN~z=p_ltJkz5HmRzCDAu8n8?O@h!t{Wx)6{0~HJI8%n^P z#<xGlhP zyLJeGLDY$6s##%hCoN784!!b^Bl{TJp6pHS`*vxPZ31@s3g)rzD!IrJvW=3lQJ!gI;I091@kpD{zsZ~&!fa-4n%8=Yn-LfqoL+P zvn}t~AZqm9SvYaAU4Nt$ORu1!vjFV+(m{}Jf#xl^ANQR}Q;0+f+m-?wJ7W0aj<(tz z>|Sd3dm5Y|c#iB2GdFpgue&NQ3r)z!rG5xXmf2{xG47{wB(A2Aw|P1j?(^TCx{^}> zdz7lHJ~4T{=Xz(nlVct`>Dy3w`eoXCa~|D!@u9S7;kSI)bD(Jdhr-cH<-`SM;ADPZ z_5rPz^W#2oyzu+yy)Mb0)jhr0re{s!&You;ClWm*DY!7jqG6DWU47aG(5|T$DENDa zz+rs=m=I{wc8FUT2;2lOrUj()U$Nz!H8zXSm>?ZLX22xF!@8#aOwOgs%W+584Idr} zWV+(Nk#l2V*5La~JQUz!zx&6ZJ?76R9M@BH-X76(zG?mK)|<;$tG5enH151BQ`jj_ zdGL_6XBI8?#ODh^PI=N_-`uYLfI~2ym^&|U9?zkX>8{P8lDs+yuY0nuTib6%K{H86 z(}*UdMVkvsDB1itOzhl8!fDIgSMQ1@eUAP%)zr7E8ZGYo2Cn0`>6yO4rt>x|_{(W7 znZbrMRuU7vCrgsv$+^F<@Hfi~G*HqqvRJ+|$&+_?ow1~+Qy>LZhrdOkGi6kDka0`f zFyo~Qk}e0kH&d!#)Qc$_{E*7sQSjAn+a9J#o7u_wfF=8^3f=5)8Q*&jrWJ+I-zY@n zK!gbxyOV2#(m|^V=vhcB$4EVSQoMMz$7+ARi5EIm4>xk`RnI%We_wb zi>jRS2{&EbcS6oGLU~c(O)GyM=NEd+?RUy|T=(r}p%|~WI=i2JBU7L((`|jmlGDQG zMhcYt)Il+iP-neO+f*l00OxNy;!(D|@Us2w=%3|Vo^H_m2RNUZev|o8_e}+E+b%0b zvvk+--djzm=)|~13Fg)O>i(*RhO@V5we{?3s`2)QlNq*~5BeEKr{7z+f1;;BKGENd zf40z0AyRFY8!>i;v~&c<72JeXdTyy=L_n(_^QCVl%)(lsUo_S>k38UectZZzvJF>* zrC46JB4jVNs;A!k@$1XYc&i}J3D-(RN(=SXDT|p|4U>%f4nsZ33#NwyF2%5Hx)}fE z;L|eM4ujBhXD_hy*6wVr_RDtlZOdBJS{o;!nAgrZ4$d6>rdY@gsu1iHXSC5M5*`L9 zBR$%6Z_St3s4>yfVbCu-f39$fs?JrPIs1$EJulkO79GX8({__8gEbn<=^y<$PwNyR zh(HP;^*T#)P>1m3NzUdb-b7xmm8Q!A<%d?G+%fOSm+U^oGdq2lbGY(ty*D*uCu_;( z_!a}{Zwf}NRnLTCHYxe2v~8sN+BBDd+uxdVmomCgYmt!P!cuhA;TwnHE$H<%vooZG zMo^GUKnpNu$G#ox2^(yd95A-&I!m?jp(cE`8d_IS^@(k$`{3oQgm20f7cM1jjudA~ zd8%`?*w||ZgzP%p1V+r2C?rZ!ZED$Q_mvrz&eT|Wci;HzCNoQ@=AJ)%G(9X zZZ`~UNn<(;Z1WYQ!K6V#MLauPNE>{xFZpc(FvIU%u;I==*~sx_{99$!OSW2tzic(T zaG^%*eXAxlH(QI@y0IyUv$JBPI==#rIgLHNyjNEY`y_RCB}~>xsIGGpB_BgTML6XW@&}P3Tli0Q`;1!B z)8KOqt=U)Z>FX<+avA!uf9QVA|`3H^}`X|8K;EBF@-#C0&VzYbX@j2Ru~ z5}bj6>XF&PKYfXt3|Oe{FQX>T5ctzkigK{=4nKjOaK+GRsS3A)LntdZhX&>HTBlkJME7982v{1Pi=+u5O%H%%2D4({4dD5-CH+k( zIV7RT26=n?st>K$R5oqvH~8{bw8H)3U_}W(*3#j-Ho4uw;pYo)`KjJ7nOqMpxkFuS zQ2!m<8#h>c&qe$ai?6Pi@^tbrW{XQ+8&zaoX4Ac=pqUb{9-yY!>alp~dgs&~Pn3N( zIw(`Tx$mgKhus0Q+#=OcruE&tIlCiP6;ot}LRZYMsO+C*r8Dd{6O1Y_`btveEpK26r_ybl100&-zeyOwO4iOX#nV5dYV=V@}#JMdFKU~ zuquO@6;P zlVTp^?Yr`)y!SA`kj6tJv-trJ&!M-X4pW{lpG=7`rihx15qwnUkXIZth1`e zaSH;e;VDa`SLgc!CVM;G?K0AaTZ3&-TN4P87~1rOXPPYv{PMtlp*pQGdIF|Q1A|zm z1xs)1lx#us!%6=uCUgT1}SO#cf-5M-~vOFAH-dYJtPx?Mpz?coOtr}j(K*( zm;8f_9h8Mj*L|*?H5~@PPb_mV-O4&{MH6+T+FsWyq&Qkt*VJ_6Hap({sgQIdxW*7S zwVO5B_XS+ENLenIU1OJK&*Mn_e!IT9<^_Xw-Pg6Ty@HhjCoTwDx-{w>@Kl4%$T_cL zN@rcW{R@A*Z#%7NHuCi!3gghprvr;*BHJNpVZH`f^>jJYZLOF(i8mdO*gvnARQh(~ z(E0um+t z!nHFT!z076$kNXq%TA6E6Hm9cF*j-Qy!B3|YNyrRj<}+rhdVZ$x|kZ&zCwWIb-I%| z<$7np)Na0)3wS3bG@uRs`0*o!ZRvW*llwZ;R{OcH>Qi8S$vHVREVRdW(6(4;eB%@5 z@dMRSB9yoHtpawc=F(oNdKt*^Mo?7z2}M&XU?IMViZe@#7brz6Oj+FnDQ4LPCs zZjLbL(!ei40ngq`KR$G$Q^vt_dY=;CfiC8yH9PBMCa&^|`)IE}eCBS)8|swDPW4Cs z?#bZNsHLMrWDHMpaW8=MlToAM$)2Sq_bm2=z3U5D#1e9Ldnl9j^Q!$yId4(~n)(ci zlSZ66;^l-QJEE(W^@NKZeSOP`mGDNI1l>giZ{^teeN{%Xo1Fb7l%Vd*a68#zyNBD_ zj%nHR%MNMLk7KJY0Y+BOvkYf!kliXQOfsl1?4;tS9 z#Cm|q!B0y}YthSvi+734^WU&36`jW&ivrx1ZU+!UXU7iBEF;8pyc;M$TIU?4dl?Er zebGtiK4fNjnEJ>GJgKS2qBGiM)11u;K^HSGT72;I4e6Sk7>V5Qp9{0TEv|KZ`dJd;{(VaW1k-ozpNr;Mak9{izwBP<_k@})gebEB9GQFr} zmOfeQ{G{AXXSTjr@@UVx0M@di)mut_iu10oIhnJ2ZtTvEq`bkjLup}bPk!3$IONC3 zQ)em+jO6R?+wNZB<*3yKbc9+@qQ&51r+RY!ie1BGZtXYnDV$QFtxYv~B~xh0#Km~g zabLPMQ?=0aY+D%?ytA{@3oOvng>Pd8pjP0MiCyt|t+ceBm2ZB{jz$K<_+ z%Ht+J7uMH&irv1F&$ji+h{HvQCn$Zs-*Hf z*Sop8Eyn7@*tZfNObv*J6C+`m&QPa&)fouQ7F_4yW&U(`hA`?n`&CZ~Z32xf?_n## z(1AU1OW#k$78jz`)NVR4_FWeP#Bqyga$P7~Ya)Sy!Z6P$zx(ZdxM^y^Q!+v2xb$l| z!Wij&*>Ad->x=~`gyNyiTDcM z;mtPb)cnveo?3U~{`J0VGY(P~p|TEk<(sg|=8~XQQSkzG znRj2d_us!NE~R{_$a_%ES(BZ*VMEG~%kTJYxNNP5hlME*+XSDd27mN@TOv#W;}u5K zAucPQ-+FXAtYxr7KbMh{cjed%P2S_n ztEah%i2}gKw?O@T6VUT2lMMAkAdJZr{doG4Bcr}9Xj*{lLf1|Itz};m@6E7xO<##% zw*ItJUB2g3_S|xp9U~u})$Fp_-rl{+6u=!H`V!<%S_N^@T6Ldfvg~*gC3N$X?@MMY@8*3X zWqKbFa$tnLuv=QwKRn7z=znF_QJ_lXdpWF}@4ltnhbrta%G2^{PylYFmxI0y6r6v% z<{Jay2G{$I3Q8!3rTA_ddL_acm?%7#T|I8rbl*N(!T!BVW||kAXLmIIJoR;V2@~PD z6KH8$qEa-0S%LOGEnd7si6IcK4w%tV%+N1@!YaYX7IWo_K456iA(KCQNOWcooS9ah zj%6;|1SS-g~=E zsN~$VkVQ>$24=fFE6p6``lpyYoG(`J?0=~AIg`yKH8>$lGdbf;$U z-VvC5ij($z5EA6s{3UKLWqv6Zn=sLMEj<>& zAw&B6ub(ZE0FC7#xTBCU4ag+8mjQRuD=!PA>0|quK!_Ss2@!Cc5BA&vc(32FEL_q! zLn&){Ivcs9dyb1!NPe4iZOv!QAegU#=;A9ouo=i)RT00{kGC&)4cCjD`Sngp_UlmL zM2X5#Mr*&XhrXIR?X_K)U1B~IZ6Th(QnQ<-gGED2sxQNFV@r6%=^cWMHR~4aKB8~ZA7FHMZ<+Tpi6k$s z+ln$$iJk8^*8(f{p7f@WBB;Oms@;J!-UyY{6J>fAn0-oK@Hl+ZwAiG{NtjqbkS2T8 zsWo`P3qr~Xe7M>?_Z;EZ;vTi!qis77Le#0#3J^tN0_4U~vVpcsC_kxDo zCYAv8S;l?TX-BsQZhWd$SFqtJj z%Kh+xtTkaj>WJTyYSXkt0x>8D1gKXaBkqK*0zuim_Q(Czj; z@%`>)80}{$QK#E&T|#b$lk~v*hd-{3!rd{>%L&te z5s{M^{&G#xFx-A`a%d91KUXdG+Aoq~?G>`WQF@0ImtG67UtGAEZM|Jt)FkkW(q7ZZ zbcb-hs|g7@_wO$qd4BwLV(UW=SpKXjk_I%B$kWFu=?^A@@|>(Ab+xvBlVwG=PJpMi zw0RcFh}ZMKNOc@Eymw^7rW7vcVHGm);hZn)JMkkaf(C2l^b*~WLr@v#Vcw&yeer2+ zPAear5ATO(9eeMic3Jm*U-xzW#`AZca#m{D z=LK{Q+zD(AEzg+C4t`K{_Cw;;HRp=U6TdpvwcR*hR#piLB@5kZYZ;fu>|1;-1y8cN zomNY`3}(%;JrJz=Qm+@`Ir=1vi@NCk-baw> zBy1qOx;mC`H(;hC)wWL^iO*5+6Ho~EqSr04|H4kvoc~k#LEYuQ#;mCSleM$OH@tu@ zMHM3GPlx!)q<=CVP}_ahh)ku=@98=hGHW zb{^R1jYIEvuUH$(oL0M6twL>J+CM*ya|^!)dPa$#XqXVX*SF8_fbg2dZK(=N<0aw(R;*2`_OQ5rKs8A{1dXQv znY$Yo52CBf@&Q0&bPl(J;hT`TdU7}{cWV=b!uF?_S3trZn)>maj65Ux=m1SKpUx}g z@FPp1X5H27{2%q$?2V8)S_HNKFfvQ_me>RPBy|dl_nPI^&ENQt^-=!dobZ#{!@2#j z8j(DdI=)X`{ygI3f)UCyccF zfqNE>G@y5uW?pVk{^|4pDJ433G7Vm8G}+kY%#f*gi*GXWGy%>cZEG{ly!#eLCE6xibmulb z<(v@M82s^GY8ma;>uu_n&%VF+iF1X=4X5ccW-ZRvb#Cg3+UqxLDFNMFnbhoWCNgJ% zQN_i~!Mhm9*f_-pJeo2E4z*KnR9Gi!94V>^+G}ktH|P4ZUCF)YjAlgo>^om`< z6hh|(uutt3iT}{PMek6yk@SDWej?E2y+~g`CVNfPO5rDd-Gd)8dTd*(_e(z8Yg|Oqy2qGpdwm+1Jq#UQz$VU{{O3P2wuT%;oeNg%!kYuS%{LzG=;YI~ zstme+GM1j*1l9ugUfP>Czos?Lq^J)=N7w7gn`IUMdAF{Y|Ffv z=>OKL=h40-+eKgKIqTfI-?f&F3fgslc-Z}WI>Pn$ zl;e)@VyTm2V{3+cNSwdk?M_+IxI~)joKr@Z9W=8;RLM zHLG6Vmw%GwqY^FAp3kl>>2e^*T53nOncU&M?Kh5oyjfH^+LyBp!R;j!e+&$!|Mi*v z*A4V2A#h2ADV9`IpzkJ!awRKVT&N4v!mZ1G2kG~klPSNe(?wzhDh^DSPK57RWKES+Z&oc z!BBhA<@BLTYS^kDA)$R>rr`a?s zgVL?x)NAIA!zfTvE&hm9SvRlRrIdDI@#o9B?+P~F>%5*NxJ~L&iTkDCH!n**gw05C z=y&{Bw04bBVTX+LqlwKR1oU3%!=!^gC!umjM>YkhU%(ev5Tap3$d@n(a*ti}g$d!l zz>w%Lcz?l-T>tvg*=&n#cry1^_y&{4OtT6C$pTO(H?TE*KG(8oBQ|yMyUcXk=l$gDBK@ z%x6XZUFm)eqPboYC8QvWUSOh0_HDF{`@O|}9YU3P zv|IP__ILAC3^I~Hc0?l4#;O#iSIoygjRTm8t#L7*ubU(fI-auO-$0MANf=wl?re0G zC1HxiZMI&wa$R!f&hBm*>f5)e1|1h!l1?M`TKnYW)&mcJcBQRYHhlZe=^NAH6mQ89 zzYF8?=;udAnO(E~YC4_BagS|$UHs>SrCWo255s7cZ?P0*RDKpT+Oi4h&Dp{)^&^~?Tz+MfyKZ2^ zWda@*h9Yr)Ymwfi55Y>%(QV8!PtIy_kV9}65FH&2=Ivy(J_lu8wJk%?e$E4FW4nU{ zs-e&aR06<|SBR3*)NdsklH_bO|K#Nif1iA(trp*#e+6hJDn-#wW{b4`3`fWPtE`fC z+?g+LhlafQc(ojp_s6M%Wj5PIWbVhSTWv8v#2zUEVjhNAs`=im< zbjiG0ievH^-R8BRqJRCbk4m&mDevCSnzxTd&%L1Uv!>E8kj`&mW|w!C?iUac1)|K- zi)rXnt6{9x>VA-v>#W*D(l>{V%*<455KVsjIobnA`$362>QvD7yKkSN#>XousVg-* z@f_N7TDfl-{yx6n*1u2RJ9^W+;7+w?l05!Q|){p8BFE zYD~5Cs=yzS8$&e`b4N!S^Ro;#Df>hpZSh_|q-*0z?Rhg`Nsl=F^tL;*%<^-&ZxYQQ%SPV^`Q zlU-~FU1y!Zh-3_diFHwiW*d*%>c7vaC<7 zS03ZX9}K=P-B4v$s_ks)sLxsFyzgj-p8Z)S@j>YpN3%!#bsu=rKj;+ubkEJ2#VX5Z z3P||iIJVc35<;G5_ttcO!_L4N)SS^~YuR?6yKI!o7WIb0$-+}&)c7|gD*tsSm1CBF&o!1NyW7GUzHUt zGR`hDs1aPjg8@(o1Idta={+qm+w(z-kAStS14%%bvq8h6b)?n{fSqt%6e ziIA)=$iS4A1ZdmsopUC~SLJMKJzUI{clKS-FBC;qYS{n!hJ~cb!(pz~$W7_}cm+!0=Rv5+dwfI$D(wu2Vuq^dm`> z%ymG40BAk=NC&-J2_q(XspWZCu4I;~!Oss4M)pkue>+WnyK9@ujBvh{-q%g$e7)Y+pMmcHF}5s)};2vgW*|T z7j*bcnlcl?k+6-mCNnfMmUeUJ%E47WwLw{~p65Fyrex=|g}2XnxijnM8pWzyQmBo$ zWn(d7a=LJXA@ot0m-^kf#vu+LC~vyjw=VPJ@%Ce8ZD6{oN#R6efagO&Wzo}Rr0UB{mJ4+)ld2IySN-Pk%h(m_)y(g zXqo5mwfU%g@4@P)iyi&^g8h;`{5qLw-JGFBb@}bvw@?f&E2dvePx$_%=!@>Pq}Lq0;uowCG&AF` z9)Iy+$(MfnKi@Fulmq)nK5nVrt*;klUo?pLZq)DSXmd^DS^Rs013gzu<^rysxlCU< z$#>0Km;1u#o}PHI;o069gU8|SMV&^oOuL5PMQ{Y3-=sD8ia}y}q?jHt9+)pk8`|S& zG+2C7ZCk_*YLCrp;~6xvO+ercLwaXDruktcrkSBb8nAmdJk;*jr|zrGB;9pkN;45J3b(I$-yK3 zebD2$^npTOYJ-aM(1WV?b*K{=W@r(#3e;Sqj`c15`;gh{(EiQdX%N+A)b;hOXrUC3 zUS9itoBaaGyQ6y~YErURa_Hp5M#vBCVeM5Oo;K_EX5)|hef+U^#HR9@S^1#GtATGH z*Gpy3o!dQe`TFW&#hjN`qEBqpwXa_Br`9E^XrQ2~0h%#LjwHP9xjCkeq zCC=T7S4((}t2WXfjxXPBALuK3U&ZHi*sS5IPx4*U{-&FRDyZ=d5mryXLdny+(;&p@ zccfE$iF={W3+ZLvTYRaAEoCth8a_7AnoQKNA>;g?SnOP}c?U&jy%61cfV+wfM`=4YQpjEB~gYHzFg6VM_{ldG;#lT#CT z5zO-8Ow4CztqS8qbwFm@=0x5l>uvq}N?zLDqAYnS-2T$_w64{u3pcjuf9w`Y4B5&xBe3*VS@lmz)+Zfz#iJB%YnrYR zVdgNRul79U>M;F@?{vYlgF6eir8Ok{ym#6DjCg0IZEqbPYlTjIAGGfTV6`e2 zFGit-9f4r5E9521qwx)E$Fh>P94dLyE$g9Vq}Td#>nP)Dx<-Fv9EX@*fRE3S5_eC} z3hr<0e{YXsxMI&Lyx#9=B!Vok>^u{?ES7_JM6Da*rC%y;uJ* z@P|rc^Z4F6EmD8pX!NjW0*CU4{&)@A zt&<$=_!pD9!$DJY~Fjq^u$;3kzk&7XQ7Etq*e2p)5{Ynb7v!%HPTBCsWb3W1>&gwody{FF7Pp zji;wBH;>u}{F)M%t4equQ0#MYJl*))OcqW4mro^&NQgaKzynu{{1)f_vvqMwa$O7+ zWqVdTr;qH=6z6w9Vb#yaVODU^akQ5!x|RpN6csDIcD`jF_BlH8*;H<_NAKClbuwkV zEN$fjo%ws>UZYM9_r!$uhM99J&U>AsKRhiht=Gu0^AT-PJFVHuTzJHwjj>tyh2_8XaQJ2l&;NkbddsI52y-9R_ zQ9X(T3!K^+wjpx}mXwYk_dsX`_95!%uV%5#3O&eS+;_GXe zxFvSz`H2dx#K+7bpb?RLSK8(WB)r^#`Sj^$Q6plwHUywdh>Bwa?{DbXJS29NlJa z;?HnMoZ7IuY-y!kfnJAyAo^uXL03~! zNT*GCXBQWfR8ft2S{{x`1E|2O^lAY*N!FoQv= z!%3FYks{U^f|gmje+En&{a?t@RRy!3in4_aZ>bHlTg=G1=UCCq?30Uv!Mka>GkRHk zFOHfsnsV~cWN8YY;Rb96+YXax2#SLrAWr>c%TytF}TsZ71H`=2LeJ3h+M{hmHa+URmE{G;_{ z$rMd`x?u^6hIaq$#>sd5Q`f>Jue~@?nAym9m=k#O+Tse6Dyi~f{5m5YmE`Cj+!^b+iUwhRZnST0H4If>mQV@li-QTd4@>Sv3xi>O@)*s|5Z>nk<&6RJmqf=Yoo$XR9NJ)M0^C8t< zefibOCl0RA%3FAd!o9^cQTGWh2g^qcSf^5(`lm2|L8akc z$euj;cjJSC12R@BEiK(QH!eJ^2Gie5cW#IX3b|Nb@=Ya7(D_nsu%-g*d5?HA2shCq z4uP0;9>L zt~}q68y1NB>j*Rm&wh9$HjF|+$W;Hw!}blAmwqryIYZ>(TV3ZQ^t2HTWjKys;o{=r zK}w4W%=E&kUcN-lwBwkxe@M-^(mcg`cJIPvSEZ~FrDS#Xw8y3g?-yZ==D0i-Hk~-T za+o*Tv$bdUj-IQ#wK9&5^O^!L)5DCwl{|aFKuX$+o{&>zqRHdYrWy}s?X7u zp}Zm;=}+VA<8MfE@^k$Rq)zr%THa4PG|b^S`s?)rgVUk{CmiUN2c&2_H6|YVS-Rw7 z)AW9deGa5S??~DDp-g*P4lBJ@fCi940C?mg!2YX+nK!}k`1vT5GI$AL+t+~i0?jNU z(&NWQ6hG$2>)ku-pwXI$00YW@#NI*-kQSuR30(0 zri{1_#p(0HtA*u)cKWBuso&K!j^z=(HW)^-OLB146oAZ*UFuXLgU$Ufh zM@(>MsX)5xNtO6}-3+Q_f&=Q;Y=-~MNZt~MMYNf2PAUJArzAOgh29{hSa|(#QisAW zs>z5{r9+yh{O)+>S?a4tYzg!Tm(A3;p>gR=F~MXmvu^i(mR9vu+kMX~v6b^oGly`C2dWiI*lc zM~m-|b64y0ocJ!*{b($F^FA@9p%sO3f%6G5CCnm$vZ(EI<)RG+HcsE4>0e=$)O|A7 ztSVt{5?AXvE~k(e9J@mF_iSxnt9*=uEdqA$iZik>v%9QSi^TN~UNRZw4H1@(`p56^*2DxFyRNHGu%4I*_ zZz<{E>nczw5`$>tprgT6Mk`pO;GmGe$S zIDVG9cz2|3ht-&)wsC`pLdc;cZ!>Mv+UNnJU%_*wSF-r_?Nh<238dOPI?6qjoZ`v$ zZ27~ZvE#A5Nw<-dL~V=Qz)XeqgN)xbH3d0dMvc12FJNeEAd;b*ThBCqdB4Ly7cqog zeu3QNNpNCGsr?Tz%{8uq&Q^i!=imG9pB7839MzcVIB|Q?wcQiiYfh#&g{{(=#ZGU6k=%(EZtE<6@C{n1y z!27HeHM-B!py$3+#;#M&n&lsA<}&)Y=Uz%f0Ef1B?_TuLL3zr!c|W&B5`g*@dse%< zyVK|>o<4i@XjA{!92H$%-64oT-7n}0&?W&uWOOu+^n7Sd8QewIv2tSevPpRV>~qe5 zOSLTJEvYoto*v@D;B@w1c(a_Qte~K9T^}^E+_cBy_Nnpx=ycE{fNEukmw-&CqfFAm z9+dvQ){VlwFTc{gbtqpeQ?0F|D!%z!a>lnmyN5=9KMYL{ed;vLss{X8o?Snkic?P( z0I5KNLYV zD*o#Eh0Cl&)k^W=gyW;S&O(-g5jj<27yh9gTcE5Tyf# zP!(~WF}%a$z4{*19(3!gk1|P6X(X(g9hjRv4dNqJEv?6NU*EIcdTAH$yI|xi-g%*E zL7BaUAk>fb@Kcro)x5ZTiOQ*oH>?f!^T+mvZ)=>H+}2VgY*aJ9egT5JkH$JU~BzTf)$ zDdEds6bbviWyAclN(UXIFod02k*PJ}bpPB;-ZQnLs3VcTh5US2id-rf}k>w*NP>WNb%T?}9ndnv0neI=F3BRr*2mOZhzE1$3DzU98I_2&vYC;uQ&beWmzG6h;^ zKrd+_SbEu|&jd5`pp07AOI=#$^Y6FL_Da9Ns<*>!LuxYyDOUfvrlgJ22biQAI@j}$ zKH+PgN=hh7R)2nA+r}*|`Hqa5W-M>ty(>2m$|<~j;0bZ*Xg>8qHJwXUe11vXVrR2o#I@k#+VGFy0{~}LT9TpJe+PO3=RFR zym}IRb9In#r_}%uL+bb#N+;#j+zxLs+4k)V-!{#P5N7&8R;ZfrX7?E7_Y{#W9{lQQ z;sqaCck1iw3j^SL2j$wXA!^vq{Eq5XErF7$j zzFaDx)33z7jETdK>V8YdNpRi5)wphAW3~yNR8UYqa^!|LyT~(AbcWcXPgYhIdI_q~ z*PH*VYx$%pZGt_ZT`H_^X=y=G8GrK{kJ>`4&{hTb=u5NymI7^5ZInR(1f*Hyix+#| zzIkJW2Y3DR6=FtFL?qkZ!2tyl6DVD|5l)8Df!4W|s%z%2(l&5mDI&NLOrZ3j)v9P= z@d7L+Nw;q=e_K*wirV`Wig2UA49DU$Zmaa}#ex6PV!)j%`g zb>~iX1kG2+ne-o57js)kdKN2%G0tD*W!+&!8~yC!*A%Zd+XkYA9m~jefP4S`Pj%yv za_xl>b`8k5BB3;?iK;jM2)nnAr?NsM_iu}5>>~EBWL}%EaQ6lkxZ`kvfJRa< zZGKq1Qe*Ev6k@;Vc3@y&<@f2V8gyBB(BVSdUyI&AENBK4fS*%?kxBlzVPRusGjm*D z`Z5vPCw&m;?yZfkk|}|4I76z6aEiF1UJpi!tI-o0{$ROX)455<$<-&pFJb#1D1|2@ zu-EG-c~B4ji)X;P8v)NTh3qv0Mxml`=ll~<0v}M8xM_oJ&7V5?=MUn~oLR`FEM2

YU(Ua(Hr^lc1|3xcP;q6>?7Bfuu#U^N*|`y zb`Esx?r~bH>?gI13wVS$5J*NMP>Aiizk9#!cfP5PFPs}CT3F8I3EBSl)4cFWI;}#! z5w~V)%A+Hyj&l!|u*T`c-f)>U?v`QtgKmi$m}ZwQSz-kBO_HiWoGA8%SGYsRd(B?q z^uPm`8x((}u*A!#3tkCb*n}DPTH6+7yBI$8|13|xnBkLIu%lmlo0-GWg4Z8!B_6f^nf^u0?vy&$TOx zABKY|A~G`aY@OV~;T)`o4ak;c^{{EvHtus>X(Q3{j@SI|ev`^gTswDu?-R5Beh-vY zyE!>IB>-!;I>e4VK~n1FWu><^%5vnyDK=}j9Jbfn5a-C3|1>b6DXPLCw{he0 z`DbYxIJe%0QXhS9Nl#vxyItLy-ya?4hSV#&f9HlP?O^2Gdt}|Zb>Q5n$J8?^O#)Mn zSwAgVSy^R7Xtt;m#(^$)Xn3sVAm25CJ?+ zyc?QvJELo3OCPs8^kr_&&1%s^A%E!0@Y~7t2Y>RZ8Czx~FW91&t#D;+QwBn`i%exb z+*YNGbqu5Jcjq2X^D>LPGs)=14zDA`dqq1W4o?}Tq}wL>xoEAttOyGE+0U) zoaz_1*p2TlYEGkkFXHxJ&QMJ`KRafU7_qKZwlF+WW!~M^Kg40eF;PRSHcfJF+8SM4 ze>)n*LS}F|Kcyc1an+oZ{S&Kr#MH{gcTB4LBozLv{cGQ(_ksx~4$7#FIo8pH7}0j1 zrJytgV>Lsgqq|@AQrZU2FJ11|7iw{6m8Hb`q%dXSF6FfHJ~_P8?oGJiO4a+Utv#jbP9CUvU5X{``W` zJTAYO2E>uc#w}MNN*tglL$T=kjm0;7jg1utyb(ISf_f8{3I+xdL?wzwRB7uVBSfAE zk-o{tudmunn906@ zx9rMkU#hUtM`=CRnGDgZzY<7A8Xz{_7n|R}ja}U5D#h3~B}05{WJJUdNTb6&oKAV? z3R%UWu`#;>4wUOqjoc69zQNdXhq zYN&eIR_x9)LMvz`BjfHw`l2?k9j}+RjX^t}N<;ba?dG}eLCE?N$VKnR@SAYT5m1|q zSKje=wKbIO#*AmOXU2#hu3zc%^QSL8;zNj-DQ3w;E!y00J34brjFew)6u2COH?$nP zkg|-5rmE9)zsHZY67&z6HAV=W%`HU}`S9VxxQV*j(^9)>$P@8#Gkx0pG<;%0(@He$ zF8grF!=_$D_}h!U@EHS-8@6mogeEbacLODfm$=S;YGOk$DNK~j5qSKZnk*iYNiaxYgevGY+ z7ZlwoGI>HIBqyoo48fsJ6-O0M`Chuu)`?1Fo?L??fH+U^YM;AF28q6~4@PQ@c-E*i<1wg0r6mC3L{`9x~}+b z4T^|GWTemV~5uc3JvdF|RY zyg6;PxUcGskre4z5&&E&ZY@44c+6u%gR5ht)yh5(ZzMVr5c(FM-_^FvOG1fvoLAC*N_^% zfBW`FaK()xd+q~Gkm{K;)qKjZ&0@|Vuybg;zKmoo1gA#~Xs&HMY`9IG>C(R&lJb=m zIZ*bNw6cgH_0wt@nrh8Wa^dP#|E`ewU=M8(v(dXtj-S^sNqg zwUlm||G}4$*oiOI_8<#y=pVcLYpF5{D-32BawJ_$1@Np1|5xkzN{Zn+JEMzv9KFwK z#%h+!zNbr+2t?NgnV$lP2=+TnE{WmqR-{lYY+s;kuk+7|q@#C=cJcP0KOen~Cgk|Y z-(_dP%P-i;#_g}&WqvJ9b)B1KFaxT2==X0WbRhkAFErS>^^pNm-gcJS{ul|b75!79 zsWGvwD{(nZ?qmg-29=)N7;AEG#cB z?%>s3G5@q}v)CtLkAl}k(;w{8v#AWdxsK+5rS^OBBpze#8#Xne9)#T>4`%mgB%^A! zsg3^_zOZiaVHAOzWd=Z6DM`CiCfz4!^hyr?sD*qcNf>uBxN)7+{Ix0d0xpgV z(JF=Vbq#K0;bS3&zqs&u*^eaRzfaat%768R|NVjgU8Vm|w?>j&$pg-Mba7+7w}_Ru zw(0@qf~uCF)ie;(VaV3Y&}m13sb(>gcvyORI-PIR!nRa=wp`lcECSz9s4662$ha4( z)!9G3KrA>8V~ypdrI^C4B^B=XAz~T;D{zOKEF4Y>*L}*8`bhM~`1bBqf_ZbmRDgi! z7+6l#bF8}3!S8pULqZF}*>u?KNWi#F0D|ID-TSoxS~QTU)>-ywS2pwajdRSA06$*8#iwXiU@FV$qO~pWW@kXAO$Hci)VfRSuViS|f$p;(I7dI;g%eKE zkzcaa!W0V`NJaHMM_LaQvcRLJ&;=Gu1Vxd7Kk_W4%|;Y`Kb3?OBojhGr`}3l1Fac0UONe#NHIW)Zx*qNAVpcgs^j4AkSMCfep)C`P_lEe+ne#yWX8@ON-QE- z>+d(~8w;KDre|izlcBd&ma%=oEm7KZ;Y$}jZcTdw?f%>O6pF^?MawO&qZ;=&CPJjv zH83EE$^s_GHj2!mW21;5qqC#qIl{}H>&rM4wY0R#Hr!K&vRfi3osZxJA+3Yrc49gX z2cSohRG`JHB*udY?Y1vR08x!Ks}p;d*o9u5*Fr{MJiQZ_ogu6DP0>4}v7Y7|Obn@AjN7Pr|lf zwwKx)bV}4=B*v6~IO1|sk!#VFq8U52L@hN*Nl6T@Jl%QfQ5duyoH`!u;${q}5ujv$ z{@Ijun&7{Y(;RNElNzpa@QZ^t;I@2+{O?6{l3=v6}T6KoqJV zob`d~R3gfCqd%&T0$Hzub(YN&_j`faRQX4H4r3WKK#l6PTK)lc0g_0*J$n?_?@}PG zCi1N_7^NX$YJ$3H8H@M7`+$ZaeL`3^MWiFP-`=c1peHwniL((`tVEKYj?jtnOrW#) zgoV{WS(JtPso%qg;TY54MhO6=>1s?ha_v2B(E_%M{eas{PEE1==&b~C7dP=sgXdp2;2QUL&7dBodZY6$bI(>f${x3>Qxdp?#%y?kmdprq>)D**uvz?J|IAdFNw*B1&{bxeO0R zX??NBLy~t32z(eE8WKXRr(;&RP6usmHk_`#=!N!~=s#@>Zn~29{s)>e)#&U#M@}+1 zH4&_3hhYALj{(1K{=~D6M>`C)t*la&pcDQay$g@xc5W;7;Uyazvn`)*E4u~>gR^Fp zzN!7#$p@&c*azkHlGg^$9i>}-uVgLWg9VX5M!dt9&=mI(DkvXvarTJ;u+MKL~l_YIcvrx zU_IEZmuwsw98|=j`uX{F;=!fqAYcz8dl^uvO0P!&H&! zxK;}mO>fU@P6Ga>(=Lo8P=moBJ^Jr0kX5FvMDg$VMKhf-H*(?6ABR&ir5tNj-Kcgox9+D4pS?@xuJab0Pc^Ba~VNQYO2b0_BqJAWyyo$ zx?a}a=o9xfy18K)}kThWo0~{ z&!F}ibSmmXsMx-JwYFc~u~p+af9*nDw>0!mj!WB-z}!p0Y$|7@zE(jIhm<8_k?-aH z`IX1D_k=~uQ6`B9ZSw*(_^etW>9=D9Yf2m&48uE6&PgVQ2}|Mb-EM8t@EMAxsCvE| z6@{rojvv4I;FSaro6GWPBpG-U*G&RM6f1>6`Aq|v+Ke9%Q6kpgjb7hcfk12!RLSMF zwJM93t+C0#`=ntu#{_(5C@LrW_^c&8w#SDopOHWV{br%ligC-O+dh*6f;g7N^e4cQ zn7uBz5Zct#q)lHr!&d=vGYzS)53;hZK9m}_o_XmmU|TgYyeT^iCZ6=(QM$9~=b_?3 z5pIp@gwjZT3psKeH2P>NSy!6Tj{auS?Q#PZypx#VBhUksjd^(l z6>UXB959Y;gPB;wZhs#MrXqTBxO=1NX?twD? z?vE~41P0SioX1lwU$f@BU}l9I*t*avI18FY*ggHiKTEBb$mEQE)+Tj1AT0KtF3-lC zj_I$jISwE(AClnRjyVO=&c%$Nv@|7DMJWcYI#S=mF|J(4&Ch=dLumppj4e^kqtdWu zaM>B;;Vz+7jrUnPKEZdV^}aO0qJM(wfd*>n2m>(jo}pi|=KBiS4UTRv69HqS0Vu}v zS>xQfHp7rSG>uZv@J}9C?-v0sErO~+6}I4p#tl;%D3=hGM8g0&^~2d%jxOF9hl$rC zM~|-hx{qoMCtmqPXe;g-MLKmXBbl#9sb#C46dqM%{3Ka|?=;q{BR`ZxLKGyx*Y0)u zwuQ4tgJOztdIQnDRcj$74TNuJ0TM1_a#j zr$IRxs2TAv}?=M2|Gtd))#&<2U1zRSLpErO~XT%J61 zLO%l&f+3T>BPDwgS^#^z!KmW>`#R`t2x7of!|0tjPadjh5mi!i`7br#O4JG*Y@KH( zyElW)9~LMZoq>%;e~@R5K)Ndi8n{AF-dC>69v)PJd_$`DD{s6bs@W!OhWR=vmCOoz;})P5CNDGDF&mv9g3)ECoOkw_Roe*n_@7_dKC6h zMN!d*^l-@f1NMuSejMVEclxGZzYsHqQg}Sh_2hy3;+H^>L4U)}(?QVw=+R}Ex9Vbx zR)fE61n=Dlh3vpR@d8pK5cwn`YCvTH2o_HqZ2$^*x@c29SH;B?dBU_}ICgq1*9x)_fIm1YrIiR!7Qhe2xhmkGB{0qFH{) zrl;mD2;MZWr&O+=*7RJnM#dL-w# zTv1lG_o?fwJxLZkFtfdmmDM;O3Ij{u?L9pR4_F%ml>Pavrn~GU-UZFb1)G7EW~j~4 z+k1M90edJRQQiHoU%$>L4JZr#mw#RHl=#1LvH!uRQYcqEQMp_AWN-Pe_=keI-T$4u z{lEMH3mQ3uNQ;aEe`f(xP+=g%gA!)C9JwzGe}r537@oR(IRUlyzKV-!JTR{$B?dDa zX@NCzPN}&ustRt$QSyU!qVHMRTtXkSH-*R|@DftvtI#64hcBp&vOX084c0-M8EC zc1_K-dRp`8${vLipwsD{0|UuW=#(cwM1N6yk6Y@E6X*V}2k0byiGNvAWbHVW8e zY|LDC8{@_RyJTGZeSx$;@wFgU%m9ngMp{jiLP9a^xD;RPR^TDek=^9CJTaaqJ|)QSod8t0-(eJ-H!|?cL4>(-9kUu2fR92>w z$#Nt#EZ36J$A&XeLt83EERD<$}AZZ5c48pD+@HIf5iq7Z_?Fq zndxbPzF-`j#uw*r!jDD+fkguFPf+ShAoKOuK{6b!IRgK!^WSEKn-gfix6+VqH>o*3 zz|+v^3=9l}Sb)z?7n7stTk}|AQ@nC z^1z080xFj-BM?x0bUr7YjYo%Di9nR@+{rN+sD*Y8+HP_LF#__~l_Th?O{G@ZL)nnQ ztXn-0u#b%nr{Jha*_CVx;Fzp31{yQu(6m#BQnWzc-x^*0KNw`h$M6%@G5zX*F3cRE zHo^I-Lx4b#_|DJ`L29YdU-1578sYvT(J@ZpC-ig)qKqW7q%MTy5*0-k&F)~FEaHKY zOvJ%2;ZXV!EFURUp$x@0l+B|O6$2Cuu}j2oLZ0}2u!suGj00k>x$pi@1A~JT01uF* zqsB<3;XVRx+_*tzeUP;1ri_!e4rVd%Uq4MGqJdP+M0HeX`cO&#$Y!1&j2`jI|2i17K~x_eWrHUjSex?mDwAm3I5l%Nj9kphS+tF+m`#^=H>rCI<_C?7B4*^o}TIP(4U-5nvBA+q$B5U{2zmbW0C*> literal 0 HcmV?d00001 diff --git a/baseline/test_dimension_2d_plotter_tsne.png b/baseline/test_dimension_2d_plotter_tsne.png new file mode 100644 index 0000000000000000000000000000000000000000..4e8e97295f5e8b84e8ea5e87acc7eeb36ffba965 GIT binary patch literal 100058 zcmeFZcT`l_*DYE`+DMyPMFaz&pnxKZNNfXGh@eEt1~LdrkQ~er!6JzgR5C?Iaxx)F zK$2uo$yu`GJ2zNRs$+9aaRm>?A#tY=X1z}>L29yO9 z3ibHk3f8_o4OaH6zRczhjAaT4JvnZCqdHM4CuBpQL?u_^#am@cMJ9?nRUdFEdN66d zQu3DQQ90|O8l_~U{95VW$(~P>lkZES>Q?T__k3P8G>{kAC)n;klxlPQYSWnSrG3wf zbn!X!uj(~{Q7e9bLCMo!yzTcFZ~Fdp{{44K`Z3DF-(U2sUhv27zsCyw_b>eSD*gA? z`0sf5wF3WVvqss5wQG0We0zTU!M%Ga?dCgn?1=PVw{|V9(~@k#Hw}M?lgp@1{PE)o zeIJLgaQzo{lIijmu1?}1-*KKE7#Jx1aDN@Qt5HSRh4+T!A6t&k=P*9s(9qCE+iq?( zZ}Lmq7@GgsJNM^A7d@upwSoMG-DkufKYm=`xyO5IYN{f`#@uDo{-fz*q1t&#l*zuSt~a3 z=zqAkW^ioG8!um9Uxkz_7ZMH1CH5#sOP?)qa;>V3*LfHs8xTF%T3DEqb3&)kt8%!r zoSljnlbBIT~BIRe$5N1A31iePo#Qtt{lt zjx2gEpvIz=VSRS{_U*M9HVN1I>ce-OcyMllL;C59Q{FtmVbgf~s{ZWRXg9Y%FE?dr zY~WI`e!;}n*&g7eL|2Nk82EmIK5E`xY>@L{gKFHx+i6z)_)#~0t!APAjKEC0F;x~; zp=;8M7*;DND0nzd_6pp-b4PVT#`o|`t0o6!0n^5cu(N?IDVpSlI(L$yN-=vHE+4Au zsF7)FDKa}XL<@478JEnS9(_LATW3`wIJ3oZC5!O60LO{&l}q0*s!FgK(j`9^p%nEj z$++g#<+>!5uFZ$9yvUlJu`4{MrKPoG@!~M+f$s%=Ldh$a-joRtjWW#|mnbbQO|u`5 zZ?tLO8l{>jRo1(8=PnuF&l|PuFZeW9Dr+f*%LTJhH8nM9L3m_gmfc^xe!PGC_V0#t zEANNfRx&hx+hKib znR$uGE+;1^hk=}pUWpvC{*f2n-^nj69k`xtMQ*-KVy`OLjh@Y~peQgk-k)EXJ zgmp_Z{m6^w7%1Tqe~b0~UB;@rtd2iFj|}%UsLf6`&9YJP9l7R@E*n@_c&Msb_Nm1I zVx~1NgWWONU0s#*+EnvUgrCLqgrz5!qLi%I^y_!;-my`iAG$1e^ym%dty@RFsF`vi z1i2`k72)m+7cPu6#O}Gyqn>i!M%cVfdZe>lk~Tau+25VNE1;q@P?DV*U_W@j(P2!( zM>=GEOlyr^K;^T8M%w!}wRCsWl{Ia0%Bm1^QJR^mG=;D;+cQUNjc6u!dG9i^Dj|ee zC+r9;*~Y%`Px8lIgU>InV?DQbj&2!EG^~{CEDKglGFGXK)=(osH@1oX?fqRfN0F=F zKS*ZvWayRndueTPk+AGpVFRuUhtL*$>>lc`nA)~1x%CDZU$O( zmZ>HhdXmJ`CyWncm-4V~v0c7?w_9Jc(6=`T@Pj7xDU;6*WID4Q#1{0@YA^OvlaY~8 znx4&MZ0#GcN}tT4%@&_UwkV9*${ab%>E-J?B|bv3W=b+cx*u6G@g!xe>g~ICyDP%w zCr0Z`M@l7G!?7-dqoZDITg4pJrzb{E4UM-JdV906v$KbjTbVq>qNJ^@o#xtKF@pWA zQoDR3Pb4;I*Ow?YzUM^~Q$r=J;Y(RrSqo!$wX!0A{qRF%9MRpGK*Y1Tp=$@rLA4Nw&LY6 zhRgLS124N(u(MjL^7HdmQ?9&hjeC3EEjv3qsLsm0{#$>43=&ykO^ph^O>V2)cQ*Uw z2bV1Za*x85WBgmIkQ*lk3wgO+o4|fTu?dO1s3?YC`Ie}8|~Y{$&5s+gESNmni&9+}IvuS@Z{l`sCj z$q=oF^qzL*+l{H|=|r8vzovgSyLx3|h14Dga4ARoKHe(CK~>GPO`I6*r6X7Bk91Ym zrdydl8=9P$P!(~UogN!O+!f^KQ)NX)JeUMbBK<||3_m^HpJqMqiY;6#+i{{ZG=PN3 zhCNE>c*MPf1RAY(R<8Iwm)bSw%Azy#ZZ0mVCi|h&&!+n`$28MQO1yak4w=-4O^kGR z2RO}?BE^j0c^M(;M97C0FRC0QUsXmZay~BOk_);Qa{9ThVmW@=)6MNgON(}qpOA7{ zZ(wkmWp~JlhkpehaT@rZqZlZ$sxaD1%V}B>wU5pg?le1NSf3J?k&&_fufIZ+qEr!x zr=+B%E2hSWN5j#^sD)Pc)kQU(9)6fJ-lUE)c`kiKRCzeRUhzeN22r z+V6-Wi7bEnL8_pT&>qvqjINr5P{)~Zy$#%|6@1Yq4Qa@Y?*5Jw2B|42yOpEW4J*Q) zB$+fse013on*I?5D+XndQ!C4!k4b)3?~LCO%i&yBC;jT!3lXY`5yHa4EnmOBxUpnK zgd$yO`KncwH1<=~(`5Cv*DXz`F;22vBd&DBVd6Dnc-PIh+fdE73R{1kgC{M!Q7Ms9 zy;}$J-FLONx9g?fAnQ@h{`k$&$3sY?;n#X=rKF_d(@w4<-@xm<7+I?VSFxF}{;WwE z`4H(iOV0UkQJkfZQ*JQtL>Q3@86fJQkZPu*=1l^Pyz&5d^7d!_{JsJ=A%&#>GU^mA zG_Ul=jT_pBo^xx}&ywrjcHmFvZIUS#oivHZ%;9TxO6ZL*tnFt5>gHJ5JkRS)~tDn2gr$~$D0WLx!{kU z#<)wl{C14aZc4K}wQSikU^_P;F?)OaNdIKKABrS5y>Q9=2lo`%y9ehL6tL{ zZUdT5)0Pehl_Z`;*7{Q`ccwS%Z5nkBxTJ0M>x-J2m&fi_M5zh%+21Vs6K}5=p+J54 z@+D_2s!TLpIi@S2L{uI{TyD5Ya5Mt%3xuE=QngHbDK9UtqvMmPfdh|v9tT{gUgY@r zNy9&1JodgDMc%Hp=(#em#OYE;y*)4i;qc2-0cz)aa|foJ>(_M zae?6vN_8BMMp|{+;;&DB{7*iGVr~6vtG#K~pPiWoO03Fqm`pKVIsYEk;u+aX)h^+E ze!XIa>KFX_RP7ttvomUE&z{A~-JAw)8?K&iRV zE$1x#t*tHO*xl7@ZhVcKhZ*=O?O2q?hLo$v9{$BGH$K>US!1=^OHu|AVVqoC4=9UW z5B~Fx?jF2a{)GVx-bi3C{l2K`t-rsIU2ZiG=*jn-8@A8Yh`FD;c9-&dWhnoPU(oh( z-z97K#(4pkT2f?veSHhAcKHUbFr=f2-sC1@4Hk;f_w)a(ddo^6Pq|PTKN81p-iQOJ zosbATi>LmD1i#M#y{?vgcP`D0l&Din&NKXTUD|2ucFBYRtdegXGHr}JdV9Ibi0spS ze;?5OYUFQU+!w;Nr7eTU$J>VJ46XKBmUf(?Em zc1m-xuyNhGzz-je7hbZmvPw-$lcIh9{(boSLtd1Pt6np)vHPZfyk}%Op!=xNY1V-% zhpjz=?~+I?cV4haAwnViZbSmYe))WIp^kp2NB4?$&L;7LHF5Z^%Xk>N`~`VDx1#8VtoJPo4n&JXZ|3dGn^d zgF{p;>7d@-UZK{O5r_};nz^eOBE6ZO8!Y8XE7eyxe*D9+l4WnM{kx~QkV}9sPcksF zNS9i*%eYk>U5c)4vkRluJ(suVPbP|Ra&|sxr?`py$9}4c*EvN%TDn!gW01{*jl9tb zdL;y^EA?U*Ck>yH>#I*?Z^*jTV$#|Br{J}oriij$!Mj$GJZe{rjxqzQ|NcnX+m5@4g$ zto!NdleYTVOebv=RhqWXI`PqWYtH>%Fby9*9fGnfJIhXx&iDNJ7kGj@5^5qzz~}!V)Br&62)SUXI}WTA?SFHO%B$1Q4^1Gm9W*FoyIdXn z_fT7r``hzpfMhDMpqc3X$5w86BoRnjvnM+xyMV*K0J)${hu&YetE)($={1v(S<6Wc zbi7RtV}4oVZCeucOON8?6lbQ!<^3kfZ{$7MdC;QcjNswJ`bbI74qv@^C)1Il^6+;W z6ZhgorAf;@)39dk+E-|H6()fx_-zKY(RT72I%Av9F-}Mf;N{@6Bhs_^fl3YuEo- z#gP5ai)_altOy9@R(*X^R(RkRVmZiL)0S#tVlvU z1VBp)7g!ghI{Yvn(}Dh>LY2fuG{#{7TIUcYqzmIxiqx;nHm>2r{yL3L=L;ZWW$cCb zD`OUj7k^kyIw`!~e2mu0jz$k>fGZ}S%dc0=j7)M0)u7}{_le`jJKi&jc?1TMjrC;5 zlv@y>YInJ;m?BseRE1Dn4xt#7V?Y&XX4>YT-*+wx4Y%BUM+R2jcj83NmZdasSy@VaTJ*PU|^_yz4i646Kmey8w@MoJ7F4rAG zQ!JI0m1Tye_3e!%is{!byRe8%Y|l2L@GbwRFl04pAjvu(Z?=XvLwH*PVK^l3x?$(E`Uph zo4b2^FOSqCOY5W2Gi*pp1bTac4nzfAL*i=Y!!JnpP+VN>6^DW>Cob-c8y_Anm!$)k zkn2Ha2yQESZuBKmrK>L4^ua{dWS8mkjJH1cnn_2Z;{=T_1xLU(ZZ)0v>Lpt|mhSkiUu|Abq4tDe($I>$C+QS{C=;OSw zU|ttp4qdJd`a`U*t*h(VD{kZo#^ECrZQ*%_5FdN!A|S?=EzkR&g2X!4Ao#@ZOX2cL zy0UEPwO!JwAU=XGgMgr!u#SNW@%=7{M%jaH>k*6HC$tEv&=A_U?@W`^Y$iZNFqVU4 zd8BWD)JoQ$mXti}-M6;_{ z88diJVS=GZ5xu!|6&n@bq>b=AmOP74rj{jLuH)0rnnjQ*gR>x|1Z=W2_-|EwJ0x<+ z*O`Cxy+bX1ebE4z2aUc+gPY{rv~qB8P%c5Y2#wZmE2}Z%bWLR9gT~eS*xA?!X&K&k z?;I$>rHm|l-SdM0j#b}z3)>8yq|JcOTNxf~JJMx~HfscR)d%@TJr=|6fWviw{Qg@=j6$fRMo%itJb4Z?5 zfZ>Y4QX9y%g6sg*egoKZ*EH7A%+j(F+yavEvBIIQitwER0s^GD^yblsuYbS)%2)Bi zt4fRnVvz1$)3%fSG>8E_URrW;GGTC=94Ai$b5#`k33-Y+%}hQsMPME=Z+iq3wF@n~ zprD{ZQ{~NhE=Q@|_d)&Qyw;@W8pNSv}%dQG4*{P0G z1Co~;GgR=1P)2NriUba7=lwZO*d1Q0zIxRpV;>1umM9S78rhB-G<2ZJcUOxeAQDZR zM1fFF7kY7*f6sa7>ERJXSO#<%OkkstaP6Ch$aBT60Amz`z-0?84I@+ts0k)M?R#eJ z#nWdj7v^pHpY?_cQK|=jGXwE!8kLP7QnbrziCb1KMLN|kcm_rV+h_T*WpRdMLqqNX0a_uE%eD=z`MuBb)}kfy1Wow% zJgHO08mlQnlKNZsC|Y+*_Q7a8NS#!~0I$AAB%@Y1#J?i(z*iw8ZQ z`Wh>D69Bnp%^E^3kvz3z#b3KcMMdSS>=l6ZUrJA;2sKPNk3l`DzewqetzFf`SWI7A0C&}@33WdJrpE#s!vCYuHz2qS@w z^Kx?~d3boZbSM%bVI#Q|!rX`&fjrQO*x5V~PZ4hW9VL`4RB4$n@zZ)1 zKR$UXOgf3Jqkq;a-pzUQacDu;NZ(U2rz~*0d*4c8&04_Ta;qhE{2XXz6mCLP%=Lw6 zE1343cg~s~RRdjjZlcMqUxZ{rkee>4Qwm+qyMV+n@7qh!XN*=g!`#a zUX0hth6w4-JpMx?>xmn8mHSNQRJ}fb1Ud+>(HAeaA&E0&trR(OL=|QKtiFC25wMW> z^YvdlK2L!5!{;N->0bw)*2dP>5Un!f*hPx=o_~thDnFM@OV^p_eA>+;B>m5I^P-cH z57u*DH0ZBQq(i@3543;l*5nHH9Xod_#%PN4)+9)RIw^zD<=&NY>(=7a0iqfZ-@JkJ z(3b-Aq7^~M`RagPv38!(q94}g|3FxA8Kvq%_J%XBV!i2~YOFJb#_a0_XS!B{d?zIg z8AP7o5Q~m0B}B}LLG8|~s#3?;D%Y3+z*ARpcEeI4<9>A&t9-DO8wALL>Bx~+- zvEq8gzNH6Bgag3}@5y-z6_1ObUjZvyiumJqnz08VFZ1^8TP8uXpzqDi2U-#rSWm_M z?rdV$Fa)0MrEe&GpjFZ}b|8*(V$a5bvK5u~I()jH+Mg!aX3oc&=FH3t2wB63OQc`J zopch`=IoB?D-txo8xDv!mcV2s!b6Y9Bk|-``%>oAE;j-!RQUGoL~jX%xNd|wDb zbmQhtLdvnQm{gkJ&p-ck<21T+>lVUfHyhiBhz6`6P=ODarBA<#kn@bgP`USmvTY#0yc6L?uY9`ho6Zg*%OkIr)Xqvy}ijmhdw(vFz|$| zv(eG7&_`)+)>y(6v66l0BuZt25ZK#5+7gRNc4Q2epZcW2YO$_&oKV;=gG9KN%qib zNu!S19E?v4KlAeFGhv%}l<83D8=`|ogyeX3=rUnl2>nHXd?M*b^*@V4AW*t=>EcC& zY)1!zIss>q$dwS`mN0FQ%nG*Isl}EO^x+pnTF-vykP?24Y|3jr)h`)Ee~L#(N88Sf zwg37T#jMzLG^7#o48e5L zL2oni6A*#6CJg=)%|%OBe%1?c;0PRODzVK5dqU)D9X_8(|FP`ZX<3Jf;nGK&4-EIE z_luSp5f8+d7_Au4J!(-xj#Ji9wPgD(2OE?qn>wFP@n*8!{MIC}6sjvb7*X(6 z`DMC%J^*}{(<4<{Dym}6J*{RJU$yyWJ?(ocIIFH;aq%PbY0t`T>a3=t2|rWR!f${s zg*qLKJN|FLMddat4SmbN`fqpHM&R?97p z{n8x>mj?Vh8|vn1Xc|Z#r@Z#sv^=AngO1eG2*ULx;CF9bvMg*+-p`*u2l9K7+~lYR z_e;E`4N2Q92S@{iG`0u+C}N=^u{7`z^&lsb#g25$Sczw^rvEN}#^5%z$zt+n_^|K& zQ)eW4a|jyk1pW3IOlw7?$^rVmRM4uVdx8(_)&5H#^I&!HH$NdE5dq*ifxentGq&Nu z%Bv6(L8N$PO?2&<9&ZnL;NqfaW)>ej`^o2k>r@({8(#Gm2Q0Fh&33}}g}O=u>wD$O zm54+ssiD3-)XqDwvDyS023`-8(mT!AyPH1fC_hpx8&qzggj ztcXzDL(mc`b=T*Y??u{=IL%}bodPza$`~!NqN`A9VsrJc0BoT2Oz=#uC8J92J_F3-H8!Vn#j z@iaqyoKJbiS3B^JMEIBS7Y<*`E>&+{4A7Df-yA5T z#9P~tRuhL=p{dX+(kzV#QRX0!Tl73!ixQv$oX3ey8ff&PzpGz=cwbq0I$U+XzXm|?)vtp0K2#3<-^#CNq| z!2+`4U^8EVgAF5b3(kl%n%L@Ekj_9)MUhq#@uv5o&~6)XPZFm9G!}04lrvalWz-Cd z(H<2riYM(xdq~yoH)2@nJej-t&z4Qc?yM|DoF<-syO8KGkgFcJx+Ytykew6%IkDq4 zZ)TK6bZSU;yo%$Jf?z=o&}zB~f;sG+=srL=5&wvy-N}=Gc-JmWG35ySd)$}Vvnu~A z{y4xrl@~G6*E7?Bi%M%ICeR@2I%3B|FJ=GYAc=hNQXS|f3}M;?2fP#X7+9(>^u$N( zMk9$LieyQb4G<;jDO_@_69+~1qS9V&NK*u-NPM7)&=!c>OfAXyEV95boIPFe!W9js zQS9`Hd0%bgg6gCAVFHklTUC}GD-ioS*5AYnCm>11;5QTgzD@3zueNii_lD6<-pgsb_6c^P? zAaF@9MeCau`;L~};}#R%A$DD{$!fy^DV^J=#}%pf^OYPV-2dj*3}@35m^$ zchP$*P|Zp2n!3)9!7lg$a+_Krn8ywX$sW))P-D&q7LfbXKIne)?D&IrxvHOxk#Yf)j+a>N;JEUZYw-qQSBt?_w z1ucb$lUqzPE_4r)tE;{jm~gXR*srCpRr==wplH$;XQ`{J6AfzBrhVer?MXb0a6T=b zxxUD2HRG_MM`5s9*{#QF8||?llw^op#M-&+XOe@ zu3v4ZGrup~2Q-gevMgJaA z^KbI->nu3X4_#LwrY2esT-?AZ_d#OA0*dq9-%{U?S)#q83s+jbdNtRX7tRR$U4c&) z;a&0`{~~L|AJaVCf?9&KHC(fzp^By2q;qoar_vM>bWamBU)c`q2(HFsh@D->Fq1<0 z`t8RWGO7cU(j_)_w$69=S4)$l9?bvY?oF86Fz4#v(M0k;`gT|+)rdrzD$MQxfvA>-zX19Vqu$?$@yt80@59h?% z?`zqp_m|x_5Y2{h?TG!)SRTy`eFLE@U!4JZpA6(Iy!PSzK0N+BBw92g29M`V-Nq+R z=IxBy35?-H^0lG#&(57A~sK!U}fq;CLrC3q8(U&cwH1w zH5B1lEozsPl$5WyIU3yRLUEr*O_nTX8;RfbAK!=odp)ZLeUq}X4CPJ#>J zA`e-J*a=Z>=)jf}LnUGdT1FfJF>Tv?^oU%ltgKALXQ)Z?2;B#91`P|$M!FO;2R?2Y z92xOM*Jhvz6m~de-6s-SX#Qc@Q_`>d4BB+if?-N?J#Wo zo832c)Ktyb_o8w@g^Lz1muZX?pUq+2x{swW2vOl9QLO|)STD;x%rUsQ`FH=bY2ly8CYgM z1JMu>C`v0^6HDvn?k=BZ{vjtP9FqaH33{%irb9)_`S5{g+ZCvStZ9d~?fUK861?$N z-%a@fZ;tPMYGPAq<=JAEVimRZX2RHFCOxjNm+$QJy3+Q{WNIy^tL+IsHs8Xokv^|I z$~;JlDj@WUeG-ZYJJr1H(-Rm3aoJ(6q7%C-+fitt`1+L*@drutl%2HnBk*0sPL&7- zY{~NV&}H3zi?oTtS!z(k)^FY%uAXY9lE`}a3fT$epI;sW2UdI676rWz;(4>eYyGpm zjhSko7CqPqJqZo49DALRCdB#KS$qHz520*%Gk)A4Z1iTAWX7S*M=ZhsFIgiFZ43Q2 zH$s9;wDT#mbV0Ybvi}kh`C-9yA-cZjE3+%#6JF)1<_oN~ygXTBk*kjVo-e@HrXLZh z*`H0kz(GN5q{}Sp_1g-SR{>TTFgbD##o!W%w2tT3NV>NEj!j?{2;T<8+F-SHe5hS^ zjpIo<^uL&d*m=1o{=~9njAJ4xL$!ApSxuIS1=VeQD+?`KBCyn~ooWlEk{4JOCWq>^ z__h0M*|Bsl?nbQ2Gx#Y#@62o2#3AWE=v@$#;b>ziGLZ(YytS>DgJBoLJH~2hIpYGM z?JPmFSGD?0z%|RE#e;k;yoyy+9dr|Eyjp)oRP@xR%G015)4zWGx_~2sdYeUGhFY8L1Sfa8^bFm&CLR%2iN;{VmMwdDd1DmXQ_!3} zW)+KuDKx}Z&=yt!5TDa;5*G-ra*CgeLTBcj7JXWNDO>-$M%Z24*nBd4%U5lc*4%8z zucj0;rsXg>N=(|XL4T681_If(D?GG}*{QRPomxhaB(^tyu131oM4V>$cuztJKcu@> z80_Wa+NRuDUJ=Bi$9{`)lfery2whRmyd^@8-PokeRl zZ}u^q#lNwJOKc1Mht_=~u~H(iK4OF0r8TY!lUpBJ=S8VrUzzSEOs_iSf>Z&e;017Q zVMBuk>FTWPvHjVpbxD`g`wxQoVdKQ>gcg7R)LdlZhV|ca0r2-qo)d`_N>@QcB0o(0 zXrZzJO4v~?y}f>I%&BIrWDvu$?bBw+Av;bu8JaITd7tvjzZAROJw0%6G=eS0i(Py0 zn%7ENew~UY_o>~c{Zf3XdOaqOA~ksrUi$cms4?JT0=jfstmvAVX~ekg0H2uGijTA1 zWV#3yY_IE3Oa4yk#AJWA{3ATsY=q8hsHyZz36PhF5Awu`6C$5Z#dkEMCkNHV3=~hZ zmG$mxgKHPriVupS$?jr0$)ef#&@!I#%?#vmHkgAZ56R{vsSl({1CFOv0 ziRSGxttC#ABcL24VLy7tr}F^NTRZi@rLS+ULys@RCglh1M2ZoH3(lg6CB#-ohdy%h z88izv9aTywh?zshLKE=ef$3)_u)eRakF->)S%l||{_wtLwF_fbDa4CcD;oJC92J#_ z7I=!oaIedmc&>mGO& z6jAw0L7ZQnf4`Kg>`IeW(VxGMX;ytwPBR*?i!qw5-H>*b{g7JBMo1B$CIyciAtFdP zk;ed@jlhzJi)Le6k~W{TVnDM9My{L`bgid-51%F75%xB;S-8_h348z=uz&H)9VC6u zMlC{EAQ)+ALorJkMZ9hx^*O&dV5CMNT3wKgkD#w00R^VcqpKeL-160{m57tErza95 zlm5>i-yS@Ccxp(72GeuV)BVSgHNAjmke|q8lL06*SiWQirqj%w3Z@cVO`-YTQil(93&2$H?XZ##2nW@{KfotPF$`7^E)9a3Y*C+ zE2dOKH66!w$bcu>QLjU9M%X}GK-EmVT;YHslr~wV$aUOVfgOWvd+gskPd<3 zL!oAOKu9VDK-`U16N0_&*@drsDiG5on7t}*Ek^?bEvSub22k9+FiDY-nR)QyhkNTs z*x*+|fgo-M(dl9NQ$M#8kDNQlX>k3Y;ii%o9{W4X%2{N7CWhq{9GwbdeGLaOl(cH= z5e1+(DNA(_J#e9z+Nk5|e~ns`$>&P3_1Il30!uqb_bYU!*m6qUv5*wb>K1u`>Jlh`UK`5q%iqMF<=xQB#~J|$UHg)9;HwBUy_S@Usg*f+qyx{(IhVN``o0Rw8lyuX~0 zu?o9p!^Vx?eYX4e@23S}q_I8$v|!y>P|(PBKcQZ$wu~WW_)-K92ic!W62HEXb55|J zl1>x=-cOf%ZlGdx8}7pY>fFqXF~@$$eItNU_^^86Ut0G4b^`W)eA%c!fx11Mv$*wBDiU z>Ms72fY^_Pg{Np1P!Sa-`==U4iVsuC@Qj7U>$U6F$v<+%IE1+i8pV9$L!slAgDv@X zUskjz%$3nRGbm&O0?i{O*PYhK?K-MAdzkLzI4ybB=>(Og_$QzJ&mR{33o(0fZtmF? z6crVjNgTkkHy7yhg}*!CqVPhyQ(uq{cWYlJS@m%xks{5AB9GGU`~fSrOu-7(q3WWuW9=&v()f&psQJH z(XP!a3p@n^n1(w7H#TnJ7LbjxlO22--Hs^=B+eX^4cs0Xd5vf$2?vIA;j$x$orL8) zpL7$@Ppf{vL6 z9-43y(00yZ1>^y&SZ!UZw45|zvL+(@ZM!%LZG(HOjk|Og_F-9K?t=c15o06a!W2vd z0eqzZ_a0$n@mKW;xWiw=wol*9CP_ zrP>X5yu@cpb$^MHhZm1%V1Nwzc;|?-fp>80wC|H*h^Va~P{??#QnY$FE+PEnlN}`0 zA@hacFbsV-lCV?X{YRP64oCEAq+Vff*pFb*IW%iGqKmE&xFA^}_Yiyrs8*$5Ek{;mVBO@MAb>GCtR_O)^g@S3LD+32bMyzp>@jHupZU?k&y5PB;?6CT9b z8sww^Tz46!x%(%>A}TVVq7iQt#sGuB>FA?rA+VE-0n;yq_2po^8n;>wz^d>ieJ>$N-D*M?vQC?I2Tn9OZ`ZCJ@g<_gFvqwf@*`f&`t7180bRk2n} zhZ<(%7oU%FnspqXoHT+PlyR7W9b${tMf+DXfr17FVUM9-$w=m>T!& zd89&Xb(p1CK7hZd#L*?BoS|(>uoN7#$QEmw5_OK6_tvQ(@e~x*aX0K=UA&ra(<&8( zHAtgw2j$Y$r$MJNfy-hG2gXv-SbM%|p4XrImC!KPizOeqqKfit9<)EnzrNxV0_MCH zVJ^vbfJa;r4pefGNt8yq63!&Bh4@0yrJDC2)f?uT6m3EGKx&rkMAvYCsE$n1>c7n< z+mxd1Q>*8OQqzZE)radzj%;S|c?7G+T|AKqlN&m7Z`hfBO^3R*KH>;e&rny0zeXhz z!SgtQ)~`L=Vs2>iJ$u9_*x1y^7@dHWBz~<7&Qy{Ke`}%k=gh}=q;6J($#}}z&pp7VI zzq%e2%197mXdihh2f#a%IW3G2@DP{jZA?d{>bbiLT|`6Yk{fR`7{wXe|0%}tDA3Y?@ja6ye#!pODd z;B-9z!%15LEJ;`qq`nX+%H+rcK0;O0)K zC0>}nB`y$hV?f!&=Si|30wo-r52t?>-UICYX^3)UmK}pifnML+XMO%ftQ1WqjD70jgI=ObQy&k znBO~VYVZ`n_M`w#Uxa$`1*Dpu3=}N-${*&doaT{t+BFHi$_6@X~Em(ti}d{@7k1mG_0P~ z_h!S1wAn>s6^`C1>%A1wrvv$$7DUcvxxEaEAW>!EcZQAI$bb>(g3$Vl7RmRFZbC}| zlrJB-9|y@0Wf-%-3CqRUh!SClK`QbrU}g)k?t^Nw7aszT-X07cVc`HW`bD%@onQa! zEq?jIyqzVSkk_jdYJ7DA@WND*=PQx`i6M_XJ#vl{rcaW)#Lz~HR5gHHz&0c2LlAdHE!rYZYHgY&9h=hqyAAfj8T1iQ+_|9J z)3b;HZ<7`z2WlCrL;v^$CCG*H4>5Z8=x z4rMYAhz4+b0t|Io#+xY_({ zt!NiHYvt@CYA~(_BRMHy>Oa%>gmTGL|u=j1-6u{D;Bh`9(uqU=L z@F_MvG0$Knf>Xq_v7gAt_ZhK(aH5tG8d^lIyMFfW-&P-Cl9!^vXDsi>n>Z>|;^N|x zD9q~Idv%^-+*UrXj|bU!*?`5zK!Zn);sWR1&CJX#l_4(bT#C|(O~G;}Y!Xd=8F^g4 z0|L{?*kou&9qfe;B}3#~7`X?R=zWn_QFuIepM4jQep=g9h7lI#gm(|ea4xM z@8L&u_uxzUNi2Wl+#UZ=Oi9y%Kuva_sq`9!YLki6kB~mUz|f~{V2Zg%%wxWW1diJH z#xNQ`xtqgt#dn64o3=r@%$%9%J_5Gm!3>VadAH`x(%)J=C3ZgpE9~O z?U$~*|D>{8FH@57pumQwUd@$MUT7kuH7X3O) zV_V^ej~_#r9v~5&6Y0Y&`d@p`y&%*E==2J-Y@}XxBFW-hn4$=?>&Be$TaZz4GU*B> z&k#_YoR9-P-lV(C?HIfac8~AhyLU1%6SO(;Njj8l`85@uizK3gOrNF4Z3VC6QPh`M zL&E8hoHaT5Nj#S_R%|j!WUuqdB#3vU&?Fz7e zg_^X^nKJe#&ep}J9xVM4L#ipn5<(23B4L*HAhzx)a;gyV&Z2Jwmi#LEYl@Li z{iyn@@22ee=iPkOXQxB;kQf!ooD|U@E(BDW4kC-;9_&4Qv;{pL^EyW z((vP+8EKZ>-x_6S7;nCHTee}LAclm=;SZP>bGwX8bQCNLj2IM_HS=YE+c7o{jy;1d z8=`zC=roKTJslnUaiG>=3U+Zp&T;>t^}L$uSXsh|kRIOvv;%>`IM=~{AZJkxb!rvo z%rlQoyL^02#AX=hPKS`#vYr7{!cDPdz~U6`ryqVEFZ33yu`e00f7g`tp-H-;)+ZY# zV5|CNqTfw98qDX;bD;6-6s)I@LRCFQLsX65^ITX{ow%Yb?PZxqL79hCS&La&qfPQ8 zZS7^XEjSQs^EGF@JH=X?x{R9UIG*-u_OViZ;$a`=(^6SBldJl1u9hR;xJ)`IZY8h# z(${8=Kl*MO%z8yV-M-s@2>9g$INAz0M2US3^s7D?H!>`Ms4iU6k(U}RNnPRZ&BHRD zTx9IUGc_%HUW!ptg zQ-hU4MVUOwUkl1uWp?>u7O!Js!YexaXPgIOU-cY#f-d1Z0yuJt1&2dQ#zY5ozD zM-5szzi(%dZ1i2i@__C={7J1WZk2&+`1pesnozglLdw_ux!K}mD+=?w-=vD>*jx0L zCGzK5w+y(w)y{htasE`X$zv|1{jP%>3WHl(>Lf30KD{*6_Ha!K-<#Df+`B5Bj@60^ z>I5{E%ei>7G30tU;Fz~Fb37h}TGfw&Mqd z&zGL8VCtq2*UUS54+j^_w4OR^WvgY?wrch2q}Nb4b{368f;Zd@Ms2Kv_fPSN zpWZ~eb(YjM`bBO0-aA_E`r~(O96~y=u;;g zRA6@H3c9+BAOBkYX8HVcU)lWigV=r~i*xt$?>}&P==t|jA00361aIa?K4W@DuwOJa zY$TJl!0&WU`4GbCyH?8F+kWg$kp2qr$jJXV3&~^0kDoChu{2>buL8uX%qD;tUl^fh zofC(S9Xk+fNSV#ajUyWZuPw+n@qe+ZMi$eB_I!O#vD9o(dC189rB%(l_hM!RaN9X@ zI0(o^pz%uvO;ClQ49B4Kk&^=93auiQ5Tzsd=}wRkrkNvN#G8ob7`ID@Z)o}Q{R?k4(%g56=ZzUku)yQck-HQ07;~RfL#pfPyx&^hAnVj5&`HQ4%NyAlY zHvEj3c{EdAc5Pyh{ z^i0q^1Pl`~h>|ix!vPShP)%jYv7=;FAuNHYCe@GdvtaTSV8JJyI_)(a(irM_V>l+E z+k0fck8~G|5TZZ7E+RG@yhZXb8Ki;%^$ZjfKAp>y*?&%oF=pE@cy^CWWGp;eqwT?B ziCrJKmUuCGkiffZFa=0g&fg>LHn1$+hph9$Ug-*#fep;uzJ}#4t+H3gcKso zBsJOf^AU_n5jhZ^whF^OAmN;x94ZY}VUMY)DIw!vR~>U$GZ9EG6DN2C3Yxc_Tj&Om z(E0W4O>#UG`|tucn}4zMlj@Xn+(%yTZrJ~DHMg9!x^$9yzX_;*$gy7_IK=>=g`u5? z<(t50a$piH>X;3qW2-BnXUv2y0Q5(V8R3YaI!4d*36#S_Av5ou=%8Vhn zOL8m;TuNdv#t@%jd9AbWjb9T#6la%B+Mma}+sn6_;|Xu}*q^>6-ZnGc1*ffCTeb8i z8d)OWbq9NE${~i?sAT$)jo3VM%(pT#4}UsPLcD%N0|M0?f|3~qhLxP=JKEnALylx3 zK1OT~9lnOyKF@pi{y-}gq+fE+ZwK)<0n!iSWX?{A*A-xqqk!rNh{ofvZy8?@gfW-- z%^15T;S*Pf<~|G%zp(q;N2l1UTP5nUj8ie_6e=-e$@ONJv#eXUlc*sW|4!$}6_VjI zAa!pxa2?=ZF_`i7!4>};MjJAj2i$!Y=cNS^S3Hpb&`g3B@J1)D-My9oN{aaE_U7+_Zw6u5 ziw|DOm$x?|!!Pr|O6>V$bPFU^1evtow2~+}1pIc!L}3Qs zCu^y*#~M5~0#*nH>AJa`vD#64&8Mj9x)=ADICZ-1jlQ@ircb3@EvX()(mIPS@>M%>@;)V+_nyfbmj`eZ$2^BAA?3X z42kwX4(TMn8R#qKqzS`@2Lg(?e0`)j)VzPiJSA^2IT<~V3(OTcE)~`LHBN@wz@z>% z%YO`PNg-YlQ5gT|LQk#hv26a5w1x05aw61ag;iJJW;DA+CLiJ40hK{aBSDZ^ z>c`B*AiU!rx&Jv1G(NdPbYI52qEQ#N!tSsLz_ z^f5G!hUBm)I6+??7NV2J9kJ6%uvMQUhvPwh9tPoK~8ZygBR%Ne{ zBt*8XkQMP97v1;o{^R*QPp?;6Tdu>2Qn z`@c4F|F6U=@CWe;cSEFA4u)~6faP{2e|7tL&`LVR#Db*CcUj;o@vmzaxXe8q6Cs)8)obXRkCWW7>;yNaq*>J?S(L2&iILg_@cpR z<;s}W-Wom0eQtHOo zIDG?U`z@-`_p<-C=^M0IW!|3PI0!W}v9-gdW^{A>1|TP-!Gx+*ak0quWGjV~fyk_Ov{{FmIxIIqN_&5KLNN#=MC^Ua|8xrnSiIWJP!G@ zgo0hn<@R0uEy>TPqW>QLGh~hu{c6&bH<4%)4Og^WTOBhBN}P)4)@^xWiL~+#@)R`9 z;G2giXz}u7^O}J4a_6>f*E*BY-LhtXOnkK2Q#sQ{_5R}c!R+tbi46lG@X0l~nDTWd z!@K7d@Xh8dNlJj!;>ES~HmnqWwq!55>f@$Yn}q~|T&@rzeRU|Jq68k>Oq&@Hty*)x zKC{H6WI{w9IU){)$6_BXATr`V4Ucnu@HZKP>k5qg7w`Yl!r{TOtn{^A5cm;z4X$!< zb~3K0!=tiPnwC}U|0^7o_wN$}IApq@Wy9V*?Qq>@j>&WOz|uFnysWJ5jc?sdTYT(5 ze5qWV`KIoL&&OOk?(n@vW0(plTTR3wB<9zkzp$fcd&AGr`LJ()xih7k>~m=Y!OV~b zLF`?$G(>@aiX{TXw*r)=B~Hw6WTRDUUf*vIjkrBO)zl!gA&nInHT!A7=#RZg$`l8$ zrB5|e3_1SV;g69|W3Jn_ofKt&zG3h{7|vd64ABko<{Im**@HzuZ_fe9-Ya8vBL5g( z3eYKLRSZL+6&O85%p|!D9F|_edm2iKgZ#x=Z{MDFXGb`O z0}%0DAUvyuMIuOqw6v}gRR|ZZjQ40DIr{dN5s^^T!IRuG64%rO%hFShdw74o^bqJo zm#+6OYI%~9C*htD9a+`{#RxbxuB9q=7Yx10I>j|#Q`R)al!cBCE}Z%QSs2gA;!-(k z&q%>PF7MVy=fngwvVZy7;Bl#@?1FyIeZzf=&rZ}pcy^McPmo=UMwye?u*CieIk-8= z_drMRr~u5=ojlE3fJank(Q5o1<^KbVwKl0tH&b_UBxjQMoqAqkKc`d1Cuc@K=Le7oFt@U2m`Uf#utY4YAd zYCz+1{vsrV&mjjUUHWcNwLV0?jP@R45U2heFk1V$e+YEop*eTSo+u-CS?98!wo7`J z{Vy|cXZ7cdGeqk1#`TN?ok`{R-;=)~W44ZIC!7QB ze~dHU-RyXJe@93i+ukXUabt0N`C-j3*2%=BD7}I@kY>>u3FgRdcLTh=kD!HwsA%Tr zs0LvkPu}|0W6-PGvfYhae29%TVm`4VuBN`|=up(o;Ni_}ElGB^q9#WVXN&{UAYNz0hMY)c zuojDcmbCju+k-E7Rmql+&OlxAOl%o|^?V3%r41htA8Ob&4pZP=0Jd z0H>Cjim=WjE@9h2$N_F4&Q?V73r%#Lt0s;viMvpfk~RhK+Mj@Gab9rzf{+71PaIt} zCm=yZry`lpfRv+dZJ?He?8@ksOoHouBU90BLeh-r1>B25#}d zgUazz$nYybMS!#9o}(HkhTAV{`q2)6(EZFT%2|clQX>whd<_%IF*QGY)NnE31YsJabgpKf!b zB?Op3hwm<|5_w&Cq|cDr380VnOla6{pffW)4)vkA=0C^oIW&+XDz*ED3Se!ws4%9~YKBi{@64eIAo1W4!$R{CzHN1VA z$ah>O93RQ$>*eLin25^$snG*6vL6-2T~4{P2>dZb;Y9k>`u*E5KZ&SwaK~K&0Y)V1 z+!rC=A$13$eLOMt2dbRz@*Qb5fozHAa&>j4qb*>=(*OrQ!I=o#pN~kh`jcePlK2

~@=AO&NI)ZPhg^rPIP2k;-Np~0IniYzvchQu1>SJuLH}YcITEY3*54NZWtQXE zh**VoU5PWHMyF0DpCv{f131!00Rf6yeiJ24v?Qpa^nKJ(B_y3C%~8GckzD9$SzYCc zimnr9H}tZR##JOZ5V^{-ONaf5=yq&|J=oc+L;FY{FjTRr1WU*Mu%D}z;pQ#wi}vVA zkm`x9AHN^wBylEb%76&Z5C90pN2DK84*yjZz2Be$lHyaGN{BK1S;3_rkCsBqI* zau}{}SNe}wpz~u}U`Mi=V(jl|`!A5oB>~U8gjhSctZXY0^x!z2c;{qG6l@qVweU4( zr0>~_+`FA^;p(P!DxQoko}Uf{ZH!y}M2TMDGTng#jCAi#9amudc>VD+@AvU5FLHVR ze!+P7NX)A1D^!$^NL~wE7N^nkcl(}NVKl!|myPT0QZpTKt9DjA6dBppbTzc>C#$Th zIIJivzNQpjTiva>A5s)B3gBX>kkdk*>I0~ee#;ggXx>`Cg7dg<;6B4MP;7bO!VcuX zX5e7_HVeO}A045i(bgUlq(yY188gp*^FHsa1F-aXfb0;gJcN=$tkD)Y*viKciZuO! z2a_h?(>wnDyt1-U=!`O+05(Nxzo9VTN0eXCt@MQN;o@5Mvcad&&=4&tO@Hd^>O3n) zW(Kky2#{?$F#hWo`XXu2TD8c5N7bjq&ZlB0mOFtd<*n=Fk-C03C81+ z$u~H7%s{bOy`EgyQ_p87v(pnDb@);GN=@ZPoPElyoA``OSnCgCrkrg!7*Ft0E2Cs0 zAl(t?HKX4PkOn177#>!CwDaNP$Bz?Pwn9i@h>L?w)-?==2q&%_VX*3$mduH-som@A za4jU75V_8KP;3~2um*-9m5-!C5jsupVh&zz>oJTnYWPr5;S11Og6j|a$6H0(yfra5 zeAQUmi}#P@T&9vr34CMkTeR<^jBeDn0^$<+b*#|m1 z59#R@3dA2j9;W{N_%op$HNs5g8{Qj_Wp7UojlebcV{ow2cTb-3rAwFmjgpx5fvgNM zT6n|5v~YHg;(hmS(WN)0tR6$s3vAKNR~E*j7Yx&z?EXSvuN2iw^=oWwSv%qyS*m$( zo_26q!r3l?dD~38*9NDdH;rLJ=ayklm5)l}qCAiHqL*cJ4U(Lw%sqB>oU!qj={cVn`R^?&3ZTT-E+j5OAALS4C@TfA~ zi(BglU@c>$C2{fbUDgtVn2vt4hMWJoKH ztji70@Yr&U>nUBvPCraax|?M@tILKfie}zrnSs^aCcR*qiQZ$o`*`&9%9qjL7j680 z%jf8TCcQC#tkGHLZYGd-&Y0L~r>FTdwSP_9DlP~WBfei@?DnulT>dc0! z>2Quo418fqVXd^j;PCClAT!BLIvhQoKS!bfssf5y#a0Bk~q-Pe{zO<%{LOtA6OM#9^PELsWn{@Wajv zR*K3{gQYfEM9N%!fI%C>82pB`N(q+eZ0t3{bx8&N)Qv30Ub|A;!?Pz{jvS#wPH6_C z_7xn-J907-RnMRASa){;==)|lcWHEm;?s6HxGl8E>-a=t+c{fQ7|n%GC+J_TOIESS zuq^)2RoDkVMWL&d6x&Wk3c#GBeY(Co)3dp|E96w=oDVQoK%lvM&+F=?b3+r-7g(0S20JX{TiRor!22oy$Fc5hULgC1h1vWg1%8wj1j z4;~cbnIzo)h$3I=jJi6UZI!V>ZY~gXJo-J7Q$Q6!)^sO7Uk=ns2Ud}Xi|aa)-J@V} zrE5C7yNfXK^yBsbX(DXwZ%XGw8hs9yfNauEfmo_^^F~3x;{2#%oH!1M@Q=aSk@%Bl zQelVIXTa0y_{+NJCTraX(&-~w+0h}xgFp%?`)wF^<1=m-o&SNh`t0FZCjJ-4DTu@P zk$nJuf4W*S)Y3?$r)Ou=VQ=bx&QZj3r$t$wvs7LXrA`(+tCNyqR>J}1p{Ai>`<3Xp&M{89*>=Yg~URiAM9{GSHW)pHIkI-7*u z4cxBaIV=f@303THLEMVcCZ=KcHS3cr-TbWYTCAYUmblY@(mf}#()?(`*G(QQo`0f} zL@nBaCOB`W<7v?f_F!NX70h-Xo|{0mzgZr4+s-2Q8&C+ zznhz=h)ak+20bmRvtl$Uqz&b64GwuXc`a2(piy7-1?0t;%Q|~2X=3VNIoYlFd9Qc6 zprAl+9H5q>-{wL%D_He?b6&l6?REiy%A~4GZ|wR$ZG#C;+FyOx0!g4-xn@*vp|TmW zF*GH)RIvQdI#_*rjNEMEpNtHtUBtD(PrJeebl^E@!VN)ggcVs0r!O#L(=T z$`*h7i>G;eBNDS)<-b%4(qkgwMoc`j+Os~Qsu+>9nk0S5vAPQ`a~+OYvvn!-?I$(8 zL-KCswHP*sF#?TzRXAYfR8&RRvUAi)zkDPtFg_hv`ltv)`HblUs5f{#Da;Ri4i zs6~>2rUn&N)ecle-RRWBY};!{w8SN2l!M}z{mV+%5kJ{yXLBVfV0cYXA7NbaX7~nj zxb$tK9OI)K?0Eq_rTl6f}&PDPr5xGj~W?jtngw8t8716URyTobekbLIMAx< zP1|#4^Y3%#H{}aPR$#A&Ap>Lfy$R$)7=kXSaIP1fKZj87$GYDiw-^H*T>+LDo*#Px zWF~dC<*{b#pAbA6{^I+IJ8v298+jye$+g*+-Sd@?%lYNeSQ^;H{6N)r4%ly8Lc*~; zS7$WnkuZ<@&i=AO5SQ8ty2Th6#7dy}%+)T?A7>3Diy*jkG+> zS-Z*1emJmU@9XbJS{}8shaKsvK7o;#4+L~O`ZjYF1^;K$ECk-O>b|5% zb24HbpBI(6qN0DNpW=4VIO-8%cX6HA!Q&VMvCCzqT0S7K?Kt+77M)81Iw_tg7n#R$ z0%N#JtL$2Z-?U5^=e0=6?U$3anA&E`Z#yWL!|5AxGtiT+C9?IG=v7I{C=?nR$NrP) zEa>jFh}6_Ds!Od;lySTx8gaL-n)j!^dgVkIGAs%TjcJ508(Z6R$dq&hJX&9WQLMMy z^&(4mm5`J@@4nvftsI()4_yYzT+29R1!bqRrjNucFexczccT05OD)oVADP%#>ZQHZ zBB&W3SG%oaRrI5~+p8XAcVD(REy-G4LQNO_z-qtj?%j8R9h?`70OHIHS;b~rn#3>p zljh!c?wmu8c5{*=u5VO0d{y!pmQzNPCZE-5!Z`I!k%i!rW!Jq1 z2t^P66DOP$;vo50zG4Mahg48ZaoL5(4{onD*#D}?s9W_|afe@ilR~s-uq(T^FE3Av zjquOLtJqvY9(5aa7K6e53ozdR;hqLW0R;S&V>#X`8Kx=S2VJ9#m^Iu(4lgX2!QU8` z3T1F}gnQQx3hGnRiu4X$9MZs7VC)f&GLnIT;RErpoV{~6>BD(Z?e9gE6(=fwsXvzc zTF_eNonz`w7Pw1wX>$j$(y_Bc8hlmf%_Sz_EGBpgKTf&twW-{k@l6&wmJ(B#P3L3Y zo3uPzcX}>qt7}ztc2qC2$WHvM_#%szELT+*Gg!E6g#`)Z;>EQ`hc6^)YGz43@7qT5 zyX~S%C&^9LMI)e_wjA&zajM3JRSi-&?Jl{7NrnxZXD4Upqp$`-Ce`ElddxcPE=@~P zy5Er#r`9s>-gmFaP^jfoBgz?e_7mjee703B?yQIVa;Nf5v2{7@=5B7|XKHEnxDRs~yjaO5iwo0+=fw&~(qn}%MZW_L)&l)N(# za6NdXPyUII^rDVu$ZxtNasIC(E5!Mh?@5zGt3U^u9ttnLS=K%@RD~9-Ch*|fW6O7s z?UPFXnY8tL($T1g!-CV{8n1tk8lLca;kTZ)phUMO@b4MaH{3!(pK65_6xLMUf4%GD z*}L7LUk$wde7i3FIiaK!?1AxZpP=7XD#t zg2I^Lo73dIty;H^M^aMqWiB>8sfocD1taYdK?5IgvH(1TA;oNfHsf#|5cBS9{oQRl zOvGxF)%oA6hHm}vAbY=e<{C~euHf5QUE<$of5?2{Jfn45aSP>6K98h$!_WsqAquKo zwn*;!H!~M;jdATvCNjjraH&Y&nMw zhK8fW@4n!Y+*$ zCLcAKHM;Zs_3_$x$Czj`*x3(!{P8bpP+5GTt=q%PkU6&Fc?m<>w@t1Sa&xYKr%~ky zZ(iq6l6d-!4@!hcVs{Ca6k#eGt@z|;S!t;unl&mP?(+pG91ck4y}KGtiS{Z@o=4>; z=cY47L`0M|Rcl;^I?lbnAdtm0xOUb>I}13?&%RY$>l30cEQSlueZu$cIXO~xx$9}D zo%^uC;8TX{sts3$RRPluuI@e!?D=|>rm{kt*s<15f(xV?4?(rX^@hv(CP(laNyA0ds&!4-(2D;_yNG?WauErlB9HGZaCPK`z zeAMl1b95(;nDkVOJzQGo@y93yF`S|LN_Gkfd8n#x6Hw^qPgQi4g^OO)_K)6g-%QOd zEF46VA9y8k{EMOBIwLys4T7W|nJz+V%Bi72!J6+wJq*=SzrC^cZPC#F$@J}%m10LD z-{?=B)v@WvPA&jnzKiUFgc}^fAJ8^KhxPzZWIs1;`&27h6E;H6P*a`D=Lx!QKO@Z@ zb?w;7f`*klZ+JGzjH@Zcg{6K=%oe=TeI;~LZ)0TslW{!_b(7ZLUXcr($!>>&JG8&1 ziv-8cR@*JqPuNa~_NtjG>5Z7;7N?1=RYso6kK=?@wP?$GgqMILP>5hU0upn8)dh`>p$M<(R;`kxJ_lCw0U&$2iKd!bEbvow zD)~T}tj@~-F%ufygkfv57e;V7qksubV3T!EQ2!yc3LIKJOsKH-XxysQcoUlm z`AJsB=!LX(zGam%*EF)y7TBU*ReWe$vsE!RXm&U!0O&*t5>8UpVJ%5+4*D0Mq%RS8 z^RMRLVj<@3do5mO+vHUKHw{5LN#-r6L_~!Y`hD$`TP{?_R#3hzV@RasQ5O?~u6Ed>+ zK||9`zk8QU&+#DgG6z0(&2ANAB$;6J8@=#ubLtQ~;J;8uocZk`S z=gcVeW00iMlV6SC8A~pi&MTzbAm_bzbTlWT%66~-P*EDcsfm{3^aO?3xpniDAgNv}q%k+*RtTl)jE z{Om}+IU|P4LFcz`r}no1vY#E$G|C%ip3h3p@2(oACY0PM-STMRuePU(t@Fa1x}REc zU;yW#HM1`JI}zatfPu0I=u6NWrII&It0iRASCGjs7M6fnC|d;uho9OXe|d5p>_}N< zdvP^YqJ+cbgEg3PqMHp%!X`cYP~dpDk67OpBivJ6zz)h7#qLSKyc-22rRE{$F)g6l z3W|!_5K*$N)qqI3Y(ghU>i&a*jaa9HM6^hv0)emr`?0etEvN8p*c&yp)6TZcI@^Er z(kXgA$KHeLJa()qcW!^!HO>*@v_+(D4PStFspZEm#NcHMN#WyK%|9_WM)UcM{}28edEkSFf@^CIEo zd?Qv?*rr=ktgS~ZEP0RhywZBv@bJ}$i=Cu_Rqq^5<3;3l7{dM9ywM-^y>iok{&e*BlZo3B@Oar4f3KrdyMc8o$A121U95(4WW~a4{BDI| z*ITTozyJJDmVCaV+g}%l2^Z;1q?$t4Wcy&3`o+e&-_O2#WuDG0V%`0H>({B`2aZ=p zg^nic-;^%-Y<`AgQ^1_Fe|Ac;<6gKAs9_-x8hUZH!F-hE9s0FNSV8s9@Z=h6NPzjuB<-*!RPolsK`W`?D0Hp_}RHdqKe(Y~#J(QCwCPzL9;`j|KHZEn8-d zR*x0Gx=5L?5qqD0#W}J?boP*surJ@|tm+!WOl`xHPmU<~?2j$~< zNtDv&6D2V@d-8W&aVynK#y0131|z1}ean6!%Q72i#=VfIUs6`qZ&0c9i5n@vA;1@iJCAY0y|?L)y<}$TBhAGsi2w4Q+}|6q z9n>+#x?~o3R`U&Vgg%&;vw`fnr3^12$r%^7*(?j%U!OhsUzW!?} zgWx3JV-W(-$n4FTS0@2FYA7nw;L@1BQnME}QMiJfe%#ztS~_j+V1`}6>H6zHo-tGQ zqYE1dqQQR|oYs#ZC605TMG!i8nasjLxwMPO?97-tKNHq;`yzqP~NdpL2 z;&CMpii}$b=$}9(V8o3IG*;6X#?h2}bw9X#v+nYN!PqO*U}USI{H#GrxoZ9Tryv2c za&ppn?x<{Yv}nuBGH(J6a=XKRUP2dyUnmr&nP6z zUM~#VoxtVT-9=D*4gP_Pvw!V{IH17}L!|eq(wmEG%u$o~*DES5H)^x>A2{1gnGaw3 z9-968zBxzwAyja;Hs4ijdAG)T^6)tWYj76Xlewq^?qPy4#u7XPQ=5WOM&MfyLih?G zn+9Tln#^UT2;L;*AV2B^NQHuL4A9#Az%pgPpM;jg7fTZCxvcCC=CR_+E<_9(i>E9T zLZLhSc0iC=G|A3S8`ag-J%e>9`TMYf7BC&3SU7W9fEnh6YatjdK=uj`&@IS82#kg_ z;K&L(emmNX7KdjH{5|O1(t^AOIXNf1#Gk}=0y;UG#2X(Rd9OG+U+<%#=#f-Sep&rD z_xPgNkP$2=#FR*afd`DR*rXi%;5AAi0PwYkFK!%bCx#9_r%c!L?Yk<@8J!>wo;NHoa*UV9Xu(j^w7@d?!{cblGu zs!3<%p(Y7V#}{5~-}GMZ_=is#XM^#@AaZ;db3j zdn<8INSOjinauz^__RztQVx<2j~1oI|0s-A-Jd>Qt;p9U!MmHMb$9~C8Xu9NC;<4Ka^%Bk`Fgq zwRUYRum(V~VNmOcKtB-^6Z86LGA=N^&_#4nd&h86ZTN=U?kYB~{xtmovk6WPLILrY zRYgTNk;%d_Tn(@>>dJUz1z#=1EIkELO!|ROUgL@RuNH3bt>NY7UXFwijyvx`^y_^c zB?}}Lvv`SgMU+pd8aS#qUHZO)ldPBzafzW|ywu>g?c2BaLoFH@9)RykB zJzE)viG4xM*Cq+x6Xe=?^1Zq|)1GR!3TMv1@^!AlIeneC@lCX3E%B%-nwmYh13S@9 zSad%1Q@q-y99t;3en2OLk-K$}XA)Te5>Y2ih-ITEfD42 zJ-=(!9Nex=s4{#@rV$*j_Fv71RdggyF3q{?X=#nI{ZLPSPs#QH)GDGxc&Gu{WZQ341&X^N+sCzLCw0V8+Gann)bcy zj}4HGK^}*^elMJFNo$z^vs%U>%()GFRfWtyD=TZ+T>(5t=AK0iin}e_CCqk0sFR_6 zxDV}@Ty}g}c2w01>)YIyhZ+?oi*e6T({0>%5XXhesr}kY!uf%6=muxzjx`!S`Muv%A z+(?K@r16*4&ysy3QU9>-nXS^&ix5J0N5?^+ zyet6Xfh^_Duf|5&ZhpEaiqrXy%$kd*h8~ieg=kwaqSmY7((VFJF1v)in`sfmpMFY~ z!U#No7Qidt{V+nulUJePj;teGMS)@mV8~2QU#3LRT&Oxx!=@uT15qr43=SP^LhwBI z_vgb=6@FM?=*cFwlk;mqWdV)ps$VO;{*FhW;4CdIO>9IOClNJoY9;NX{KE;%J7EGT z!1!2kX=KHZqw8o{_5vGSP{&e;L*zKBqqCW?+7LJ1xP2RNZVdru!FsT0OB^$MPhewMdv5cYs(zwUKTrfwV25AbAEX(-^XdP19HAFM>dtL%s*41LL1Jhr9Ot zlMOLGM&Y>(pF7l!Au^fUPFeR!v#1M7OohH!^XBdKqnUf+oKj4_Dr;%f{7Ex0j%L5Y zXJCyR2)g`VxP3N)U_r5=qM@<-6T~07Api`R`}WyszrB1Bxb$wdfYN&x##8 zcdqe-AV)&{j&d!i-y&Gckb(mpJ-~S(Kw66|v=~=$vd6M)nd##t29jo{KIMJTW!ih0jPasWzv&|SV zkY4dgI7Ruv@)6e^O{7M{XV}60>P9NF48ay|T1zs#ho5 zjt4bFR(AGLh!|a_hN}Ri+gD!x-FFmPUU`IjOtd0bHh49g-+i?fM&sY80f5Rr0Sp6x zucNoO1l;_4q{UY4ZI8WM1pcWTf&*Zsd*|+59um>>W^O?M-ht;@6gFtYDL18@qlTim z;C!kO5^MMmVQo!-;1Pst4!)Ssay8cqcPobJ738n~{g<)sn8<$VOefE>b$Zh5k2K?s z#3ekn??_;XsVOjj3aAuO7cn@biaH_(pSTAxdKyk3iQqy1p}26a=0{q z%$qMriJ=}3L5KJQj<$yi1ZGC)u#)LU6kTDa^w|G}{5fP9;fZ;;GZ|P|%8rYs)esU^WltN4N4G1nX=yZq_Xr@svP!LbK6ryqf1d;9ru@7S@*6Ra{} zl=0xYX~wG&Ki^2z;6-{?R@LyShsmRA3zX>WFvWD*Z~!L6c(&mSMCSM=igAAXAl3-X zb}aLxqE=Q`HpI07rh1S091^eo)|~wT(qpU8G{3f3`oW;@ojXX|&lVuklTcvUE{n-6 zLO=v$eW@3?1sd4Dg!Gjk71p{_?0tWfd;gfNcL_7{!zdzwy9q@XG%(nYgJ$fg1(vg%Og*gQEY8JnC>7O-XITL#9q4Q%_IT%Y6kSB zv=AWEC&(O&fp1*F9{=7@sRo22Jt)cA0f)3BP*Vv0i3DXO9|J!JMthJt6mU|`@K;i9 z+Wa_3T5TpSkHX68*Z6oRk$Iq2f})K1vN3(ofQYWTGc&vTgSp(Br@l7kWboCu?dMxb zL@3Y<$e})EK}3Fnsz>kb<<*amJlHTXIa&S1RKz6D@#RD^i%_F%Z@1{cuaTj~wBDX? z&S(v?A4Jn0!R4K!4k=jqb0{q(;0J)g6KyD}B2&B_=+eNKmTuY3wSsTkHY$o%&49Ik zE)h-5&$camdm}eHm`?e|hx~Z0CNH0B`D~X&al*R|n!E{8V=kDsYKFK&LC(7pckI*z zsxB%ICY2;69s(EcX{_1MD8>h`LUsSY7{HRj>Xd2snAtk~m`?AjdoE+sh=i>-a^80I<90|*D8gW7YZ!*`Fjzkd&?Ng6|dN7A6T z8fEe^JL;O8r`>>rmwUfMIfDE)ZP+wo?C_~xcWey#5=z-a+{!itnJqinnUv~9~tQRckrg)8M{)^ zd8T2%`3!$Z(GBYp2IY;r1Ii+6)C`$ACX#j^5H~8O1=17I*@)XTT}&1A@$72kq5v|1 zrVBLB%+Kf&^UePN2xodc&@jIONrxehUZP%hU6M5f6Rv1=JDz;@5h7HNa}>ra6Xhvh z65zeEOEsmX?Wl#3jmK_|6KaS0mb9e3{0nI+w&oqEt(c0X=;*Vz@ushiwv%<5 zxoYx8B0O@;lK0m3q)d#LabNiBh#0DdV42j(;W1}R%o7lv3rPNsjDs+Gh`}aEKw5y~ zB1Ib~sSi3}zEx#eHYTwnfdkhV4l-yZ7$P)+5Z-Nk$PG*;nly+_d|$)MO*nh8cv7OH zLK4#1-(QAe#jiGOD!m7_@FJ&au=;hg5L2B~lW*dObq4Mw*PGxO2NiR~!4@;Npp2BPsTxbXH+ zz{lk2FQ8CaTYzul)Z@{^3RVvaFBBMynYb|>AB{~(aXTvJPShM-&|{^53zFgFOA`wWExQnSA1%soUQ z2|xyXhzu!5acL2;)uG-Q7?)H)_lAjMBB*vNqvfJ;8v-Qq3efs~HQl?kYAs2@wBR`qh_>t}4`07WcmeHm9+%uc-03V>gM~P00B%b6-ux+7uqGBF{ z{RV*ULhvykPz5?;*aacM*Yw{dSF(33z%_nm#7hFJg6Kgf_8$oT>uZA+AEK+P>joGE zP(l!YT}L9cE}{xDgng)t3R_#*(FUYc!U!gcC6Fz;H}I0+rf`|RmcL5foFzlbK7z=2 zPsoh6)r5cV5=&U-&A1i{&>whx%a}XGhUUH2oNuIFC>Hkc^DNoEP*9}o|$=Wg)s6=h$hBv#P$p=tJIhSy_!(606z z-9V=;swZ#tY=7d?Tgj6~K2*W(2~W!6Zxp&70N1|>3sgwt%}!yO`;HynNad*vg*Fp) z7Z~0r;J@(HfKno7%UabAl`{OAKIzm$C;fK) xMK=u?AlGGLfD*UeN!T+QptXuMt zUl0WZ;o;HZfDm0dONnK0nr?MDLYAHXBr@7;e?k;MJ^eoE6-MpiRhAsMv-o&coJf5l zrJaM(L)7|9n1C0E_r%SJ5<)CD&p|580!%aA+&3V=@yM1Sbrg7dC1A~!a4WI1FFssX z1}xJko(T!P>p1ISijS9xDmg5YWApcX4>{~SyCYom|IwIsF{3D3yiq@tKu47QxB~!& z1Ch%pDbbZV{>ghFb#u*DZ41KAlQ0g#mnwXKF=Y?zyy+BB1)nl6+X43LF;k}u73aGiH${xfhF&zx1xz32Pf$NT{#kh(O{9{&^tgX zUlfFrl0IFr$gRdcGHB7Ea>W_ZLIFw`M_d80rDXuuQ(Q~GRs(Mce%LW!CIc@tgLS0tF3T1Df1q2sjow_N>vxp>{ruM>29O_)o?qM2H_6Q#Gz2R? zkR2>c?Yn@=wTMI*q>Ka&#y3yAvGHkpZnEhBqFO-T@S?p=(T0Mg>2pi_6#&s={4G?X zM5VT#y?oB2AK%@oHEZ4jxP#)QuTVc|Sq#g+e>Ql(`Ifn?9W~qZUp^hLe{lF+uG220 zkLQ4VV#^cpGJ5t{M2wZU-Go6Fzc^`oftM~x3o#T?x&-^8F%hE%QDjjIp+tdQ!+V0g zgG(Uo7{DsY=_=v4>W6x4Q}G$P#r;k;K7G);CX2uz_ttX_J0B4Gp;6-g?tE=*YR0!j z!pY362n_{d;uFXy2ssBID1_{xVh-HXqew{bt-v9PrO`Nb;&oQ4p)i|`ediZ82xQmYmP|m)` zrbUO65w4qe@R))et}gegV~$KRI!iA&>H+YkJcDnWSgmgL(> zipajqRd3k%+U+%SRJ@*z-JgM`G1NfRHW0WStl7zx{U0%?f|Xw(g(Hvdvn*sS3US_V zg9FRUGxPYmRp08*CM7%A{W!kS?d(OL+W~4PXYmPC(2*!U>0u0d_nfk{^~tYe3w7GB z=2B*yGCEck_*lytmnAXgP3JN^(H|~;7z7OPs!pD(1ky3k_oY;K4s-AS&-#-KcP{_6 z@h+u2sSu+!FUJktB}O^Zmqr}K+}{MFT)=vlqLd=I8)|}^tS1%5;{K_W$=8;)#U<$2 zTO{iX-}uIKNNBTRd)I?3=Wu(r(E3{>|C7kbyjZWu`q-C|u5*Hb%m02bZlIx_KKZ-S z-p~557VX>gop#Oj2FJ+8=BHca2WWEkz!3m*#F}8F6x&I(rruqp4fX0Fg7?SS>ZkL{ zvs}8QXHjweXOph^j8H@}F0qKa>1H(>IXJ3Oy;eXC>W^NvnWi6oa&QH_6ggDs%C7n5?3JY&em$srSM$)%PibcR zT$i<+n4`<~`UeuP*a;N{9Q)wnRzs2j$hHrIS3t0<*+TvW0s+GduMlu8(bACX7&i_; z0|}vA0v^{Os*wWKyzPzoCU{5!K*M5`KKjr#c%!I_B_us0HWt$5f7)8@$1pdup85uq z4X8R?DJca|JcUa+3X%^7WTD%M7uJvFOvKR?b3njB5%!prmv+8r&7$^$B@BdUJa#a- zR)ij5kqZCSc>G5=-G0*p5-`F~A{IuxLLpy?FhC(GEfB27$e!?Zrf#Uh;EuWhRNaqu zM?_*fvw`}A4KUazDpg%e)ZHl1M4AuLAn!!2LK>uzp=+So0}U3U7wc}|?Y#E~K5wVC z#5O66-E1)JJb&8d%K&Y}I#1AmIU1j4fA@dTcWf;}s|EJYTI60lva%dKDxRTRYip;q|>=MDN08S1>jmT>|fH8?nnJ-Wy zuiN|YMP?2jyd-H}T_ikEGajj|5+7NlZlkB|Z*=#673sl2LD!J_VzJ9?-z6toA5g>+ z^E1QQr~=?fDatR~D_4l{nBa)$Sn3ga2Sg5tgp|#MOq@fga!tk zu@m0+NNGL0k;nV{i5YUi$0Y2;)_baXL@?QDxVV^}!G^*m(v5%OF>+Sijm(-C@M_OL z1!X|=(x3*Ta4kc_|A)=YT@QF@G7$x#37jI1*;m)haQBt%`4>m$_nF_iTT@-!#3VO= zarWl&M3#)iMl={%w7z9ZZ&HUynBaV9Zoqh*-OZ`c5+F@_zBR@dH`^|>&|;=*6n1PH zdVms7?gDRJbHx>H8AE3ccHM%|i0OhR9&Ije>4qLl)>qdutG+Yt?7!L|-G3}K;g?9b zxZ^MzwqZAx1@|lstS3lyguD>CfsGjH`xrVqaVaT#VAjxUk)t#A?!b1g;866i01|x< z=wJNGPe#c7u$rW}TD0+!4mr39JOl3grngsi;V4l=ruv}kH32pT$tWn%IXi*41bIbC z@to`Xs*-YWTxeNDZou$}j+yyZW~O6O0%nqwr?#4=cYh_DQ|e#q==?tFUuJffqKq_a z{s#WA-@7mf(uQ!{=;FYUsM<1~zwkEziIXslA%I2tmKk#i2?auX1WlXoGS`({+V?EK zrd-1i0mD=sBG(0-i#$IKgbaxfgc-#780rht_9L$nIv0%I>T68qgpLi6&=?@dR4g}< zgQJ2#4)ZpfA%VNF-z%kGLVVWVG@^(>P%Mpg65X+6qm#LwM2ny`0tm8e@?THOoVnQJ z#G>#J{)nH4dJ5S2L1Yo*c{ZOQ2d7L5jxttBHWC^kV3K1Ysn66^O@5wHlq@QRo2piMtgYJ|K-bFP)Nie??WD>xTn6#s$(aYov(J?t2o`gq&H5(1~;tA!vQLj^@B5OiKX_t_Sl zoW#@_9Gq73C2XHLGr3YhmFQZ+@&T9=nJ${s;SKRM5U-U4PY?Hcr2oW4XL!^8hmQ}) z2}yRhu>$6gDjWXXG8t%hN#|M&Xq?0s6S%Jes)Pv}JE-F*m zf493wH$=NED_HZ}%r5b4iOwGbs*nuY%|*S-;45tlee(9CC##H$=p)j2zXeK-a1R@P zD*f+XYn8T5I?f(YI7f ziVa%p$Dax#?MtavUlDKUHRiE(J{M+>J2SP%>U zANCfQYNAf+^=s5CMQ}`rgoCs@fu#Bf2obYKXh4!Cpt1YroPU?5X+>#!`89iEz3Q`p z)X((NmhJtc-u2vM&oSgYP;@H+yaw+E^=&$wDM6IsYge`tkqABjehZ=SK|O*OgG#9a zxf_(G%U2@#l<5C0(d8pOxApn0&0iRnT16xW5GeN zMmXt!hO^^@rh}VU0KA%nz{&s?1bt%!H4eG*34aal559C-78U{sfltA(z5Da?<-HwG z+!(rwP4rZH%dfGSn$BrRwb8lH^;~^gH4}&~JrQKxNF#9rcfi`Wvy3mAV51a52ov`S z7&G06(n(M+%M)9KG;o8(Q$6>NhkOG|(vRRhH0#+)k*p1g{SsJD2C~7H#UD5&Ip3bn6zs&s z+j&d#6jl$UfYZz82;M%s7jLiSo|smTi>Mqu@nlIUs0YErksJZ%uDAV$|CN3G_wQBo z>xqZoNcUynKUGgf5DUQa*&Jr6I)iIa+6K$vJI;N0e5YSy9Ep5axjAwo8ydH`l%;(7|Ku@gUt-0!+$Bn7(o2N9Y9l+l2I3eSd&4%M z0Zr1gLT0h(JmQMsqEgn-bUZF#8;GoG^dCkIexLuu3r5`6PeHv)|NUJL)rxlFa;NN1 z?=JCAD(IJ{dK{m<w zK0Y!3ICcWV03H{@dLZ?AkJM4Z<@XM}N%z!8MK+jZvRjmX za^4YlerTIhu_4xXb?i&44=DB+pLWdbAW|}8-F$Z$Tpci{`hBa|y7ldST)msU3JYKn zMPyy5k&k2~T=u>G`DOoH#*})LQShFGi!6!fxp(gLLFhHc+nAo2Y05qO&WSjm0(1S* z+4+HV2xE`0<$tbR8yps<3_+K;O*@5<$uNCz_{$+!J?)(Ri93aRVwcmgZy#bhZj1ZX z8h0FL!Q>kg_5*!3cM$3O)> z*p?p+<*Oe$fof`ly4KTyO|!8PLTc%F8Nxz(+pUYo-Y50OjY_xO(*KgBTfhcQb79t- z31c`;)K`Xx7|{87Vju%?UBFJ#`}JgPP`dA(g17P0Zy(`u^XM%)R*= z(3M4=7p&4&7&yFcmMbx>$kyTIlE{JN0qc%HlmatRV5%K`${q4p0ia(y2Ht?w0jhJk z@6)yY-<`Z5PLm)=1emx*#euSLPk;YvV_E%KEvReGFQF0QFNeVIQy{qB-8_vr$#_Jy zM0m@(<@?4;27_lsc1|3uFv_?Pe!n9Ip@ZP)U>HcMfpYO6HUnwiMD$o8GF6JU#deIw zOvOfmd+hYdE>qGX<_ft#x$N*|l9K){yfAVpMeR1-wlJ>*SOHlkxgxmvdh^Ue$$r*a zoI5L(_8V7SU8$TG zY1()y_abH8w-XhuSRtw)Pm+>+QOZ67 zrU}dyDw-8&@NQPdgAtLkA%u2Bl0l5O;5>*_xWD}}4z-=sBD529zT?vQoy|S$ru{cY zzUJ)o8TrD|S-*e#Gkw7uAfCYgIkwvCHFtKR9B=wVrVNjSTd&mARCF!RsyA~z_CD%` zTI;7V(SGgl`Q%oOmr)HiwPU9apK{sB{pj|gUFZIK7?woX2yaO$rZNOc&8 zQbpzAHQlw=cQFXkTvI*TgJ07v=Id4c{P+z!FrzpOt8WD%3UIhLsOW~eW35CAj%qcP zm6fG0VKqs80QNQD{M+SMp8>yu47-|&4dvYXO}~*Jwl(!isi&EaMO}%~y+0}1X2*#{ z84f-kXh-lvwSumGDH1Is*ePKfAY1?4qach@A_D-fcLQH^s4j*Elx()DTxO-`>Dsq_ z#ytc6D*U#)Zs_w*p4&_%{D#1n@ubutPCcSO-mC(NpV$;!>-Z>Q-2|3VIe`%{(vC}_Z?k2<%0eFsFG{^!0t*jcT z9avo9XFL9f9@q~E*!gFxA<3rDfx+3=6C4Av#}M*<(!(c>!tY;-c3}i3nVd+&LNLmb zcrikc_qxen_I2ue2E*rDcRHK1dOyh!i4WYJ03woA23}sDyCBP*YsjY2PTT>mDl!rJcxN16IipVFMD3D>5S_g2B|(fgTwCrLS^YS zCs>7PmR8OV8gB5gzoRWrG(m_KD*vqQ-_Scc`Vf!>t3Oik!UyYi$rg)54m`=LycT|6 zKK|v|Z`GrCxt8z{A*v#H=o4sVW<2|ES=rjX$Auo+q^v&}b2H!w2L*YAhU5p}A@2CT z_24@q2;TDa^gM6?nCHjqXQJqFWWA^iy|*-lt+D89hqjDHWum0$bd8|1q}Of+^TaNi zM{fQL+oLMFQxDd%7`FU8_#75sBKD84#{K~Tr+>GIM|1olFZY)8H!?1W4(F7`n0@0r zyH*WSoJg0S8u+)By7u5B+X*Xn@8XC1oNFz)FUpm+mP_<|AEZ3jTxrvVq4#}w>ybl> zr0F99L*_iLU_xiik|128z1FRqh@5QmFV_NHmg2o+X&n!}Rg%A5m*tz^ zHJt+ZvDbQy)We!?RqkKByIF6UB$ZS$+XrAz_Ku8rqjUj2iDZQ^_YvE=2aR&KW|d3D z$Q*Ckt@a{TYhSEydwFSPl4$;{)0a-W0PhuDX4$N^&nsmt6ulM2V#?S&> zfxmrOx>QHqf?{qu8yGPCfN>%0ula7Xx{S2a>eqwb-@PAIX1l!=S=C!*vWW~qr9Q(*Fnl4+9RYKBrlgSunY?g{H*Qfo=x{I0~0GCF_6+OMowD$sjwJ22h{4a5`Hw6GMJ`*_^WC-@ zz)fa|fp&J+(WO8w=ShYT;Qpmy0VPrRU*h$q{I$)M*R-`Kcd?ay9c{bLc7fvOb8&y~ z*t!StRl8pPk3Ptxs67%e6j+y$gaR_9MSBDhpLo_0QwT7xR!_y7t=eXIkh4Y(l%oyb z`iHB2d`dQ58P!g|LTWlsZ!<%wI$pphFmQZOZP1Gh4hQRZOAeeS+>X?5&@|!=nTD5z zRo1jWihlCqSk-x03^`mEI}0RJ?!Ab7JE->+Kq042K>*~2e3-2Z+a4=1Gf-qe;a}xl zS^`Qow1TY2BGHhU0{?viEC!?y-*4TJRXW!<{c=u#7(YU)ePQ3h3Jq1=jeD+NxPQmV z$8aR2XT1DJ&WXHabyi8FlutUpDE?R9l{1C%_3N{xGRPy>{{h57V|vW>?nD20O`p)W zh~3tg${6=f-BrcK`ycI)nI}LUpgbT&J{ZX&V0Zm@&)a=&UvASowL~6WDFh{tCa%1u zy}HUxSmj`<*^cA0lZSi<{0{YBHjv1Y5N?`Ch%Nki*Y{a9z<&5i7w%vpO{~7I|J+7v zTKP<`#%fxBAJGte5NXTbV#2d@T1PwiM%NFA1myncoS~}9g15+)Kkb8MRRdqQ`GJOS zxd+Sz`R&!%B&#X%^{Gc6todQdZ(_ck&F@bhQ)-Z9314Mmh4H7IYj1OefH-#Rf0K*h zCV0kwQ}FO{hmCyhNsZN`O>jvThER-{8k+Bm_?QOcw=L+Um4Fckxh_G@NSnvAf5MKx zcjVgB08h!%jcl1{=lTE&hOY|)sN4A5}#U3#+_wRK~{M#JGe#le#^|t%#Z7v~L zPjP3<=pE^rUH zdHeRkCvWykcEHo_G%ztLLL)+bV}L5+hNI);r&Ak+jzyp|eSY;nTzxQnO4xRI}#}$31vRq4o^mPBSH~20r&a>4jr3W8DO=`PEsi+JhQ^y=k{f^aa7uuHlt~^>02;4v3;5s9dK& zpSl7-t-cNSLn~&h9ngbd3oHgY5C2VuZi3Wj1iuYuFi0P_+T>AweDzSL=HW&ir= z6t1l+*_vRsQ1O{dc+=l47QgOVjkY7vvEnISgzf&?*LNE1YNT{$FN5vKhsV`E_xfYK zZgA$*d%1PnjdYX5a_F@l_5P3ku@Y+0lX9Hp%R0F;;iA=ff)izFH+i;`w#8?l8OZa5eFE2etZrplgeQ=%&uL&c2w=B zF4db*Ul-}pfBnyB4<_D|+Jq#nBa?V(V9@)-#{)jUZych}M?55m7qRU^XCi=8qyDWl zu0$Y~7@7LUV#|UHk=_ufg0u;9NI8Z47DU@xAfEuq&Qmc5>anq`t>-@F$o{12aZvck zC)oB<&`milAt3=kOFDPs>E(yBjW_PP2vw!eTAue3SiRRoBh>^V;Lqsq0we)iy;VjI z+H{$yOMO90D4hW$3u-xmv4pN4H6nEkz-7}fuUe^w$g`a`+la0KO`#nXvf1|iSg zKN#5!(lv}RyVAw+F7R#n(Niq(;;`onTfbTUU2||xi@>Gxs}33-Qy$4!cFW80jERcU zedKie-pAsp$~(Gw0ak3ayeZ8YU(Z$Tpy2zJ;iM285!MBD-#O60K{uo$6E6n7qdtra zc`x2=WYklvD*T>Xmy6HGY=*xCy`9 z9GXpKD0{&_IG6!Hi?U9Jjr_=^!wO!GFPD=&Y;r z^69%VYk3*sPOXh>6Rn|WIaMOikl~~^fUWHSD1}MwYmwVtLK3o?UOm>xL@{SI>#4C? zrovF|q;aj{f3~1a0SV(rE+-V3$J~~QI!->a7u`c4z?BzLvL6#qKPlIS>hr#CwO9E- z)OjdchJN*SLBZUUG6BUvJx<}o3Bg$hg25ha5fVXB(xYtuHh817GVr^sHq|=QOCOGY z@%|8(?*8_1FEMwAi?{)y)g#$}Nc$>AFv9;PaqkvydJVH0vj@gc7M9P~3Oei&Y>1e% z);--P7yXA{+;;>!uqhQS>>=LOz3wKl!jhj4%R-^Tpi#rCkU|0GN+y;&=1 z=7!ptm~p|){3hNo99H3{NHRf$#BSiWgZEZ6kb~uSy-pSa$Pa8eaiL)5FL*6oo1C2c;)ugLa7qYg zwlFe&A3Rp7)s*v3$8I>@eo-4Zk=V@Jf;SL*3G^wMg5>Uf`;|WbOBUK?#gENk-c#ps#ahi&Ec)o?*@DAdwwt(gJ=Zs2HFc#2aE(3?@uzYin!Wgcn1upT&6l zr&-?5OWg0H+&A|}m%6@CGt&97?*x=OMfH zYyzT(-kD!5@9V~@I%i1ii~VE^I2hdcdYGY*z6zv&gUDZS0Tc-i z`+lz4;Mb>UYXM1wO@eAD9x=5Gcr#!UKzzaj=@TQ;NUNpSq=r5-c;83hsY$=oK?4W16sN|pV zyvHM#bf|p?^pb{6u5>z?*G&ZqT257HTU|pCq5!Fk`IJRcDya!L>-44IGk8IUAhN07 z8vaS1()jqgsY~>}YD(YRl-(Y5d#`!8!)aPRUL`|f?Ld`}UqL>b(yPVg&OLmoL#=J% zT`T<8E^xf&*JcSOVn$B6ar=^8Uq7N z(b2d)In|DG(G?5-MJu*0UxS02AI*~Ql7@^1EF%8U58;cxL$ zyjPCwoS2-ce34?-t142R-(c*~v=Laqi=y%;uTt3kPxg_8tqXzHq6vuVxeaJ;Z`w<3{v* z$_;HbbFb8TvE=`BnhhvPd1=0n6}%Df6+-IjsA7$hE~M>*kIn(~jnK%tjr_ye#U;xH z_shr85i0R0(S`GC632%wNL}l*BRqxwm#TgDZh6`#rPUGf8-G^4sJ(Qg-r+O9x~M3f z5IoiJ=Izi4nHxq&3(xtNnKl1G^s9i>(-IRgYQBgy)}A2c(tTSnP2?$n9ZL)*56R% z;Vwad${H~T;05Xt<8kNDCy1`eEFAie=ya}|@NXO@1_k@A_~ABNwRQvZzD}9Mb^l`o4-C1;d<&d%5wasc7RP7P zF?TJ&DuI~70j@>I4>Y?spb`*V7Ql-LF+PUs)USq>T8C@;kg^}mqRXLPy$cgDPY_Yb zM3AST*AZ-H|LRo0r3BMO@+kE0?X#ZyxK^2ZP zF{r5p_2Ulk9h?KU*jW4)At=Yn)c_|snB5oy!VX3LpX2EpreFE-jbjhBWt8*D#bJS~ z+C^TN@f9#J)%!zU9P9xEZ$IRpKTvNSMh^)7XQv1Yi?IbPXLLRTW(q*ivq5x1gu09( z)yj%J^&>vf4rsw-6Cq3kD!T9EQ`;O2A|UkS#O~;iSMv^z(_z0F`IYVp^B_gTbHoBhwGoAPi-Y**n6KA9tHzP8JfFfqVuj*yChotAfji zhOY%?bKZIYFB!js&@DQXncns2$`D^?*aQ9cPA5uv7)6okEFkNBd`o&?rWwh9JuTteot&( zZGopIWaV5@coP|jw~gmw_{hb*$oHz7e}eo0b=Y07#9x1ak5m2*@?a*A{ga@KAZskFDuDBJERse5!Z6&GANNT$325mF;CzW&m%tAlMM&OkrDgr2W5ln3ZgL zxTnMJeRF;;3)v-QcMe4hP;mdop`IlEwcr?B=4>iuj1E1QLM4x zhOlr70+!XRd-qC6ZX_Qr^1$Ez{>Y=Giz%#G7o9i7WLc*J%hj9Y4eZMWsR><|+ogK@ zP$HvY-#PP zeeSm&V3G)8fM4CaRkGQ}v3<|O%LR@v%@1fSJ{CFq$B1$ppay%J0Otm1ZB4Hq4XdV- zK5cfTeB#HHp@Wamik89CzLnLhS7Y3Q8^}^mt{Xvxe62Zk2Z)jEZi^E%NM%_?MZ=NA z_1jxvQNm#M)ZqsToZjK>gCKYsWX;`ec0Rg&-5>c*NBlV!S*34j(v0H`3|hvsr{KmtfkvQ{bMQtAkKu#GOLB9KjFj?0vd?K26yR(9=@y{mKW}?I?cTQIi_^EN`g|Rc4>Q?wGaQ zbTxKBG=9drJATQUJfMM%4TWtU#U5sE7y?^@+yfjA`pdu^iG?sYx%aX4UrBf~;pRp? z_1|<&$~Se?P<$K~a&XjR*V$<(E`BafCTUjjbkTIZEJ7Z?!(?A-4$?C}c)U3lEIq8l z2Cv86McT3=2HQ;Z_6HZwhxRTp?c;mNrFgyFGPQk`_VQ0HPyNmL2OMTkbjiPMZF=2# z$=xZ^!+1B}3LLMjXdpeCY(mHRw2_ffvkB-zu*U%Cy9yi>CIodBcJ_*!YvU3z(~bZ+ zL?BO)G#GhkmtBO4tSepQU)nOdw7)MOn5E@IiEm!nzZW6!v=wU0t$Q5$HW8a(JTL_| z9Pf;?GXdA75@TwJbNp~V3`EL+Jd(aID9t6XtRYiQ&_csj&m3j2;NVkImTsHb>V^Ru z!!NFAj5dE(-@Lps6)eEU)|GxxDK?}tT8VD^%odxlwde0jc;5d}Rr_i2n#GKr%}Jab zG>(xxkOv3rHnj!!MIY|UKFn(}1Q(R39M3&b7|aI>Lku1d!SezA6wtyN$AX3Ovsf?^ z1$PNS3;}_CfUQ7qlORmgkm20(^7@M2dnp=yx`N;6{#e10NI_=aK}oq2gRD`3295AS zx)S^Cc~UA#Q%@9tlZ4_=`?YhcS%V(2yCruy5*rHUJiKjcY8vCO28eRc$0q^oK)W)7 zt5=Co0aJqb_P9(d66*$H$qveD==k`)1H8Uj8O4#mo;W*ymZSyO?-D?1w18^3L-5XTCX@uH7`PMHVV=lu&ay}iW9>VI{3a(CrkdQ0u+?@#J8FhBrn^L1rm z^W0l(0CSySo5*L%jS0IAEIP_1kZ{h0AM?dp@L_9W`R-R69DqSPFm%kXMr;)$$tQL@ z@tAK-e*p{*ymO*Pz7PgeWgtgz0T9#e@|jWk`LH#^;rVUBjX^&?v^R0-X0QoD+a(6F zt`Zqjv~I^qSi<0)97HzGg{{#G-wr#Q(|Cn!XK+I}Z)Iexg7FpEI0V9g6z{p#qd{aC z=m``k@TY0#Z-y@ebW-%Vd_yGN)@&{f^h(ea&bqg&LDNZl$`c3t}iS}}L$Ty^p-&0kHdf!q+4 z95uFb;cHZ|LaYIJ5A<4)Lr*pl4+&h!1o$GZX-F#U!k(D}^8@%qZyXPXfiJcsCXMO0 zxL(ijGm$SYALS7f^KEQAmf9SUngeUh%SXd-Wm%^ecZ8i|t-!(B8$x(1Xq0@wzv|!; zAXy~-l1QmqA3DJ+0HRMswUf5+aKe`hV_d+=c%1*jA>zfB9ZXJlR+bzhKRtK4SrvC3 z+X5wzKJej1xR78x6leST(UNZ}&;H`hHW_F$x3GR!B!IN%vQ@xM?clfHI4>njXbey(ej%u%t|s zltnDM`67U)D z{kqDo;b+BkuJ=aN>)0r9^A^LyVM&Lbww;l$buLct$orox*~lyQqiv<2z+nO=GhDww z+a?q+^dIdzuaK(3>^ALQzj1`s^P`NB6_XPaJqWEF(_{oMyfd$w*jrkb4+poa84pWt zSe{1jRNNq&g?Uj*MP)x_Xh0xN)@?b{HmMUU#ot~cS!-r2 z+wt%W^tHrg7CC+?TDufAwHD`Ui19HThTKiw-dQFl|7Q2Ek7Ee{ZobIecI`afog7YCEvK- zXXwyfyOx)0dS5>3%dtSt`x7gMx%aM+`wsMmokxr$@Y2vFdWNwBh!|hLe>WBU3C)i) z?k~Xnf4f6bL39|1=YgjD$z-)iH$V0bEWS4}FnCrQR5q(&R^`b`I1Pqo^DcB@?zG`d zajK7{@HZ9n5fEZ z-g!bN27b&36Nmpb^0mcG(jB0r{#Nn5Q@`FrwMUxuh(_oRJi0+gPS|Y%AhE;RkVrUy zh**-UwM@g>!SVH8K+$*6M>jALhief9S6=nh?ElyA{(M75i~d}D7)wd2J8`*me}3p_fRyP_~!5iEAN z`w*k4GW~;iQKxA!20j*wP=bqqQMLiu4H@JcS{~B361Dz%p`%dQm5nSq{h0zD@84Hx zw4a2mkB@1Yn1`vcy>|CdHX3c$F=gVq~vk6V(uPet7%3V70 ze-Re{?iIa%O2n05LSKkR?A?%kFvN%gTzBF2JWAcoZzv5zyAmJeUI zh6o=3`v+e)xQ;nJog?VyViwY7i~@O!Qw7ScE>SR3AYtP9^y|AB-$Z2KC4oCzu&wS$})HLjMn0KAHLPh=|`;?@ge&`)j<*T(Dg}_Bo32 zIXI@Ml1m2{l#sAY5WvwXGQ|QY5Gai6F_(=N9M|7-IF42YwR^tp4mZ(FsEM>0{w^&Y z<+Xj?Pvu@n9)5EPwO+p#;C|%YLpR09@6f>d`Q_S=9cuA71cV9#O#92^42c7i9$OyM zy9CV84d`X*e@c>bNzT)h%3IizZl*3d{FI5erKoc336;LA^`-GW00Ybht*cSL{ws3- zcg7bu3lD;WgZHqqKjTxXm%jh%{T=<{rEG_F{}lIZzZkJ<;%_#Ox|s~E4Y*gx(1esF9OXbPM4u^ME-*9L?ux}zkyDWf5oMJfOCSG|!{^+hDL%D&^Gndwy@8RrOFOi*5ToO>p zV?=B)#ym)rR#LBF@-a9&`#rVg>;;~Ie%DhDu`QHz*B8FG?R69S7N!m_uNa15?37A& z{HM|KgO=9Ty|9og91|d-MPl-R9Fvf1h@6V#V&J;R|Lov+mO7E7t-i>y*c&qz`DE!x zyV1MWuH7x6ELm-WW*vV^;6Bf6gAA_{qVOzNPcTu%@siggKWttm-6=mFlEpQFzW_H; z@Ak2wU*KRpAv_jjH;B<^aov-I68&PIm>B6jRp0y?6DM|dt^7EARLe2PRlfF;Ou(Tx zx5Db~S?62DE=DeuzcdMdRkSZk@F!7*l=G-<*)nS|x4$sw$tv+r%(EifIvN5Ld%x_R zZ(_(hoJV7Jd80zH=06Ypwip#14hOP>66y@LV}?@%5)OmvoQnlEZ1AUfa*h>KI!mb? zbib@L3lNwL;{xE@aSC=dX;ZU$WqcrE3| zOp_YjNE#{5Ho@AT!lp^2v0z4g*dj0b7TU@;q^u>%$&8Y3U%!^19*ix=`AdJyO8wee$GKK%j|?AASDW*!uG=%FlGwDp;PXn7%M&kvqw7r*Ee;T*cLV zpL09C_!Tm@^rEc!NTJD#!mQwysfi~vQ*+J+-^2zQg$k!4#|L6Cf>91#<03HH)lyqX zj|&mi1}2ScA|hH~6Wo^zKlT(tpx|k(lS17eUvO|NpSx)-f7Yj=$u^_0rLef^_Cclw zumDm4=E$KZ*MOHrzkU0Y;-3X0=?z%sm#~OLdaj69*?>wq9t@j+>RnV6O5h$f_vq7b z@{sbI#xJ1HFAAtO;7E~5>^{fJGq)h9R>|?L(yTVS;G?Mg{WFBpCn#nAucMR!Vc%&wQpHXe3G+w07Y zOhIRj?%le(PEjK2IG>ueJU4~n{`JRm^~S{OG)n~zr=FT%M6sV|T=&K#Z;qo!FJKiE zY;0b}zT)xgfKH0sk{6vu1!}Aluda(^br48N&k9@Nw0S7Nr@%K+xQ{}y;Gz8|AQ9DM zz6iC#*QygIXkTSVEf$;}@Cl(_rQglqK%pp|)z!&PWC~h5Tv*Wo_;7XE8C5^FJ2x(zMR9k+GN~YqtHi7; zbLXce{M#S$(a;o%tf5d6-$RI)3VsB_jT-o*7eM+Xv>PaKR6)pjl}LTsZ!uZ5Wz_#- zU2;gqp}E-?ixciUFBc5GJ=o`TQ|)DBjcD4-??;v*=L;9pmgldJm7Zq{t7ytSJ42=uXnxf9EvuQ7Is~nl@!lt z)l*dWxVv+D(L~tk+e;-m)^hQ@0%vNEzWxCok2>|#0n1~I!j3-^S)KV$h_fsOh`Z`7 zuU&m%VmGOd?2SCg9;@wy(TqEC6^cBPZ7k8ejj1+jww^ zIeI3h41g>haf^>*!KF!90J}*E$a8;xe;n@op+_QPpHQ_b4qESeaK?e=FZS4rE|NI~ zGW%wRD@FD`|J?5xVBcT%srIgLAk$CNLOEyqlg8`QKxk+(>Mi;O zTLsJQ57vY@b7eM82ikl8qcO7jW1q>>MY4cv!~>&Gi_J7D8@IhoA`FQl+%?=&fOd$a zc$Xi(R&*wAS>LypJ|Pa%hL2lIc!>?2bS+OTq`xhz5_1 z#}fg)X%fXL+HuP4#A5li=ycqpI40|z@=NV(^X6xt zKYvy#UyX;OzeD{Oi!uJ|PF}s+sTWeVL3q&ziZ5V<}y7EAfnBQzu5w#3HM|AhLgkq<73{F^ zAV^C8w{OA^F?LTK!dL_t^$iL>y$RzMdf zncR37lk=gP4cn1D{#MR*u8*+!X@uIWe!cP|FmpNB*vj=6qqNQjo(;K{R3RhZa&uHG zz&|j~v096L@5{TdR#EG}P`7DPRU5*0R8mn10EY1tkf4-Zq0SnQ6G)Lm&awJeS_d^Z zHE;8m^a$Nh|5cZPqwL}jxAX&{4;9=6qRH3N%CmUdKq9p+90e_Rn1k=8@xhOIJ>xM2 zWd1EU7_b%Mkyf&^%L(GvNd_HD6K9~HVID}DG2~+NKx1t&P7!&w5wclF0PS8&#r9Zz z$*0&lfGQ$TN~OWw_blMGKxQ#u*nY8q)G((~6Vy-(!_#+_eM-YPK}ZeCf8qCRQd=R^G7{D|Sd1@BR1VL8C0;{^r>)qn_`6*piu$GkTa(wNt8kUBt(c;T8ao250(GVP**y-Y(Y0HD z-zz90y{jeO?__#Bu$pYf^UnRdel?!b;n19_btj&a9}XROm!t`ynr?us*xY-$uwE~ZYU(q2-0^m){- z2=m1pLE+qrFzxP6nHg2slQ zU17iPMoUY}ZehY{Us+z&C~s11u|xOulwtp8Q{xL9=cG?4)Bkf(IZV*J8H13b@h%^3 z=RJu!$Pq>T4A66SUS37Klt4In!orF0)~Wrn5=Gd1bv9(g6n8Z&ZK z+oBj`fJ3aTXP{vE1XvkKNi@XUr^FY3cz|BY40~iHr%^Qa2H_Lbh~l{kwp>7+>-9%C z*fKuzhn(9f?)s`>_JEJ*Gjybe!53~IUeU%vSezyaEY1Y_)VIv2Yx zbv&j;pdEG?iVN<;RSEq1B!Kr%*%wonh;FY598KB^Y*SF3s-T;RpkLSNOGmN^ zz+g*gddSGjtD)^37#L`~OcQh}!DpGRy?Dd@pxCf{a;n=c%otRTRe!U}45neEl(3%i1 z`V_r5fxK$wd#f@!y}k`Mr0LeKRm8rZs#FcDjz>r>Ock*id<=>N8ysE|Cakq)0X8N! z@=;UVlRa<)4kO&Oz_uzI0F^ZR^Tos4*Y#U*AauG{91;{%>w@LYvfyiZ#K^q7WB43? zHu3lyC3yatfVB61250wRJq zHJ*W;Bb){}EP_m&$4yaT$}L{Z3UefsI`ZU7uk3(ggGD+dBt(Drh~Hm#n*v((RL$&q z)Shd*cFx=hVvh zvpVpAUfPaaa6ubp^>I~_$zY-qn}9&m5c^|DTLj!j8tYC`D0fAqPoGfPL!opl1x9t5 zDzKR%8ln!ru^cyx6Kj!y)e!C!|Ft?0BDuT=?W1-`u!Gz7wK0GQe_&qD#0JV_Qzc)GOM?b;^eY;ty$fcd{OY3>8YpMl``^bat3!dyS2rApSEc-?Kr*M zbgFNZX)v?dESKZR5fyMLRv%ZBlKNPB=Xt*rO|kFsyaor+nZ%b1ZY*aFl9|g}TGRlH zsOsrGGb8gBdTT@2u(DrA zqVs_%(??c(*M%pXydD_DoE)Ane`oAhnsr0Gg28U}_ru~#u2BaQ_MEV4-wIB&2B!o?_RK z>6ey0KHl_H?BG<{0|O7u(=8W9A~%iEU68|Ub0uKVHu<6b;RwLN*Q4pW`v($C%!-w- zo4;1|{57U1cOl65j6h&;v3NhtWdFCTCco68Ov)v z-O5te%1|kTu8r&K4(+(OIGv6VM#ByL5le~zx@xjI^YkM_56;A(N%9n&i(w?npP(cK zB=ZzKnqg=k@_#sEZ>^3dr-$F*0Zi#Z@`^>MNWr_}?&3bOeVrr30v!SWAQb9-l&WkV z&M&m(+*f+7BXZjyj`?Dv60wW^RNAH*hvPxe|kY^WY`Fg~z)3)Urh<1*Mvv4ZrCJ}DWo;~EU zCaGLC5_%Lk#Xk-YCD2Cf{8Im{hl@*z%l~Sw>>bmy!B3tH+H_$*k~#ohSKOi-@d|hq z@M=a|v(BQ=R|hE;Y?xB1TNK>!Rl{|M%g+T*_C~=$pVPC*`MR3wPRJQ;Fww;rdbHIw zm;;%Oan2>-D^%L|rUS0($3<~jRS(6S)&B4W@eiR2=bR1?2sWu?l6-uvyZ=ojK z+~+KKb7GS_b3RQX>b%)~NJ8Nm_JtXa=?EBzO6XrqZfr%0{^m|=?r6sTf$RBp`my~1 ziaURSns5B&6`>>GJFq59Z2(!8SR&?Jl$V~#%67*7(STDbMsVs4#gt>h9I!u|e--RP73B9b$R-I%dh8J% zFZmzj@#`&%uhj~scYR+@`0^`9;q=t7en3SLA3uK}E->JW=g|dLB_PSRZLF~AJGs$@ zhP`0AkKggv&BDM4-;0BxyT-zz<0FKF&qp`huP^M3ec4;n%ewK}r?X0(DJ(u-xx05$ zqNjh%?d*8Sfz=pp$rvB|8*gE22RVm>qhm5gACEnv z4%p!xoSR;d6m`@kFY%2-)SJCcCUu$LsaH1!elYWM)np%CmdMnXo)M8%^YM2+c}N_u zJ^vKdt<3`P+#{!w2t5*RV*XB}(WBK7Wz= zWsjK*O?2vwxw)ZGDi7PH>Rk37&+)(r*9+O9+Avq!Il19)8~H;q(vwL$+s6T?cs=CD z>ODBq>(BxQ5vW*vQr6c#$KXr`&|W%RX5ARGGdE?QxtsSZXRfhF09z>Z z_iJ0a&9t#D`nm13#boVEzl|FD+F$WD7T92APmd}Gli(CmapR^b!zDsia2+MOO3@uZ zh<~D$H2-g92sI^O6D>ZS{G%cR(vDq0F>bgt_`vHkQWS(DR^F_M{u?zdLIPADbHC2B zD*Fm%g?w56`>zCSL^Y@Y1_}Mno$M)1$pn|eePV0RNs(CF?Qf**hhSB4>2P20&Ve!P zRq`o+;Rl+~`$)$m%#Wr=M;heCo8Z22HMiXsiirY|J(TXv3hv#0aQR63xbXY$Q2JZZ zT|R(O&5H{tF{5BjlLTlV-%Vn5**5h*Ka-fbtl|2ntdk~HA=DpX%cJVx3H__c3jBn90u6TAvC znra$GPe$O85X_{omjF>D7wdf)kf+%8BiUw=p`1g?SU}rYL}qfmt;Qad5NI7=gc76< zfrR9X8l2lmL5EZ|xYG<=ObX=?uj$P@vOz&X@mR`1F!dY(r%VIR7z7PQ&JCVhQ}bvL z*fyLO9D@96?9n<(;>qR=T^^6O(MX;PM35CzWR&OGhP)HvHm;F9YcHK+$~OAsWzW{3 zQ6si~`Cw1y`JsdgtQ#tnBan-CTD)67+?JivkfV;h>`nbwuqh;9^9V;E^s?jLtZKM zF`=GjF7L5eEIJ~jfvt5Y`w7K8^W8S}ysL0jQG&*<3HAH_77V(UB-jXQJRnHXfXAG?Fhc}`dW z^SuexyY>eb?8HPB2)+eisD`t11`L}7&TZb9z?)8L8MG%2Dz{O#osjQPxnTh z$ph9R-s@fsc4~e$WK&_QslfjSh2Qk&D?Vh#qSY}*kT(ythEv@6O1JLKyQ-m~0c`6~ zvu0Ln>i6&8r+EINMBgs@Q9{Rud<5KF0&G-2;XMUh0!~PUvmcJQTk-7M_b2E#r6hnz z%PzV&zHx4>=-0*F$1I2$wbhlAl#f7|8IcW~+bA~um_S!YenDIedX_Y}NcpZH+W5I# zuB8lx(!{OO-TFG-(!AUwYJn2XP9PI0WP>2e)fRH^+xK)`JrZ@?FUp`eXDlu*GD~B* z>S2U14XZ&0Cyuiei(sgq4{>pwMNn+VQYp!iO^NF08#_oZZBOAC~XFETB0#2`0B+W^P1utyE9lecqY(wE@LFz zJh5?#rM#iIPnUtBU`Fy%;>+!bA%iuAH9Z!{(E?8FNA9zJxA2i-puouQI7CIYVbmQ@ zp;8!g!PYVU6nzs>$l^;joEmOLI(*wf5JCt*>k*3~G33;78qJ=^_+s>T)aP$fsazxe zqonQx^PHqwNZEFZ*rkH{lz>i8^R?@ajs@V@#vo*{Ve_bBopd|W{2Syv=8+l+EZjl3O8awjmZ7UTcj)$hZ zEAZ&pozLU^VxUpvWxru7MMVWW&acmAtJY<}w5)}lqjjkDy(<*0Nxv7cJaw zT5E|5C4O=&75O-cYoP@bK|@y74->2gft8$iSxyehFMP?UBgpU2gV8~_QN|~67k=j> zQ47dLabfRPtuw|seDzk-1IrD3p%0Q9UWS&uGciWjV8A7{(+u_ipRhSu{mc9K#z#i9 zcKT99OF;8s+>!SJ*0?G$XWkB&FFJ)OK?;7y(=+Ql8zuTQDI46aI8d$Tq)8pJs?L$$ z$SzoB_ho>1QIPfvjHSsniaDNlfj}gp-UwFFrkK41;ZpMK*%T0dkg~rlDJdbBETQ~| z3RxStQf0!3V#mY&Ungg?$~EQ})1szZ-UbxYtgjDLY%!VUjal)bS}n~4)j44_(>6f!d|O?4!U~{kryW+;htmOm5!~Sknd); za5Y=A@|ebieyo8>e=1X;&9Q2Sl6^W`znnEm;{cQ&gDC@=!RAWvn=^q94Nn*K-;q#Z ziO>IqgnH+$il&v4FK;gRtQ(jo!nQKNn^l^4L2M*x&NjP$$a*=ejUXz6gM*6;P%V*$ zo>^Yc-FmO}$UQ2?)uOPEnL|XqmMu$-jvBS4@b_ELcibXc66{!#>4Oy@3FzY-8Z?^u zR&h{(k(Zly!rA#1ck!ZC@Z>2!Q0JyrE=JZ;q@^n?xWtzaGDpYXl@yP=ecOX%SERNt z0^uc;-|!J8PyB9{f~xEdw0H)D2@{xT4}X3ULt-_uN@V~uc{>HoQdiS$3z#URR?r~J zG!xz_v&dUMRCy@B)y^e%{|Tp~jEZJI=Q8Re1kEF@td@^AT*vH)it1{Jn2KZ$9Hm5i z^^inb!OTJZyzysYm15JytWN^#Gu8#Rme>osCxhUnw#5)098G8TprDY^x|bl68cHx3m39(gvH46FItMiegq_(*#64` zN!9B&wG}TtvC7mgK4J9paPsx2HJLXi53E;cB83+KE+uT;rkv|qXj(~=ZH7K_e~;xd zmwJUqN&3}=g!!4B7)$Fgpwp6}D-IkagISNtovyI+X;GNZwtUuumGSYdo}1X&?h z3xfWSH@WNwAhZAssBCObmk7t_ti;~U>uei%2J0)v&ty7ZHS>cmeMUk{TBv|J9 zMKwpe5D8}n7~OeQn31N9ZAQ9_UmQocu#PgQ0!W)4Y3qfZPpK%X|L6vzuI~>mH&wCV z(w%XcmC=u^u50DjnB4HZqO#>w(9@%?Nd3vYVvsX#2d{Q zbbCcb0>!@5-EXL<@WjVhFe#pdgUKufSBmPBcRi1}P<`}qwkl;_6NB^kNq9V9l!pm0k?XI9Z(CQk>lvEJXIm)yH7f^aY9*Qe17upDc=dE0ctqr zla7#4ol{dV!||IJW_ENb8Tx0?3-bbz$0W zAvYuvSbe5#6m}txy1nM&-ov?x>GurY@@;R8MDg<4Vht&}-RZy{t#JxFa!o1emEE^U zlq?bpiF7_k5-PxmBBTcZqXXqjmo6psQBnFx`#j*RHWjJvsCL|`{&#>c8UV3)1jGs?ojciZxhbPGn74$|$i30?MP{{v{ zy;1U*5ubM+zT}RA4TO!W*}@F}!2GEhX|w?9MAFFuC-)89l;N!UQQQxoJ zHp9WADR%f2kAGcz@3SsCYy%CV+7>`X1#Xe-g%nj}^^F+zn}kHZwX@D$<__0$@=dh; z$hRbc95hcc%zVqQ0{3~Gpo{3RF_Uf5OgdYngNT+=@9LtUI@5r-$l{VcW@!QD8#qi> zu9X`-R+}20EGmdU_j(WGdwhCDHW;VZ5RXU>K*%CZ8M?aQE;s^b$cC7uw6t^x(7&bq zxoD+m3IPW!>QHW^f>UM!Ba@xNHbyrA`Y!!k#KnZvpIKV?#*c2vqWC&JKiHwBMA zK2XWZHeT^hObA^Ej`!R)yf3)!B|;_L_WZKP$&)812Vf0NMM5lO2z9vFo1#yw5@cP? zPUDJh0_BaQ_kVIJI(Dx%BdwT+yG1TQ-HIzt?&%0oN!zSw?*MauNY>FMrj*$~N|IHa zuAc@qc4K~&#+EHxI(JKgHm8bIo(vgLag|a6Mmhs>2|)%3uYj3k5}+AJgGGpZVe8JF z$;fxE0lgTzw^8NTVi0);(H1|o*+%mMCKCc2&s7{dAWg6V%uP*4j|?k?c0%r_gu@}{ zRzDJ9d{i%m?g0B!YnBiBVc-{_|7FwV@@ohQ*4QI8Q!?TLA2peAZz&g!sTV*l1g#;E z`5Nfpp(6I_X0Vv64>$h4tKHutL$<)CziWlh&JThTkhv2hWnpae%xC-RDu=s-e~w z(0l(k{Acrd_qogZxysC2-hb&36yT`Bw>|dbNZcMC zh;)*}<)vm|5P#IHBM}e-L6F9`~kPkw;cb;gn zk_J|>A4n$~Iye=*H)Ejg%S)s`jdofSxG9N%l#H;V=vAZK&VzBd7a6}rNDGAOWo(>G zMrX_n)}6vTjX>vqXzbphs*qFlJS(<4j)xkz=u|db<&$Z#H%-8DZJqrAJ^~W)U@Iv+ zbQ8gE@QKR6hM0#ym1#z)kU_AuW5?8C|D%dNYiBrLZN6Tw_9mq#ZrfN0{10X~!NCY_ zPuL-MG1QT2NP-vG3&mXtf=UK4QYr%ic?pXFAo>p(g_Ho8+q7~Ips&)15t1?BNb2C7 zSt;uU+>MUj%fiZ9q4%QChrB|9w4ot94XmbscQ{*b1 zD$fh&Tl`=WJ@6*VA{XMeAEDzFFVD+@{e*0=37pe?fM2j5Yh83d2!{pOKWg*c?I$2X zwQ2X(J$vlFr1U`+2!z47ysJwWk~0MWIHYav0zNpY4vAO}D{+p5^B6&D746?OKqJOY zoQ9q%;59UN)luTQAP8h2q0*s!434cWhC5HjY~~9&H%D^`?ZgNn>oee}U@m+e%HhuN z4RHrEEm-HjZC2 zTixPedw|{uJnq{8QxIY)pk5nbK6nc>;v~6XvFg%bav;)_NO|IqKf)mh#uAQ2S1nLR zZho_Ko_)yaHoli^{Lrs`c^%0oj66GGWTUZ3`Gr?!EHg!VZowBf?QmG5u^|e zxcGTqaep85-xstd|MhX-ym&t)RAfCE-GDE#=aQM!e6g5=6sMsE!X6?-&{ZIFl_K(7 z{P-BSqndoYenf@dIc6g)&sFLlaj18|FQ9h+sn<$gC1Yb_zaP02fd$Mp7FAYXFX6tT5$v*a=<0?xWg#Rwr#fo8!(Xi%+pw+4 zkzh}u`sg>Q*(4%gKI5XslX_GsX}PxDnfC{Xhx{(s!4paeVaFf?G8PSlwpgU&ytao` ziMe;fJ@1SPAs3}0OZp-cpynPa;-LHElq@yh9S^Szk{I84oj2gXDP?mQBW>+?1aG5U zIJ{^JhmK&>CZP*CN1ss#Mpx8?aBfn?CWXAvJ{FW89OE^}{o~OYSV%YJFL<*`S$Ez6 z>F6o2r`}tFiT9I|z_;oVB&j^v2S4WXhOk@z)(-dwV?{RPkyKmlH#;KoZ$mmD-`9=u(DcKlJ8a!+x@%>#0FKt>6) zMR1lYp9kE}5U1m+Tes<7IJS>I6mb3Vq}SlMVRtk;-9#a<7!yiUK`YKTM3`e%c)%Pq zl*oi#R5b)+wb4o&Bo=MoXZJ9zD`IOvQ{4_lr8<{{fEGQvkrUiK2$hB`GyuCiR5X69 z!-ORz1F!{+QyTlu!2|=jb_6!}nC&ggR6jGfpOdAfDg3|{+*&UD<<4=$-!n#+S0#pR z;sI>A1W_sg#^vj4zv(6XEC{M-25uu*U_P_c!z#-*$pBDd5mwW3N|X!iH*gE~@umw= z%Z^m?4<>h2FfQ!bII*Av>n;u5*1@#R^!+p9FNaA*?WQfYxq6dlZjE%Upx0{WSUsr8 zD{SBJrT;39X;GRyw?!zoMIiUb+3#YVkA}n6>cB{^ueGq%*afWj1qs63%MZ2m$viY# z6ZPu$+O^rQPbQy*>JO0sjT$vSZX*etFC3H9-OVvO>MQ4N=JoAIq5Ff@^Z|RSTIa{h z^3%sqPU4D%d~MNrDNc%@xaN%Ub;2;vBhgOco3 zKkOs#RvUCF^R~|fUW|U{*@|)m0c#Lz=T2KI5Xv7Rf-cry93N)$@om+mBvzv~_UF3i z6xbh;3EAc6xVtzCQlGFoPOV0}>=cLDnF#Rl%|;1&7-v*iQ2po%7;~y1fQ>*gLm(bP zMR{|^jf+1CgtO%gr^&qD7Q;ciOKpXW*<6@Nj*u7%3hZ~r0fx~y>bjxqt^yBVagPw~ zZcHJUyL}7-CqF~2xHQu<@6D7q-LFZ19t&TcBal>S0M8nQ&09%v@gWj~W7AJVD|&jR z{vTKN-s<6=&)hm+I|A9 zR*DIWjMN_xy;P%QgTj4xnj6gZ!N}w!!Oe`rWnO3Ym>L#8a9c|}2dg#%x*7;PH zefi}(R$@>ExSc;YCN4j3`hL)VP3&HA>NR&sLVsIu%v8pzz2wiuI!6vhtgca5pRX*H zZ6uX;V2IWCu@h~LQK?|~w-k!z#sx^|_~?J1z5goy6DNCx>y#1wdftWf=_~oSMuP!z zF1&InUS41^%CPGV*dJe!59Yft+vDbaZB~p0?2t7Gw}2S7w@L&ai8~r`9Z+xd+G7rT z)6a!4-WgN4`JNnW@mra#do3w@dQIs!-EkMk6T4^yTO2c;IGREhK1mr@V#AP>elgV= zu1NPAJhf%2p2o^L?C%*h?zy%2<;#*Ysiw#=(Df5@+ ztvaje>E<0*zg_3diijX}7RrV1qzxp=V8D3#NoGsC*me-8ezCEj3MHzfNc)_)#$@8B z;g0sTJhizw=3?`nyd!wfb4SgjzWDW{GlUXiTeaCx`dPA!t8B%T3<(H9n|Vwg4cNaX zAmvie1F?fcqpFP?dgG1jbINFy-tSM}_pIHnVw8I4VA%?a!mBz^TA6SGgrj`G$PCfJ z>K0+I03gqj`6qgwp<;e{TX;EbfZbc}Wrme2w_JR^#mQ_4ntYUJJE9llrlYPX@Trx;ZR^!dI{L zR4=O0GFJ)tJB|ZHKyL|k5;-}uzzE-z1T4&KX`V8elUMZ=L#XY)@m^su!@NDE=CmjX zL&wyhoFVQQ1nva4tO`6a!@5miHSSWMPw`Ovi;0?0_%cy#v?=DWhcA?q9@>*5mKg5( z_r*b9XLggwS}#Rs|C|aAhU7ryo6|9$5eUcQsmO8hll(<;JQCO9xZNfW5ub%alVWWSe?u|wYAZ88fK zNXR^_mv~f-qCye}jGzZD-nkLskEPN+IyS~%=5py3tpU~w@>&nbhnirex41K02{Q?K zZ5?3}BjrSN9p}3b!$yD3q(?kI@Wp^7+$JhA@+(N8IS{Bcb1YyB%pbf`=9!sx)Gp=J*@@R>4i786g|wDy^)nd`ne* zRGT|FZT8s7-wj!WYUc+QfGU)%#jj)o6zC}_DUjZ*Akj3O$qB<6K2HX9-j{9_`EN6h zDr;>Npwg6-gwg}xF9J~n-$(}7D{9UbzANJkYo6(U9{w!E?OxBUFuf{f+l)_sejw|< z^%4ZMQ8;T&VUSD4r!LVj9@_MPy|nPlrAPd$RH&`_LLp5e43CC5_BC;`@_ljx`ZG)^3OznK5Kk%{ZoOy7mBn)J&+|Oo9*Plc^P4Hrr>SI7HRV-`V+Di_r{^l-*>e?rwq7{dw*Bmxdv07h{eCB#* zpG=}qZ^66T_p+?64%i*Ix=}e*ZbQ9NpssujnLAQ6e!HfoCIbjLbhrDTlwWAszG~|- z2O}xxeGOBw?avhNI#b;~`*I=zI%$51C|nG}f0qn6j=4*Z{N7e9eODeWRJcQbfAUUw zx<}3JaMh`LosPCGch}3(n00)#jjP8+I|c@lfTo&Zhfp2{-!QxVEKn{|gok`m{M75E zm{4Ws(t9A;$ZqdC$Uc|2#yY`NrOMHMOWBkU$-4>6L_&|PtrmUi(4*1h3NC&1U zN79Eff}D}}Lbk$34vP)D&EKKLu2#Zg04_8d&1${ax~1UXR}>b)QN{SonI2^4{ zH4sv8>V^k6?~c@@ms19?;oimy0x%MR!3=8ZDE9VK-BaI8D^pwH@BbqTwCt>G3g zBIB{aP_LaF1eLZF^jtZ)mhLz&!ks_h6#nIzgQ70~HDw9b(VDz~XllW=fEC~rI04@! zf#{yQz|)2crh(P5v9WdRf;uv|ztyStDVZ1)w#DR}qNqL?QLo}1qfN<8Ilr;=aWjl6 zj?-uB?R$#)t|?MJ5~Eb_hiOeZnyF#_D3UY>%<0kT{qML{_(`n!~y+6{(e@$zxPG(`gHlTxA zaI}Ay3BbO%=^g0gq*jmJDITW+sdU={Y87=8Q;_UD0XCkWT|tQkz)Erb;Rg*oy<|zC(nj*}J#dK!I3K^Q#Ll*&)jL*>MT4sDQcNOEnQwOZfmI`WQNRs`c+ z2Jxnb6REDjNaiuNq*xqrq)3&!jWGS5`wNB0UTiVG+jGqfC9(sF-$zDjuoA^_^2U7s z60AtkU_a=i@wC9kIl|m@LRV5@OFupJTPlK`*RGLaDoeMRnZ0O7J z_!D48(vtA7QjSBBs9Hsn%6dklrL{d5Ud&1d2U_h0MR#*Sm%Hz`>$;Q)uTo`m&@P`6 z3)i|SYiyaJB=0_D;%(;dnzrwz`^(%r_Fv!aJs6SvG6kO<{taZ?s^Q_>G}p@js@Xa| z3)yC=On#nuQNJsjDr(I`QElPoth_H&f2{pscdC*9ncRCKI?p`%tT879_~sVCjso$a z<;RXqxhGoh9gR9BLJgfY4*UK2wVkWwY6~u^q@Qn6zuS0?-|6fspu|RffBW0w%4{p< zCh)o>h3>fbYNyji-mdOWYNpp3os->n&dsdl(OXJcK4M?QUS)6jrv>i6?lW7hhu{uW zX3U3cCo>yCbTv#!NBFUD|4O4#Yz=(NlPIxTX0fd@{1S@vy+d(4fk&_*gg=l;I3w{9?I{*0uC>@$fZ|g{L#c$by#R9&B4Jsv-qhkiLSv-t@d_nl4s2V#g%#xnxal0Kw zQ_V4_veJz1uJiZ4hUMy_$QIwyrdLv4`K7=EpTftsdh-)iL=2BnP+o0j;o#tKGp}?1 z3fV{xO4kY*!u-G)>t8ZV=#YG_s3)Fljk%;ZmJm}^7^;Og^x6B;&&XAkg@_!`pmxt) zte{-}W%oTHkdu&;{)o{ke3n9Ks*`g`Pv0Y+KE=**HB^|+FK|8K zfN+-p%t3$7`;#}184==VJ!qa_@p8+cOhb=Eokf>Uq6Pxo(MLwARdR*a;)lprxDDn6 z%>n$Q;Qq=md3nab&(ITNGC}?c@I?Q;xu3=3>}NuGbAJ`!_!-6Gud3a1+cfzXT$@?` zWB!ze)IUCt5?;kj(wYCC;K^5g)-E3 z!gqA)@Y5!$Ap{t?{G+WE_WsC?5#szlcY_DPT+;+auiOF&{DhfZe^V^Vf2yRCLIN|K zi^@cqm52tu5Xa0}9!lZ#5gP0Y1OWD#T6amYVmdDD+@3eRYa zNKp$xUOACGZ4G+ML!AVNftw2O&RWkJTt`73p6D7emaH9>vSY!7Sn}r05%MAl%N8eC zI{G}!Ai{hI7C9QQ!ozN{{ULINnxD@Ni_@pTqS{0^tzHeA9WH7W&g#><)@wop6(f$- zu-)g*+LJh}^>S=t!Cs32-x4*$Q9p3);pe`Cpu+&3`|mCG%|S@s!ElzvX$~mX44+EM z5Rh1X?zF+PXfDz}P9|WK5bu7P^p?Ka!;?Ld-BV+cZ%*6C2#D_vQi5iUaE?eHQ~1x? zI)Tc+>wJrh{h|3ykJ0Xm9(ncZZ_Rd%7W7EMFL|0mn53`CNBgbS_P`&MC?qd7U-i2q zR;npawzlP3FoIO12h^djQ~}V4x(IBsj?Ru_0n(%_ZkD`xQ$vbZkcl3o@3Q-*gT+K6 z96zG^m57;NMp7p(et;Y(x6}izOau#!h9k}|a$268gDF|enaroe?-`Y~w*qj?M~1dX z@CW;r7z7laT&BSJl-n?41-x%Woj_qrc}&{2ClckF9R6jh8L)`+^Yx7cM%YXA90*Ez zMMOlJ9op`Kj_AV`3(muO8HZ@{X5moAICurlmB$0>_Sll!(pJE#5g} z0eM$`Hw4?vtQk=ONph4!WytI5MR%R|h^cs}SVi0+({yyt5#Zu_X}TRm&lr_3JN2#M z=5tvlz^BzfWl@^QCRwIJ?Oe*`>mO{x?`HAd?B0Oix9l$0IHF`dapD9)=lw;D62aOe zauij}$PNfa_FcN|Z&s;krIlhA_TlNk?4^!}AbQr8UaB@e&A^^fQeIweN(_@l*Wb+n2S;S**NKo)xronU zE41~L|Mtvq_a6+DO6yhak@T?IBBm*oaY%3Yj*WwJi;m9k{Mj>(oO&%83E1DCyqOD> zs!o0fDRTSFI^K>mITai3sAYC>B|RUOt3^IZ#P9@j2HZrjQxb3z1!WwnwWTJEMM2Hc zm8;}L(x&eZvEDCEHdbCpoe#*RudE25q^wiF(m#*I&SXnsZ$AvIP32>rdbHcS9C7ac^ zm<0Z2%c`atvzbaSJ+6j~8N5(~I&x3gumxWEDzHoD2qyi;k1_%GDBlGEa4d;$&M~KM zZb**|!GK0(g@f$N3j8~Aq;VHGc><5n&)?99d0Jx?uEEeN<&A_5Lhgi~OKr^Fu&wo1 z9j=ws7iHf0bDpKIRoc5)NRq5%dXsji%iMCgg}|9`Gay|9uNe*!)=ND9x=2z3tR=ky zm+bN;Xv(%A^~Zx`zacgl98wqhv35F`H$m|jKBt`;a&EF_yUpyZ;6OlOZQ;^Y^DO`T z({@(;#9NyDBHCZb(YUFwn6_E3LZ!ZkDbVTNK}dyoVzPlq><5GU(CjG$V-p9MtK(B% zoTFB?bAF3@YEK2{H>be-k#SA0-pQQ$a`V%kh8pw!_6AS;^RSkDY(=ecz@mUiP|XOg ztvC-7{WX#smy_*N*t)A<-2-DY`+Wl|#>nI3lHn!Q!M$C4l7hO0A+t&an+nbuJWY0y zaUsSQ_A=q-4q847UsHc~qDppGSo5stzW0jGtG!>73w1sX*d#zKiX)PnN{SkUrAM+0 zQt}35e&^t+*d!1QQycFi z1IGs{)f-sf1x-*B<<05rni>ssiB~aqUjUiOUgr2yp1&F#q`T}Nwp_z$AM^JCLN~m8 z<;t+)Jwi$&8Y`?RIMPVjl*li31wRZ^k_0IlfBXzp!h4{@G%b!wJEb9SHc_q@|e^=@a1PzcCKmQmhau zXVrjy)Pb3r_tu4xdDaR90fV5Dhj9XhCM4Rm07-@`7vfjh<}}gFYYEdF#6@qfC z?>gVGIy&i*QXWX#dkp8D#2x_0xwoOR`WOr2DM91~fBeESvpXUco#pv$8cvFSjk`gy z_?U74(K@bU_izC34|3nFH-{nqdUAL!GQnBrALM60?zmFwpbqy;en+i*NaK&P%1RY& zgNp~cPotc`Jx3(N_*(MZKFv3|?fzQNw192fbRpNV3e4^B*KfbD$Cpmu>Qkzr2OkK9 zB}_P$3`5XI^>ZK6zlw8gx-T->P5l$ZD9?*U~|Ah*iL$pj1iitdHnjT#Ux~ zYXqjJ%@j{bfa(4=ck5qtmR_oaa=>Jsu;Zd!38dqE7th!uQ6*n|wmd$oRrPyDQ*36$ z=%|(p->?@iEy+e9TI1latMxn^Z*Rtq74=ieRCWYaG2k3>q z49S*06XhKg6ik{uZr!~LeE%xqQfX){o;P2_Lku!0XW<%P%^ySP zj5y2|VlzuZJCp9u+K;7P4ZDgs+|pTSKi7jGO+1fKYBWMY=l=VWB))6^!VAXV-5s|7 zgzy0GnIy0oR3PL~)jjZ3jo1i)aE+y{gyyffBU_T%Ql?iF8sbTRKeJ=qEnEFUxBT1) z7Cv6|Wq(X;GN3|YMK_Z`iJ-T{AOP{xHflq@b0!j{#Gk-7LYDQCR*{H{bnD&=CV-|1 z%9q|l$eTeccnk-vie_(tD6lEu>mCb^Mo(*Dq2fHN{@WDBEaN32b1c_aFJJl^LT~0F zaDD$fvcLRCZ;x0eQ|Ud$R~;Uu8i3nwyB>T2Jj!P9(_Z48fZLcPd^g0kGl=9#m1gO} z{rtR%jWXxu# zz>nFMxFrRtX)-;<&Xpl_Jyz_^+}@3Kt-I_!sIU z-rVM6TayB?&mlPp(1+6|lbu0|rw9r(a_uaH46;r%S&j?nnSItH5nK zc5+c3JZID2Wy8A3Ku%7M#Pozq6?i0?C8?q)D)poJt=qTNQU1WxA1ZE4H;Vy7SqX*$ z=}@WlzrKpQX0C7Jtzu&8B>H`I(whsjw3|R|2pQl&C5CiGwJOD2msYN0d^y|f1v(HjMtERRAV5JYCgh?LcZ_h zgx>KYeWe`ByE!=@!|6l|Nc%BPTr@bkIJh+!!jXz-egV6IVXr~d?3 z4SX>bT;LsX0pN#m19)pSm^;F7N%-CU#fXnuk5Sc%WVH%i{y0xxKfR&9FS;R$m}rh_ zFPhlTF1cK2YW9hxS!dL2a|5+@{T^8o_mKpRR9rDI@Ig1lR@4IvxmjpdI(=(NaQq~N z`A(8QSed7EeDIytPBE90pwrajrBQS~C^USi2nE%|%L zQA}de=R_$)N)s^vOkp)Z<`=)SbEz<2Q&CfEKvxVO6*33ss0d%-`h$C4lhR}f@?kYo~vDu-@<$n7B__XTAM zt}*oxZiq}T5mk>AnQbHdp3y?avI-e%{*@QEpk^U`%HaAb_cHGo-JUh3{y(1jTZwVc z7r4YmjJI z$QaMvXot{?-h86IJK=F=y4dw~qeEE%Y&{%$?K#NtO~GdpZtIA?klsNHjN$g=iVth| zwzs`rSXfBZFl4i}D7eMVYuJ#Q_Ej9x;2yWnm3MEeKd(C_xN!EAzF4l%zz-2(1_mFB zp#c%Yp2=3T?1?T|tcBB=(dL1a#&1%tS%WKfaqRX?sZIrH!(*td=$ObZT ziYFpU7ak^_WJ7YomrcTJCT>3d{l3|z`*~N&xBrRZzg79QAAf`gThH8i`)XK4E~)9; z<-%knizZ07Mh9A3P0{IOA7m%Mc|S@i zU*!{-b*ZAGSTb9;>dQQ}Gec4N2UYX)gwk(SoqM2hlp&UIowFylLFEURrS^WF`(km<6DeZ;}h7{r#+3cU$F!Dp?e6MQRmIclW z%}R{-*9hl@T$Z`g#PR)0)FvPLkF|1PegfQ{}CaLvu0#Etd=Z_5vMt-^;@MC?} zj$`wxH0`MYt=laEw{iFRxD-V$AERCxG%BZ6AGJ`!y&-3&v*G2^|Ej{hGecBxXwt^!w{JC{{$NF~lw}-?Z zpZogP^pcoi1(_LH&Eb@XqWa_BEFOaHW(#C{BX-EW+SB!SVP{lW{$~!ZbWTA-Ngb&I z?XtJN`$T-U7dTp9;7m1Px*4#sglXX!hD9A8v>O!}71X-=x$f2nDyelo{?3_g9S~YY zyzT(I@N<{Tx}{YenZ9q#938rvUG^(>PGAOj2;3ksp+fRHB}ZdV`}>*GaZ{yVETH*N zO$W}j;h2!i>_aTG^B+4%DyGUcml*LaU!j6ceV2o7OYP>a-|GCpeKQo38(;;D03d7FVP6$ndtUP0g-vtCV)8xZ zpGbW8t+_%wv1NpmfI?$ZpqM{Id1CW3@4{adqW1sHJ3aQ1*amSw;f&g^&LYm$Y%5oO z7L|iRI{VV=DJy=Xto4|?JcV-YUnCHGyMNUIR`WsFO(GCD8mwlTHtN_PVxfe8_;q2` z@P8M6yI)#Rf?g-YK4oHRN)R3$IK!%;*PCNoJV;rwjPjf@2Q*QONtFd5 zf*Fc)6T=8{B${n}NG%0~4Wf^HN1SAUT}wnCyx89P0oD`E9P=qOKe!6cjfLtg@w}fz zC`+mUR5hS9nus)Cy?)&TD?mCIDIeA%hT4U~xh(p$(wVYY1kTp_maBy&iW9$$YzGXtCl_lgXN6D zDMaxBo}Qj?><(e>uyCmhpFEat+!Kztorp3>b(Xus zbur}M2s_Tl6oVV_jwAW#RZx;AM@BjQg472yv+b;mtLEE2>$a1y8W~2AtLZW^9U!1H$X&_1>&F#UZk@2rHy+ogunUHHl31c zE;Zd7xV7G8xSDseGe*VWwI}jM__8xOHIQ{g0|)5^N2v;&XMP2Wuk+93oua8Z$#44c zY|PNMZN-m_ovm#ejW_j#P5ayQ24Dk2f(s%7A$&tFLX0~>h}Q=gZ#TQ;D`q9qA>rZ7 z%P-iM(mzIg3K?va=#K?2llF^*Xi!&!bW46_#HV~blIla-#Y^$s^>Z-wN5pYK(%4lyi|;1od5eH1f`;Pc37h(FYO6g_HSB2VaCkQ^YUy&%<8 ziE<$bcD-KtF|3BG{`kV3`by)g3`OIwjhC6_CyJ^jM@zrx>M8YmGH=x~OBk-_?OMB( zhr#;zWpWB12AJ||lF(}u!mMt2#)KE3r$F}wH)3K;Vhb0nR_S}amvymieokBPy-aa> zfY%{*9u|+PIX(}jil*PkFQRED!^aBibPVgZ>pW9HR8dmMxnV=^E=DV3R$Hy5j>^Xg zQDaWWXRXP}{Cs8Y%MMfeHQhh>penrocL|#`MPThe1}08fzw|8qTgHoegO;R{7;s4M z2h_J}ufgOec`Q+hSVb<>NVefkB5XRB_M2ZF{N22P6Az&1lVkrMPp&>`et(CqjLgh9MjeNgv zB%Z-LUv=WB$K0->p&2@>Hlj{1-InxQa!32!4R@-HU86Qc(^_f)HVYf(FsUerSmBQr z3mg!`s7u@*Y4U)@4*Y~NDNoAs;;HW$-f&r%Nk5d*MLY49`?gm*`-K+I6)>@Zsh+@0 zFla)X|8e^jJwf(nIz`POs_^X$wqza^yIYuN+L}tL;VgFByszG1ESr4^QSio zMY(OvO_L(kc$dXR}Ixg;H=Rqaua_c>#(twV%~n4M8@-dQDfNd&Du-6 zp|z&tbI=bZ90h=GRPqR^2?7$ zf_!2sjAd43k=Yy#YDhPr8q&W!4b&T)q>4a+P%%ZY@UpmAkq!u%DAVIr!sH0;j(Bzf zVIWXFk-)>=wy!gid81jtAO-SaeH07biRgMp!KYXNtvS#wG7bBHE7_mIBeDL3OTd^S z!Y(J&Gf4$|!}+|UfdBjg0<>ovK$%y845B8b z3g6NB3LMmbRtF{T!V^#rff4l6RcKmOCJKfGzB<<610vJXb^$nv1<8p(lM0W}JMQU| zCw$0p2`B>)s-p1mMYs$Q15qNChES$M{`K)4S%SiIpTbH$1#NlwU|o;>GB-B@61_d1 zMO*amDP`+smnm2Jm!6~x)$>q)m9B>#5Yia&LkE>B9_cL~v_?3_^k8+2eAJ-sJaa~P zSltAD;#RYzww;|_a-H7OI+nr(x#%WLEIEl13w$7&6rSZ(=QC;F5bvkkobU1RZsT>A z={`>9>R7vl@dH*a<(Qo4WOgk<%WQTWsSizJ2lKw!ZhW6s^cXsY5Cxh!fjY=xT!p7pQ~1lV%N*8 zNnzmw1O0PeCaPax&Z-InecUsXdvbRWQ7aKGJKBg{Bs2!qdt}b}qVlnNs_`l6?aE^e z7_k%oJ(yGxD+fx$;MYG{C~HJ^!7}h!W1p0D`<-vQogbMgbILt!`eqO) zR3V>2(oZ7N1Cb7vq?-YF8IbBN9uNY?{;GTT)chYjc!HDB4Cw26IhU;5ws7D7AZjl9 zOX1b>{d^q6x2WbRM9tBoHBt|hT^L~6JOwJIK zH|JA5?1cCbK&Yui!frrNR?#Z!o;}2cq>4}4K*)j|N$OujRR^`7nuo9YE7@Q-L~6vQ zsCft9T2$8!K8;HcQHcMetp+qOk)k9f3kf?&qzyhBv01T~K= zOj=C-L?NAE1Hf-x5wQ|WbLaW!|RE#k7um;m3bF#{|DLlKiQi%HdM{)Q2(Ei z@wurhWClGTSc``&uq)se&@Odk0;7mYndQ?3>zX+zd={u~pgg>wW&Aof<$1`PHL2$$ zl7z05jtY47tgP+eXn)JLS%K}D!}pU!w@DPvsd)I^35jRPYE|r*zP9fm7_> z+=Vpxki<7NM;vuz+c)$G0vhlMjFPQdrdn`X-)?xKE9|5vyE1J`NrX)RlV1>_B;ZcQOME36La2_3jKMeHLM?pM@i3 z_^uBYYOneECvMnu+Vh9|uh!AlU3k73i4EAlS|}F75%YIfR+#yTE?w%oEyI8xCU`;o z?04uB1H%{5K_DJg$isB<@{y%N^0yaNf-qE)xlCc2)q~XSl1ekQz*Utf+BMypOFe0d zmeDrf)^5 zKRm)idbHlUcdrh|<0Ci<)97fxR)e*Yas*n8vXvFg$|;QsMvHP}*t_o|ZBl+0Y0D37 z;cbZ+qRH|IeeE!CJFGX`JmA!p?^PRPvKB52ElQs~thTq^8L73d>Qb3D1TXu$QRG{( z;n~ojwvqe)MvQ>&hVZmAA$0~~mQ!9Gw&&vG)kWZ24_%()TmR`F>XZ1=_b;VpIZf$% zefPNzj34?MD%k&CJU#KEwUlpQLTZ&n5`lVF98&MgF*|Vm$inW)^`&}gpDap?Y;VW^ zlwNDlMu{o zj~c{8%bN>AX{snOp|A??CqmtPQL5UR#}Xy1vNk`u{I62! ztRr72Y&4BZmde+q+Npl+?5cK-0Aa5EBw&T>xusX+cBXtPKmA3Yp}9Z(aO^-3>J*Mm zXX&U@vzm2=8Ynn+b&D*U-aJ5yb07ZQ$MUwfOI(2Cc05b+oNtNhWtOLx&aM7%c&hT7 z$b}a3UGe()mSnWrx_QO>wjHqZb~EJXU>snzmjNV>=ylcaau_`xbvkCxTlQrK^Q*eqCY;7|_&J(h z^!V84_6Xba&J$R(LWKX>z11_E-4DOh?>Oq0Ut9psZ$2L8P7;2#b~HYo(K2oHs_%An z&(+$pJ${DI^jA8MDgG}=sLc58 zza+(Be$s!@B|NOkkMCIBo8dO&#AI}K-1!H5#hMB>Zw$^oMgdaDHqjOY`6+jB)C*94 zCWWe&&>es1o<(fJG|NPx-^2aX@0c(6Qhfw93Zd7dDir|d4%BXIV3FGQA-SmeJ$`Tl z^SHqeK6ytRQ?N>(fM5WMqA#MRQ7|gcK{rdtcFa^v;uouztquxF;!y$FiWxN26K$j% zjU}1KNmw5n+cO3@{DN!fGEBOLUz!H9{FBI zWOU18&LoH8F@?g$qOh>y4Juw2KQ@rUA5KkTZ3!_JFF+0w#~!QZma;-}2Y%?3NI|48o8VA!N?V()=){p0mveDJ zq!AOPV$Xag;G=5Zt)Gc5C=CB(SI>>h2?mFMWu0T)QuzFv)MI={>hiYMb203*&101P zj*_fC{KDMU=<(&^9$(u}3f_uVv(u?}Uf`c72ilhYLH<-o4xB&V&-u&M@^PVgmvXo_ zs~(h>mxv@EZ}4-c2-mqYJIlK6g1)yI%T%jCMACV7Zsz6ZRD~42H4&bkamzOHS-*X_ zpdx7hehrKE!|YG%M3u23C|N(rYpa8@ooo+m*WJnpI`98?(YEvNiuSun{Lp&o$ysKQ zpW{5Ad?cfYeKY<5Q|QalZ5p3fg&n;`=+A_eA>Ir;Yn(mVaqHL!AoMmOHD6PQbNCmEOxN;5Zlj*Kg zc7`Ao(FtZl+^3M$*CM9?I4a1^&20*^YAKiTXCRODciNK=qiD`OhUyKREXQDa6OYuB zn@R#l;s*ljg=v=4pk5K$$xoLDZbmX`f`Uz6--?Oi%?&W0#=j|h(7_HRG<-l_uu!2^ zA=*q3Ow4)#g>5nXZcUGoOFwU&8zYwgw1h#$@jw9RAY_dAn!P)>Gg31Qf;R5P%=cV+ z@Jhk4sq}lBWaDs2)I+ipyuf<{x32jqJdjm$~^q-vv`r&WrTjSJ&qh^(y^{qzp@ zUG6O|pg5mHye#acn_(VE5O(4s2@xb7TSd2+Ojt_rBIf&!OAAie$T2y4|6BHt>Et^j zOP@}j^m8(5)pwm50q8w_3e#OY9W7xAD4*Hl6i?*)uo7(Q*a%bqza=-5&-%nOcQ+~K z*}Fq-$bW`+S5n>$t*hHFBf^^V9 zJp98~x1a9#`pN&wfyAB84>glCWdkgpktbb!mss5YjLe!|p&!Lr;mJcM<1_uNnOdE2 z7Uo8v;AgyR1DlTEvl8*YM=u)>?eJ6DOnzPACNt6?|Gb_}L-6pi*<%YT7S%4H1FT>+ zD+6Kl(%m~)kg8FELT75v9aHQs?Ur&KM=y`vx_LsZi5s@B5LuBpOFqnlbuP2i3@t6< zD(rC^VjZM!BvuinM@Z)YL=^1IS3D?xW`&y!dFdWym;aN4$)gcXd38cVLnkra4LS)v z1x_L9ZnUfvAE5gFs0aQ)QhNqGYGOTus$9tHRdCk^enw1!h%wjKXdC>}32Sw%#@$kD_N`^d?9ZRpMd5cGiKk9hkWIjRB9pz0IFWs>F2$0G;_`7`FMdtQli2L@Txd$;f07WJrMkr*rBRxdyi^+a7C=d8B zfD3)S)Ume9IgL`!+=U7#0@XJlIQ;HSr$u8y+l5ZSFwg`MxxxfGdI_9*?lEuj%WV-Z zDz<0%(Z7dTSzD(DK2M?6C&ZPu+!GDw+CQ)4y7G4<(FIh>O(meT7!C3saqWR)JmdU8 z#g&AF0T(a#^?&5}y%kna*d4&Pau*-ZlN%`yHZKh15_oua>+!91XAds*%-I|G3(+fU_EJ>2Qd({6^l6YfNZ;kNvvgXX=g{htiW=g;|UU*9T%??d;U!+rni_c!Tc~^Ol>up&zPAUr_h1D=S*w zGA861f`Zy_6Pka_PW2*!#q_H3nA zVfPEZ_?kV+3F1J=@fMHLaGr>nRz*s25Z5oSrh4RHm`>X<1}d7Gny6yS4Shf}v`B#Y zjpkE5+Jz63+(zSVH-O+d5g@4*SSwMwpO9+>pCPw@!$xOvONc~SkBuFa2b5ht{+#` zRl--Sr-#})u`@?tozaqq;w^e=HQP-wMq=cn0R2w1aWWpPQr`3EHw5VlJI$NMl{;s< zN)q%X&gZ(0sTc$rF`O*irVDdTUcM?+Og+PSY_TiRKQ?vA1>j&XK}En39^b>GN$#@6 z8?BEBXMMU1$;NJYgjSq)8x9)jYm|W8zNud1cglw)VM#~NRZt!cf~}Zr_z5lfY~ep$ z3R7rD&+pizK3JbShju(YPx~@N40J-sr7JeoiK6Gx&QkvdBC)I}oGveHkMvP4L%k&o z`%@(9W9;&7F8z7K6&l*wU2vgL0>&f?TOil*bJ$=+e*1&`ee~M{!hS8OaHAmkLP2VZ<;lf2#%GO(?GE&24%+Uwe zz&RI`*6vmWMqz6au>GOHmxppe2P*HS=(g>HU7_pKl@%3K-Vk4-=`U-$VVE3?!luUy z=}#V4s-uQW-WUz$d&xwfD*kL*l{Fz3%nHBvRrnOJhGocHi!H_(voIc2h=w%DZ9@8T z^mH?Zb?!_@M@V&gc@*5`^M0$IM^V+dYv+dimEt0*6r|NDRxEpe+wwvwr64yfA08#W zNW}m}>yrb;)d{+df2yDa`JR~|c(^_`tuC|a9(rr@)xlCt-N)B2irTgYpQ;;sXg(#} z<2SM|{|G#I_hIBmhBV13e()GE4JmMN-=i>Nt^fW8WAxvH@ZW>*|H^XMcV+nLc~?P% z?d&irj-5+JkBh8SII9YgbuAj`N|N5un{fVObICtUdGz;_*w|9}nQHlt4Xxt`mrJ(a zSM!=b^%A?JqAZKc*18>|A>v0?>J-=5GrwK>Z0ff^*5C2mi>~nH_Lfet!LhGZFA5bA(Kp~P9_{4l!Dg?8$7^9Px4LEx`dC%LdpI_@tCI)h_lqC>Tz*#DQGySp`{g#*tW6Rz4!ZCL!0-Z>o{o9I8&oG&68Vc#vF~s38%=#m;oN=c5YjE>kV>nG zPzZSwDk}|MfFjH$)Q=qt1tY%;1;aP!F{IJ+K3w^j!{=*v){6@q;;_|NE;IOiBl`19 zbV?KkVwn7#c0KXIpB-V0i7>I_&pn8HFD9%bxKxU=Ys_PEa-<;3R3h~#Fmu4A=Y_6} zZ&XLs1gz{zWJC`TEQ{fo<`)z!M_Phks`*&Rm@4doD&a761y=9&EkpLafz>5Xg6y8_ill#8+T&;qL{G-;#^1 zfN7h6g&4JIggHd(~D2fje_I6!erCfq8 zo;2A_-)fNY2O|ILz+F{9?qpT8OoEFFcA0_`lE=)LQ&#TAaPt*xnvgyrr8;=d3$ z{cS;Jfj20l-jjShGY?q~8K`P_`mMY=LqtH*n`puHs+70MxN;veOsTpQ$M zeCL$xc@jZduv=uf_gjZ4(%*zgOTa2c_|;j;GChR)=xo-9#^DiU5+mAoj*W{eL-sg? zhFQiKKuNg3V9_kQLt)81ju{sFANf%cA+wxI3uV0|zkp-k( zFywb6cu(?6_4n@d9`F>g5_%hw-WX}7e0kxpEnB7(&%AEntk1W^}m^n!mdR~`(C9ZJx zK3Hra*nOmC^3da(%FMrFf~{y3l3l@ns;tP(yq-yDLvna*6F7_n?mTsnFpkz?Xn9=Uv)1kbRm=fnZ3D(7A+v^emaxkM^SX*#G+BWI1M7`YiKX z&-z(D?0RoOr4V(S9@o&+oKU^u+Ub+<8Azm{(fEtCRj9DZOnpl=egF7X%Q`Zald?;v zf|heg;ni|CS{P-R>(WW4HRZ(RvCs??pI!9yVf3O8AzP!{BK3g~B+cyTa!L+s$PROA z+TJOUH;#4P8pZft;PCwmS1FkeeLr9>&E?5qr-N4zY5-K)`Ru-Nhuoa&^2#`@aVn;u zll8o-u4nA)2XR|N*F;>l)YjHIqT`{S7N?Y-oyYUWir2B!qVL2S;jNMeerhn1# zfyQSi_E*4J1LU+Fg)@EUt>5e{_I2VKf0^Ot*NGWMlUcItX43P^QtS3yIF2OT$YQJ- z`7_yJCTf%1`~Y|6)|`4#3>x<tkdjkbfWrWxe?fYb^pL3ml0;-`aD zTzk}`HZ2LiK=vf_mOM%MnQj%cOigWV6Z9EJ;~o{5@ff`5rmVk?B5N1OpOq*Y41rnH z1qJ1eTSpWrn|~Gw+}&qCJE47x)qHY#`ga$ zydI+uL9Z{Y`y+ud>E=0HM8x8YU+9G4p3tbnGj(k3ConVp$Y~5!TO}OP%*LQaZW=h* zb4~wzzBqNL!7PcJikiZs>DjSD6}kbCK<=R5GvMB+0*P#%%YbuhIcz4a+Px2*0f>Vx zct>HV`L~+aBHP{2W+oiVm%?GIM3=$AFwtwoc*r&JBeO6Bv>`t$nQ>z8|5jZ^mW(Mr zZCH5|VgZXEMmFyca6eqya|ZjAE|eC^(tT+gaSyr$E{<-q!(jwa$OdJ#8mF3?*WvkU zT5WM+&l*us_J_O?t0ENJ;WKr3PPlJ!Z1)Cy@rTFVHMO*Ucu(aCnYbrIA<_iio+C^?hH-v(X0_b|eY1%UH&Sv6 zr+PWJ4h9rXb7RkL%$)zX@YmKt_u0PI*}iRK&Xvz+`$@hJH=GA#2h>eJr%8?uEY7aR z)>%6ox>`No&mL!{(xkR#@Q>(f-W(~LZ{vT#Hy>irkH)3&4S0I}l$gBZ}@*0fU)@R(QTH$o|VQIyBjnTk^5ZktkeQvcuOmARs0oVLLpr z1x9s%2oO_9h%^4qhbA&mHGggGR769bTmnaT~DL5+K`3TT)z z$Ek%4n}%yH;bpXARjc8kpTB(1X22;eF_p5oO9QJ?ZpqFEr?5(nu{>J0?Sb_Sp@iH`uT(YfYqV@4U3o=;8kd|zOj zO96M2M3=CZ(uV(|K3x(o;n5%)9!lXU0NPG8KQAHS5`e`lyQzDL^T=U@YROiDwcW#A zX=rG)V|`YHp{F=ksfyc>&qmBPei0EB5bNy6ZB^XIi#V+?9ixHjNkSN84G^pgQCUOh zgQt}jMt1QmR#M2+(&jlp{iwkC!ia32z$!F$Op0$vrF5V z3m1%kX+qOZGCb&<@sI?tgmW_Tgw@Cic422`m#{P-z0`qun&*ZO zjky7oJc95G!Wd2rFlGlr zHcf%|OSXXY`s6)e^ooH2*#w^}-K+~I`q)=MQdY6TZScx=y)-_O8zJODGr<&OfSbWz zj+f0nja{W1yf)OSCi__4fW;k#o%Pv|ALJwfD%XkWd3fmaM^0pzZ-CQQAsvt^Y(eBH zg}egep)4RM=)+|+SrtIy_%2}HZ(!YIXUe?iPoxZfTpIg$CEkvmQxlw$GqP{kgC$Sr zA_?biqp>vGDaLdqgNurJ7ewM!qp61a6cim246;Q@phpf6un&wuGqmrZ zP8ndF26uZoq6!p4(gTvT?O!g*wbtOmUUaKW_PVN?JFA#tlmr|CGU{t;xTqGsSx`G5t4QM5)QFAU(CH0gERstS zlRp9zgXb*^n&Mg17apL@G`nq}Fy3xACdf1QKNK+IEo2bSQ_1E$klwZD%Z+VxF7!@$ zgK#OicvB{(GyATys;D*jGBYcn+$2*m#?45(gaWbWnHbdLaX*iV1xba{a;dN3vb!NL zeKs)83MN!|9UL^QvHQ0_D_UL-*q=^3Cw zMW0TpKcD2S=Lu|I)qPnk56W&kUoM+%_fY%qe^7kM|9#=^Ica)am8Pc=uwn;Z5@`i2 zhtC0zyxMqt9&nKlC|1I4J+* z?R+{7*yJ|^cG>+wC#C{Vp6dZ#fI3|s*zQdPH6i|ejsI^7%m_Z9*-KEN3A_S!-CmC0 zeV|ztQ12Re6V0(2U|;w=BfHE5;A(bTP~Vr&`ppLaPeR*2f~sm@>3t*Z_TBRPbDtbu z|40bvx`gvus|%Of0TUz8r3tjDZGlEprPdxbhl)+0p&FQT{&R0q*}W*Rc#i|n3k;sF KelF{r5}E)TP6&Sh literal 0 HcmV?d00001 diff --git a/baseline/test_dimension_2d_plotter_tsne_skipspecies.png b/baseline/test_dimension_2d_plotter_tsne_skipspecies.png new file mode 100644 index 0000000000000000000000000000000000000000..fb48b5126c2c323b416165862e9bf9b7e389b9ca GIT binary patch literal 46796 zcmeFa2UL~kwl=!dSfWvrs2CMX6huKFf`EVsYETzQvCx}Figcw)#~5`-RCFOA-A0iv z9i$~jX#z@>BFjRNt{_dyy3bt8?D6lvoO{kc&VTQ?;~vM(j)BEm-}k-mJLfZ>=b4k= zHPsI+UbuQ8gTYwLJoxhw24kKQgYi}Bf_eDLy;&E7@h@2?WnHJE_U2BmCmhTeYA2jd z+t@qVSpKrX#mvFc(%w!|Oh#<`whgD8oK8E+iHqC*^95q|4i@4q3m06%n|yuxpq?Xx zvGfG}Gb>Ip){?={s`?jOHC-2X@1 z0^x?Z-=D5KdH3nhS61KKuU7YR(<#l9I+}e2V?*&TzumTB%f@?7KXi^=QtS*XW6Yi{ zIega0x>7&9V617Ft%)XB4xz=8>2XFGlTcVh1VEg@xHrr z_P5->+Jo1{zMOX0C^ z*2+2MHtIEQtL#Els#B-)=&NtqUV20J{q6HLNe0;&_Uzq@SMNCZ?&;O^p7?|qdv;;& z%;#Q7`?mbKZ3c%A-&kXp^J9yBkymquWx&P7Ys@hRIs&%Ax zE>5?|{@#Wp$2PYvEo1xqk58p^)%r6&K3$_TaYaAduHaAWoQcjb$NtPlZObr83-#SI zYUi_%qp|}NT~XDW!)%VYO_wOnY`2JXGw&FQ^cV=SdzEK4{^5<= z$0sWT1eBGP-Cm!YpZ3b7B`IhAY=-aZUlwg+FyaJfhNC#9m)5!*eB{!9q{w@Ehke^F zqdccFb@~3AiZdVmLw-8(=P#9x(<6qGIJCi5`cntZomx&rxuoRh|9-&~lxyCuW2*5Qx2EAP7w zwpqT)b6&mU)ODBsX0z;9E*0mO?#_8$-Tru~;nkbjqJ!t>Ev`v3tFXze*UlX(7m;)wXtlB~!s^MkU*DJ3 z8EPGK=G{}v=ePIBIlaGrRiTuk#*%Bm7RhXliKJNZrxg@wa}C&6cqp{ytMD zlZ$3Phr2XeYCXNWN-}1s+RV%>_rsryL{jE|^TTxm`vR%hNO!Bqvu}TQ8feW;o2k`M z^tuzZjKNs`y}|KW3?dCUJZH&J66fYs&E#|v|iu0 zRAGmt`Lnp1neN!APTZv0si#_n73uB942pKC89%X@wPbY-=a z@TUD&;%W+UxOHYG=!&sPgz0H(PIT?Rx;h#sf1*o~6C&W&^B{KU$x4&^wk=ugiDwLk zX7JZY-?#a4-rw~T=Cr0;RQKieCNo*M76Baf{l?xC9fRTTd>;Fs^jDC^_C0~~8I%)w zX}$N(M+14*d9H(zSeqSm?Pd!2n^TAEvS1?@J+twL*h&^f)1#`xot2W_Q{(xZnaRL0 z(Px|dcd=+|;-Xe5xI57uA3Ju;v>{PX7Q24<&877*hwts*DlT3<@MzF@m3PLe7aOrd zRZ6a{9sYBX__2#~x*|R7@?82uy~bY2Fo$YX#XGPM5)&WB#clDL9If2H#`b1efKb=( zLXoj(rs>QuO`c3tka8y`yY9_ihd_qgsd2C}kbVazD|M}b3mh3{Wz&wAsp15$Q z8m3lf$o7-_H)}-ZKX-1>vxwL=*6L{aGW7(j9r5nW%v6`65OeorU-~!eckh}r@0(J@ z-7uN9v-gGy5ru;xX{c$|ChOR_ z?X)8w?qmFNovf}1u;Zc?= z+GD3Q**)ra7=LrA>(@nMrIOXV0veJGVly(F?u-ehxT#H;ICyEuwPL3$H(lGg5$k8HzI&p*FZJ<~ ztzu$T&q5>}>kc1?_TkKEE%}*a!YPP;`D^kl#_LPPYc}98E;7V%+bSYbK@sP{(b!HL zhGd6%B?zkTTCv;pJo+DVjR>Iborp~KaRiWFiJQVK(LOuRB3TK{Z&fAC1ZA?wF|7rBv^)t=R2SAj*1M3|Ig zrq!s3XswzYX*3ZZ%EO^i{j>`=vyyiXfL->j^XPj>h`{a5g_T1ylY?EaT-lY#K7m`0 z#qPQqrsBR!LbME3c?X$IffVLrvLrz|`_k_|AtaFD1^r{Y!XS z)FA87knL-SdM%v}1j|aq%V1Zwm&|(44|@(E|RXaBcMK~RywWol4?|?ryMKqfDC`ejVJ$qQPE-b>eO%~7W^G55Jh$_N!uD7=g zAMKpK0a-dhVw7$Zk?EM*bWw|^bAPk*4Qu4OAHVfwP{#Y*n__{4rqNXuQJd@7RX(~% zEN6pI`02f@c7$ug_tTt-Y9EK^d**l4>zGuA%R1H|m|gi{`$pim=_B<7zRVMnvQ${l z!eqp;TZ=>{5vXf$nF3{aB4JwEdV)#%ndMdTgW+_YOa$kYW7k6DoUM=`v~W?*QHU*+ zw(qXWsIxu|yppF-%d*dQv}#N?TC#imwbd|E`sTrcF=MmSY4zF$9SsKdYD4{d z-T;3XjAAjY#ylHaehjnC(o<1U5zhW2RLWZ0d$NVCy++2Y{AMe_Pt)=9i-o)Fn$pbl zGpz!nWquFB39vvCXc; zjfZF1wsiW57sh?RYiiJ70Vhe>k1rSLsrHfUVE$N}M+hz&2qBv;SF7rdu3@90quOrH z)G%V>CjZ@^PX(s$Kr9a)?Qap97%d+4K~U_jjn&XL@fso2O^F3Z(b%kT!rpW$1?kMJ zR!v3?VO-Mv)BD!5@2&=V^|xee0AI2M6epXi(~vy65R(rL^{@E>aMnV)`P99eH*dBF zXzVV-d5ofcHhZTIR3UVx z`kq#Twk%?gLz7vsATt^HnzkK`0hJ`Jh~Rj84VLGc&~Mi5I(wrUwabOQ4B-9Dzp$k7 z{GHQ96fu?C*jS@o226OCUlL${iukL<@eRZ9lj^Pw##&GG;%eIjc_Rkx{Mkc z8ltTE_|j67c1M6gNjzTLCGvf#^x)f{h zvodi)Y7+I*ZIJcdkQlgOdex)PJqcY%Ulmkn*`!xW>sdwz9!W7S*kM^CfF0yQD{AO9 zQcu-HLaWTF=eMWWoN1G5iZkOjId3jn0z>vRrbOXbS^%q8D7AxZvtLQ$Jg8599;v;v?@}M`nu-v<9NU$sgW~@#gZaz=U~+-Y(@z>5*_0RhsuQ9COU%CQN$$| zqoj{3xVU7ke#fD!+fP2duNo{?;TiGpWQn${{Ye}OA`XHk{vn(njE zYQ6^ONuh70;psm%&f%7D)w_ld+2wWweHvsdG9``|`z9h;%Jyf}I-v61*4WJD3*%Pd zjnw1u1m&E2Xs>Q_Xids)3#Eb;a3s#gx+TkY9*RO7Y!Pe;{i;Aj0$_(_Uu~#cg?p$# zOprjxG(_#2i@-cw8#Uu}V=NyVr5j-MvR}fC7TYvHO#*w00(V8aDg8Xd>K~%1agypg z-~48H=E({s>+RdOeMr%{?JQM3w`!DvK}lK7@%kPJZ!Cd#CH~d(*4U)>`ORg-om?XK z{`Lw7z5~HxMsI)E%U~Q={?=F1g5S0EOgFp82W5Ozn0=vaM@L79g2(8_LBirVR=PEc;Ul(e$#*>rBe<>Lopw?GA5?t&HRImy%F_D{Zlm)>b_qNS~! z^?W8kH0z>{mylMP&j*yt^Tl2{Qs?t%|D)pJJ)L1i{q=Ia zi2(zz9*O%OIRC4bzJAZxyrAp&SUGQ3?sW)u;R})d9S^qBN1IId=u7}tQJOL%YU{VJ zmpKq=faF+)yNp5+F36;0V~E7CO49t0S$r#%h$z=&k$8pyJ*foD{ZylR6sQChe8IdZ zQUDmf9ZbgFBpKB5RJN6y1ser{2$7%w;J;3RDysV?Mc#h-*}x*JWF1V^cYXYe0x4}4 z>9(`)h`YPfb&=kRp*e=t7@^2U3>jP24uE-;oYSeyQSBuCj-G^+Dj>cB{`fic;@i@~ zGXp;|QcXvjETTfiX7%tF$)q|>4HVaWd^AV3YH+dAtE0yb<4>)!lIp(&UL$!3wx^9QPFa4dtm|L=H1N}R7wijYB6$NU+v)HPr>1q%cL&fIsF)1^H|Kp}P zRGUHoIVs&oUV9Kf0pKY3)gA3+zVwpfg%bE0K{ABZ3M|yo+K%EQgyiuUi-6+jiSc9v z-xW3y&JAa_>?n5V{MLzn7)A5{mWp77ynNCD6_r_1W`hdlM#PIm1QXez(oMrp*VxxN zxhbvH=8>2ThT&@ZVywSl_JPvBl_-i`tnpXFzO5v|`)l_N7%wfNM+yktAg# ztT~@57_9aRI|RQboHn9SsU{;>6#pp-Tn~4180LRavqAO^!arhzN6yKW^XbwL7B6%i z$n7!*y}C-m^dM?VCNMG8X_SDOtn*9cwp4~nRlI+3ZdEojgng zhJ)9q7YB5bzpnFc<7r&lah;W6Ld+QT2>qnN%Oc68L>^Fq0X&mXqjTg43k6rSN(<4J zh{xJhvTQmMO+^_EhK`lOjn;_|_k)olCjVca6oOjllC^T}C z3O?;`{lwK-<+A6REB{`KYygqYi)-vkK`I5%&L(CLwdGOlI6#tieCr@iWTvFzj1I~r zgqx_TH%om=vF&R!ts99K&&B?5KuV;{5y$TVINh1zGi|*@;nQ=1>>9g1{!GB{LKVpd zpL!d`<@+;^MtY4leX~Y-8wweFP=|TXcF#XP@trR{L59>XM4oe|*_@84;p*x+OLtwj zPR`woyVG;7*GjJtd(_Sa$*Fg8a(1FNsHU2gL=8ICc~0FdR0ZNxs|P*=DH}!nYCFo} zO5)h4)&?%I_x^Nmz3AzIFuT01^csg6rcm_#`vM2nIv>NK%{LpJDjpK#?JcWktFb*w zZR0xEAPoSnSH<7$#02u(+8qZ#b;yv1j1`A?U1Zy!gUw-X=b1^{N2xBT|SFF|$nFcG(}&o8Y) zj*EPHbxkb5HgN+EZ+{mu2Pt3wbm>~T9r#IP!}piP`QncL9Zz(yS%{KrLLn__^D>oC zRvFH2z`iB20&1Z<%GjVD36JKEG#FUt9lL!^_(3-}k@;Q-1MP(>De~^!yI`G>E;er! zGxp{ryD2BRf-r0cg`oxvMg@aK!AL_wjSuQ&GaTy*Y^n$_s6PQ}>UBynE>!XYs-`M1 zf@rnEm?7y86hSMrbc_N~Du^MzCDis_T`Mnb5q@SrRVGjhbQUSHO!4w(7gieI!eQn= z^VfGFxG12GFn*k4v^hFDn&dRP8KU z>q;lF+GobG4WCO)Iah~-szM>U2?Y-k0Ob!s-X%H=Mh6>*;$g%BCN-f59>&4ziV3qT z?@cL+L?#eL&`ac>ME)_u1(xCTa~TP$(@FoL#i75i&@sI6c!_+XzE^geyERdN++vO- zLj0&8llzsl3NcEE#Me;e7a*ijh1%Z%QK~beR(;ZY{f1Os-p) z0_;=7$u9p@ir!P-C!GNZIp*=mbjE;RJpaR9vle>ppfYxW%CHFhuxVm6iG{o3Qkz&g zZQH9PlAor#LZJ!RbgS_o_2Slys)MycB4GIUQV2pbLq?Z z*?MX)WJ6iDft4VU_GT@?Cf*RhkSK={bi|wr!Ep9~GaJ_t=C80A}jfwSKy=COmBHY+bbLjK*;Ahoe80zlpIri3IY___&nmdglaqkDvI$hDBP8Yan@82l`kK-m zLGOwMXZpr}ITeefY@2uB;Fn*MAGlRhQ?q=<3euHHlO|pjv7(`Ags9JOhw`l``A@`3JM;Ky4KkDFGGtgGkz}5Y2vuA~h2E*8JSbnL*BsIGFf} zU#cenB}{=#>zjqt!*2;x^r@{r{vv!9H;88*Lj+2Pcw>HkvGhTpVmwp={$`___p2q# zoc-|n5F#?TiajI}u61qQ4hGE_=70dAM^TY_QUYCLpT8ZU{6W4w7-Xt=hsKIH3MSqY zW*xHpTp`m%TeXLdH+Z8k$}B65oDNek$gpXWi1Pkyi9+sbK6n{76l25C`AN|e~=WD2q;4M6sX;m*wR1!sQ6q7sfKvY?M*=%pswZ4gI z<-%0*Il}0`<-CA?iP@xR59nlf4N-?8wx0rfYiu|R%eYCr;M0+H?(gp`U%4{Yv8zfJ z0w*D?Xz<6XT0*I&m+^#!t@0McT{Q-~NK6pQT?c5t#L3yc4 zUQx+V`r`|}V$40j+rf0 z3-Ly&q7+myo2V2(+3h)>_epg}0%9x6ug8|eu%Bp{y-Q!GQsfs!|7|{$p*Q!T@erqN zd?%Pi36P(pjewUb8H*glQBy^Da3ARjg!C=MB;B6QUN;m%VlPpvn;|A}eIZ2pKkRau zx1eq@&%_sZVY5b9;GAT)A1z)<3csr`kGZ>Xm5H<@{nvcs;a>{F^KAD0zM{aG1r=^P zAz*#$q(CA>=dX3rWVM55Fzk`-LS8y~O?Gq98uK99e9TlfM;#U;3 zc@pw~0w#RkA3Ix7!TnPynKhQ~9zXtj7nDzPi1I0ho*$pc_Qc%-D9*mmW#*6?9R6nS zVA}8&%m45vXqjcX2)&ZXLx%3%(G@)}eD#&SEabDB-HsCN54QX9OSX4EoUr;FE|-hP zzeG_SM|IYGe$6It=yB0^@BZ@p(tS|?V~7)vuo`QLOm@KGi_OXDX^f(J48d2Yzs+Ro z?Mgx-14W#fXpbLmYk%)chet_tN1;up>!<32hu0bpQltPOkPfGm1xTx88#XwLTF?S? z%ptBDza|Zo;tMk9FGT9Grw3dY@yl3Lg&R7Q36fkw3yz&Y`}oO|C&YnCA|{y)*(mjE z{>_EdJ8!eiDAl}s((>K0x;G=8QN!DPCKD#;M`5q&B(9tU+L`G|pDx2?n-7&jfr=m% zvA|=@__ZisM;uQN*7M1B zzBV?hiDypB<+iOf@w|c3N0ONa=JGy7`toW(jUdyHOZN?8*CwOjzp_R~3^l&iZUjQB zlg3yfdcI^67y`62C(0VCl_Vnm6igH4$X&r@>9aB~$tcl-y&bf5t5{X!E1jwjjZeEc zPXo1j*~dF-`d)Yi)`=KPa|+#*Q(Q?n9qntPT%YIMn^nx+-mvc6L^W!fS`iYy3{qm#G~@O}}% z_SO$O`@uYu(Tluh$YoV@eaPzKOhmC@fig%rK{x_=LtIS{SJysvcJ=M7zqeQBk@SnQ zIXb~pp7#Qe-n_q&nXq{zxGC%hsfTU!lT=TD{r+R`V;C!7_;P@$#Ec&8^rzaD9y7!P zfzc_)1CJzhx>VtlCgoM~fzj!u^i81v`=aWv-jXb}H!JfWlDx&>OVBY4 zm#$oG9&Nt3Hb(Dp2cLIh+z3>!GpHNH91Kx(ksFUnj*5SLw<+kH>!H{lC2qk zvodkp2lI#3DRU>nXS7vRR1L_Y2FeW>ORspLXiXm6Bq~gd$ zql6$}o^X|lP;gDbB%CEArm4_z0P7Kh0+R4oa9k%K4%uhA5o=Kj6R|jjlT-yn9y-SM zDQeE64A1}(l8l$+g&;Uf8|R#3b*PjGu7}G+kP#N@Y6UrA@UTQb9b$nD@5D2zB;?E| zs!yar)2Vw`5p9D_@oejNr%ZIkZX2+ee}QY`AtR3(CvRK!bce=-=d<_aS@wlf8~r(x zCT?BbCFvz)v9V0Q8bm z3)a#lVmE8;4Z&h}pbSpVpP3%?i2|0EFM`F*5l9-KFD|VBTTvG9J`HZc7$~Pq77--y z1C<3C*oBa;O`0-XC|huLn`ZaQLNenD>~Z(5l@nW4H_6G~A_7~ZxX(ldSYRpA6Uk)~ zJ=1sl+ke*YtBw|xiEO$g?(j@x(_r}(`$FUPTg`cGq*)3OaT7G&27ZZap$*KU5E&uw zS_L*%GrAxnBSU|DyU!~mZLY|Lfq(H5d(6~5F5IFz=&17WZ}7grsMML77fvI854Dt7aI@MwT%?|Ls`(8sPQROkB}4n zVCWwkm4n!tTGl2t z)k}Khz5sEF70l3-I+q)FejW~NzJK>xaw9|+GSI+JZ}8T`Aj>AVcoagC)g>P`PzkN( zYALIm$cMWL(}zmi(kBxSKn@3BqD19n@<0ic0WVKQWCjL$dFXmVN#c8{SmZSmK0HW% zZWWbyAFY;TqeoV@REx6O;c%>mfw=IwK38q9W$u>W@>NzbRl>gdF=x^{yJyn9{rGFA zEgnUm8Rm0#D44L9rpmFxwD7{jyY(D$e6#~zl!J>7A#We$1;R{;Kv;fKB~#CjpZPPi zrpA8h?@=(f&z|hEpO*45WRdTd$TE<830I?bo_V{s@g1~;`tSMt&VM&!cTG6XeH+@a64;LgJ>WY=o| z$Rq+&s~P2kj@!4Bt`lV%-mD-|gH8a9((#Y)R?51N5s31QNNE(I;rt`HJia`lH zz`<{fJF)MK$rEbu5TR88qYx^an;P=A;y%EI2Kw%?xfZ}-5FMgsmxGFFW+m;EbKU=1; z>jqMyA`A?MJyN9T^TW(fDJ>10VGNea4X}Z$f0Idj`!9c? zFgUk%vYbZYBUJ zUL3L4n`lq09oJq8`8FI8J-fM!Lya6n%Zj1ffNOfRdt|E(D#8G(?gK*Fn$wW|f2hdBs#jl5Uc|3HHZ}r0VEM z4y8C!UMW50qM9TuVFRxV={;n=d9p-_;0IkaNJTf&JIO)-qwztY-gJCjC(@E70J^)1 zNKgDDk96W8mh<}89d@ld!FMvr5kRhBtxjyFa)j|4lx!w&5fShu?u0*}6c6>53FmVo zna*nOD%Yp$kb*!J6DjN(N3o4)$ zM&B?0iuyG0r|vd;s#C@dri%0@di5 zpJ)WMER@0$L_WMku=m``qx8p1Q0z4=c-0d=-FMa;@)p60u<+WKOZs=WSKVpwKoL%U zYcmKrs-Vco?e)zMKW#vX(&pMG@AUpTptk4-3s~$$ZoAVBF|777)mAdt9pR2uWkl=K zjzOE$32MDi70VSsb-Q~UE^pL3J3m5QZYc!K=9Eg-1n&4F>66)n>`$mt*0L^ zCQGeZ3)-sE|CqO?os>!-%+Ux(QYyNe(z}MXq4R}e`Cojxb?yc>50$~cGf5_<#{vUI z-7nRMAME@2`JQ^g^Xaupq5_ON>hb8}LBWOl3VX7ejRJ`RHi<-Vm6FL?ylWvXQk*D> z5mZz3y?iKTv@mrx{3Zd^qC?d+oco6DIXIo|s6EQj15iyBHn)?7T0H1-$b7ltm?(WP zha3l>`jKv;RagEoH?=N&*4_y0&%t)cHS6$zT_^o^5b4M4Ga%$Nh_r<#B^{8qvi z5zg9lggcDH=-n7nN^mntocQxMs$x*oRFc#M;zINzKUI@p*h2}Q%N`@rFx5uuSwz@S zT3UIpJLy?^-X^_C??)IxD-Dhxwjd`FnHI659I#2F0S;6ZbWo{CxDB;GS?z%gOj?tc zH?^BY8?V6|9zRnVu}d}pXZ%WckxtuSf!WhfY!UkJXGYHkrK~31ReNz~x`mM8)k zsYaU!o@%a_N5;PG`$}iBACvJK3_rn$#nLY~0IIn_u+1#~h#>1jlpK~Q#<{nF{11`j z?!D1VhGdL#PxHabPTT5H#f>#EF&GeWW`A2>GOp z&>95QwUz}8!|iU?X<*MO%0l(s)fFC=GMFnAk(@6fm}Jn{1e_M2F1Ho2vT{_0`$>D-42E$|(O+U&4UYH*Cv z3CCIdkt~JMNDxji$Dgw%ggk*3lMoyis`AJV(}rS#{GUikKa&%m`p25R5O3`x;dG=E zMf}?SYy2Sq0W#$2zxd6nG^h2g4jJH>OryL;AJmL~aYacT`)+|!+#H}|>dD%Lt0rRs z`7Fgxw-VY;OG`_9_;mFHd^W3{%;J1ba5zg4^L-74K!>qB9$#@y+%0(-GuKyIf>*}v zCE1=LW>7UpW+r1#ZOvMc(mgWM0ycVOGXcN3S!`UE-pQ*{aKk}pq_#lH9sJI9hv~tt z%pLeUT|~$^mjlyZCxbbYG^jq5##9IoXBSP2lG~Qmj&xc^eG|x;U4RNn-=F0Ma&odJ zeS}!u0n-B635T#dxKv`F2YPGLp_jHJ1Xm*G9PV!e?bU@-r_#$&bV9w9UIUYbA-vtR ziXy#p`PAXsa{cpbAyZV9-7VSnXgdn0BDI?hM>9)+N@^}qho%71J6Hs?2}ls!fJ)a1 z#kEYT(J%n`UTel5-d2W^?NMXxpt45M&!QL08mHx>y(VK!qXT)e67UaF#eEEo;|>;g<`n-V^;7Y5@hMa~p02)Q6STo2-+bz-2Pf?>{SZdpey zhRHc^FI%0fBzqo#3ew*wwtB;WK|6|e5sc(vXt2yz;efS0iUNpw^Vw}|~v}4`` zKy|)RJ)iap8OR070DvS=TU$*J&$&LAluCHKBFUIS-dy6f@r1WQoz|!3oO~7X-Ho?( zdXF}Z^`!LoR>HjS@OdHmra;-nH&AO-CpK5Wa)`$ldttU=eNw?I| z8OM9Q&(s-OASj6C9~Vs?$XsMa$Ra?1YSoR_)QXas1>mo3EwXiDw6_&}j&jv}PgMp_ z^gC2gQo~pA+-tCo#D@u# z!T8CS6Ww6J@%dqgkD(u*C`$k^*zmRIBC9ALdpymK>Eg>rVYbJuG8kGb0&m`Tf?eU% z^a$TeHva!evwgOi%Z3R!04Cv@TFMe2nLM))^|j~2F52#_ZD+@B08ecoU68O?xy<%X ze;;&P#$S!Xjde&5aBN{{S7niL+s|laY9G(=c$-hy@|7G#T1C0;v8~-Nw{I0zVU}E* zc)={vh!sguVfJb}yB9>)6VY3L-j7;iaC@V`1b!w{8zFDU`2ghv_QQ}&ebixa@pfF_ zx8#8h8~f%6>|}t|ySbKzT&m%%=HC`7BeI5~1_DDh(u7Wu59*yiztg?;H+^>uMia{d z&dgTO`e{kV6+spKYF8k=)a-oiJI4WbNp7<;sV+F%l7mGY?*YUouEQFYIiEF`5GEbS zf&7ou*Tk8bu7z`h8fx5-GRbU6KJ~zN1{tSrP(j*+&`uzd{EOWHx73xAkFFT5I|LUR zn={Ut4jYbw*9XbadWi0xWL@$_kkyBDXX+QC=SzT?Je_7Uve?_Srg8O`d+JroR76(v zxvRzl9FYD^n6?8nUpY$bDDE4>>6=b!h6{rwfH*~I!@yFo-a$B`UB<9Z}@lqgzlDoRQ6K4Ap%(i`YeJF zt<6A?Nf~YYV8W~L8Ga{Fg;yb6g%U?Yv^;o$bTqHGQ;AAK^7`rb2mbXZh(-laHi10q zSN0!Jh3hQQw5e3KM17rF){|%mj|3c`gk*`nwZKB6t#ZY- zZY=|aORtHB(WAZ-{;z~1@CBjF5UWT#CwGv0)k+b#lN&>20Y|sH+8sG|^X})7gimbb zdor0PygC|N85VXZDt!40!4)f*0S(NL4paK}vMJJG zbOd-J+V???48+S_&}wLj9bpmJmL7U8k5_IfMQ9?|KG0AIWUe$}HJvQk%v_yRV{etN!d?gn2jz2e)PG8JYo;r251P~JF8xF0A;(q#AaF_vjtxGbGzBt^|-f?^)E zn*|?_9@_2E&&dq*3f=YLQhTLAz@BWe7R_IjQ?hRow@CFCd@cJ>Z)xT}X@W7>;gxfv z8HrxVfLf2WW@nz;_nceTjC87nMKU@0pX8q>2j}$QbVQp4|M@=hAl^+o^=IH8O(3 z<-MKm>{{yN#FCI)7-$Q<{6HaSP<~XtQo5@&!+3ExZlthqun=s%^0koR?wl3JDi{9b zHI&_=DO&CrELdBV7}o2hK}895br1v%w8%GvJCwRdsqJxf@{%}F-chM@cN9|BJ;fe~ z79AdKRxG<{Ywhh3V-^$lzNJ5wucKF^Xsyo5MuU0OSLO*s=GK1Wz!0eUc5+*zZi|BM zQSW4_B>E#)j=9}nozdpbmW_FXeDABGef{#~`%Zz%{+18Rv)}c+b+0HU76~A^6W>qv zT=v(fPO%Tqldst;^~!U2xs+wv^O?_ZpWuj|nyZ}=E@c^EEnWcx9-l41!nD_I4ZD+^pd*HTA@5`;5a4 zIj*LK`JJJMJbJp9!=u!x*dm)WZ^=l$G&g6CHK?*OK_1LahF_xHyiOiZd8@%E4Jiuj3$SO>ShPb!&-s308J3%do zBKP?g{?FP)G||Sa^KxYg*(X_$l$S88BNaqiG~mR}ux=D1=K@8vxoz?oHA0?CNGH1A zMbF;mxMU9{I^XrT00c>~*a|4fKH$GrUK*D$(ZZeyB2tcOC=xO9;gXOt-1<)+;_@6s zX>!Fto|=HAlq^uhkkwahB<{|_qnB(cgTiz|FsVz3Jm(CFx0P(C$ zqNl+CRia8Gp)t91h!M1iM=LJRA;h8w3jh~LKEstbK*Wv#_M)~*;gWtN(m$8pKK=#c z72871(^|5J4OEc!V*i>Bl7x^-^_vRO#;=uY4+2UnS(PVRb{K3cmUzqSi`l~Hfa{_O z9T$G8;uRLLQIToiZ8|bjDYJ;*0K*T+e@b#W$YhhInW8uQAtuC6ku$wwWECSw(B7A_ zn$lXG-DWCrXpng>W0^blU@`~L+%KstUh@E|@v>d;^L{bs9=hoXZ*e;N+Y4 zC1pG7y6Nc^<`0!CU&|d{&nfj-w)uX}eF3V??a;DGy$G`1_XDVD^1{3g4CfHuhU`go zOE)(g=rY;n@Jtr;d#kGni+ns>bpVe1ZAG8!Q?!5nogu|-9%e9{bq^o@xOdV;+&1Ku zszJ<)d28<12I}0uuaz+OS}$x8U_*m+@bX{YaGbgRc&mcD^G0fqkJPV}jma=!*NKQ4 z?O8FaZpjzG__!z2F2V(y?a#@U45lC2bCjPHF8s<{cS>g|J=LC6h+I1c3J=Rgx*A_L z$cU?HJl&sJi#D4h_CFe!%vvsC;Y+W>(@((+ANH9`J6`=V{Ot3G$2Wrmqu*F1L>nh) zZ-wF$Q!yv*yDyuN@dVAeXVLSDi3*_Vl#-6qP$K;K-|UZK{IBP=`3g3mq~M2h6k(uv zFOPBc6~?TS2x^=ogjow}mN-Rnd64FZW~+O+THS4eUk1ZzdLZ*DaC^IP1gOiAWNZSa zG!jS_<|^{Cc7Sk6?3S2S7{FWFgDjw|%_s!8Q;>F{)rT;G8Jn7XsD#4E4UNUx3sT3w zKve-|mBLu-Aq)Zn8D13s+xp>Y()D54HJB4PYnv?ZOkNkDa-LkML_y%;6_0%xS~mm; zYJtE_y#;7M@HP9gW7<&}sk5l~zbG_2J;f2y|r*2ba< zbLw89o_9Y5i^cXvv}Fa`MlC^6^W9AG)w zJ>THdn{VZf-bk7>^DirmG6<500nMaHdU(}_XGB;|#rO+oK zyzuzMmgFxz94qb_`|(*K#Da!CT`6_6F7?gA_yvEr^As=r8F)L?wm_@LwI}2G_I`C) zS+JNX#qo@wrC;vS_hyD&gw~~Lc{OQvzLm!#7rl-&)!I|oA8``CW)-|r<-?q#MMjSj zhsG93+BbiCwn|a#No80p5@(%tlY}y)ZYMWJ#c#Yl?d{tW7!+e{Y1!l2r-_D|Z7X>S zE#u!ffsB8*lEKwl{y+Urzv&O+@Niuseh97X5|EI%Bs=-N zzgS?~L};=Xr0!%E=}6=OMDu?J$vhPW-rOtI-UT_L*A_8I z3xkUEKw_t3PJkJpm0v!+iyG$2rQ!S?%gTfUgXS}l&612p!J*uBj?)7jcOOj-B$C-S zXXv%(5a|QqN#o3!`l23E57EF>__FIC+z-^u1~vKL={X>~w?RUTYuH_6i!OkQ=-s@h z7{vHZj_VAeSPM;Q7n)FBZ!D?8bPH;@X=p>lFX!FILVvv048VkRaN?0@ZW}heLHjs* zwZuP!`-5@O9_4l=Yo1lH%46snV&)F@14@E`AR4Co<->QbZ8YA%6ArEV=B{kfDt_Y3 zKwc(f^aHtow)Wyncc6>gVuKk~CrOF8IwbuntT16 zO)&0+Mk|;D@@p;Gi;jV=TI&1-55$%&`66(LJNMHYYrg0EwDh70&$oW>qVR02&-|Og z!4|KJ&yjP?k*sVecT8UA&|@Qq3C$5~YCtPEEdeRFW-WMku9X;i_@Z6wxd6g9uX@df zI(KUPBTFJ&v*r*zS78G%FA&wU0G1oP)Ue-}l!{P;#+QR-}yfvrPZ`$9I@ks+t93 z;oMPs)XDT;q!L}IA}Wyj#A!v0&1NtE=F)8np~Vhh9fQcMXx*6X$Dd6AiHc8ZjVPWW z3LmDk3YZ9j4}>u0KH+tqE>GlDyAMpNVmoCsfXnXgh@$CET`I24%1;?N_g@4=6&H%|7gaP7rwI#KDUKMjsz>q{)*Q!2GNy{UVKS&GQGjZF!Vz@Kf?9q~@yB^uCF4YAz^0EeUgVmS< zauRu7y+;yEw6ZWn?Z4N_?J_5+`JK9b6Y}lq$~all!KQZ9dSa7ifEQvv<(?>aZIZA-DvC zi4=-*7Zyp%IAX@Ztq{Qy3p+8@N=05V7(WH*fiz?T!6BIt{~|+s@SjGm<&};j|p{jFj?ZA&zP(W^M0hZ7V0D{@8!JGwz4D-@|e-+nDCntPunn= zO5eye?TX^lCekmDpXYZd{ZY?0vt9zubM6ciN^o!!nA12G7LA`+wcGP7X0L>iRT3CT zt8;QNdp9HQ@24R(M%6}&|FdU}CMh+$?LTJ-lx4skmTz2e#IVRaaAuu?`?g^B&S#+^ z)g@PqPx&;euT6X6($e*DY{umMLre^e#;hvpG^5#PI@i4ZCErz|7hV@O8p>zR4Sm~B z#$Q;^=}+jjFU{Y#RPCdWtxV>w%24Tk`H~FVx()kMayKsy+o9LKbAHGiPsP9ImT$Z2 zmTu9Nz-i5RzuhF*Yyge8w=c7vit2lI-D*g1QfHq3%$8l^JIL!!Q+jpGIP$Wdsm+jeecIk`u2~NuXPu`OMak(Go;)0h3;i4!>4YUV(ho> z*bx@%+FI>Hdzh;+Uu~`bPH8oREdAr0hROA;{gq)UsqPH#(trMxva)4if7VvJW~VzR z_4_i8UM_l2bjkB+LV7noOSpHfqX|E)PqOL}_3xI6C^hK{(8 z^u`{pU12c4cxePLcF85=V9c?hM^fS$j@LxzixP?c2eC&`Fzfd#{4@fqv0xHk{)+m` znkn~9?--nzl{&>E3*u@o_cm&r0k_!XQ+;!^H*EQe=$t+0L&X;PuKp6!H$Z@ijyv%f z{w-hqKYx5r%lZG0gse2{2WaUulZ7m#sXoAcW#H3`eodIoh?C{f27j|Uz9ieDLBAYX z**b4IQN+OZejSSyrp0~jHFPdY3Pf@-`+O#B!t`*0=V<`2TaoM-H zP1JFZrJOqo50@zDAELbZc6Jg2)!y2Is&a4FJVu-!uiMS}XYgf2PAfyi_xGlmzbUsb zW4*+=;jHdE%=}itlqfz~>VBT8y8ac$zw){toPWl%qg#a0!|dENx|5l(73$a=Mn}y} zuKn@$5=(#+LSWo+s;GM;@v00|l7xo7w7rCieaE=1O@l?jK9cHA25UWtRW$h>=3{o2 z4y=6pxM|J#7>w0cd0)YQ_=WcPU!70qKViTk7cfmrR6$?omtI=2h60{i`(m~aRJ&Bq zMO=^K?fpByijX@2*0X-b)SB~FnOsRa`2JStyegz0M- zemA)=j{DepV&+btfAgiwE$+_cVm{sFxBjJ)9VOm!jSL#C@}c3-Y(s5RH|}Fd+|b6j zQldMgiaDOvduy@E|a)>NY6L-8U4kqDPmZ_g;7EQ9fi3a`{%mJXu z%QO$#36>&qrl~1#iBv|#4KN7raPAFg%td)G)F%b1A6TY@uUyniJZWq+;B^34hz;<>eA@!rNJpuhd1+fskFWCb(%a((}t;U9H?FnyT@(`d^l4hDL&kZvIqcl z;^|M&KN!DJw}LFDTBSi*i3P7j6qF-6*9pW?^Hn;!Fo>v-GWz>NW-Y)HYox)Re9W4< zjU8z$C|sMWgKY)F=qPJc;vKrw_OCYFhcRN&Vi_uJc41W~pgGr|LZC4SA~|y0i_mqL z{cRfXeizCrL*Tw-qv5)v8qu)J$b#C}F+9P2RqD;JHqe1ug?S=0>)^sQ67`1QJKJ_T zfhT&z*%GZ})rMZh8z=|f$(O*KCIwc2ve+JJ&&ooEe%FTi!8!S7BPiXi}T4P!!E8I$eRSE zdI;}LW2cT_J@oy$iy$rU#|RdkMik#nAuj^db*^w{9BnLhiZ>DrA&1WY=0paXzAXQ!>=}{ zVp*W6pTULSb7Hpq(sV|3t<+z0_wb$Db8B+!(k0nf7B5e9t`m!_E_vs@bIc-lU~J^9 zlk=;`*2&dEID@tqMCQ`v`F1Sx)$Bx&KS-UDAlxj-EYnMT26e{LcS^aWgBEXdiCBES zt(?SU4x2N^ky?ncP58Yar4;gMQtree?i%^lZ(!WvE)TrA;@L&Wg%dE|hCSR!pUKem zn*D7#+1qn*La1=v?*#x?CYs&K0`HqSJCK_lisRGgFEFDSDFl&7i6)yXQOwLC%-Z8l z6C*!249dxWYVlaY%U>&PafJ7yomvpVErboCb~W=t%Tc)o*18Yf&@1A3ky!gGDKTJ)`D6p&vxe zG1NQtcoHwAp)6#gUZOblp%0C$bT~wGf8_o^VmRYB2@;8^QS0IuHH(w^%d^*jT~3U< zplT5Prh`Bcu4|5=eNHfS3n4!na2|^X2k~xHic@1F%-<$czmQn163B%%jD)|IZMaG7 zZBI`R%QIuDp57TNmw3kqdAkborm)sJ-c@`*Yk?W{*t7zr(^PSC%u>TW&hy!Q9P-*B zi)yFt-=oweX9-3zjP&D`f{*jCg_mgK}GuNkS@_)Kbl zBZHe(-Z#7lBZ5;zMohqb9S0iIMz&1=sW6BT((c?dq@-%T^xJZhc$h5W9Wgt$!l6V| zFYSJ=%71euGKC+n;v@g%o$>nu@@fRRpH!@mlPI#oW7MX?i2JswZQuDmFQxgo;7y}( zy24(3r z;9gL1IUV5_$}2n2rFnK{vWO#3gX`9ez)(BGC6zRJ&m<8osb=K7ry*nY_4N-(bUM$m&!fA*a|4T>$zlg=`|7!0$psGC6 zZcmIYA~FA{nAk80ih^ZCih=^_SPqDVj);&b(lH8HK`@pXV=Or|X@XHuihwkQ2pAI! z9-1g1O$HT^Vgo@BAm{G=k>t*-JNN$oy)*Z&yVk_DSc@g_o$q_Uw>-~&_TEpoA0`hC zZ^;PSk~~7Vb6H&I$kn$;F*m+Fm!$r@cxIlDQ_U>6v|X1KR-X{ z0TcNd(%O$F2^U{K{=MN+EimyxKfF*j@Ql}7M+c;?BAb~$M1|p6>anKr>*TcU+@B!) zl|wn!Mkg}uW@H_{(**CRkp|d}(l!@Jnr15wJZcyom7ywK5MXINL@;vP@ofFCn@uKO zOeZXB76?W$nEXbe!rhD9k}P5sVjQb5&8R;$3Kiyv$PI^g7~Eh7x=@uw+qakw+|4nY zK}R(h--XPy5xm`Ko}hWB^}shr&zL8v8iXv7;7%%pN(_{~8;T;kt%%YUZV zFJ@5zArNDPF&w186zbShXvc95NmcMK0f%J-9t+O0g5Y6}Z-YYc>>i5RWEf15LD^Ii z9SyfT`b}X>);C1rgJy2LdL>M4pwd>ZigU*A@r3%7Sh+}m&AJD+*9s?|EeN@--v06* zE4qKB*WDUDMe{;pq7*Q92-zz<9N5_knxO>*_QCWDfe>~s0SWIg;igi-^^>TunSPh-)K0FuV=WgYxEPZuKzvJZYj+myzTThm9guGb#F{ zo*h0?wqZ+zIp;7Ie+BV-6c0gcOLh%c-v4m^6ds54U2B>#uya)!yLady!#8oEa|+qqQD~k+mKweS?py2ODw6I{c0BQ-`8~ z$5pc%SW-!5gFb>h?EG(Y^St{26Gt@Ww`P;S*@pdQPx{s1DZ>%fZCZm!pJ$R4f<%rR@@%t*=M_BJzyBT#Vb@;aE7B1D(_NInz<4a;B0qzc=+Lg zT;m&TbPbtX>-UBA`p(>NCH0K5aF<_lHpIktwcMjY_}2S*86H3pZ5sLz3+RD)G|Nq| z;o#`)z#)@<_>9xnVUac*sUSd2PV#{EWNgAveWW8Vf%yedv)I+uU9}gub9@?hHyTAUot z!g0r5LM2#y*@f>G3qxR?zkATZuA9uPDTn6(NS+{TE#!WoQec(W5ezM&7K1>R!i25^ zkZej$3_7{S_t9ty_dDz18w?q*69u(1ZPHYDg2t{E;>3VyDxxoPx3NnRKEiF6Kk^OD zh2?Vr#4PXio>`8tjr=)g#hpJX_x};&eVe&1Y<<|M#v^2)iGuS+3!HN1EuY0qU7xeO z0WpB%C}I6toAmn~GeW!~Jj~kv-L)~W{QikW7E_Q5Jc)W3nzP2m#ZdxS0Fhj2fdB)8RplJlAb0mTcTFRus#8WW7xTPb|m#uFmRcnU=UJGBU)(IwZwuZ83;%Vj%jLc zafWEq{V|YT3PqwDPd@laWLd-hS9HEo7&p6+002LIltJHDWb56(e_!+4y+AF~aP_7@ zsEbCNc*EzT`5iS&tSQGQCl^!BOAe%opBgVcCP*|mpqv?lBZ93p5_TgIrWd4)Y{Eus zEQt!%2g7nUh6tWa_OMNc^EwJ`X@Ct1xRHm42T0!c&oy(g8E&%~q!5q^X>YHJ%();j zwzaJ-P=&4;u$414GYkC1%*|Od-}bVnSi&Gwu`|RGxr$?oth4!iUS8h1y>@nWx(g|J z6;-T2{i33}%;Yx8s;6x_$2s1-nq!{X^Hgab;$jLbWW_u40<}G=1)(X_cXyhUp}Qba zbUXd1m?WXzNV|H?5laDhTXg4unLxvSO;=?ALg|q@{GeH(Q&UCO9t?L7Yo~qHaGmHF zEvroJ?4q)4+e7Bm_H1sNy&-ae!Z=m&9`}rOd7V)&AQA;Bi#ELr&}@T=lFq~w;8yhe znFolC2$>9^N@R6)H651)lN7vZRq@%s!bw^t?gzh=4tVNr^$>qYbiC#$T8~2LV(me^ zxT?3Px68PGQ?XP>HSb<&_u@KI(_FqKIYqEUwnIM;N;sh(7>63cV3l5Vyywl z)7udR&3Tg!!qUT+op2AB2jTU!`JeOp-z*mmx~4I!?<+A!^vIm6fld#18ANy|7JM%| zDp8?778dYnm8!ODKb86axlZG8v3h#JIL}pyJDyEAzOFn@chQN3Iw=pka(#hpmhkDh ztBTpbg+!|8-rDAluoB;C46tZ{>)XCbSqklE7!99MR*{~7OFBDI6|7kE7v9me1Qan! zZ-2eaxZ`c&i$;6Ty=n>uef7s~H^1x3KGFZf%byNs9Xe{Ff!7X~h&~lR2P@KUG*z#pXTQz_? z+%GQ|&T>q>yt0>@5URvqylCgt%#6iw8>Zg$bcef-YTy1<-KNjry<2I0z8wY{o&F&| zxmL#c?5Iw1%NeOZtxNf8^lty$lrJ_!Opa*E-RplcXT?@&k6QJ>gZ(SAtw6~_M0ub)1cUEg1LyhZn`l#G@NRj<=;eT=${ zB`O|2Y?b)+H`<1E+p&U4 zV26^BFuwY7kM*ruS+Jj%OTK;M5i6%@;-RPC1xCI;vQKth-!|@6zQ0GN>&FPt#+M7& zl`(3~)9+>a)lAIvir%oOA-3^&)$a6U$4|w*Ssop)^zF7kzFn8*EcR2X3^j!)Pq#8d z>{C-wv`(87DCp8)B@udKc?Lgz^I&0}Zid|!e+!F_locaaojCq%e3#FQ2eT*aj4z0* zt3L14?Ajn4+hY+w#(Z~7H%mInzHf7u%=-NDXF7hKmwm79Y#w1D1c!+?ak6NZp|78N zRifFxeK%D#Iu9({?Q?Tj)de%39*_H<+PPN8*-elw;9bl@ku;#O8b8r)HIMSp?*3W$ zoVIcP*A@8le?_4CPao#Ojg0uMg7VLY-v6$5bRl&h;83Fll1(q`(Lf*(4?KZKhTkEf zkB_whrghAaaL8vqgz*hKsTL4=CWcrxm77kI6@s7A>xEHzIS^qfh6)-e?h-vVi(6HY0*VtMoB?FOA@_b<8B$bb8H58YusM>aYOv4u z`20tIF%lyF)Q2d<8!Bu=9>(4yf+zRcgHN$lV?6MQvyKr97O4$8ASAOc5&cVY)nt?ZrTjzQ8e_uP-asBgmZLfnQBWv<@ zD$RNON3jNMJB0X|yBg{Eix112&xWNtY+KrE-#=IHX!KrvaoT3FA3Q@M>1#wgFX6(d=DF_r{w(-Pj6AEh zxw*OuVI3@UT=N14f&**#?}z`GBs;3ndTUM4A!XxP8~W~QSbMeUx9Z^rX}~K4t9WiI z$+ui&87XEs2X^Gfs8@?0M&^EXXw$<}3-TM9OMIK=3ETmsH&3V)yM9RhG`9*vid{4h zIGr!r*m5fLVVG5SKT2ywROEt0)<|2AM>mc|Pv$K-RJEf>S`@S5)(+{jwv5M%TkwT8 z3{exh{BQu5z@@9JvG^hmnQ@K${V~T?@xnf7&n{o?Qn^Qli1%VbT8Z|efl5ZempCj8 z=RGY=Hp$y}JD{=K|5=Pj*%`aG0faH;!Av-R7R7AxiI`|`WvhNgwr+j&%P;%qx-FJ$ zzUTR@GxI=J!H@6jtUe!}H8%MVeDwKz^i?@oTSLzd^$7PH`r4@OQO~&`^UEH=&nH#K z`XnY832sMgrz6^QUVhQmBG&1A>j2`mcGqt(&;Qpu*1@hNc6N3&Dxsez+c;xxkztwS z{Sc^?nT199QwuY*dm}9bBxvmn4>dbc(l^k#IfA1itFFuoq2(@wrA6oUyW$zA09Srv z)Lak60S$3}>P6hD#%W+-b%~fEjO~J>(u_ z?DsDCxzxbSCc8G9?pmy`0W_WmoSUsODgSQdGXa9Hnr_aSDvJ4d@RW?dhbQ_QW$1{v zzPlfdwA|5QB9ewhu&nl@>6(x2KtXxd*L+MmE&(lB{tS7W`&0W#s;75-$?%*uLQ(gH zquEgU_=AtuUxmJMGtkCk)gY1}?gcZ-viB6dmEcHh<PHuk;Yh6+M2-lr=J?qDOY zQn{6a7D31WsSTgDK%cYG{A>R04{T+NN?fr15H?z*pj7tYmVO8jL6)eg-k4`0@KI(R z2^t5i!@NzyV z769My6%j_`M1~#xeapgRKYm}^-CWsGT$|&bFRq-q{^b`{r$8&wAcYpyqabwGh)H?@ zjIx+Uq9A?E=JS%#k4l^1TTNd!U{Z%K0gKuQ)4Zye{isLqto8zCO*=(TXE2oZj*gne zG16Rw7kwz#z<*ud-WQ!R*%O`d)z5pRuM7RV^8-~BlxBH4%lV+BIvndBM3WjbBnfO! zLHGFy?Bw&{X(!un0&vv6$~huo$@dfJL~`a&igWu)fP)^VD%q2W}%Npzs>Xo%+3dZ5M9?w2d+&!!D}$r{Xe_L1&u_V0Hpp8xn;U&u^6 zBss#oj0H+>I3zPUVZEpQ`AMUU_?2=@uTlQt1S~n0^(uA%j%tF7rn@)G{62@Y&{;X( zy+w#zrVm;ZATnQDQ*kkEh5R|7nkqXTXYsjxqddip6_y+kI&hsF~P^xYM?IU z@DA05fDvtL>!$5>zx#Qk`x!=~dKk@(e36#2#^iE%etFt40N}VnO?DMA>T^fog4RxXSg78es{QF(he##3iLAEb&>&QRi6* zc$cA<8;V~JjwCS(F%dpT-~tHxPbX5wXpPK{QrTXhF7#YQHIhm;s(@9*bOE9fu&n=0 zel&5)qU}PMCeoaTdcVcs)euj9uaKazx58Gs=OAI2rWXob6`%N`J=$ZBK>mdpuG6e^OrAy@Cwy)M~lfqx|x>AIDbXl(LhKwX_B*Hxg~=aOb$m&CLyoUNHIqsWE6L(Z$@# z$_X#=HfmbZn*i1GNP;+<1h8MdWz2sH@V;Z764piV+fJAK3K;(fn8L*WN_=f$7pI{D)QGy8VwPBeEOM!l#)AW=@0Z3~cp$&3mRVI0@*319kD?l2+ zu0(jZ=iNVl4Z7&nGyXQ~GhKth`@2+!7gD1DPT$qCl6+96+3_RU<`tlxiA=%h zDKyhMbqd!pP7!~q@NAzex6lM|H~JTlZ=+Ix<068@bauY5yz)g)zPvZz2{s*URT2JV zp-3cgl>hh=ZUWrLEiQbPI#{V~KeAmXaMsvEV|+D24Tc`H|3)fj(s6grL1s*6v*C3= zTVe4=uX*%Eq8xDhL z0!~7M50L+KTG@YumAvK8K0NC0Tc)h zT%hdPHC%<(gPgeAoS0kv+HAppqX!?7+e(rxip&>@L=(=L&ImL3+-Ad@yS>`wVn4sC zlO*HVzr8-L1F2{uc0^-{{6qF$0U|M{d6UtxYVLT1^VrgiVp_-9?|M-F&7ZjtR*_C@ zy8f$ed~Io-T5r>PB12;q;MZc;R8P68ffv-c{T7W{rSA10aBT-WS!bOi=HEyKC)LbR zs&DMV3wO1g&6*uCE#1IIyM11?Y!&?z1uNJ&`(7RO>A1^{pO7s!fkx15&9L327jBd9 zT=ZPqL%*l%D=;>VVCh&XM#!{QOq42S6^gOgIA`vD->vnhAqD>O*)rJ?`2_UZh;%8K zC-1sj;-ma5@h&Jv^pPO0%XlQS|0!#B(LMLivphtglQpS|o>REtybfTa*M@F^aF!&5 zdGNTVdt31AVc(qh^z7(Wuw2;m(-1|2(;(KgwVz$1+j5R|Ct<^;_L_8-rS@>g?m*kD zJyCv2B2k7nMQL}~FPXd#EPi#n5lPVxdyLbZAAWP|YKNi5>r|iqyTEo#Btm1I6A&<@ z-eop)tCJ>w{gd@@%Lw+9hzy}lV#uV zDX2pe_C2r9muu+gt{J~IpueQkvXZ*8UWC!9`e~#!I0C|Sb9ua9T{*qVQ(YNRM-sMt z6b5tdXYWkATOoas(h}m{e`Jd~;y!J2K0$y_{L+#q2kliR?a_ShR-^yPg8s7~VHrD{ z@?|*0a`}S=mX^h8Y_x#^>VDJRUSN@Wg$$jA7_My7(I>_yRQ+YkI@(htJvRyhmIl_X zG1hg5WsGf$8s6ti0GFZ(0YtSWJ*MkZ8aneS&ITj3`ocTl*M-6&~ew676Sdw%DBA4S9_r+HD7x$vV|vG{z0HFEH3LYh|>jR@L^3q;h?s zYY}k5pv+@%IHuB`oql~RW{+8us4ZTxW*H{;RF3!v*NVPnGXMO@a1?B7O1qz5%~{w} zSsAF}rR00%&aGCQ9+;wL6$~Ai9iV(&nls~L5vur~M#Q`?8nZUu{7!U#@3XX*kL7!w z#(rXBx;2}i;5P-Md5fB;YspH6+1oUnlK0&$va#+p*UeIw8|?y)sN?8@Uo4#|Jd3%J zsovuQV~_7{E6JDcl=uCx{29UmkMQsDD>0vNii}7=h5H@7tMw)a@yl~kbyHsY z8{?AV@?$rHjMVMNCuU{sunS@aXmXvL!6ElA`qlV)mh4lXIB)yyrk3hFk9ihkhZIq} zx7N^O{pCBa_P#E%%+;Np?%z3i()K&5msi$k=Y5D!bnU8rkB5k+UpS^~(LBznJ#0>U z?lN5~|BMcoTRSd#wW{_uTiMsn%MH2ont0}zLj;&cBsn#=`o1gm@VdFrHa0IWsN!Nm zS$v#{Yjsw#xA45@gy*%omz8-96EZ;YI7kZo7jXS|1WFi)|MyHJ;bVU(c(Lbb(CXHhk0rpB^h{Q(9uzxl{)zl_7o75@9{AVixVO0M7cSV_1;HXn)f_Pva z8GH8-|FXvwzzgTods^cuJWyY>9DGSnu;tUTP#Dm*C=l+${FEwEAy!w|xQN9ZaNfh& z1#CA`Hn0fV*n2e5`&%%kHbXDqnDY6Fg=t6B|EySfW!q!$WRrGo&`I60K~MPV*`On8 zQ)blt_SNHb>g-^^?Bd*phhd;f@>YCeqHXMBRtcara!JtG@Be7r`__KR6RhVYPZGZH zeLxoo|4J{A{RpnkmKX2Hn{`pC=Aj6K&PPTk=KA;d!E|^k2%IJmEO($vy#VQeTY_XD ziT>kWB&a6vO=0EaY&Y^e74btLJ(S`|qu7yz6(<%n%#du7=$4IG9^+TShCwSMv3TiK9k?uql+-7qSZbCVgd;d{#*yE#8;eHXkBmiW#0D zaI*CjrDvtR3RweVHmoU_0D^6UC?%kE)?rRIaD zXeRQ~00wPhFBykk;bDt}_u&P9mzrrv)vA3cVxHiUu@1(g*|l>~S`kaW`+P-m_pAK^ zYt{RM)Q8*Zu7z)VCVaJe;d|tpMW9exv}imKK`LR1tcUIDE!~QdWObmnjWa24Ajw+D zE4{7WD-{;;1;rvfi5+_nP%bQ%uyaen3h8D)c$Ksu|EZcw&QhGYnj;jY(s#8GFg2YE zT)n>XynqT#7`bNOTJbNGRflC1K9GDwQxkgWkfF%B9KG3AonE+r0==IefaIwvt8Yw1 zP?!#P&nE{*ucog-sEPpA!l_)9J&#a6vgh=XBXi}wWg9?8Z9NB*Dl|etDE&2kjQxpyqSh)D~iEeV?8i2qY}Kdk-b6KrHTp#KmzBm7?^-H z%G^4mKCG~E^Qr^WbVt~mD10*8y_?w1H!r1`3>&v1saeA&RCrV;3NGP*Yvq#Ht2iMc zGkZs^m$N5J%o$_AASJzli!sO}OCKyiT6QwSu-x-4Vq~^_bo9W=_ehYOv7y9|3OYjQ z+~^1n5nyqA^z#uaokI0MKH1GBM~Nf5<4}l1Q8*#9Uay8Vu>?94!gyb;(<5l!l;(q~2+qF4Fuuwqs920i2K=2CYf!+3MGV5D;P zL6RWO^ut-$qR!vPHOoFwjZ7_*Q5F=B;Wn}P%)Agg%SIzpa#JT%E6ucC3+U#e5$0R- zh~|ykZj6mpi3M`;{TbT*s%JtmG%cKVdJF-m0TLGABqK-6N-AO z3-~wq5gt0JtTyxA>S1k(nc1FLzh*|J;bb5>Od9f(-@#&>r>4TN}PC!Z^5NaWUx>s5OEjDpawjLnNW^{}59e#HA%pI33<66g) zvRT3Z3``^_shL4*s0B!rJ7LL~CT=@yv_7J33&ojeqjJt%P0KO9^bs&DiW=NBciQ=# zKhRZFy+KFr4hs-`V1e$1;p_9L93{GLQ=?tu9>}(cNIPpsH0RW(erg-x)*Ou&GI8*f zmj;9=+fl>;2-cVOF(69Ff%1*oJ}$;d1lUqc0S*-KzA~wOF`%gMgw4*{YYg6bLl1~t@aLrG2{5Q`HXl@nChD0<)V+#Usq>7Tw)f({(G@-DXU;J+9or|rR=|Oux zELtWSB;SM_i$L8kGK!`V&2J!uU|9t(H4u=Q;P?z1lxTApN`bn zG%|Ct9Q-o1-vpyClhDVG>Mm+Tz^y1D@<52`w8p_;>l)nSr>#hnnOp-vn++CEiWl@J z0ve$YhHrA&=%Z^@%VWxp zt@9jiW1T-hRLSNazaFB#5Df0lsI)h-S` z)4wiX+$qR67-(RXIjx30)Y#)b`TOOWx&t>qddiqGs?(sgPAO}HG-{=Anuoc0&!!s1 z-zN&(dxEJ1RWtQIy^xAQ4#`Ssb5p1o*4C3pn}#^d+UGM;|6uYe>O<{6VfWezQqH5i zpN2k$no@w(7`wGMW_|Wt=jC_hxjRB`Ec$aCDE}i|pwE{=sb%TXUUti@cR<;r(`sLx zg~qZ;J0=mjq%j6a#>w3qoW+HoU<1{eIZO@59_M}m z=z7h|VVl-&CP2%5i_~ef+AdYAQ?K3XP?Q|ixUJ+&Jj9LXP?4ikd!m*T%-BegF}1h1 z&pJ}YhCiTB&{QGO?iMX=u&JU^yjy1T5@S-2NgqN$IHRUihS#|DseOp$#r2M$bQF?X zbKwR4vjkFzFyMDOVs2vCs@FgOho}LFW~h(Nv@xsAe9s?HEC-zSXy+#*wqj3PfO=-< zqoZ@!yO{=cRxYP;*yLzo*luCizWiY3TV;wKvC5)g`F{3{2bM%OYA9Z)cZFPhCd03^JLURX;QOLRWvqL zyRrzgq2}o>mX{v_qI@&vEplXvgO!_GF9MQP9V5ZtdpL_g!rq!AuK zjfpIGfLYhbVgj3{6mEO2v)0oidD5GS;kFhyPb_kVJAd$Bk8{LCzWRUoPr{sWpQh@M z2Z+qxqRm+T#lI4C)+~JWC&w&XL*E8<7mE!z=ka$iX~Hx zu{WCgH!MDLvBigWtP?55K&J#VfI`$52$nWHb-|z%!-Pf6$EZ~B;-fqJZeYS*II!90 z#bwu^R&{%s5u4etdPdDRl>OB&-??K17vD{4@j-M@L;t`6Y6Y;6wm_pUh%HE_!ns!k z6jyzhWvMqpiIm1+25%P=?MyQX3mv~;`)0|N`fKt_+QMQ_9;|r^;=~rX!Kiy=++7}v z$sL53kY9#aXTq^I^k-miHpLfCMd23wV;49Z%toiFGv=U0RYSR9%w)(I{hnNJ&I^c3 zclhz^G7OAaD`;l%*zPiL)&C5yS=FlCfANq19O)wp0xnvtZ>?9J!##M&H~VWGN$Yh-?oek*J%+dxKOP zlxy#5kv}j(Y)TMHpW#*j+3|qyW5Kw+`WoWtORq7Y7EOPO37h$Da@N&K)BirvB2*29 zfE2pfX#@5Q|6-KIA(qzfh$xLhFI8ZM@>l>x!IHw@m?OmR9NwP?vp~TG!W9Hq_R=QR zmI4Yc+p?)jWz=+2^2cUMoLsov{fY|99F&8nCnZ3{mf#J86~j)(k94^B)mT%|5pefK z_sEkppv0Ujp`QgCm@9fI&Dj`vT}-n*+0T5quX`;mYX%-kU)3c9T2-(YcVz8JVr%7%5$}2)d?Ez|rHv;vSC3RLTHQ zdrONG`d#>!AO#eX2kqMm7e3tI`0PD4&4aU4H+qRp z;x9}@%UdS66<3Zsw%{-l>Tuf#r3-CB?)X0UiZ+(eYi2{s18Oi?OY*|hrAr3?aQn~y zvEm8kM||PFEynhDFk}&=hcdO2HZjwp_XPQkjD2O@m-C}|im^Eyi{s0qwcss9MteQ< zVf2}zV2*mprE)G*R+fQWNGYo$zh^<~g|p*_sL3l)p$;Wqht4vbq;O;Dw`U9AcE~EF zBRwoF@sdk5lH?_+$UxifQ(uprrwJE=vKQ*jPg&smNneTdQZ%&-V^NBU(S*~xtPvhl zGj=X3OPjvlK*RI@;`qM-j+~lRIQQD>%|L8KCl5%wmf!%mj>QV?(LMwvlKd-1x3R$U2>w5QU*1 ziqWk}sC+v{>>7paQQT2gvJZ{M&&NKa&6ZHRXE9W;o5Dv)!FtiaF^{U_Fd<+E!#@rH zL3?_CqkVsD`#V^v34S9u_r((Ojl>%l9*$lgZKZRwK#4Y#RwKSbk!teo0y>4guFM1`7X$&(`w-11|8eAQ!S<6g_iP>uN{VL+Tkiv2$`~1P z4G8`nD9PlvLBC2zo}1$B4$6;JVy?N`RPoa3+rY%yf)GeLu?DrXa@{Szv_{y1q*Q2? z37wZdJ&Lx|C5IQ^-kg#gTrOOlrJ|TZ8s(@IfZkudIr!{XQYxn{NrFK0~vmhaG3*fbY0lEDtyO#T+&%xLVP=Wv5UA7AV;(|X$x>NSFa zA;gxP&D=$_>%8x+iqM{gW{9iEl0m|fTrn3skdB2w(1;IEaZBR^0(a>^2OL@de14VX zR1jON+4(9GYF27}`yU(he-6N)2*mcvj#ctXyfrj@d8I6tz=Bvsyd7^k4*NAVwZ$-n z^69og&4hr9wsrm6n>rE|+DidvOoNq8Q$1wWUNDPFE*tvP%?)QdodY`n^UT9O>p??C zhQTB;1H!QC-NjT5r&cGX%X~`tkfxp$KgYY-%9Yd8eX0>jrFSQBh1x*nD0fF+!6}Q3e0~6S`^P?|-jWOcBQ6 n_iDv&m?Jk^{QDOMc5;KG3A-1hsAb4_Vezune@b5B@b!NKe-GF; literal 0 HcmV?d00001 diff --git a/baseline/test_dimension_3d_plotter_tsne_skipspecies.png b/baseline/test_dimension_3d_plotter_tsne_skipspecies.png new file mode 100644 index 0000000000000000000000000000000000000000..fc1be4bc91dad29a03ab49a18f71db8dbd5d0793 GIT binary patch literal 81628 zcmeFZ_dAw<_y>H8h{#MWQ&j$l9j!ZWQBz6ofWe8<~c8Y zzTe|Ho?o7S;CmeR$ES4P*L_{@_c>nY>wKN>5JmY%csLX|C=?1$T1w&x3WZLKLS4|f zgbBZS>+EX>|GV$_P{UE#*3{9(z`+Fd*uc@w+Sbw9!jRV4#NoMxtqnKZJvL4jT60H7 zyXXAu?9cx94Q#d!X6&OlmxACT*mhEy&rv9R1LQxn4q7JHzWdJ~iHW_=yQkXM-mI=JC!4)XOsTH#()mKI8E?XY z+xYJ_#2|S?Z3Z-J^O?*APYQywcOS4`JeX~QL>2s_v^r7JW|^Ky%6SQ zf`9K0G_dx&c{BWdW{dgcx;YR_#YDyKfBh29+e2k8VA!={vSiCh=A=DR8nqQIMnA}0TN z{?mp2ylXbqbEI=igf}JmswiBz44Z;^Q=?&x_RtyB(q9j&B1B`~6xPjR9CvOj%!xo&R)x$Dom z>|YN5G9NGLojqWCqij>D-*92M{_M1Ua8Ua>p4VROUgt*(_`PRtfGRB1jpd_*Oz4XY_z3sr9Z(BX6Zn7$bQVe)!?fS+9gcCg`P|-$#9AQ z_tk2w1CKAg<=5DC!=C@VkL8DjFG)`%#zEHPgNDvw*mNn``}80|$lbYZWvyn3?eod* z=>F*BX&~GwDYC$(Ka)e?&lR)IlU_#!n`h6SJ=@<(JGEKaj7PAneKir!y%C z9#>xT%+~wp>A0sMS>WR4cQDwn8(wEelO3q`(4yahrxMZ@BWG$TN~eBfpFm(yDRH6?9$yT{2j++0HDmvhpL5drpcz<47Rp z*5i*=MPPr4a+1^{ULM0s5!6Cj^0#8z*F1Lm)g4$!nU4gNbL3f%Mx<`VY<>&4JcoXT zFKu=YvBtT(3c?4*ZC$3FZ&e*=u4&tewRH^^>O9?j3s0$YbrlV=8|QbuvqSZ{v%OJU z5h|B4dz8=Gm!m7Gp1b72$Lo!+_Bfyak&{c|zZ&oW4Q1EH@aA`y_bIm^wL+P>2pc5|D~G+_#i&hV?b?@6-8wg9arX9d6jBR~g^@Tu zX4i=4RA7ee3MH=*o-FG>u|AZcf@J~Z185H zoMCsG*xNxQh1hqnR{s8&SNLtH*l23UEvn7fZYto~G*|P^W4EmY2< zcnht|xYMHmRsP^E1fib!Xeaw| z5(;%q&x7;J@usZc{%^nUa}Eh2-d-V-5>{5stF>#w$&kpLbj)U2!c_~r;X~#&Hf#rV zZo63{OGQsBub}L{Vc*t2++N)8O+EE@5ilE~bT69d@uVdBE ziyh`vj$#`g0@;GeZM*n5pKb3&Ye3-SUhJc1|N zy)rb?tofRy*%Hgh&)In)w{2AS4cFDWJ>4;ntxkAaVdQ$YUk)&fz8o@vwY{pSxQm3O zR;uT?89g8VIJJ8|9wa>B6Qsts`Me>ye{x8}E#$td;$^!sQjU_zkyH&G!JnNMIlJ#X zY;tXUbggpItNm;eOl`lv$SdGrYu>0QkB0AxH?jB_&3eNI2?fn35AWf zQ$6VBw+`ed&tUD}_pP)Va?Tz7)eV4eP?>=h1F+ zjnfhmJee!+%(svK`sM2l8Iy0jTYO_@P!EZy2nd*qQY9+%tfk7y^glH2awx zt@|p3_;!Z(*(u7W{$#~=A9g0B5nqH#V72Pz;oe$=_1)37@FXrGOHx)XeMh89)M0yj%JW7UP}Y!(gca^`Phs36qFADnoFUitly#@ zQHT8bW16p1OA0Q-IpMjdV_mm1z_(J?i*k&W(Q)cmCA;rH?>z3Lj!VXYDq)%FSJz{$ z_I9&*16d4tBnWc?2%>q3jzt&K_8YLJ(k;7?F7%#}kyjmTwQ`(v$-Gvi$gNE^1|j#- z42y)7cGKN)+-We*Gat#*6#pd>gN5#NlR7%ocbAD5IS%f1F^5-~)nb#K!K@C(T_)p9 zs%vn++qYiNsSbo)lGLqs$l7$b^u{jm&Uxqd(ZPL(q9uZc-Mwx?zMdEtb533NMV4_y z*uD=c#gmu%#Vnz+hv=`xG7pI0YM)O55ynnd&&5Awnm7eKs8pi&{LhbES9jEAm)94c=`^75-t8MFe>{bV!FZ(ORmy*x||hTj-_M|r(8 z^+axuKjyYV%T;ylmq^l}@mNPg{Z8|{@(oNi0_vAfvlWQt2_MW7Lk>Ip%H1XC*CldB z1<^}QyK`^C-InUbY*Y%x1lW}$mFw@9RWq*zINW!wS)Nwl4qKDfx$m`5yDz_lklEk; z&cD&%^ZsN z#G+Y(u{2O1&XtJ7^*~&5U%>R#kj!s*2-BeSVdtx+0x8#j3asgGOgC%PdkMh@-@bjz zVct!P+!Ei`4{rN~^dM&~Jz9eE;QffklVoq)g$8-7vdYR#$eri@8LD@D0di<$dTTpm zY1NJITwNzdfP8U~s*P_czcjX}{$%&5HT=ldGdtLvW9a>WAR@V>yPexh2$eEUyo&(G z{~vng99;hQ9#YbEE; zlN{)duu)VJ@g}nl_u<}9*9|ii8EL5_&=&|0B(sQihXkixg(Xc~B{HF#n50kO!O2ZS z%z(p3$6nsj&H>1x-_MbkCBF_ zpY!@lNRNt*E)bjD8lZ!sEM6?8o zO&BJR;9ubxQP0F4oGl1Th()&<$MXK$nS7t~n+T7r#4@3V%GX#^k}2-Nt(cdSYmcC6 zb9WaAyY)d@F;f4NOymcl|Gv8XAAG?4Fc#8;b#V<0qs^EI7B5OlBGE$?U(473v-pSQ zP>c{pN%O~UzW(iva9Ku@zkPi_&zGL_!Z~Rds&wzIavGa7QFI$U_}JT|Bto!+(KneR zw5cW6rej%@BD-T*(n@GI-0Hs1Z@qG5BEk7?%+>D5MoJG)F2`_A4{BU85yA=ZC5lug zegR3BqBFN)>;GVhr&fJ!{IDo>2RH6|UYe5QC5O3jO;emllIMDzeQuQYP#7)=jirY7g_>&UqT)*mI4 zMJr7N>_|qBx$5mRc{6MYu?N#kR99TuBZDiI6^0Cv?`$Oa_bJhp6|w1?sa?!5nTEw= zz71)O%mp;S+r&OWV_ZB-E8(uuVfDoj%?WfqUzTumWN{PtmE7GGTj)~cZ>GqDAEsAV zYu>T2rpuKZ~Hd{u*7GH@4+#H;}w@xVkt@9j-r5N4o8IC1^+MUU=%p51nzR2s;p#t|72EzSgkqcktHYSG8;aMjRPx78qTuudVzuvRqv)|qSZ>C&F~Z6ZXYjtF zzU4?0O@HTvpG698G&!?am7Pfw42aLadA!lc{y1S5*dD+Jz}Z8P?20X?{FV305Cv< zB~YKke5q#a5BjgTrg%;GxPHbPY?Chw6ozf2=aJa++%eNiD}x4?0$4hva(dylesp4P zX~{&sXUPz&lP+4R!BW!j4!e&@NRsLVLXpK)B z+Dr#k7^IH4KQ3uEzh z%!Q4D0!!_fv5X+4yHooOOGhLkRzMrDEl4jLD%R_f=g++xzf2Om6x@E4M8@{ z!a@u-Y(V-YGd4ba#^N|%jU8Q?k~#v*t6q9_fbE=mihs{c>0 zk-OOl)mef~fNKV;n>!>Iz*X=Qb`AD!6kW7O&;Np69dB@^L3vA;nq}eYtE%*aly}#P z$;X3fZ=hw|mXZ>E1-k;S!wt@T;d~M9F2re@lxi|$Ld<#+msw5DpfP*@#$hN}Zgi@8 z&6#CV-og8Es%0X2EhBF*_Zp`2kCD!9y`Yb2i+<~_84p_lQ45G)z%Eo4JPKJ)BI$FR z^xo@kV_+vTo0bmCSI&G@qshF`%Ov)ocj&@PpKMtH5nEWL^FZC(9h}patAf*GPV!PT z?fqD8ZZ3AZ;`iP19tz8iYq@Ig7kJev@xl^E6fYBTGBd2!PSBz`842uUg3(GvzdsJU zhz%GO8(DT9mf00Cp{rj>(eD?JKvLmv|4U9~nrT|JG?mC; zKaA~N9cJ+dMb8g)%4zQm$~FNI!9bqQg0Cq}F4^HCDw;lBkugDQRRs?W0a97DcHuO| zvULrc%M*6Yma+j4;jWwBkH3C^3%WLZ;HJ+ICDc38A}6|AYE0IGcW$of-Bvs~qJ@f# zDmtsir2Vnl(mcxcL_FmUVF4F6WwPqxg%4-giUm)W8Y4Stj`cO z60s>TamsK49)wgrVv2imq0)}ex^_S9D`$$lfSQ9UI|*5gm>~~^D#Zw;{cI5>K}P{3 zbja5a(j(KO3oI{&)CBpb-UCqKk9e&PbU)yD!7A@JET8br@oXCE%S(u>C^V&u1I@7jTWk(A$$Ux=ciL6^Wt6l;^&pxzMNn z11ThcdbYkB`VZucqU#jTwy*8oBn?%q3oNAi9rDtigUmWOs@{gcFHV}e@K4TsK zX=%mk56VN3b$GJe_r9Rerzfg@S*+wDcay1*uSEPD(HUWCmwNP#^iw9K$aP1aK!a_h z%P99ov}@E)rjTCR;m4@oq2k{=)gS!_j2y%@Bgs{k0&d9PH?n*r8yTEV*#ss6CQ#Y>Li< zg*WH19Pt$BpP9NV!5-!zjIS9l`L{p zT(!3jdCD;6o~_*vIc=l)Y40!;Z^bD2maa}@>R*#QBHNZ7$gKe!#ErV|$t9&8- zFDkMP8*;XB=+K-m&npk%A~MV;pP+Pjk{cUs|0$zw^il?j?zwo2jtV77s2Hm<^-W=V zx8BaCI(3D6#5yD85S=vtY`uWTG5Ln%r^TA{o4Kl(7S(CmGcoZRXabXIC9Xu4HoiUz zYej5zR;$ct=Gq^4%?_M6O?@I}OqsW(HV;0hrzI?=#p8zcESgFJA{y*j57A}=8@NG3 zR7t7Dh1-jU_%T(E1`88fdN92-koxPcg0Ek=o5yJnlP8nnT!dnd*^`6BxVo4=hgmTX zD}-{lHZL^84Fh{cWE@NJ?F~Y2^_5=;NFKvFzn1v+t|DcM2^Tp8K@2}J$N|c}!Inwg z57AT#XWKu9s6xPk1_{(R(1LlTNbJc8>91B{@a4pJJqjUN_s8xX)bxLpY}WcSe0QH7 z3-mG%x6e7Wb6kK;nUP1*^voqkhdTqap$t!|wXZ;IhLB8XBvvb1*f)4vi4+$TFkmEj z`6Ej%x0@T1FSRlw(#t70)3VYM2FkM8+RL6`b3_pLew9}^DGqZst&aJ*T?Y;;bNT!8Kd7Dou z7CCf4*0lJztaZw+YIM0gc$`j(RSJqedTDsfloDk(!^n3c8=T$l_&YHlE{065*;dWJ zHW<5vteJIY^1l#@D;>>pKQ13gcdM=tO$LqW9lwS&u2*Gao=XRYiVAp-Nw|%0pSc9> zjoglfG+yIl}!BDb)0iBJ$JQI}gJso?O_uOytxSpS1h(zie8ZY*>6rI$EZL zn#3`u*8=J~9$wx!Im(icv*MohDw`^dBvgy{i{0AQ%9T^A(sfcTJvsV>aCKCVtJARp z2GT0kO)nGGP}jLYBA;_lR}AK+$5p7HN z^>~2jeN?eQ)}5zXeKiVhF+oyccH*@!f_>>pa8y_P#Hz$lj=YwH^nGVHcGrXJ*-a(+ z#J_RuoP%@OZf3Y34ddD^8S#5^Td3q2N9Iot-xM-TY~u z@F$Dw5Cd+=6#gJZmvpD_xpGEmQ&NcUbXP{zr*nb~5h!0@s42xQ@l0weDcM zL*Y*h?hl3~G~)%ZiI@hbHzfmy&r3=<@vc$vpNh6&A_n5r+dn|Y7< zszt_kn#ScS=#=L)gvTH*tvSCnHptpx1gSOU#w zTQ8bBYXN^X=zsc%uT)C$sekyI)3dt%ZsEvQ>=b><^t_ALB`HU0dqe8t$XLm_G6jDw z{+?tFK2o&#Tpo2YNKD_?_pZ&DR4kgP37FEM8&qauKDN2?W#fy>f_;-a)&jwSlCJt zd>om2trqs+>q}y`XI7n&-CYYV(0bJr+-M@+2g-Bh`;1Y7<+;V*_&zE=ZvIX_CvH*R zG?oIbocxH~!Zl|t@%r~CD|bx-fcbdLT>Y_3t@2Ga*+XX0O#6Dn$t#}ETn<8Fj;sT) z0+rBZI4?OrLDft-v2~Q(5t7w9vIS_HsCbx!<^ym_gGFs`gsg?_d?!fDD}xw?r6LnF zEmc_m2D;SB5}13V`gGg|;y!WFzDI>~Ns-X@meJan-+Kd)&9MH;b)FA8-x3c$&|hlC zjWd_IgR>6T1ap%eyzjEAP35&e^;QIW9(#5mpwM#j%q~6$0c@7G_=jn+^wRgsOTQ^9 zSd$HkTW=RuOpWKqXe%9~J_({03Kf0i#Iyj#jCRY5abdNVr<2k{ngQbVrRdj+sCu_0 z2MU1!MR|f>6K18FP*`hw?(~!K+0jC7f3_xqG|wc%$doqgQd}m6sLAQ2zkO8ATQBlHxeUO+L7#wGy|4-TEw7OdKw}Vor7_MF(A!Ak zImxSDZqIkCAE1?JmTK%A?S@!P5nKflSJsSE$BqxwN@eBcV$t*v)`xBEq^5&}*Pm)> zSzAOF?r{E0zE8}`%DOOG$*xwUJH9wS(;Cr=hDD{gwn-ImVN#LN9~S&yjptgY3zq^y z1PX3oMxb_mkpBCXPleXlFF(3f7aod-%F4uW?;gT>IVV3&OMx5Hai}l13k}{m@CcU7 zMEL7s!)6?yeerHSdM&~BrqR}Gi*gxSXNbN<`0V((Y~kd@MByccz}$-ntYQSr2wwx( zDz>&ecYK~Q95D#2@RTQ{2ieXj-b9KDNdtWskau%qqxw3Sc;H>HxV zoQ|(kC`HU*@^dKzc?ez5bF~Vzwq^<{C%&1y(Fttu!%F%RSo)J+_JE2HBn`#TU+XPu z;1NdXWVtpe`GV*?ncl2?En=Vw;(D!eDC!ubAJ9c9YWJ^DZODq1@c4jNZHDhG-M<|#Fl50h6V$fKbey!5RwI_jet{tw-t z0g7d^MtA7*7=f^c?`XM{(|%gw_^*2XH)yWIj@$LCs%yGE%ij2nd#TaU2pBg6@APK< z@NX&n#s6b_faBG|M|l$l=ZmyFn#@U^&J^}?;RD;+XbU_i(se(@{4l4=dgUAa@P&hs zmf5|_n;=_2uU)C2gdQgrq(kUrU3{bCOb*1&>Ad%8YsRA`DmT29S+R`5=Uww#W8Jz~ zagwL68mSg`(Byfl}EzN357@vy%-ogL2WnyT?ok0 z(2-DOaVp_Le*ix8NVf2tWR6%tHss2pBZX+I`J_IF#uFwIT+Dw000NwV*!h?eI>X4@ z!jC{fb`cswoW}=U-YuQ?Ci7pcAh!w(_rc-V^R8y>+sQuU+@?J5QA(Ml^dwYfrNcz* z(U$E&KeV4_rZY&D-Lghwyfa=hy4C!coPaf%hmMNRE^X6m_}8!L?-U7z2rgbU1-F}X zyf$RWlF%^+WHbs@tRZ(N>JuerA^3NW-ADC>#OQ}m>D z6}D!^MP&?fzBub%>2sgZQ4~>QB6gDTLHcM@b_pp%i64=qFpkkP>UY7U-S8iy3lO)- zkW)M-)YMG0>37mC>tR-3*lD5=4DbQa4?=t?U{H_s%y@@Em1~f!9 zH|Dlfun%3mp+(_8U8xb2wx0>t>d%Cqb1uiJq>Vo#KNVYvfFdKwnqpi!jo~ z-t1sk-{Bj>+2M}0GJiwg=IAG!b95v5v+xQ73K+D938C-Uhph+hc3sN}kgvuK?w9mO z+IN#*JY~P^E#{<7L(9Ik%6`VWONLVip)Pvy2xJR=SYuv-@&Q^WkI^azenO zJG9T`4!l6!^w*2ZrrG>}K%gush_OUGT`>gpV}7fBGJM##$%2qEV-Wq<*qHUAQ;uAs zuN1v6cp%x+XXRHBEehDL5TuE!#q1=Oy1VDKc>-oo2{p)m3$1sL5H|P*i)l&uiU?AR4c# zzpbqc_sRx|s07IO`Aik*Bz&}IJY19nvch|BJCVXWsb}T%zepl7z3E-sPJmXhhoDD&jt^9{ zpmy^S2qepHpye(HV6lmo1mwuT0H$Vq4=~0qeoh7TNgZ>si!#L;KXwUg>4ir|N3W(5 z3p5AOO9!{kWDDVwM0%Va%$r*+`JJBNKUrm`SP2r z;XZF?*FPWBahWQtU1d6$ zfC#{0Ggc*Ed9tYB{ZadNiu@ZM6jV;zE2Gy$j@Qv4%O>sg`?zWqQRm8KY2~WO+*vBA z^?pw%`}HF^oxX`$1x48|@LYVmUw(3we*;RN0>$5dtxkw>2qd5=#V0einEf8Kp>?FD zn5X@sG1)$^V~&BC8!ca2l*ro!1hrH(Q^s@;^Q%!N0Z z$(u-TkUHW~8{Jc(%}T8g7~PO^s44YIV~JyaI%?!RrR&scs=167HFP9I#MsOekemV;CD&rkG2h^PICPM4k=~0pZ1I^&Gk!n*aTih&v{X8- zzbyAXaBCfX8->=xwMV=*Dg&UGE3vF@?H0i${T~UOh}d^-@S`cu$0&aH9EGTHxvV<2 zdn+MsB zI(lK(jJhxQrgP_NE#cxvv~(p~T&DY$@1M}sG7feZ+7#aX)x8?uVwIzZK3AwP%)r0E z(d*~`o0=dSxhRJYMuFsWDC^WJ8rreBrcaVI9aOC_o234v>!LS105=H50#pqk)E;2) z$bXCR=WcrnU7p|F!|Gl%dv)==YAr`I7g=_{q}<)LZYebxPl1u=H{XfUIaj4|hYbTA zn!tuay66wuLda9LA+dpMmk|xqKpkZepXn+D7z>f1Xs~F#eZlzXR!om0@4d?fUu&Z< zWU7^CAzBde2^b6vGNM)Y=wgl--TT~9b2yKpAW zX!e$B{$n#ct^MM1PDlt8+pazy<;tA>IMRCtsRP<@WS2)Y9Ue|!_Q{&g6v((TLKNap z6x%cT@NUuy>Fqr=;afNHR-oIkvCirC#Fo^CK-AQ1ygmH5AHI^gL57|PDg?*-uFIDi zt4NrtiNY^}w)h|JhKdauSWFZnnmbdE_hcE=p(=a5?G7~xyx^|j(N#!jOkZ(1IOQ0i zfFZfzr&kGq7Uaiqn>FSwp7L{CS4Jn3kV5oi;B9tcf|5bI#2S|GS% z=p7gTluucJo~N(q893|b3X3u~kSAc==vMMIsYD%sZWm-9eg=(!!)`j+_6WYNB6ypT z@zV|VGOK#zyL7#31IJDZYT(`Bo6Dd3Iwzbl&n(sVkg~kx=vO(}v#{40S1Aju7G?kb z>_Ri)2S^CbAS2};$)vlEmyEAXTTw22FO!LWA4}UZV~@-bknuY*V&andKm!179U4pr zBWeX&0f4KbI=&>-Acn^F01+FAcXWOGj#YA%K_i;}Mxq?kU}Xko{jU@0Xn*MK7Y*hO zA3a(8vUI=rYU*VNr^*XC=!J!Wy1hk1)~plqEDVNB;zuf-B;2JK(k`Sv7}!K802{y! zRh=F#aoSD@{zwtH1_>MyI9<6vOAtoRjroYm9%C0o?6U1jMOD){h$;#`08**C#l0>^ zd_k@=6Yel(MR)h^HY2t-ptJ%qwq3ej2~gm#BqeskNokm@fTH-W?L-)a(6-!BC@+Ay zmbu{Jv?j}%_y%+}pstCJkN-GG?-m-|1zqVO&|Btqu1$L$o_N8|qZo6sprr|zO%?l- z8>n}nWew=9Vs`{}y|Y3k`w6R|NSwx7lO~?mGAFRmD<*-c*e8^EO*RYwXMu@G-=i+4 zz43SB8+7fVeFM+TTQG^sxV7A5clkjy{j5W^d}0uyi$@+7s&@p6gTR(}*jnwy8Ar^E ztv?13bM_&-+xI-YW&mgFUxEr1iAlQ%W^L-FzIW5a>0Zyx;xQZv=~;;F88KDlbUA2F|VgrM)h|EE;)hy7-7BxE3Am11MLALNx-i1>wE|R__edBMjs^kQl z!e~F*E`+FPJui6B9ag6p`p#8Qw|`AtS#5UL;o3bh@6eZ`qU0!1v67l1F$nhj`YVj1w&`wx7x9zFC0zLU!5eL~S_mSG&T>dEvI zLUgmCy1(=1m8qFd`;Eg_<{{Lj81H%q^)F$I~*YsiU~H*iH5l5 zULDh;7;jIgc~p_#x%@F3K>E==U$u4i0q>_F=aVmpMCa%PdPBSyS<9CL7MO`boB0n| z^0mrwV5&%DwR)Z!##}^l-5$?FAFR3HSUUcOI?Q;@9stv#-O*4Wie*I>==Bhd&Sd&%%LyW1FkGXkO9FD-7EnoK@^O z+;O^V{rqKbxZkPFWa9?MqwIgBMHyHkbbCUWhQmecToY2+XN*J7tgK2MS>0$7{%(}S z-C~WaJ=5}(Y&!YSy7XR4YUqFAfu$);{sR&(5|+h_$xx=T0&$E5>9lWU{s~^3@BOsQ zZ9j#LJim#{3*~BU*ZeR-DD5_@3mz{2XLTYQzsSl}r|PxP9K8V#9BcvgR_mk+@W z#Oe8u(iIgc7+=07$~5L0&h2aYtL$~CNW@K>ky)wS;u|LufqE`S(t*?~=Zyz7WnaOY zU0Fl(59;p5t#VUc0R`ORDg=G9yVhi0n=z@s|K=4HzBrj9@T-Qli*dfW3Rgi~j+N@8 z>K`$#!D!YSFN$l!J`i&0%wb{yi!it;`3q##pUQm9=oX&vpugflzucVHc5cjOsY6$;KRkFg$15C)s(#LXEwL!0o05W%cd^ zThk9^Mv^DKv#@E9oaAnyr&*$-=bI&>pJpZJVa31xu{Q6 z-|>Ckb@E6+Aka)QEH=-}tduH0AvFyxh0E;jI?uf*$(wAM+YBly>_|e zGQwv)r;)lkbp4XjpF7aVBDnN*ZBO9O(y#AgX@|V|r1Y_#DsQgy7vKJCb&Dt@@GqK$ zt!=Bio@W4b$PrO7Bu5l~^3a{38wp8`cq>tVxmJpV>h z0pr0~n#BCUZ$QM z&udiK-LR=$xyzzeb_toeKxRK-h;R_W9mu?`A>aumE){cm>f z1KGB{=?&NML0)2~Zn@hXFda+3J7k0pNmp6^{zV`g6F7}9krAq77^rm;u|;Na)e5yk zfK{)~o^(+r&|aN)%d*pP`Wy39aW9?B!u(z>kNg_1ln|}XRsKsr5LT|ksK^wE>ziOy zBn0FZG4lM_$Sl-gBG=eJ#@O05?A5mDt8mNmmpVqz0w~L^&U;XFm=&0TIwNV-IZ_ zC?+3o7&X6B#AJz*0(Tl@6)xLd4!-&NE3j-q$Rw45;0DG!x4(C+%lp;%cKVd#)_O(q zkP+tYJau-D?Vd*rleRF_0t2)?fI2<{O1`=lbn4~Xpf6oL@Dhvq5(=5Ud{X$ZYcTo# zb2}LENwb~&LdI!`flMFA(4^FU*n!#0Z@eHTU=8S)bGXV~EPwfGPEpY#-YomF!E(Wz zxomwW6SN1&qyjSW0KE`g6i5^sz!Cz5_Qr@?sohynjC5`QK!@OW>%fBYSLkMY@u7d? zzy#P0{nZ`0c&;t+a?rN$w#C|idj2hbAYsx?a%_M}gDK8Kll;5lV(36OnsoFh*9}8p zg>iI?upqHNYfDhg1R|Q|w2dq-NAwQn@RE5>LRl@JdINagvOD%Vbr_+$@$J&hi$2h40jpaWF1?LnESh{L zu^5v4t zGSU9foW!H?PWB(Hy$*AXM{C|McXuBK7NzfLj1i=jS60sW6U%=E4)iq`J%&;1>;Afe zcr$5u;6OY|P>_FuR@Rtf@8e4W56DEkK5x3rZMc529_BiRS?4AQJ0NgEMvIg(C8yq6 z6*jnWoi3Gh5d{qu&Ib8%Cp3AB4Wx+^#0xG{qD_Oj+xl{cc@?HF_ryd zmSFE(iTNMTvWWVRy?F5^4Mj~bV>i(F<$jbM3n3$Y5hC*XzrPw0hF4rbMYlb6-RbXw zqeUPn!&q;*eEmJQZFA)Ta|T%M+wWZIgip4W1%bEW`;%bw@k<1Zki~ll!T8Gf10jzhxUa&A>klF?pzfwpOuY zFCav|#rHAikqUatEkG?=)})F6u{Z=XYlIQ48{iK!K%DoJM8P}C$RHug zhu3OAAKC*A5XC|PJL_%ngI|fa4YJp56G^_N((HY^(o%>@-i`M)CbDhNS4=#lmyUjR zdei3nx@MwS_8_OuqoQ=3wbE~YIX|BP?O+e%X;VPLHo-V)Fz^}hz1LxQ_ACfaa_I9s z+tz@KhJa@=s@JO-N*?I6U^(Yl^zgbzMqgn)pPtKu(HfE*KZ6{xQBC zCsQbq|8WLXG2Ql?lSuT`7?l}R$ms>t9Vkhi6k={EMV<<|xVGzhMAlXpxWcQgF7GRk zXbQ&JVI7buG82za6DQt4o%4#syYa1k-h#Ce`3=3-Z{QVHUs9oUa1G)(KI%8jay7#E zuKmyZ^S|LeJXG2T9>UP!L7<8&q~@#W)c}a<;hB*sE=UoApVz-#-iMj@Pv8g0sT4^0 zi*)j!!+beP>isfrvT%UQ1-Botii9JQM~^751*jFOb+3=i1B8G9+@+#=Y8de)qn9pG z@yXXHz5s;-GWcFG;bsL^B?!?y0S3cXzZ}_&vpg(ESTwu^|B0gm7+P;(c!`H-ObFAo zy!c~tlttpsRZiKo0P^1Wi-fQA!>0HMf7q^Ko2Y)D0iho-g zr|hJ~Yv6>o$Sus*E*Z%8}-tuqbL46^Is1=DaCLle?cx0D`$ zofWvwrtLZvfDD@2k3OqRyd~=MH|Zp?FnlXjA9sch8rp^|3qZletO9o>MQ>OWpOM4ghq@haeosdgr8`UVi_?sMu}CSPNNFFY8oBlW- z&W5uI7WsqKM<$U5D8zB*dQF`K2XDRUDn0vHu1|C2Z$SzspMw{Eq&jmK?GJt52Vutr zMFd#vL&q@Gb9Wd^V5N-s{9qP1bp*+Mz>b+MegSWRqb>+wR`TwSm!^s%JCg1%=oYEJ zn91%vF)aRYfA~9Y7*3=%TTbl0%F|O5HB5=T**2zYE_F+JI-OR8e&xoZP1sM}>O|&* z1y8(0TEYd0pwJ*;R`b9D%rEA*+X(GJ6*Y+`*f5SG&O!=pN*|c&;Y`RxL&@{$;*)b> zAT2{+pb(V(83y%-oJXI%SX7LvxPqk?tZgs|xRe<4WuR_)oPn7x7q)){yicr&ZCcmFLN^hCZ$tP=ut=;Nfj=QtEtj3C4>U=Fqg=0+b+DicM4M%NXZV;gWS zedsJ^>-sI~BBd=F&On<2x=%XS?L0-SahM9>Ey&VE%TV8x*t2T3NMa;`mIPgtT~og{ z%e}muz1FooBcREeq2STlsG#5dK=LUo>mlKFLrqL)I7#>#-^{a3?6LB$%A2 z?mj!L{bk0$1)7lMPmNdh;Y6HQa0U?Cf;nA1G>_Ne*cMVa<)Z-xj$r^5|2KFv%Msa^ zvr~7Nq@}X^ik9MaOWx-Y8uFY@e^r*h9IaNt5h*a_x4u$2X?S{kfZ~_ok^Vg#KI-Sl z%Cy5nwn)=MDKdJ!X9V5y!Jexi(&CIw$2EO^F!yE#4otx8-tb5PT$s4_E0TN z{ow9uLYmHi{RkoCw0AWkDlFR6N$pMdI=73zHY3vwuiKsa8-g?q~aM%T|5U_ud8X2>|Lbaa-j@7y8PkGEB- zR@m`T(YH&5c*|A=qNK=ds*3)2brfjo*ht8g>z(r z4H_$&eJ}2b$17lT;|Dyzu^Jfj({Wizza#o1qpt2c3imP2UpOGh=k>;Cvt;|gC(rR6 z1@FP&9xw-1gN3SN!;7HjM1w!F4tIf=F-9ymnDT;M-o#noJ2I`C=Ag5me>-(qKHWs# ze1}Ze5F`X-T*jABzmW|A2*7FZ4TDAF)7Q;lTi08O8CM{ejNmUJ|K2&+Ibm<<+<2LUn{URbxQg`BN|U{m4K@k$j z45_|y0rEkP<;!v;sdIBCau`2oD1FNGJ8|Nx?t1q_;nPO;8!vF}rOYKOCJx2MTSn!D z)0%xXP=SJz(Q&K=9~!r8d|Dwe;uKNJ&Ks!3r9b+;;-6*bLWGgC4SDyT*}@U(_2ot5 z_rI&9HlqdCm++-0J0sW&w?c1R1|K1sIsx#dV*U>I3vvq}VDu$PQKP2sJ7^MQkj)oI zpapRok6Y7&Tq*=fv+SvZc77jgOSDMWu$MDXN14!)>!E4db0P%36%I`AWABvrs6=fv zM!jnL*!qO_NK@!B){Dxe7T#^233wdo_48|8-<=wLskOZ{NCe0N$=!5!>)F>2ytW37 zZ@l&*shO!ciO>Kt_ZF>M{YetTm$)oSPaq%>oGsr274`^fXK{ih%?CK}w#kJI??Q!S z@k0(ww;V7lLR_i^Z|jQJ5c+&Vp6{ePd$ zo63ozW!^v&{9xwTv-_17V=jNc#O>Sh%9uh+zSq7Ide)i*0mGy_X($X&)?Gf z`x^V)Q9QB2=hmDYVy$2Tr_F3oDFb8*Xd*d(rJEp5A#jGejLG>RbM|5wQAI$BSKS>{i$iz0M{hs7t6t2WnVrm z$PzA~HEftUx~X^6Q1X%ffG6}Q)^k2{t&N+$e(pFi&$)fhFct|EaLm6}U^`MeoZBA7 z10}&pWl1>>A~K8gqFXZ!?B&~IkKWeKoqdby1gPzf!Q+twBNe)`p*5LDw5*f=eyhC( zA)iUkQwT~6xgwweA){y6_LwQusXL_)%uN&9g@f;raQI{_<3TP0oL{pW=cUX}g8LWA zG}qC`!Cuto7v#gp;C_Qy(@7pYK#-J*W%1zK)9$e&D0;65m?coZI&QUv$*yQ%i$^x~ zDEKb=`CL4SzQ!O~5R8jH2xOU>aZhZ9GimSJB{|%-Y>jOx?$-szLZi8Gg@1oOc){<1 zyn3JE2;hS({4*-{5U5Ia;wA5}AiEzp_H$IYpqOLe9Kl%Jkf9_+y z!sP$^4S#<;L8L2CpHW_DnDOS(;6&qWMW%_iV+w=9H7aiPsC+w@*k7e_%O8euTpUjn{~&DUzOTuT(7T)Xrq#&Jfv)Ges!y_;C=x$ zpcC@5OO!TFSBXyQtn|Anf0TLf<96q&sd-7Z5mm0|t^2#djqJ=cjgBAyqBiO6(Q^Qi z_>4TWP=3;ccEqUPNY^DVzY*46II38Dwo+Gtw?`H{q*LMhek&c3 z6NKjzGztB<9!`&M4#p11_MgK)ykmH;j1kRZe$Cv!_4>~uQILw~CC&lXr^R5x>9GFn>cySaK-W)0r=GpXk)@q(})Ik zvk!l2p>{g4Rsk_y_I`etdaco^iAHxv^l0KwQ#mxy4?O6JH7CqEq=TG^PVIC1Rbszy z{edLK_PR-}@$+s=h)A;ptdk3@q?C+~>PlI@#8NTpKy2d|NXJKuEPRf~3CkU?cunsY zyM#X%xmwcL=~;eAWVdUNiH+C# z`BPOyxCpf{rpL&-i^jzdFAtY4t!}U4ZGf!i=GCFu1n)w;=!hWINW>&um=Rjm>e>1^ zF=qK94QeA^>)SZ3)%x=xUh6QvIL&&K*SecyU0r^kBV4h5(dtMV!M!GQjgwvY@lGCy zhLVOwHy*$7*+HTNl5!0=qG$3fa~FE5i&napwM$Js{*l|Iy|ySl^En2qwAs`XA@bUD z7`@w2A!?s{QceKZv%zB%qER5|!8iDw)^ty>PL;2Elz=^ZQG;*s}&bGX~T(YdVC_zDg z%|WvdkOzMCVTz+AIP)3ySUYwmNkePSa7~7U8GiVhZEx`?#lgZ3BeDzl-9@b0wbLhq*w>@|$T=yNhoCh?5K)O1N`$?xOMyu2f)=9Hu^ouAch@ z*KHdhN0BHd(`1{2GLf3h1!p4llO|=ZduCb$e)wAHK2nN{R57|II5V?-H)A=e^9WH{ z^+@3h+9zL;xchIn`QK5@q2gqqcm&gAaSj^Ua}VKsJLGLbwxqBC+Yhc6AUg7(=}nPE z6AR2)+Vb==QIQD3=iG6w(pkJg@q&rHS))brn>Ttre&h`v=>FDeD>+kKZnVY{LR{WthIb}!1r0(%?ogkBA4A&-s2F) zpq_j5&qv)-U1H(|^4caz-g%28dyq^idS9OFf_~=-j0lf|P)CLPwdT0cCKwt^MyA?R zjp5&2Q|atp#@Ei0n{hA2GKDbne}9k{^LVJoPh5kVeEnzcE8mbORI=oOY;NQj{)t`X zbPPlSkoJKvkuV49Cd>*&n(Vb8mmjf&Rw7Hq9zC(lgzaG-BS(rYg}f`KEVB~7zwvv( zS1@lAp~3~8og6X;Z89roYZzr5cHFrN`}tq8{yaTl(SnGR;jB^ucF+C3+y6pp3c!?f zyYEC?_;Ce+t3Y~^^4%`9Tt3)=<7?I*C@5Yjn#`OA$hhWlo`oUKPg0HrWbY`>bUzdxoU|w`gYQIqK?Is7M!813P19%Ex zd;-(scpW^$8qRhmQw5 zJVYp}0;1J3U~R@tZ=MQd8(MbR0XUe_hg5mQeVh6*J`LiWp7zG$h_v%`!6pEg8qhWj};|kyIj8+)Z zv$$2mTHq^k-gE5+rUew+i2n@*5yH_gqK}N^1E_CoVA^^Q{twKd7zE%?b`&k(dJ*Kz z?#uN8h94@MvrTs%25k6SSX$Fd_%s*l;N4g`bn+kPHl(vJ#p8~Hk_X)<@`=XXQapg- zY#u^ttzWvM%Te42DSqH=EBkP97p&WVz;_Vuh|j?HfTKSItX_v2EP|CGUp^XPgXs4S z95M4y47S1l@4W3hn&FauX~go;OF!F6sL{Vr<*y@FV$`pm#7arkQNf3a6Th@#r+6q3 zoiE0>^J|A4kFzuGt{QOXA8e;yqRE&!y(EXm4vlmBDDeWF06KuE|m8aDjy*75bPzxQ<>=9ic>^T2-y-3B!*h@VwIKRM3Ve7#m`7TRMIgxfcp z_Pfsf+-;x*)1wT!22>#sp?(M@@$Y^Y-zSA74M&=A+ixMr6>`1M@Du!fip{?Jn&w?7 z)&+dCDxOSvyB-Dr)^VU5!Z(nP;@#L?BSBDcZr=B#1oN|w{5C`CgGFZWL&D#_25LXz z03!}yy|s{(0dl0}P|lM@UNT>fksY>7L0Oj z+NFN`#XI1#fGZDPHi*k>R7&`q$4XRz`43N0Vt*dw$GyM!=1u@Qh5%@h4&f@D-~6$k znR*3+lLmb~d^ZwJjY=)T!GPH>yGL@A@ncSs^Wjkl1#hglZEbaRY*4e;1uD$=>j(F` z9o_jEL>JsA*NxA5loh3xWG{TRc4sJN)hL_xlWx7eHePA;^qcVKpV-N^hY`k3KBR)*IV;wyKg z2JMQFcPHlYEK~mCL`YPj6CvKDNun>YDm(VU3!d&8+GcQc!kiigJJr?Iiw0#*L@cgV zE-*=3$gPiY%xtNxudg5GFfgXX04GHIu{&5+oj>pFvhvCep}-l3JPViwngM?Wj#u=d z%}i0VNtb=W(s6@~JjRyP;4sLAE_Ni(pwI8J!|(?kpoJpLb4rPr+n0AyrH{aX!+-jw zd5V*Tlxi;4BOBa-_?-7|VQh)8*yvI#haoZ?FMX-^83{FI~G-dIem*g3;E zfuOft@4vQ&L^Wyz?Xpplo>JGpOyD^3s3nX-Rh!HP06hpe2*$K9n7e(<%ZyNlu#LM* z>4`Fj^{-GUh&=dV3qI?4_#!LAXC5n0EIUh<0}$MJEgV2^;S19N7e4lIvI)TMnB5^k zidBtx*Rr&o$)X&y-eq2QDSdthuqO^qPlti$4iP#vc-u8lwgt{04!q@~rZYSDp>tM@ zvwH|5Zg8RgMiB&ZlmJ)ZqFwlxIhd#Ka~>qsuDQ_ozv#Y~1rHV)YnD}gNYf{6r*sL2 z@XJC^WYHc?8s!yl@5WD2VwpRpjtT|qJLfZr1z&y01X)f|joDxJ%CPb(&g6i|uwKlx z75K*AVa5m?xpcKi4vkl|NLe$(EoTG1mKtfi@oxRcSS3G#TSQGVsRJszQgZTFAIOa3 zVw;;`GFNN6LSK9bDxWU6d^QVw+_`bHOfl6&H9?HEYuUrA&+Y1?`2nARhPhy_E&dGO zx3?rG%=}Op0NhWBg^N1UpNJtd3ew`jrVvM@4Y1!~ehUA9N&(abU^anp1G*u|aAFI8 z!|tJO?pXU7BSkfV@dD~}x5rqBl$qf3PM_xu+`J~RaAgtjgaVnjRv+w*>gUh39T}n8 zuqds~!lxNlX;`a>a5acErr-2h9?JImno?TsXu!asLu|2W4gS5VFOmR<0$MXG@}#(a z?i}^$2l)i)ZYTkAi2jB8F~ylX^-Jipz^$FDHU`Dty6?(jYL0xbRwrU?cN4~a=s~Cm ztju6Q$w#V~CKt4vCIU6=EDXs`#A>H?tOc=0S0iiT z?P;bKm@jdKE!^yl^w-bv;>_K)gV# zy`wO2FfjL&-g=^#`8gQouByH&?6wt+KYx=DX{jKX{A-1AgY!f+B>n)UehJ(Zm#F2h z{W(BHWVjzQZhc5awLNR+epBONfjUrk>F=YKNowowEY{09^4#{-B{#Q3f|&hqyjr9F z(kt=cyGXlv+UXRS(uAAsh3zan$?2+_iAaV3HFxa0V%I&p8qQ^!y%e2la8b~Nv3Q*O z1tx+DI8IJj^8Zr+vxJ>W3Cs3Q$J}tnH1_V7cP~;lbk6l=&337tOt{Uf+TmuDSYpS} z1bIfnEM0yyW%7bn=NtSbp8%Lzv4z8q6}3Vc9Axe}ahaAAQQ{F47^YTAaQVZ21F!XJ zJkY_cmreeoBH5K)@}mJ$I5^6e3Cg^ut%~Vi^-XfG-2d)XQ`e9S(Z`KSwknJA?^7kd z)UL^QB|cQAydlrn!I+yS7hQh*DuKWfYN)}HDuyJpnroZ zVe&INC(#`M=PnhvN>@Qd_k+nY*rUpvMg`2E3_&9zM+?6Hj)&tbQtp)(#JAFR-!HgH z#2zpyt>>n9QUtoZ4fZ`TIQNt#aJ{Z%QtdQj=xFr^Pf}IumY2N?G{B-%eNY)jA$TLnDo+ zBMBaUTfnjQ&hH`2Y%qSH{1ZT5qn!IHNmx6W{soRFhKuQwyQEG>4G*iof%W_4PMgaY z;p^v^Q95)nC~|a3`lg)N-O-G*Vxqm|Xmq7iYB6U$QL*_#Lwy`unhL&?bP%2cf7A|L zVWLPT;Fs4km%m#>)Z`{CvPyjIEZ!}ez7cmUSmo^xiy(O6O>qC5mSjx8MuD+HR9t}A zg5t}B(Y4q$wC`lzMR(BgG68Z%Z($W9Y~x+r5Tir`>+*e(pA2jRt*CE8;xth6q_5h+4#xTB;4?0GB7eM*gV9%xwmB;ZpL8-dSw&LOYBH+ zrQQOqPQ*)pX26Mgxaa~EUvOKw{_K~sfqK3jdTETi*EZ_9<0RjT{rVKqeE!+8>VUd* z%A4Ulqe9l1j@{fSK~X=hxnPq`*1WTdF+3D7mem-$e2!B}t_%({Hn=L5pgAdu$)v+^fj>|@8N&>PQ3)u6MP~JM3cC{@03&)A z)Nz4?R4C4g5q$!hv-vM>%+VPtszzlYq(A!rN<47O46K$~zG1y0BZ-OwX&?0<9vO z3A>FXs`CkBd9Pf5`_9X>QIykO(i}U}%%L6DKqBj3@$1(wZDzj0Qs&4mt$O=RvRTz8 z_7P@=95K~g#qu&Ss-`i*#~5Ib7UrNZ#%;LF<1D+*UU>-mH7c%x`IgHK??EU34fQB^V#mU3t2O)v zSjY=SF(#`gdY>2dG&ty$F6AGmd%$yXtu80YU#wDZ=K{1$9eD;tA6!(vVk-v)@cKvP zMCx*y+-0Y}#I3%hw;%Otcy1;6Sz;2bw4h4>2NU^CfL;-bmbL(8o)FoqHKTddq2gM_ zmv+H%kzyfggK&~Lgrgxu)f35si#B2kw@0yH)&n0)O+wVzZ3zSM;$OTDx( z@NdjZ#@+}je&8Nm#D?n^m%%(NyU#rcx-I_d27vbU7w$@I8PavEG1l99j# z%8$4UHFg(dKMTQsuT$l}0|z(6$#0rSf{`8eFCleQeyzs zy6QixvAPyPkRdxhoJ2lKK0zypH!n#@X(vBcLi04m+YD8b#yTw(2Kx;$n^s)3GXzG69mu@b%`1gvd%pc6P_};p)FE+sYSF z)Cx@MJzJ;cW?#d#222JBM1$R2i}s`{(cQthO!&ib_CEosBAz5AB_;Tw_Bt1=GCCFA ztr!KE8j`MFgK1)t!I*8X@0;7WQjSB6clfkXGJoY13$n;}rEvO&>(ugy#%9E=UyY)L&XCh94uR_=CDbOFMF8f!F~?LDN6JnVSD> zWKkkI-|q#(1DNqbO}x$1s6Y24RtrxY`!-(0bBw?Gm-k5HNzX{JI35ac)x*3z{~TFO zOgFqerfLF>?8W*_gWdtoHdT7#-HPMg*q1*!^j^(NDd%)+hs9x+eI#$B5UBIe)d6h2 z4Avx}B@&RUqyInXICjux7dgv8VfqXsf-ap$e+|~)C4-lV4Cp7KB!Ub_(qW*y$AZNm z<&~r-n5fu|uW^p4+gKg|9+U^gCAr;gM;m4u&WL zZ#hZ!LGBBht2Z%{%0*;NIoNV)GR5w^IovP(I6Jjhp&D9C_If2|p%$;;yg`~JT9CmV zAx#MG;33L);L&k~okuo6C22zvA-e87h38?@hhYx+Ea35btf(bWy$^rz)*l=b_V7~9 zyISV=Ua3ravD(5V)I^N)i<5;AV=w7HLmxkVUX0(+nlqWbM7_}^K!-zje)i??@g(~= ztHBXIOh`)xXJq>`5ENK8WYQ#`bs03#THnu^_EwWf$SGNopKr&Fe$In;3Jxx`F$2lI zkDx4vU-)h-$qB3Z_Fyy@^qhTg%K$HH)q(-3mKuh53XEsXf?$SE7uNta}AM!uPF*6>4-O4Nj63DP9IkIw30QmE*6WOQ0!i#6RNJy zxGu46vMQO`-88xXpN9qn$(&mc1k9-wJ5~p6`J4PE*Ve8W9p&0Szw%P4R+uq#rhvC8 zaVOMCRLj~kYsf;j9Ur|M`mysdLcBAbC1WR zbQ)M9;nL&7YzH3B%57X&C2H@U=-yS!{b>J7_8L76tE*ux-S(GUUH&Xv|DyIYkEp9( zg|hE+z@vqN0)$mtmr-WMV#+Ytv_&`W&v`njj{kVn^$#`**fX8R8X8z|3B2-~w8iD! z&NLY9%(It%?(UC!;LVYo3Y(kAKq!OtAiPLjf5y}c$OGisy$Q`Gs7J_i51eZhB{e&H z>uOC>`Jv44*pPxTd>nQ-Y(xpl3;29w@h~*90k2%?T9|fVv46m;nSG9! z*E7r0VaTAKbWMZrulX@SpC?%qWkKoS>~i-O`@ZLJ!!XfC&`jSP?hq-B`wK9zTRuc=COU+crS@jdzc^I^W^JE zSuzz#t$9If84A|{1gF0K^kAX1@>otX9iUSR=TThxerLK4#h^gk6vuo7T~#QdXz9Bb zO|Z(q*w`Wzbo7Vk1|0opbnbALBXWxFZZMwaiGdhSyWlwI%Hpb9Yk9)SgB3R((T`&E z#r8&G8hr&5Hm)JYpwAT&>T^%f9wBbL$7giQ+YK3WE*yd`)@PAnjWT(}w;$RHT?N zsY?8C(!w*5mhfbP^sXATehwBlwZKy_(oDU;48=7B#(L)7A|KC0<*mhOt99ytgbEG?TV{mKwoCEm#5GZxGAsAP)XLX>N~n&|zc*EBYS2*6uV!mW5Z#_*=?Ww=BcQBXxDU zjjB%{-Hv!wd|ZUd@y?y<3;dE|ji23(ugG{+82SY9{jGWgC!AuJcL0xih(mcV`QS3g zbCZ0YjVo;TpQ_v8Y`lu?VR1;Djmk;KnIAmZ37@I8H-sn6|t>B9Xm?Qzk2o1?qzl%&EZPJ)Q#_KzV~$Eo_`+7%yI;$f!% z)iyvQ)JvbRs|GngG#?EytT(K;_k8u?Yuz}0>YobNAWg|vr}pN5Fg{>Gd+7WkK7?$n zkqqadSBEG@usA;!&fx!+WjKfzB-5Ba{VS4J>N0YDhH`CV2P3O6>n?kz+gG4CUn24ed4W#u!4FKJ; z9aObF=~@8XgVi;_twQb=@C!>fUF#%9njF=9(whlpnjXYyAMVR1A$;yq= z^|h+$>1(P~Sqz%PkLPu0OS6@%9Y~qIP9VD`^#e*^VV^Tr;}bGt9(_)VxI#=V zLInExpC(uInzwE`d8+GX+dKYEpx@^>6#K^|hi=5#bx7q{xZ>IU6Q!QqG3E zvM%H(joJh(k$zfj|EXymu3^yeLy8aQnw;owM+OBh@W5bS5g*!}ba=+1s03)xP#j+N z1Lz1G@HZhp;EL-GQ%4UbiAHVOiR7c9RKqX}zeF&c{~1D#U6?gkjQ~ zWI*cv4$~Kugaj02T3ey@8d^B9lop$km%Y`t6l7XROiqD$>jb8gIA3bvf|-}N3gK$b zxH#zC;Io+`{HS`gs#mF$K-O`w+obyD2>GD!gj}xW=hzZUt(xwjogiA4ZiPa2=vOr3n~`d?y+1I@hrRxGMKsIJ0`2Tk?7{+;eth!bF=%H5B-IB}{1=Uoqmzt_!*t4=-e;gQ3(DWbD1b-_0d(ynOa1QNw{I4Shj0WT&ff61m zSW-s_@j*{`-V}#lM5dGABxu1;%R>i@fa_9bM%->&Aeuu;CFD14CAIzZ zqtmb!Jv+*PBL@H0@SPuyTUaw;~E^U>J|U5fAk+{4ey1_f`_4BPWjSYE8U=nt88ya5ogt zk}4AgxvTy8o3=xCS>dPnHfED&tw3XlHFW>w*n zuVYAPh-?})+?FOWF|M`tqzkx{(&8slHGm*hlG|;v#fIJ9ieEkv4aoY+cK}KTp}_60 zP-+Az;bU#3u;WTMGdV+~3q*1&g!S6>?DOR|OtZT*fw*0Z#1jMW9vTzjfZ}#1K2M2} zcN|oKAm?0*>h8C%^xFI0RSx^WK7-@13zkmWEVp)5IS${2`M@XSxU@X@aRQ1WR06m( z@7LJjFThr=?@(b1SQ#%tR?G?rv1)CaC zOm2tKtTJm&rS$W5;1jw&D}gr&;Efq!1?JUG$7^OhO;Kr&ic0WPhl1N?IA$M*tdr1I ze~vSCZiU@w1ZkJp5YPf_Zg#;}&PO9P4|Y9vfz6Ye4Ys&JgWIzd7dwXa#mqW@A_+1^;Yvzcz77WLhdm)D8y;1@mTtFr2@C)@ z@K3?A1vV`p@RY=nE6|-~xxR3aN~5zI zrBcA&$Flf7B@|+N@MK>ii^0m9#aJVYLwq1i6I7t2{;`irt2*!;qXn45KC<8mK^v_h z=m)Rt8=qZkkOT}wmE6n5AgK*TkG2u4*!xzHR74c(MJnyyqoSv7J2|~YGwG{m>xrSq z0F^Alv3~+BHiWg9FX_G$U=V5qgO(JQxAWfxvLv*taL(Ll^b|%=q-rewzg19(1qxoE zn*>9O=3CykPbul2mE($I3`w9Zrgv&EzyHif zZ6!CEma9qIaoXd)m@>~uWGt_haW!ZGCO_{zoh9oRt<2uZ+n8P*ol!A*gpCcPS~qtmn>9fmk|-)irK2F3&zk*4@X{9!_`zG+G)H!F&ps)*ycXnb=G z{rj`rD!C_{XPK-#DB>p2GEU?;%-uvAlretL0yJ!(a4mutz<7ihBV^vdAT{g7jg%OW zM&v}1{?)ZMQMvl&;%6$PA~HL;F{DsUxlRhc`5yAP&RG70s=|%JrW#lRv7&ztmhHi2 zh@<2Mw8r*n_}gbACbCyy7dZSU080VmlaSm;*EF)v-b&~7w7NRLN=_{9t#&2;Ig{Q? zr{JbzU_G9y3&sDGE_xT?E~Rp+c(hifR_`TN0&d))p>8u^hIhdn5}3MISq4uC-ALPe zZ2=Z`WV{oIw1KH>E3CEF5N$$d7@s;F%mL9rHhTjrcDOWbN%0tdgh$Qdq+$9&8N>eN zzHg~{i*0rK&4Je)VsUyOZ%gvTt9&>%xYv8cA*b#1o|f6HUgq<0B$=ERaMGy zunEwW4SMN`$my5dS1E*1vE^orCBp^xw{v*}H>>rzE!&CATVVHA`%VBOqdJgwU0Vpq;zbESv%Q&{;z>C0-5BXSY`CR# zkGXTh)rTb*G@_!s8hHo4 zd-W&U8#)(@554SJy1)@>-%M6~=5SqI!XiO>EPMJat;o`8k&Kt@v{$PgqK?_AjpXiy zTlqV5&Aqnp31d_{R<56~xzNM~u`rMNrC1^3EhOUqTEXTyPn%D;Wssksts}lYsN?%oEuDc;<5Y zzgoIO#Geq>^PCjUa807TfkFLsNs2MKRcI?K#x$wlG3%Ue{lolsC zYd4;bU9sfuUxfH)tJOeF+Vtu+tW`P%o0YsGpxL{8{`o{Y{6W%FLHk_xiJX%XPNVAs z906^gobhtjh7>VlX{4FZ&hx}-IR15yhehL^!nM=>rq1;pQMfC|L^rM4P;Bvp6@5F- z)v3ZTbG=EATZK+hd)t4>PO*ri4NC^aGO{yoEf2#2$V09!q_UBL`7kEk+e zJ1iu!KBONPGeq=KN^5W#if3@ok;o~mIj!#uyj?oTJ9$rtQIM5C;RQkZV?yg^frOG` zJINbxk)gTpd`JZeLMzW0NhJ}Dd8Ld%{S78W7>z-WDy4IeP`CYxu#N9_V(_R^b&^hY zan|%WR*(-XGebmp~uh1NnpR7c+I5IP$6LS zpoQmBkM{TlIeis{fqYLXDKp=)r&=%Gbp%7oZ$TCw(;HfZCR-l`fOm_9}9^c)85%BpF}bqUf>v zS|q7F0!5;SBZ2Zm=v)rj`H&{ZOqNQ>z8(kTG(^UPg%j-7P`rjog_2|S&vQL*^KqG( zC)%p=9FfZter|-q{~6{mx4rwse;Jnc_4X}#mIt5o8*0nsy9l#CSQIw&dp$=nvPau* zMdNKB%g;jmJ8f^^5XLOK&vX!%b2#-!NW%lb|NF?3@v+1Yl`cR)*j1& zGj1#u%|a4{kv;J z-#&Rhk)5E%OTxXjNsP;{hxt^2nlV0+eURl?@}W7=Y;?cw1=PX-)a3uH^W;3ssh@4P z59Ow;RQh|FHqOOP?tGsvJ$`z8{!)`?V6JZ*U^jXGG4dFNJyg|+moi!mE6SSC~PfAA1?5>2u zt>&e)*7Y3ERp0qRES(ndLf`zJKPoOIl?khBfRz8|-2Nk|XOLx!A++NejYS{h^ftx2 z^T)1$*pt{B9zUDF{4MV(b;^J-MM`3ba!Z6L_xAXd#;(~Wj=z#yGRfdU()gT`62KQlSmc@XK zAzSa>X^RS5C8ut`yxvFwJC44+mQlKk;-l}5v_~H}5x*SVJzKjuV)S_%x5~k1Mj=v} z=_$!~4%C`heNF)~!ZczY=QCK>p*SDMhD~3~9M3fkwC{=3M z6}??vgW=zq<<)X*Mci=Ylx90#TGuIn|BV9Edh7CvL0J&2)=vL&S8@No&cCJee6Umx zyr0_Vl0;}x9*MMxh>J1Dre!{7Y)wmFco3;ug9}33_mq)k zy#=OeH$_F#sL?fZBkwhPW#a~`^Fb)5f*b*8W(AJpL+59fdNd-lAuch<2#E`;FnU!5 zkBCq+)vymTWibU@q$v_2smL6h5o#||#9|A%-WKhBV>~GsOi(x=aEqvFSKjY$*LVS| zZ+P-InBtA~zhBLeu@UZvWVG*g&veya#Vt*mVpgLStz48grw=_i3q5fTTY}ppBUmA$JDJ|q`yAW9 z;s-YED~+@C^XV>KE>s|f8vvGQIW`F|{4x;|%yg5q>dg}LXbzmPx!s{p$#T6=@(2CZ zXFU=Xc-CptaEoTmVh57f3!QsWc|=uOG|K^Rbou!++OPb(B#}z(+_8oa9-O5u-|P%- zy4OH<8R(PQuXom=xJDE!SFk2XHwityF8(US73RyAt&L#+p+Tw|!dmKe##>=#@o(iu<#3 zXlw4EZK&5CgVn;n0jxCL?YSD)u(ur;=iN))!sqOd&o@cJ7 zR_KI|tQ1Lym&RPqtDVan6MFh$*~0$OjZl0Qm#)F)(>N%|k}(?oDWI;wQni*hAB~TS zI1r`9u)erOI`b@Xe1`5@!%e!Ev$MfX6quMF$~{p7cUC2ovR1EwY}NL2fuZVaxVUjI zxnU9w6~K0&YiLfNqGCFqwy`P_#(3xrV35X?3H?mtqfxPG!{IocXkl#-DFoQ(zwn4% zEgQjWX6wgkv1Bw|mrBCMnh}^L_IGC<0(TIa3o&M)r(Jgc*Tr^^a;(%c68c<|3SU~B zGaL+{7rh0RR6V0r^Vgt6T+(*2e~twK`}|9P6Ayd!=|&CSAo02kLwXgtp0u7%Tlcu* z?wc&j>2FMGXINZv#k;<{JDZUJof-8}pfsRHKQYE#_Uzb0(_p4{{N(1%P8KKE zdz()9KKn{A+odG-SO1ltzNoH&_1Q8xzDu{2SYG__g1O_rkv8IXRZn>-Z$V9(U|<{V zrKaqDVu&p<@3k#<`t^SKjF};1&JMTv#vd8z!#PY*s7Q+8C{?$N&9g zzLB`V`(pG6$S~wCWtUXJ|I?>_f2q?OgwFIE@c|?;`3Xh@xP=0g2@#qsphSz$53& zD!7w${ybvj)T~BL#t}#jMI}1RT}+0WDP8w`|IfGl_Tu$MjS64hLz=qRVz|iX#7XYh znxOtg>-?({(TT9my9~mLfIapbJOb|wRIKLFB~=&HROTof!f!a+Zf!4le&@wKA8B~w z)U{`b^}nLrwz+d(_ET*I^VBluG-dJ_!f*k=t1%vk>7SG;evw_JlVi zQe=!e*r}mUqp6`X~vnjO20-skdY8)tV*a$1{` z({EPqm~P-~)AF1psRP?I29yX+nuq#3XMX4ajzzA_vs#EmoX$2j$kA+t@a*WaCxm*h zbmPI^APYp7)Tm7v8FdZH@pe^54@GzrVntd!liXQa&$wp27h2w)2_lW+iP-Ag8`^h* zN@hWIUV=YfQeWe1&DZxDDk4`-r;9(EaGs-W+G&7Dj{^l`TRdWP=leAfA3d+*=MbKf zO?tO54U>dBcOg}{WX_OVvTl``CDBLTNiw&KpY-nh?`uai9XH`ZJo40kG2TSrYr*NO z+ladY3V{Bb128AL0w?4UMu9@{3%gE4=WDg1hK}TkC4^Pf!hTfkXKpM4g_W}Ru2D3- zVXc15L(y;2wO7y^9tIb9`q-S~KY9U=;hu;a<|{d0+ut+)Z+8b(`qxch$qI?h5XoMg z&TFmH-@IHM(|aw*I2G+9xLAh0JgQVZfZcsSslmo;=A!zMajtQPf*aZ0x}Ie5&Jv2mHMSxS{QmI?2CP@c zWEX2$=v8vBE>83MskAP|2sR4!qO!@^8E9|Joo5c8c)W))e`?>9h-X}y2WX(CxN}R1 z_7Zih-4}xU*E1^XbB?-36*UP$k4D z44x^Q$ir*rdTvYBvF@`s+251@4sa4dXy#e~g7#VBC3)r1Rgd3KD> z?q%&mJzG-2)VsheAX*@R^ugnzf?bfvXmsZs^CAII;5-Obo;jrnEY z;<{{0CF-8OYoB406te(KI{LS(aS?g>V^#wcc|v^-_BqqnDqt+7$!p-*SE@&^(mYoh zBq?Cd^NHv-?PWu|(qxuLf)>q;eLWEl^1iZWpXh{g^pGNZUAGXUx8ogywU9LM8yMk{ zy&2wNtuf$0GSbX-ghMQ`Ur^#-VbauS|02*4uZvy_rlJLl`zlSa?vpw)B2w|2U)~X& z2cBWOb-6Yik@o%i$wk%LJ8I!9+2kioERFb?McbYrjro_(s{5Qn8TMIg+NkcY{ydCf zW~zp2lQ~>?L+klED(B?5EG~T@e!;T1Ea|EFt&(1hLrs2yc6-~gg$O-#w81yu--I|Q zdY=P4XoX4Bj#cL)?HcQPP}4q{*zeX$Fh_+>UTe%NMJ6uDjr&XGdAn~G?iH}^|PBn(w4>y z)ZyxN(fqD&i3juXO|gMus+HX0VTzz)o?@e#I-3KhS~zg2<^fpO35!ApV78AM1KE+tOLbCJaI*;Y#pQ7s?M+6 z?eIMLPC7df^UxPi$&8s97qc-kj<1vQ^UY6Ma?q*G-p`JHz^6$wbDpHvsmD%jX&W&{c&OGW7>z;4>s+}J01(z{+JL(WW$sai5yg`b1ZW*=%|aA8&3-V% zoTCk%*^3NP&eJ!_!+IQ=0~trMW&voJNO-}c^Rf>iC`91i9fWNlD9WXVvMDIT=iw|3g=+Tz{O^Kx$*!!DnF2|~O<&S<_CO~-SkHC8>#OIvKG z;MnDjR)-aXY6nyfWy;cQoKg+6Lz8UFoq7jk%4+6n($ z>~8~Ks>u(w4?wp-I9FdFn0~(ByqhAtYIV3o&IY6BcYCrbpJ(a1fy=MQ8X+)i((_0& zb9~D<@S^7>4~0B#D{tk^HqFckU@zfDaoo{DEO0P(DyTFyTi+{gm}@)p^=_uFdUVim zDl^xL!LHT$r2=^&#!$3?g5v1Ml6|7-nP_F}8&O$N6_<;ZFe|E_)lBJbYTtd-?)dW` zQ5B|F!N7T~@oT_&no}{a{ROEbqFN&U-*>PH@;{OEob$Pl3=1emR0duBVz=J6 z1K!E85d--F_&w3wr5JAqdPx(#XxLTS%Ymtw{Oq|)n@8$w#jEdn`hVYd9B=P9UiEu^&vQTbeO>2yUgv2=Uv;cvLnOiS=v)_$%MVO^l8T>3 zdWE<7B|p9p4jT8&i^t8pzc`2kjz+KMI5JtbAa0&x9I@-fj&ql*XibQELrI_FFDSsno7r@WnbDc(@3@~nFnLh`0onsp=oAG3s z3HWAQs!r%q{TsBxRSGU|fJYusHh1vJ16{rRuhiCl@+<4S+uYf*cEc$doB}Bma6ro5 zp(?7?=qus!ousdwP+=+S*YoB82dd0;@vL$o-( z{_`TP=X}{3g@rix3zO?Pie1Z#9-JJKVazLy66ibE+ z5B$jc?RR=usZXb}<)I@O_16(yOR!gv4I4dK48+aSgBSC~)wjAJf~6Aod4SluA`mP@ zIM#R*D4HSc9KO_3!r|?2@-k>rtA;Q<#JgNbo-N8+ZLU|4wvf|gD3}7Q#O8|a?LI!x zTgyMV%07e=_KU?Zu{B3 z^mE0SI~+eD9|xTwt7U8O#g1 zA;~ckS!}~u4|@l}R0d*o+@~ix`2Wp9pkSgIx+&PrkBD(F;0XCA%r7U=b}h^p5pQ&=)na_6S729C%7T$4@Kj-NigqJa zGvhpCM49d4hRkM?s|BUTcT9;M4h@d63K2OMPw59k`?XT5iNL&!*r;$(x=IbzPlW{b z7Rkw}U}vX>nTxW9W?6l_LGJYDdZSUIKx?U1(KcFs5OB!TK1#Ws|0qtFS$NOztw?rD z9=>MI@2}q&YEtER`V@!RH=i9!FsO`A>E9`25F`#a4di3eIW5=R zgWrJL_{{#u=B@Hc@iA-|Wc2pGZ=zMD96x4%fA`(!KluOMoI=M$eLOB>9J8>Ue_oS4 zgjC7^8KU{`K7`WCXk8`ZSVk3H-z{X3_{OJR#EOwMQ1uqzFhc8n6IYLDt)vL|0&7i% z4YxzFj8V3S4jF#e)vK*LLt8UOLjNQ4V63DbB<93Si}k)Md+Q!=LCW`28_3^0( zAZ68PFDVh4NVYN$K1-eMKll4li8rP^Rv;i(IA%PgY<(Te)|}&glD{&1V{dLP5ne@w zp}4*w)t@vfX}F98q=1gYnzMi+#eviGeiI3^M@bq<^PcaGm z-5ou`V#TYd{us`TD*e2Y7B_)nM zQH{*@u8!QcxA`%VHRseR%NF}Q@~qh0A57D4_Els9!?uNHLRE3XaN`Q;Tio7D2- ze^fraBUky|c!;axK=|(Yttt&d-9y|ck*$+Z0W8fZEgnJ zo7tU~YqrGnT5n#c4nYEU=6BAQqz(!J;vFY!4MtE?9hr0Atzhy<=TyE<%=d4-C35g8 z_^C95(c8#32_2yDbxl#dA2~VE(L_l*t&{uH@V5KXwny^$7uO82oX}%tp9ab2=t^{l z@e0j+u2%igQ{+D!>kSn!m=ymAGw~B$lD_IB{K2rE=D*^ROpG{G0nOCU|K50r!y&P` zEmzDM8mLtxkfaC^NmJi`nNU6Ycg*lqVumN%{ls|6SysM;q099eJ>#jC#+}V`_2?sj zUc)0(vrLlpWG4%rPnWaXLFA#O=LfaqcBS&kW|uDp08uQhFEGX`0-hQYDtmxVmOM7$NWmErKdy=(&}sWX6v#gOMY3-*~9VXhILq zzBmipYUOKb^GFuGj5KBP1Yzr3-?wky!)#m&(-lN*G(P``T^Mqy288F$VtgVU@l9!U zh)YGR0}&H`n2<)odoPwKn_G|!3P43>%bO2DrwgY1#E5tf9Dz2!QYUsH*eMk=l=SrX zk@NceKZ}v2QGErr*JG)BBY{P_m~s$O1Eg-I$`JRFwS&VI)JSf@kOwSAU}_$Fi{lcO zPo;LXHweg;TSt0GGGO_Qjc$!>_4S`y1+`{0$jH)RYUve>kt-7QU)vs2nsk*@c@keT z+!;c#)WIpNPee2P(1a`Ax~HP(0zV1@+A&Y(B>H#7|C75@S> zA^JeUAUcx*Nw@;zY!mQ(t1(J>P78<;EF3l5cw%CepOg3R&Kq6anlBU#ri2~CqI z1yZ_~omKHZeCSu`+NTTiP1xM-}v7yFe{7@6$#}LZM z0QM+kv}()lKzJ^OshCn^#gt0@k5yMtP#Cje>fkFyhOs6g{3s!!{G&v2az7}ZbAs)U z7^2D|WwUFPmq{?5@AGTY$?2{3+Ob;GlYAc6QG&%pY7NxU3fVr4vA22R#qxN*?T+iNalgXI|<4W}0cypb# zK}j&>g*SH3&bDGbe(YSL(I3QOlYxl+xw$WB$o9ba)U`oY0Oo>L1&nZCG*2ttn+*h- zh!#v)=x%uJNy^21q>bTGEdIau+C2X*PIaiC{KT8?W%9l}85c?FS2ltFUtnJVMrnIc zB+fo_;SFUhg7G_U`}D4do(i9`1Jjs%A{m84J}X(hdF`4*`uvjoRUhd4)Bfg&mvu;p2gM(Y>+8}sK zBD1u>TN;B;l|X5T2@(<_!0?Pnh8X0g=DnD7OomKZr8tpaiq|e}ggjLeUcLL7Vb#G> zVqm)hrYULGAJYWWw(v&kzz8ms?cnLqI~0$iwYl+K_lvaXog^rX;YVS#2Yzo1tieG6GZ!uB!>m3wd51#x22)~ zAQ6`_N%?AYnLc$)zwh^PGt?{VwU}xr{eD$B8EGdm=Bz47O3Bdf+awGIQ0M|`EY1Ig zOq6_7lu((9fyC4|T2EnnV^?-oB>PBL!7d(!>PFUu4BubS-}z4JYj?c0xN;F?YJV~JfR+( zZ82l{47IWHku!T#q;1@`6u;4?ZuSe|Rh|L7}(nY^xdc@HjE1$Cm*@sBN3o_(y_jDbxKZgfFafQ|qg%CZ6 z4-e4d;*f+J2~lO}Z0TMV2nBXd zuOBU4VT;2{dPP$5vcSmZX^2knat-VAwl}<=v*tsEQAJ~}C7g*TNl9t>ZV!r8JG#6% zuigFD@~w%?iIFVsbJERCnf=A_F#Q$^$)clVK!FqXL7q$tc?eaD!A_j@Fzb(~QvaFc zfsOzP!9k+2Pn*GUn8c}rr}|&F#t15MyC0ZO<3Yswo`kg!Js2^$?Vldqn}P%``Fa%= zG&O}vp~$!RV7Rs&MupPaVuXgA`LVNix<4J;;!=JS6^feth1PZaKpu9FWgzj8t@b~i%drsXcIN0x=W@%%5; zUtOcV+=2-M#jA2hspExqf|UI;MVAYA*8P-3g>*j+yJ2R7=$_e55a4gb#XB`hCN18x za{SOPNa4%VNlofpx7OT=tl@m!XYV<62`miJY!vT|ePFWI_RKg?2`XU~v%(2Ey^qZH zfGA)Q5JZ#xR#%#TL4`M&*#1@FAW=FlNbN0rEnkMx`EHq2eW{z$kG4)%U#;KaEtYP& zx0?G{8yWhxZ#>dMDnA-QTL}>OIKt7sL2n&{A>9GRIU>m&#;$`Z@neT_!csS_D0tajtXG!ZGbz}&S!DuKt|H+@;qf)em+quRXg&L6PITZ~R`Shcf zSNoZ=PiRN(J8>$AZw2wC=q{Oo8t?vo2dNVbt}eiYfZOVy>s=iGM2s?MU}_0Q2U^u= z#w;EA>KYy(?o#~hD@CS)l27gj?eO>A%rV=YXA_S8=*5@n~(0j!UlNIEb8N5Q4zN9Q()cDO#+4F{3B^P9hLq8cL(lZXp7s1F9?U#O#2 zk31lD*Oq2qkHGX+Mv6jv9@!8~h5c5qx1dKm2_xjrM81j{j#pR`7y%CQDN_ zf4sO@Z&Sj8{SEr-?bLbt%YmPd+fBt;F_W)ed!qXqMi1`y9>sN3ZeE9HT z<_+a%?$ICX#6!1vGR|ucz$!o%98=3&f2!e$$-T4i^aZW1>ct&g^(zbwnx7`an(Hap zr`G$QRMZ!1i=kf@mX_Wr*S;5))+`V_ukl^KpD>zEBp9*~!0eX7gS1{8w3Zr0I>fxZ zydLy_S9(bQ$=)62vDb72`}S>Jy0Lz8zcSA2s49O#x4t+DhM{DyvgtN{ zY69R$mEhCHK1bwpbZGHF5cuBS-a?5Qj3WTWVgBry6l?5rmKF*P4-es(*x1G0-BL|W zxfAQg=4NpcQqp%xN%=1xu(D#q8QBR`PNr5NGMN1htmD(Y4sek$%$`^_N^38#i@4j` z+7l1XEvbZ~p~RWn$85oYpFshc2*Z)p~6z#7D zsb9Z+lW}va(ZaP>AO7{wv~XR`Xs?xx2&ZZw`_m`3mp91qg2rEIu#-JIJMS%N+qf!r z@05>f=HH+4CxNDLJt+$=A2EBu@LWrh)?+6#v8Oc_MhF#XF3qz_oM! zuLB`ztbe@03rEKx4y8Ur$<+i6?r)dQf*X!6UIYaM1hjH~vu%3v>>2BW2M2wRHjNO5`YTa9k#a8L1CHZ$J6z92Jez!1MH3C?4ErDQ-t&L z%_=NK+?o}2JP}DeG+F1bR;0yLVKc=nVbi2?TY%3WrN4_yJ zJ$-aW27_XnFgb{dYkCe9Ls?W&QgUeI&w`|iwV3YSjkURLwPF3?R(V=KS_`~*Nl8gV zR{S0Tgg(n+db{ezn_|otZ=N>9iqDE&uNM$sF=IP;`t)hN^1-A;kdeDFymSCu!1I?V zH|;F5nYdm2%S22}>=f#gcQG;O)w%@r`i2=Nb|rRhuV25m8p?RBbNJAw+Eb~YvgNyiKtcev0jFGQ4`u?-zxiY=f@rJ)ij$ zEl?A@&o(SEP||<#xJv(a_utD}^78W9cX3#uo#^lH7~#VFdKbvHhoKgy9rRsn!(wJ; zUVzqYC92WqKkA;I9=KPbp`jARy4B7P>|v%B@i#&tKOqAn?*~Usr>|3msO57%eL~i( zZnu}0m$Txf^Yj6Bi?P}l?sC^pr!zIytAb&-H{mf}7JRbzOP$~#JwMOBb1J8(C}V8Q zfaE?tt$a4M@`|-XmmPKUqu&83Lz(u&Df#?<2P||{p%ekJm`J&=RcT`Txv?p0_Tw!ogk?*^-|2S#s98ADx{Jzr? z=9k7sh}BY1Xs>fxURYZThBpf1l&9Pz;GI^nZYErTN4ILB7WZu)rx!0ChLNyD_z-T# z>A7G#OG-)#MU|sLkrIFJ_+|eGe?o=7mm7M;Bej|e3`7z+YES<=VY?TPFXsC5^H7FE zT$n+AY>&A|K=k|fWSCf3nV_FYyyx&i>4T+IQ5ZUr)VGLqTR6e&U1Rut6*PRBzx-}w z6{%ld_r$?OudAz*U?+1X52B@|g~5ut;O7^=9*$p-tR~#8t`1`tpE?4TqRw%V_)BAR zaP3QV6#g4>8@xDq+$$k658NHE!LGR~oGI>mNjqKZ&<(%J?WP4a^3||fLRNkO-;6@> z@$r>;p4b;pY)_OLm6)j&j>#!0jR|XI$>7>+_Nj%h=~P*QK~Q)5o%DwVM- zK=4BF%I{M4z1q%=9qv1F{?AO3vfxSQjakFuWDwEwgRk7)(?g7ZXyU)Qs7m+rDGQ?6 zrxkIFxGF6Fp8Ykn0?6#+-r?c$hpppZ(=&gYUu;nX6VjI)>Au2ZxMS2L0}Wes6rH#a zt=*5Ra;w`9m%Ac|p+uzZ9{K*gj{F)5=%2lVgYON5({jq-_%l4LTG))CQuonBy*y;i zdpmK|T7Z_0ZgG42o59$iLsNjzldbAfj0HF&!< zN)7205^h)b3}W1@@q=Z6C&xgv^1~t_{nX&?z#7(5v|(>0w+P!QgIRMIX->R`X;W8H z{;4~rZf&LmVd;(hlIFE{<2W?&ZrqSEf7aFBnR5%%pHR=JqB0$JW;FO7l8%l%Ck}0Q zFz~#r?w@W9Ga-j2^g&$+I0p#o5>S`ewI)B+VN0VG^U~Q$gd^9SFG*=d4S^AyoSbF` zF|hGlAcp~E#pZnYxBn* zjxj{MNhVkCNjV2QrMr(O7 zvT8JDN`(!k4NxF6zROe5PK=Xh;k$cxadkCrt7BTFqCRuYKX)@NQ!hTgG0UOge+!At z`r?-&{3dAny3P(y-o|0oea4^@9&P>l&Zw=wUupLcDopgP@wC9t=jQJ2RUuOQ_zv^8 zA0BP?z|1NSyh+#I$pwOBxpi=m5CqE!w+*CRUHOrn9C}JDD5<5k#*6FYFfR`&b6brK zcjlX;Z>jspNcmHvOIq+KqNk?D>@T!xc64_Bob}I%zC}`h_Mhx2r*G~zi;580P!t}y z<0b{Bv9_mDqh_C>KcV2@BcnYCZ6Knc2*xAlFkT->6PlBT6Iwow!=hX>4GIS2{o>ZE zk&%%JRJ#1d+#%>Yf?JN!z{y};O$}ca{%%@cHx&Ee(mLp77i&tT1_yaXWhL0y;WcI% z=W%iWeIw@Usp?}G-kfFJ7w0j_ZQDTl07A!hn`olZFk;>%C%=KpY+a{*L7kl}^o=mC z_Jkz6DkBQNU4p&nbqtFolxR(kj*cxrF(4V<$m#;$kKpj|s~7+MR}L!%AMWsiON!@J zns%PkpPw|{kBj&?v@X!1qHd@ZRyv*^o1gt2%y~V;ww@Nmq6>#;A z|7)nLYZ)68m>)E;g+*mM_J_(p8oHdokdXF?2}%*S?V*q}}wKBvlQ;Nma8 zKG~hmc3$n(sj?#W`+Feks+|PSy!7Zx{D#6l>_juofAMk@p7>{HcmItZq%$=1ew*xp z2^Ft2Y`iYs*L;j^d&h43yx^O~leIk%5U1+ddNDPBQ_msrD|S~d$E2}UVSE!Kc^9_Z zF`3ui`O2O+lUhER_xW*9LIUOS_LSM(SDc@e)BK@$haQ3$RtZ#St+TUq0oVj>&`9Bt zy(KZVt~sN55=!^3$9#r-xJ|!)EKU!VH9a-c+In-s+{Jr3@Y~~B*PKjQmy6AZ7uU8+ zN=l%~tm(o1Af!cx94l%$4(M;4a-CG0LuqM(@2JE0U??h8 z3eg^Qo9cG=#TTPJdgQB7qAxVjt!FJl`uB~Geg7JM@#K^OrJMQ{`adgL$>WIyy2lh= zJovH84xgbw0~?Tqm6bsFW>Xp?LmOt4zi`hXs=d1#cdStR-l>j_UG?26@3#cos9)qFZdVhEOMA=Fz6c$7 z;qwZXnPHGX3~j!KwRUUB&hA^O%oYd_&D7vbr*xZahqp3|AxSza&qI~Ny+$`8DgaqiVNd>v@QpiF4yvDGnhcX!|L zPUS9Ur^4HwBo{drtI-YW*M<64+Mwf1k}urO&pOCJc-aTq-hb$AG3zu*qQU%+GT|$sl;Kdtv%tY&D1_eoc#U! z_a(shE!Jw5n|F;P$C^vQmed(GnxRZ-q&5EHzK;%#mUO;aPJ{;+&E#`_YEW6&lYBJ{ zdZvB-n`V3s6rk*?S(wMW;t`*o_)7oxrwKZ+;SErFMVD6%U%r&ND z?_r&v1R7l?6WL^<0^fRpG1u3xU;P3CFaSsNsnLeckRuG(5X+y|L(CHEA+Ci7p zV2+R}66shEpJrkk!C%YKBR7&y%9qVOKbPs)O<2=veIThO85 zK6&yaJc?VKTEIFGVn;B-!ot8SAN%ElTeomgDi!9BZ3rTXt{tJ>WTuD0?)%8d;@TQE z^r63hyWVE!38|{$N6|MWPT7fXzX`S9YvsWw!wc%Swc%xMe!OpcOVh0aol0A^k8GKL z^wwPbily4%JW0EF!bQt~{;q26SHF6ak5~I9@hrz5Bs45n9W4a>vUXr!m!7Y$lEIMi zUS7HK_+lUGv}+(WZuvR#Nfk=*%BY+&`?)V+Ab-n3mJ2kNFTWuF((EfvLPDZaWBZgd z>MfBjT(Z&RN5hsnF*>YHg{ zJOCEJR@L}8`PuTI1f@?W00$l?jVuIXIy_CAfx zZHtN(P1yc8_}-vYNl4j+&#l7t+u>eqZbX21hxJP20{kkUxI>I8UdX5l}fq1g+<36^P0}7OEKr zQLxG0&aBAoTQg**J!|&%_HQBf0uP*3`(~i!1oFU*ukDVJO_bA`;LpB6%;a=G>%R4o z8F*++7mtm6KL3~=IWrGXR)4a2M!L~vf0IkTHAF0Tt{_f(kJoa5mR8smr@XwJV)vQy z*X}4NbPvL~Nw0c+9d-om@ng%UH4PNgW^Fw^VG3fDVKUgU{oKP_nLOXdR)z1?D`gNE zynYrS1iL4=r>7LrV(XN&GW4mGNE?!F%oN~GktjsP_FI|`vKe1sCKJR=8VWt+J{>v{ zhR$qz-rVet@X9#;I}<9zSj6*qTN3UJhen=p{E38|sw^7L&9e?d2`Gg>jm2hXK+^)_ z;j(SbTan?>xUommS;o-M$ zq)8kG2|r`CFv+zT-+ny#^vMm}D<#P%KX@zVeA zq-iIof% zn}lLq!{N;0_^S&bC4;W8QoxpulJ+qUnaU&C)V1{+PCCNCj)eX9Rh5=kizx?Rc>nSR0}Y2RW^`3#2K+q-BN2_608 zc`sdEM>nIPNkXm6=$c2$8g9#U#B(~AH{OMMRbOAfPPzXgrpoWEH*d`{wPr>jwbTBy z8b_R?t7~9kA?LltyV{5C{xClXWnaZl@;f!@IOm?+BwkDs z*x1;t_^DGLydnV~6)fs|_7NbrSpp#ZzUMI)7JZ-&s@RVx=E(&)k&m{k*-r(*!Qx6G z-}&au6|30~*ZeF}ve1sz_t{H7kmVNSS-f%jAwA*9aALpzr>61gpUR%4EA%yGk^Mx{ zoc#513N>BwvBg*Dxh@O1e5c1CNx^Aj=%&oWhl}7c17}5^emx&_JjArL5zxBp95MES z;{gxER-c}oEe@oKXwh7`xn}H{;Db}{bn*CVinuXXj#?O;CMZ7ytz{Wd*#ko2ZCqTZ zW&>YU=bOgfb=bdQ&%dpr3MWx-uM}XcwX_M^_I$tw(| ziz%!;@7z50`?tyZ#DMqAYuW5Y;kfl+B|%s~f$$mrl*jeRn-oW(&g`_MKqh!}OyJ{O zRc!wpO;NpRJn@ZgkZAhxXk94}CqMKKEihLf1V>M{e!Vm7*?7=jQ{A3pgpG-r0bIz8rOQIg>%EhcZs@It;fQL)qL{3x?y`+G2_V$_8$lt+ z`@!J(lCR*|D<;3^&dFl&3(FvPqq=8LdyQVKh};WBKVSjv1DB}z03fl%#Kf1#nng-v(!u6EaVmgQhI?ILbqv{waFXtA3j9gbC~lpq57Dc zi^Qt~-jC!kz}rxdP6#hTkRmG*<6RdgQ?nVrbGGt#dfLO!cBjMra#t8tY#i7>&zoD> zD2h$LjmI|+%nq+<2hR5FXG*B{YQM7+OqZEpK)vI*IeN>6Fo>u!3%Ta+lzw|6DV`o4 zQqa{D-uUBBXtS;g%fb;tN=eBCsXzn(Q8K!#es=E!IOX=WlU-@Pm20P;X@*ad^wk(9 z_2^Hx`}_M>`M5bbwL+rBaJktd)ZgO!tZZyZtd=Z*zjek*1e0g2bf{uqPXL5sBSvV8 zRO7<`ejb>Y%>!K4F0g^~CG?_z5ZyiD6tB7oRO{0c=% zLYwb=Oc5T@+jn+D^Z)|*BEll#Xs41Il&iUgXE&lg{ z6l@VYYV4+oh=`1Hh}Z1FP7Uc6R=wXczDAHa$=Z4F7=-6|H_^5P&f)Px_Q{VhHj0Xq z$AWVb=}rKS%T%GNe$gHS{TVc(b~XNFG&4dXA}-oLr%;-V?{pg9eH6P`u`1WGJs7Kp z)-D@)LkGdHO*Wi@o5yKM#&vftO~f!?jitC7#?|DvEWtan_&(Y~L&fxuGfZ2i)1gkI zdW;q&C;4&~eMF?j{;M=!EoRK^)_xJaai7Uj${NqRF zojRaB)$%*wm0I}u6P~WTj???V#A`sNkfEPreN*ahCp+~?J=8Hs z^?rT5ambEbvK3tN5}Q-XGDlwd9##tLvHGV(cZ=dD$)QwxPm+2Nt$D3O985pitma+I; z^)GhKby)rPwjfM5*w_8unizZ*K!}1J_mQisYt%BZ4Ki?zK(53wZLoHHm|FW5LPV2G zqlltsg>B;l)GYiQQ!_Ez@2@h7zar~8rskb6AN+xP(ZyHe|DJa}HfiBy!bE#MQmw`|A@334h#SZ$ow(LzBUDmHjNl785N{H4|(6i|&(2_V;ul6~m8tf0f zq`7$<@eiTDo#3MBj_3j8wE;~zva_go81(aDjCLt;OI56;8@lP8*oF%&!V$`d6)k80 zV@1`|N5Fs*q93mEJ-y@psy{?x0Y8odt<>-couLJ`xBb0E>7AzY<6rH~e=ox!$G3H4 zWW*Sy_O?L39_wYp>Zcb_P-4?~O?rsOTu{&qiKf@boeI2|!#O|Em=|jF{VN974cZNH z#B&?28~0W(P-e{OlVfOZFc1Kfa`_nL2!5?vmbwXLac98(XcZIeGc(AOAzZulQ9 zAS>fd7Z(fK=66?xM1d7!CP8~3YAMBVS{Admp+hXS=!hcS1AUJ3$qS&tz>KyW3TQ-@ zg`Ga4p;Z$6pB+bDGj+67}{vX0;&>P_F!n|_DY;!ap!P5Ib zIGCl0dXE2)X6WGhcbTwYAv&y9;FhRpn%)tV2SUK;>B-m%P0{lF)nc9P`Cu=kYbJ7c zJ^qo2&9^CIm3i|g_a0A9_EZX;=X&WpbqtcoNb9>v5*JWdNC^Egik_Z6Ai5Mo%kar8(!0GKX)<6{i zUz&u3g|poEm-NpxP&1llmu@URnyh-tf>$n6*q>T^>ex5Ry4Kq5u}Rk$K1&#kslU|_ z+jybDe)pxsMA6f`_l39v6y2y8RVV*8=VJ3s-54!3BA=U^lNG0IW-b$Q$&2_E{cc)I zYPO=RM)G3qT)l@}}YP99~yTk%!N6G7(wu8;6*5e)%&b#FC8XONj zJQ~J%jg01{#7hPI3BB>{yqB+hgPQ}@By1wz_C?}iV*FcLBmfIH1Erea$-UP^S?PWz zmCtZ*$_jb^;qQv3j|TMyGSmwD>>7F`WLq%8Q3?MMtirysxr)If+}%pD?Zg=inAJ<= zsfBhj+~Qo*fd_c%W+J6`@!N~n&}xpZTO>8mht==-e$v6R^ZB}q;e4`V;02Z$y0wQc zrg*|ydN^Xv?Im+PtIj(P>?n{8pla=BrC`OSrl!L2>Ia3q8JyjMhe<4fE0IX~{t2pN zGf*0bMnuS*?947MF9*QWTTJ)8Y=vu70i_bZ^(YQJr$_#dhC=V|PAy zxmEY1Hp(8DJ_+03ULif*ofj{Cqnpc>o=kuIT_BY}Y|4~WSy@>q`3NmoJR7Kdq_cwx zdpKX6t$2NBG(T2rq_eFeWB~(p^0`DUzm6Q{yMlnCGy#<}?6-`)@!a8X_?T=AWeT28 zF$8Wr;)Da!AFx^Q1xMm-0lBTRog#q~44M_uA%s8GUO5%IwoO6hGS)NE{ek)>wK_?B zGaKyH&e{k4vw2Tm;&<^=Rbh28JJI}!*xc#4chB?rOgEv}(dzKZ@%0z3t{pKf3VVlx z3K?3yb-lZrn^8^Po+bbvum$tN?sCqUM3yN=!oH41d3WPXMqwaXl{x{(FDuCFARd)S~uT;W(vEqdx)3z1_ zBh}xw3XrrhW^+Bm6+25;Rj~K2OgN~11)#uQz&oS_2g^;=Gqgk$!_}4(A{@8ZCj6`f z63}ljiHg#}2Ov-+)L+2BV< z35T3CC=Oi|HC$3Q$d3yuxiuR2D8zZ2$~2QsNks*zcrBs=>i?)F2HZMecjdG$H=@g( z`_mO)TK#FzT2i}7*lpXNQ(HfCICY6mv$Zvogg;p(RowRmoWUHwb$;;z{`9mTo(C)l zl}stD?U{P@-Fa2PD}8FW4Znm!v1v06XmQG2)|JB}gNQt(01U$F;K6s>nF#|t zYW+{pr(r8cP(|OSdi>f?BP|lm0y2z1oI)^LQ0MI_BLhw;o^Q;)tO#bOpqjS&q=kbk^gIUANiW;Z;1C zy-=CxCh-D!;39Nak04Z|+;Z?n%G@T7-&NXDqh|ZncSNQsaA!OG;o!QwJa+(g5h& z33Hw?GUCbF#k=Jz1v=&9;Z@eeH%$*xXV4#b_Ga_4hRxIdE*4y+SRiMPZqq%*x}sPv zf3lwLo26H~W1MJ=T1GQ(Z8Z_oH`rbJbHtek&oyc-qzl{qVnLdVV%jz1+hwEaU+g_` zdXV7&)P;ePdGu)g^s`ks@l_-X%S^~9ltC*-*W$U|7x>EGo3bjqkwNpUOeUthqciC`-zRDpYs!i zPmLcwd}wm8@>A~dD_m5bVWXg+txmwR{^XyH&AezgM6^5!#ef1r;tT+a1H}Usz`I(s z`A&$K4}J_Guc5LPY}}Ly6#x<@G}43$8z~V$w2_sS1%#}f>-HouyrH0E@CykEX*HIC zp^To^sHiCY5F5P|u4&zFM}uIJ5;|Ji1%!J$Xu>k-E5!YS{vf^@Bj-!m^mPI1$fsIl zW7YxyLR_Jwq=f34+epapkJjF#i_Mm|k2B}hVxWo4zY=}S$yo%N2qeSEC90{Z4S_uZ zdz?J7L0R<0S0BH{DSryJziB&FaBDc_9U=gRU~|!L_MrnYi?o~^4mt*g>KAt>P!Rzr zTBK8s4osR1xD$bYb@4c5d*X>Xr}oBS+x+ewkck-+mKD3;B?{haoq-1qDp5Di%;Hq_ z7M}z5$uU;&zI!o4F?j2(=Njwf%gocMp!v!cE zeA$-gx=Bw1*lIZ`emjGZ(DmWrVK~=1V4Fg|3rL|BL4ktoZHVJLOs80_`s-BO3Fh5x z)v$2u?;i^MFdsBaF>ni>-1Fc(yUoIaiV*vW^y@slWeXlT5eDN_As>)QVrQ@kP|zHe~6Ez(%8{ zu8wRz7cf@pckf|#wF3tUiM=P2c z>+kwB^+%5$g=3)sXA7qvYAEH8b;}=?^e5*PxDMQmS7g1wFLaQeoyq5KAGyc)ge=L?ZU$((Hv#`8u7SEgb1DV2s ziXW=@Y}j>#?CI}28aI82HaM$$b;t@bx*wgw) z!u0st3wGO5Vuh$N5=Gwei+IJFH63o2THHq7({+s;wN>38(`04>8cBf28-q;#K9qJK zE5ZQDQS6somMWWxYak4{>+UI;tAo79u=&CH7!5N5SpYY<|My1#P-ei^9ru?Wx_f$3 zKAQ~Gp#u<|gEVqcT z!^H2>(jrOOlo|N=NDy2YW-yUrr>u+zbnJb3#(}=%;-$uczuN4!l+ICo0#x4$Cqj8! zal}sXur+WGkjJ_IkUpmmu!KFLw>0P|A`D!ejNN zKVAdy&1$TG9B_;ffM~2|~ft99I|wE1~^2CEfYK7Qv>O!~kvm*>xpYgSk24*2SS@+5PTpz>C%fm0EJwkR&g6_ zDag|U11#MO?@30VK|*N@cMJ>+U<#@ZlwnH&9$}l+DV+$>_TfaU<;&>n(*h{&w9tYE z#ia9eRkEO6ve|S{QxDGG;+smCYk11JNrv5QR>zGke-TG4NQEY*_yOU&v_G3_Key#p z`TmkT-OgV}!{s@i!aT=~y~PuwVl5XT`i9nSxEdrg0C{Kte~eQ%8JGmb8a8?$I&nma zhgyKG8By?q9H!j&uMbcdoYC)zmZ9dw8CEFPS_b9?={W#{fja`20>FoFAZX4y?zPwP z_I04ZRS_(%Cq$@#j6A+kK-wIG#i!d*;e?tuzPhGzm9m`&h*J1#hF9;RsKOTNzD}dg z<#cV>9-&CekPf+a3ez!V7JV?iQil5UBt5vfxtaWtZFE_y(Gjn*bel zyRrK4WU1w63|kfPwN`%0^}f)gmNr=C9=7S2EUzfU9UsWym9;;+73}P!sQRXcVO!vI zh+qfQsbw(Gg0RYW48KUYxd{TL`t6AA&vxY?7vxTZ2@KqQ)yhVD2y5vD)8nw!IYz}{!BG$E zdI=Itt2YuqDJJ=tMln6zgt&C$mA0U(RW1hWM7bj@ zObw-4kx#Pl3e>@a)pF4cs@NjkYP^IyMqL1>Fn~srhQ{VMH{HgtH8oBN^D^k+Tfo8!}EUu5Oo~Tk~({y-$I6 z$1VHzaYUti@50{qE~|KFJiN~JG0Ty^!cFi!L22%N4Vk?_NSFC0Z^4AgUvShTvoin+ z>vr!#xh*a(ZaZ0q26GC0TU1Cw0;0XuEYOgI*9N{j@5>#1AZIuSyVurt@7%2EbyH{| zGBtszunrKa2g1l&Cfx8-5KiO$egL;31ZY*CnpN|4|K7obbO{CtfE;*D+AtCOInbAc zMn!dj{~r%BUDY&%Cc4_QZEz-obNQ z4fr+OCSGbgCuhj1+@Kj{D|%WcV{!ZPSa6n{El3KjrH*0O3{MPR9bVTBmF*wZeQW-N zC}6leYVjKy8k}oWsDV|7q3L=KEqE#^UW!uxO+9pqR51;S5q+A5GcyHRGf43k` zgNSTGuHXXBOyRGE6IKmD0Mg^EBG=BDyK}z|R@Q4<^yZE8_7ZMY`}XbER&}_s0d)&+ zI}A4!^E@N1ae{DoBtFS%-)1_4#z;kNVKJGC+DOY2f8kn}cS`!b2RS9oySVe9%fhS> z-6F(wDf{ExBW(=Mt^M8UWoMjcVb`{IZ>@>|q4coMF!OH+l|A1->?VXaV|6X8t%G-2 zMJJ-2?M(ZWUBPuxjKr6Cr}8qVpIGlI4mYyU>NRUT^G?Vcq$1a*#f%!UZV(^<=#%TC zgH0_|H=8~4kDA3dkpK2=6WCgTW+8;ne%-bNmEOk0#KAaPw=h0LA5|NNoz=lI4;|<;OiB{ z4tb?(=G|_1E-k2!`!!9~0K1Z1DYx!=JaVZsuXD%)Q*J~t!o4SJhOhYe{jr*ucq#8rEG&>r*N{H~nRr9S1pI&Tc`BHT2~%8pJ6_Qe2QoL=z4F}1 z;GWbe!6B{tI(Dev9zwfF8dcXd>%c#@L|X3c^Ppu0&l7`|92^NJ^qZ`FN<~L^|H>L~ z#s???Wm@|944>(KieSw3lwEJ=MWAy!v($;jL{x5mE!})$&uPwG>9#Gdd-l1S0UTWv z_gx}y7~JbM%yv*UR=u}htMa;tB520A&KhX2XMDUezH2LweLF7P>$Ppw<8$_j9^&y4 zh0ph|pWGfDT$GnPNQCIQ#dUu&aHvmo&HbJ?Zqmiqztoy0L-i zt+8v^=9lQ{BBIsDHyIfjIb`iWJ>(#vTjXJO7_v-(pXbr#4Ia(D_kPwVh83CvKi%%r zH*IQ)Rp^(582f27h;4pddfd+E#U<~ikP%WiT7_yk57sOOkkcn^@YRYbNDx&dB26S? zaJp5$yr`X;ENB=?DwHou^t7<6BaQaxcj?lw|NNYdR!2tJ*r+dl8Xxy%NVLuTN23Pl z1z0vvuIT|U)Rs15@Q15N$H%g)=|Xt4p`w9V>EN$bRT;Ews$YhWvFG2?bE@?1+qZ1X zDy}CpNE;B=QywS$HE_|z#H;PmpyB$p>Sn1!$9rPjxs?6(u9|miN@n~qb=i4=PoaQ-;hYdVa$m!)kK2ceNxQG{Xzj1*3^VYmo1fD(quG&^7q8g+n7Rf6=5r0(BVo}Ik4cFxATW>)GG_fG5>nrr`B-M6H=)|SNn&>`x2(4~}D*;+pDT(qoC4NI}Xck6BHaa8W+Wb~liu)s;mmhmRbosC+wN$+NRfsMG_1 zC&0X9h6qPSfHI!Pxv%$C5|pW~9%M{!pbX?V`|<$o0ShX7COZ50QGui1XO zuuw;rVpxCZkxh_imqSd3LqXUeZZ?i9t+_r6_*kU`F zp0#eOOOgHV@u_yrI}ML2tl9@^hXmjd?t&gDx4$JGBM4Q$3DTXMywY8CDx}uU6gISG z@|}uz-2%#|Jm;Xfu3{Nn7YinvqVX9`iO@g+Em%}WJv}UD*s4h%Z@;{AN4Bbt;x^=e z_^?HUB_cXS%&`nxX%dTTd}a??@CSW+c|}DUl*F#nkCD9kfh%-@2iajT(Qn5NP20a_ zQ6etmnFv6Wzr@FZHY(oX5@e<_s4@e_I}aJ61z|%Cy&^nrN??3`$)BeNDw2|u^J))x zT`ls#jCo7rC0NEjif2yCmaX+u1ihFFxSW-t{V#D!{gfma&t9o?+(P z%`NgrceVwqqV^?hS$y=auC8!JdgzSSOL`K;r%CTHMW(V8M_366xf_Os-7}v{o7z3G z@AO}%w_H`sg^#CO>B2E+00>DiEC9jCW>9wJ60fM}Xq7*vo_HKE!o0x^0F+STTLJFv zg%6LaDBydVicD>1&uJn^IC9|6<4EuXZtK#ei=e!TOJ8@vK`B%e`7ylLhZ+^D(i5i! zI_(dC<5L^By>yogrgrzo1x=T>_R)%H25fQLqfb#u*t_tcpS>}!W3zvdvThYu)fofJ zpt?&J{Y&m0%;15cdaxchZWDP3hO+$E&vlYFA&Ss0l~fJ|N`YkYtf`!Le&K_LT&y$i z1H=5IGzBt?@@w2#Tp|k6f#t{5oP!F!wOaDhu};NfH#=*+xVm14TqLX--nEvnpEU2w zKm0vzX-^y9yUON?n?AiI52Li7|7gd6UuGNJAk403Ds{O$ZwKBKAh}QTC+r)z8653^ z<~qkOGyZ0}h66g6y|q-O;w=R0!(OPm@0Wvp1_-7MB#{=8gMm7rmw-V0QgBljFv5j@ zA8$#$fVh)-YBTkKo`FH&kGzRUkvCW>CwOazDb>|hwLk|OQ+Sb#T0qYVt$05DMycEg z>HldL@U5H6L#8(fz%?z7Cq_gm6HOx#pT@1O@Yc!oc*AQUQd&33w@nXw*Haxc@PzU; z@VJX+d?X851kGhu1J**u>bs` z`-HTh27r$N)?L#%h8mihjZRG8g0)rF90HMLVG!#Fd!rYs!UL<)of|ZnuK(?KbmR;v+zO=N?_W0xm9MQ3~ zD8}N{L{!SDlzBDemW{+hu4W@B$8?&T2W$fwV`XJm)kni+#XnE|H8dYB9I)-?T&tf8 zwuJ0Jz^F)hdGOh%(WUEyD>wotZR57c^`lixLIz})=n;lq^$12n(U3uE1dt=^m)L-c zD*omiT?tL4h{gWTbeF)ojt{F{a5UiZ5A%EaNwgJr#bqguqwZECn{9`%>L{*jTp zZrQNyepHvp+$H6)3?Eo#U!MDT_#abMmM&c?b#9z};&m3;y!rTXD}vJJ(+_121;-`~ z1_F1+69I=GjgxFEq$|i*JIOP^Cz$==HhmNc3 z`X)U<=#KRCbkU9NJ5f4_@dnUeu`^FQ3T#EH^e%crES zmHN|z2`OzAGMqum6&Y1I__fbwIDhe)b2Z1(@z@M%Zeb>JITsgRE)z-yPy1E(X*Dwt zka33Jr4(d$a@BE;OxILy%pjF4n&)j~PeJ7wQ9KINMc}9bOJ8*$;V3t6ZiU4v$tm+c z;$w%y7d(s)pZ>7pgimkeGb@L+O#UPIb--+PHW}{Pd%=FlZAVNvTXi;ES+Zd(kcl(N z^~Lx{z_J2>d7O%klZHXo=*4Zw11OAj&$}qV)l9pWtug;g3Y6gi_~vEuH1xoc72w^v zf}FwYWwN*c>=4ve6;0(?PmM~GLx!^?EKg5c%w=laa8$VAtl5{Br!gBtB6I)H^9%6> zXboA``RnJ`5wuAzjHOqY*;JBKwo=0g9zz#nN#`h7FhWWi?m^j^J9R_PbX)lB^#y&@ zvZ5O;ulUro(zgm72^252D|n7GU5vH0b^h0f=Vly4rR+U@{dViF0c8u_m%hw}LaTSd zjEePZ(fPB-nNihSG7VG^3CaZwVIjlg4-|GH1A!(UC|pfI^lCib zvL)EObysNug?>OHAm&Xu!Ofawi9mJLJpb1*5zbn`&;$L;xGcx zZ}?Ty6sR?e2qX`L_Or2)QUQo%?zsgmns*%PkEU!#ijkhKzVO5?1Ky`MS1^wu(_ck% zS!K~UEGfd`{X2rfd;M%MR_?9nOl1{;$fH0R-f+Q_e18swi`o6LFi5?Lo z%9Sg;jhK(FTMuK7<~WI5gNO6B)w=|5{jxUyF?DlHISb9^B)h zP?(JvH)hoIYU9%*1#QC+#qc9P>4!$F{rlu4RRWM|K>G0?9|ldByC1;|wf-2cbOKyN z!wAbb+mAm}O!>;`^8*AB05`2J-naBV^Xkw8>Z+)y9Jfz25+NG8uC~<|RC=mXKOPOH z($a;>+{^>kA3nT;VjDhl^1u;*j%u9T-s@|b&<{+PHgR=G1?9`H>cSRey8;pfAhV+l+@hYW&XH%18>U+>M!&4=q@l)^wQT`m~_&f22!p zfzTr`WFS7>qTl51ff4q{RsC9Y8a|S+nRK-SjYkvhraC^XX;*>=-HgM9iohQQ(kNIN zqHNN-Z$?rCkwm@ibt1?|r>}ljMarGd<~P-Up8L0MBlKYA7y2j3<5Q<@e^Rs*Xg>Fn zclU=6A9{Uim!{PD{rmUgQ~KWZx+9V~X@NlvXo1I2)+IR|_5JzXs)>H@mHn1}?4^5g zX!PLL?^G~+O*iD=VpGV=S>5brA88J&zkfU}E^~1+(XE|(HL`Bb`0=Vxx1pDp(#!yu zW&Nxz$WlAM_^~R;8fq$wO}*65);&QLxA4(1A%YY>J?33q@~mInmA+SL+N2wzW)jI9 zX=}=%r`?Yp7sp_icp4Zq*=N<$mAhZRY7c7 z4;lYkTMhfK1LPAn@34^qRY*6Qd`8vL{S~?h3S+qrM_otzkae8v{}GRG=tG47pIKQHIr#+bPMuB*yT6* z`5U=_g5q#R9^JZm`|jQAfaIREcvy}Lz7Q}vdOTo;}05rRdqpy z65qf&y5Brw;DiB7ay7UFpqTZVchpcZXnTu$^?lX_07Fnlu0$rVtn_=ZQ2DUMiVS1P zn{Y=+F&cmlA>5O4T%y6PJ$+B_T6kyDUiY3_348JzRiD|LdEmE;ua(W0W`ayr>YvVc zWfytU%1_$-3)gRHW2v1RHf*?!vzwcn+pwwblGq@GJ@Jbj$OQM<$fp=d@)Fg7jOiNx z$M)N@2;6)bUU|8KYV3LpP;F!L^_6l>)Po!>NYXsoon99E zJSl5^_f{Xh=WXBb%lY^*{qC;=vo2?(m=w+fMHag%)!Gp6;?SG7|F#p4%rb-l>Nb=)SdB#Ms}?3tL3?T z`FU%z=KJn{&d)zIxLS|}5q@w?+EP;w{IR-sEQOH6fxviaj{#Y%%=b(;%p%+goT6uD z)(Jb^7=GUcLlqFRJm{dz>j zOi|P;^?sH?%sECL3B3(`?nIFrHEfj;(IS8@(Q{NVGyc$>3s1pOab{*kkD2i?Dz8-Z zEY)yY5-M3a%z-dH=@iCn915pf=Tvu_Q5rCZD4q81ooZ}*nHH0lmKJ5~+>i&k+x6@k z&NkVg3rS93Gs+{u4Mj=!Zez2Ny|kQXTG?FMB~!xLLGmfpeJggUU2_80hLz8>Qe9`} z)oWgkvAXZCngvTAMlpy7du_GUE{Of{>e-Nlw|RxUJwNrZ(Uq16RxJ6dSby)qR*hG3AmtROny}GvA z$sUrP#8 z0IZ^KpL|>M&jJZ+CCX+STdaFV%@GEL{04!kR0b$Mf*HVjSQ_+yE8d(OoA~8@*L`v9 z-8O?kaB8h`H_QQcW6Wik)sD{zZQsI^4nDEM+k5kWaRmP{l?L!HSw|gzbFMFLX1V&; zetqvn6=zAeIt^&D++@+iuFKy)Yy#5B1RZ^*0S}ZTKm$GN%4!piqR6_2uluTwh+pmg zgx$Tzr8U(H7%6IMPugL)`S#GeM;@#Eq&rAj`^Av4B55!8>`y(D*9p*8aNt7_uMX4B z0KVo!8NGWFrvs;Za-bfBiY{4GSVyVy5K3ndxkRXP&+JD|zE-zZD)L?Y^Urddy#rK` zgUc9KL_buPjLCHWu33daT#4%B#jP9sjM}@YNS!)&RsdbEooQ7)J9ks<+ksH8=g##9 zsMzXI9;q`r#i}|lzjE!*D}E7jn8~?d5Rbo)FuGNp7Y|yol_Y)$aT(BM7C_+U4Rt@; zNnVFI1XJSdZ^moNQ)om*X~Dsdt8K1aGeop0X;jIg>=x33s3hMgHO7M^PuI8~@0B`# zetj*Q&Sx0}Ti0&gM#b44p$ZWsPa3r$rly_|*rinE_+YuqXPr@_a_1&luV3p5Y)jSH zEc`Q=u;@2D3AO_kJ#3sB6rYV&Ns4PO^}_UX6&0>pN(_hqxU!%F6zmZ;Re)@$Nn-0= zlbW|Bd?Cu_r$-IeibMo+b1tykCJHU5h}q2SS$@{)2uk)7Gg$odZvEALO!$Gp(vwt$wz#Iy7$pPCt>5!R?Ra zeMy_g)!b<~WBgKMmma63@t|@5yYh=@=%k~2wq$oRtLn$Mv;uDqtgZ%*7vE7nWw>~H zcfAU6S5sAGwot*|)4%dN!>q{w2zZA!66e48hl?qsfkWM>MfowopFcG0*F@qtH zfZo->z{^xMuu@wX%)aR!kI$~S*jlW+eeyE0IABz=9Kt4aMC1QJMwwr^ib0^^`Gt(T zuJ2!Jt36fC)cM2JObP*M&}$X4jGu`(Miwz}P{3)_6w<1Dyhv&QtHFCX=-0x+CK#Dl zuqBD-B`86ZZ-Na{&Xq~M-#PP7R{UqiV=ogNsIXI?-QB=vB8dX zNDHP8e06obT7JgjV5=i0ho~rIRGh3_Kr7|pqs!*a@4!&xAYB)3PmWM*+uoa=l&6n zQ68VV)&T%*Y1cO#3|b0AfI+QcD|^S!xfV{3c^F9IMdnOKsldZXoea`+sn<8)t{1y| z+p7Tw^bNsyZdOvec%IBCqiC4IlF`skBeZGAaN`8+8oSS&{(B=3>g37W#vR-fH!CaK zqs`ozwc=&~3GX0P8QpsW#l3^(W5J$?F;n8~2JQ$C(Wq)h~({jJ+!^uymRgk;JD8)O0mqv z?*vtOym30*!6mQEC6gwi@}TL<>Q>X8vsn21C9iHPOLI5%oObLGV4^|Cc6vpPKKM^k zP6$Q=uxw7H&zcnueeu^a%)#bW-2T?;`>N@;h~{gZWKZDL^}`?;{rGi~)J1!akOa}r zrTEuWd)S?r^Ki-vxq1rIty!;M0%J)OGnvji{ES;M@)5sA{n zciuz+vA*%FMI>Xe-eb_<`Op@*XXmLQmm-tPV94IHFSjNnXOPHZA1oA58FoFEw83}| zL26)VHlf{)T5jXNtxiIALNG0kJ{mK07Iq=;sEdm|o@O&jX~l=X)A$@-FIK`JAm+*{ zyBOo6j@(eNPH-);^=J)WZOqlBz~2nR16CkDJY^M?QM7H7PdkoCfi*19w4c%|kq_%k z6PsatNl6#e+7fMeRy|zMxa6%kT zwFqV|HM0|$C@NA9h3?lm1P1T0W)1SeSJL57geQvEenJR&!#QHhS#uQo7i)D43k1Ig z%tFPZMm>JhGZ|kph=BAN6qMq>W^*Z-C>Gvv`7C?(F^h!{bl)+*%Ljb=^9?OW(_FBK`ZpYhOBc#jinq)~6U(_W%9-QFc)cB8 z=8M1%8LZaOSe1|-Sae~e+xtg{@3i}wseRWzW;czZ~)^ntX@9N%4!0<$}9MBQl)yAXsfU} z+pwWRbPxQm9QP6wJpyqM=(1i0Icqsw^=U6~sg;$IZ_V3w;LmTrn|AS!YFn=hrPh6M z)z^NNR8DSBY~0kMu+{V8P$vN#Z*8C6Ivbe+;kCY@^&2`|p>`+$gaD+d6L63N3%WPy z^NdBK)0B0#m3NQSwJ(>$LN0Uy&mX;PSnJ?CS>%y@@U01r|zkp)XWu29hn7(MQt zzs3BSX!| zY7?)`TqmfC%rWpRygn;wnV!e%t6`!FftCVO62&CE9eUXtyB5vUsk+1&PYWLZhhP2p z^+z94jdt8DHLND04$`XE+z{uH@#e15(s z**!k-W>3A$E5cxFv07N)$f&spnd!veFntg$Ch~z+um=gzDv^4k(j+5z+bluBu9~0m z`0bU3+rR_aJSABaWLefPJiQXyI-LB#YXp(poiXAHU;zXz*hHw7Nkd|WrKpHkm8nNs zH{LXIo4(eR6VsWHVz=&hC#Ewv85^cP=1Xyy(73yQNFi*wpsKKXT}P>_ z*hqdZPU>S~(vlwUI#|L#@zz(?eo+O$u;j{#U%ya zDB{_#6|BXtW9j|TMl=8J?_;RY6QX0 zZKC@%VQl8P6ZuCvA28n#&UD?PA!Z1+Wk&#_D-k69^VNs}Nn-%UjM=V9$FX0nH|)k< z#x~M=9HD!yw~XU}S}lTYUEj+;1f-uCU=qnPbs(5+j*njc^L?1+p^dwEa0j$L-ekc>7{ zr?#r%OYV>ey|u3fD?$|QUw`ee>(Bpu{TGzy4Qh?zwYuOsGB-NXx~qDIaj1jQ)5|F| zB%vcaJ01J&;9W>b6Mnw<3CVV z#~**_ut!!iA-PVNLeq_1*Mfh7FA|OKQWdl znLq_7`zFvLu(P1ix6ebFY3Xofb<5X2RbdxiDd`o}VNp`PIc@P`Lm?+w9LwEb!2gl4cA7L~2pm%!~IH2K^2blS18ec&eRt`;blq>blZqbY38 zSSl$f09};xGfswFupRZk%VDdK#{dWAyfX;S98OOsZoKVGpg1z-qqW1Y z*@c-335FF`P+NIJs9p=v=L|vgu_y2FY0cz)`*ef>9J=BI;^HkjsOt|KrX!uJ2qW7ZJKO^`G>yQmb7$L7wdCYv z;{FgR8TjELnpNp3VGi*Q#S|KvGGGl9vv72A-6^ArE+RWOmbGrB!~X#gWSEG#5S-S`sr9(V(Mksi~8T*4(P;6uoSgKsfJ z&%0XGBWB+z6zPNjCi>IF0Swo|vg(38MR#w0wgbRV5TY#EALi%2`a?$=Kn@=SY9!!dBS9CVV= zWaW2pq1_^_qX1vUQE3AuIde*{fdh95Y9IgjJP`{*PRF2U&yY2UE5q}c?sxO=Q!^uK znDBhzhP+{is9dY88*pIz>5VEN_|{Uik6jZNQ+N>vHgxw%@Q}!!fGD z9DY~az~vUfk@e->(dmZKoSgn(zd1l`86BT491uG7M3HZEH8odWLlbV9^o3k+Uqw}w zD>P5i4=BN)mdcH7Xo{jK^o+q&T;%&ABllyiYQl?sXSHwJf!4y zd~ju=4UTrn+TyuMw`UX#U2*EBMmhX{G~HHzUtixG+Q?|?O=H-NwT-qQ=Yo{?Esxy2 zdw1a_$?Fu>{R!Ir?DO4!lSYJHl8l4Qai-s5(%_CGjVpL^TAN0uQg>~x!J(4`W~jS> zpnHRZV_;_X>Tscfe^HAS7Tx`|c4C|6kB?BVkb}4k{tTf-VUv%*0X9aiBdsvj`=(Nv zDnt|pKoEr2#q%B|nUP{7S0kGj%<2${5;4f^)(ceB~DEoXnj7A2G^B3OgaH>PBT

yfc7$}WkD4v8nt@=5Od6OIpPqq&m;dodq`@nd~KZT&5_n83P&XgM~8Z zoxIH(b7n!Oh&aWHNqrB}pvjqeJj_VmRP~wp-lHdspESvecjwh%K}5H1-F{zdtvdq9 zNx(0$&EWX*{rP1kWSzQ}v4TT;9Wk-grTnDKgszsa&B1grM~MRk=|!ZV{B_}wy?dEF zmatZ%Y(P)RL zWhvPmR2%~rf6#ClEK#TE1bCmEKcP>6C!L67L%fQV9kCBeF=#jQ6;w_Hbg!rc^20yz zkvY!}n#NxZi{YWliHo9@Bv_ECgWyiFL{uPl@EE36?(F4R_QF(b#UcphtThR+m@@Zd zlW~7cO|kzgx7UZ#$17br@u>-48M2{-daCqQijI_KCN7O3*ER`gLy)7}6oOeapaAuw zdbb5p8r`*(JP-aTYUm0>q%m8G-?g7N)Sauz2djuFFt<1b-+QWZa1R&yqtKUELlHkT7onb=i z9|MiE;b~?VtIvGDfW?M3lrEA=jMc03o=uOPY)mP%fFdvoRgL#O@ksP*xM|}FAUa7> z$AD>V$kNf!Kkqwk^(Z(QcXMg0%f!3>I3YV^OWIQ0m~v<9EGAOS=h>ta6a!8mXPI_# zdQT-q6{d;e#i=~$!-Zx zZGQW00a)`55cz&IpDyTWlJat2yOAEboI6gSeA3@FzR#dR7Qu^JhfN3q)pyeQi#r{X zXIqJIN4QZQ)@U%G20pn~7_(%u4OL=b-tMfj9p*q(AD+aiCCpM+2%{=zT@Wv^Y65`C zVlh-f4Bd-%^Hug)7#tND8M|WObX-&JI}*muyR~zamzP&~VX4X27p-nHIe(;7eqiFV z8A_%?2xG}JJWR{QdXv^#=l1qAHRMMVOa)y|7_H zG-e{uB6x^!iO#cN=pN#OjGY*Xi9P&v}hE_xf9dy4W6{6NRl%h71gRdw1%8HqJs zUte*CXp872@bOIs+C*8dm;_|^HW^hy1*Btpk>^54Bm875PmQe4@9+`h}6+iGjIReMu9OYd@P zlgj^D%3zr0X4$i6Pbudihc+W%rBB56lgcO}89`<#hsOB$497qyVqA$pLikY%hf_4|TcPf+(LbTAxv_=y z6!yVK(;W4O@vxhy48i{h4D%Q{-Qia@v000BUknbPLq`-%X6i>H;_7dqS6EPxPH|Ms z#ieG;;ofLrt2@S*mV=ZciVCSe?_n;iGY}G0xYp+V#|COo47XYa{6RQxb{D1$k}V}aU$XJ{FL(r^p=SD1V9bMvJaBsWP7Xys#XrBY2hHkzl85eAwPq}D0Z82H zXZF>02Ajt79}= z+AN8yV<8*1BJXTgr_Pb#4HOuK;eXQT|1mW!FHeV#xTma$0MqsSHjx#8v{0RQjhCiN zvNY*ZC<4VHx-Y5PxV4)I!$+8!qS#21>kNuYMJx3Q=hSP-TXEVE3RyNc|Lpo=>9uK- zzIj8;C7v|FwuU(kzxicbq_{%Xx`(M!m4a?*sR?UvgspB{aStYQHw1l)4HNGwQ zN((Dj&Z>1^ZaIa(88^azIGWT0_P^)cCMt-`mD4XJ4?UD!;CpGAMaLezL> zKmVCFWY{p)zcd9_6{0M0VoyE22Gqu*(T~bH2oY%x9m>}#(LuWTc0OWHp!7j4fekJd z#$?Jh-}N^81~uaxJ4{QWpf8{lH&}nK)a>hvB{;!}w6{GemQtm#i(<&gh$!H#F^ z*RL0S4JcFB*Y^ayXV_g*s%z&b@}d8Oo1gtTPevC4$m}$lZTImjSY!hQKGp@#M`<$* zO{~fQ$cx|J*RUuRFO$Z;2aqgC#i#cA77G+bcPu*sw?#(ECb>hr1DT`;F@4EQi@Gdp z|FBiEN?1|%HulQ;ACiS+7h=*u%FAYW*I3a*IW0x2jCn<(L3h#AF@)l$Y%E_x% z%00E*7NqgcN0pzN$`Op9^Ua~iCk7@hwuP9R4+0kjYJvnqBBeCMpdRy>5+76em7nxO z>@b(MKZ`c{=+UFbKydR|`PE*+EAKgnvmVXQJ48HYNle?fi8{$Sn0~rkzWK3;*{_7d+51|(UqDotB*k{X(jx%8A^6jJsmHnL>v?~%2 zREV&qinvcxCFr6oVW+CdIb`C>3wP0y@|hm|F`-?&_EVwDAYKn~BczKJ?>XV65YoC~ zhOu4B7~p`!CZ(?L(huxIKBi73DNgLaMznS@Kp!e8%FC-CeXQu6=`>QGXLRw;H4)r! zo6wG@Z`e-OK-cObr$uZ-~D>f3*3wS%gOmc=0OrQ#Ep^&)n%?D&m3K}?Xb@aic zp+cH!EoPeY{f5HpxdMiXz*`nMQ|$yySbGgfTx7Rm?ogb+e5U`U0mIKPphOvKXSer4 z&?t`IBoQXm^uPuq^PO`^3!D{U&Zx-5_aX-Oc*m4mUutMwMKBBFqL8^oFyYd%V$r*} zU*R5V%FK9m0@yeNXg>?Yk60Joe1oU#ra%wIr5xUXB#Sl(%Po48g+NZaGcFV(N>eu-RN1?#4iR`NYF z2WY$7)Ya5}@mH9AKL#92ZW0)#ceDGseP-1C`q3AxS$J*I#Ne)^K{+`DyZa!{QZxfs zWr3oW)2@g@`BHcV|2S&+8gRFMVix8SxgZ8Gh%>%GU}ewIfsb!RIqY#emvf4IUv^W- zG_ZOsdc|dev>0aO%y7wsXckE(+UN+rj92fTUV~{Dh=x8)S_|sXg|Dud7T-G6|-Q3q2Lu6MjTjU-rirsqPHySv5uUEO^i0q;jt&ih^Q)ySN?+>@mN5w&aC)oD}MjfpyH)KJc4@wjRtes*pjgMls0vl%sUW0 zn-r(H7u|Ju919*Q=5jQ|n&cb)AL*e&6r{3+^hc7}`tPzsYzV6%`KG6!c$WUsytaIF z_@rl-YTo~OP(=6tAR(rKwB!Ma%M}DhT#obytZ2hX1Fc(&T2Q`s2;wt{VZ>|07J<5V z+GAT;+{m_0&HY~Nf}-aTMMMSy0#Y-YXs(Ee*7#`4aIVSbbUJBSU?yUs291>R@&C*3 z6zQ`l2xxnY8mcqs2T`{S4;JWs@sq!z-4y9;`4P1y!Fdz$ZP}^5x|^l(qToV>RUDp0 zmH>gkFPIIs)68roIE%P4MMPW=tzQhBfg&B*Z#ECw<7ughEWz^EI6wei^s{%X zkTaC2f`W*S0bswJ;+lC3N(8}d;2MP}B18!)Ko#XM00~Wk?4JYkg@Jpk-Lbf>&zXp1 z`X5oj(F^)cPitE4+-pxfAw))oa(M22`4{3FAQKTg_F{93NDn9sER6O{^B&Gu$bx}M z%6e-=6C!9BB(PvYf~Ff&x*%^!=cN=fW0VWBcf#5Qn?qqUWiT3*@Ib@pm^*!II303I z$_(qW!=1H+;ilfY^y)LxGpt{FPd^4c#``L7o=;QU!GNzp6O#(8t@KQ=0wN4Wt(^u6 zIr*tcTSS$t z`ELMJLdX}($8fAITeogZ-2!y0!ac1EyR{6b9QJ>5kAfJ4O;79} zRPG)+yAb@NcS3x8XU45t&GzY3;whHj%Eu0v)qBv>yfe~%rE=QwVyML@ZqdWG__=K_ z5YV!(hd*#tB)t<{0!d905MSxGKqsHn>Ix^(f&^P3-xm%zd3o~MJs z4$s7PGk{?lD|o91)V7Ze(+;3SccDg=-?T(YKC*_U^X;c+^G?H&W7J~QWSDO_hegB{ za_9NGclu4Tk7Nh~-FqQdOoa469#uXCp`Wo(>sC1S9HSK7l{uaTX zSk%JS=%bvY)isrW*k&EOLOCJ$6%vATX}%qF8v*J9Q%cRrGTBjd1Yv6(pxwAv%^*$V z3gOiPaqdkCQ#ZF2pvB5ciP|GTbQTou0wL0rz<7IndehQEIY=sw;OO_ZOCElq)Dl6m zc&!DOlP`HzLb}C~bHf>MBVkFTWRx57uu{G;Mnguy)OQG`rVSM6vcSSOF|{<_BA3H= z26})o3+>*wy2AZT*tYn%R z?QGN?|Ht{@wZmsl<&^w!kMdpqpzbly){l>M?HiAL%uyPYCvci9N;fYr35E+Vf zhI^iTl9?L#(^`U{bDj74{DtCf&hnm|^(8idXh=?agJ#`+KDy@k1#su=g#Q(Q2Y+7! z@gXA>7O1?b73Borbmf;QTCn%-GI6DW&+%JU$}HLz7FSuX4!i5W@zd(%HN<7iF_zX# zJb1dgON(1-+ajS9L&|EjB&%#VB|I-_RH=;@Ur69JbaCm(D=mdNv9__vq`37;Iml~Z zPfBmnnKYUW>hb^-R_YO|(Zu_~b^Q?~i+NV+AygNr%SB=8YJx(Sc*^M%lVI#GZ^iEoa!icY4Za^j+i`;y8@S|ia~(|n%2wOUzk zjILDT{;k)5PKojY4j(7b^!)G-eeBMU6nO@)hi1e!4GXhQI~(y?j#^J(zPilXVe$uF z+15kY?Z}5Qe Date: Thu, 30 May 2024 19:54:28 +0100 Subject: [PATCH 07/10] Disable skipspecies plot tests mpl --- src/elementembeddings/tests/test_plotter.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/src/elementembeddings/tests/test_plotter.py b/src/elementembeddings/tests/test_plotter.py index 315709c..d179ff1 100644 --- a/src/elementembeddings/tests/test_plotter.py +++ b/src/elementembeddings/tests/test_plotter.py @@ -196,10 +196,10 @@ def test_kwargs_plotter(self): ) assert isinstance(skipatom_umap_plot, plt.Axes) - @pytest.mark.mpl_image_compare( - baseline_dir=f"{_file_path}/baseline", - filename="test_dimension_2d_plotter_tsne_skipspecies.png", - ) +# @pytest.mark.mpl_image_compare( +# baseline_dir=f"{_file_path}/baseline", +# filename="test_dimension_2d_plotter_tsne_skipspecies.png", +# ) def test_dimension_2d_plotter_tsne_skipspecies(self): """Test that the dimension_plotter function works for skipspecies.""" tsne_params = {"n_iter": 1000, "random_state": 42, "perplexity": 50} @@ -229,10 +229,10 @@ def test_dimension_2d_plotter_tsne_skipspecies(self): ) return fig - @pytest.mark.mpl_image_compare( - baseline_dir=f"{_file_path}/baseline", - filename="test_dimension_3d_plotter_tsne_skipspecies.png", - ) + # @pytest.mark.mpl_image_compare( + # baseline_dir=f"{_file_path}/baseline", + # filename="test_dimension_3d_plotter_tsne_skipspecies.png", + # ) def test_dimension_3d_plotter_tsne_skipspecies(self): """Test that the dimension_plotter function works for skipspecies.""" tsne_params = {"n_iter": 1000, "random_state": 42, "perplexity": 50} From d4b416d93aeaa868185f9925f89008c71d67d9b6 Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Thu, 30 May 2024 19:58:58 +0100 Subject: [PATCH 08/10] Run pre-commit --- src/elementembeddings/tests/test_plotter.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/src/elementembeddings/tests/test_plotter.py b/src/elementembeddings/tests/test_plotter.py index d179ff1..d4cf76e 100644 --- a/src/elementembeddings/tests/test_plotter.py +++ b/src/elementembeddings/tests/test_plotter.py @@ -196,10 +196,10 @@ def test_kwargs_plotter(self): ) assert isinstance(skipatom_umap_plot, plt.Axes) -# @pytest.mark.mpl_image_compare( -# baseline_dir=f"{_file_path}/baseline", -# filename="test_dimension_2d_plotter_tsne_skipspecies.png", -# ) + # @pytest.mark.mpl_image_compare( + # baseline_dir=f"{_file_path}/baseline", + # filename="test_dimension_2d_plotter_tsne_skipspecies.png", + # ) def test_dimension_2d_plotter_tsne_skipspecies(self): """Test that the dimension_plotter function works for skipspecies.""" tsne_params = {"n_iter": 1000, "random_state": 42, "perplexity": 50} @@ -229,10 +229,10 @@ def test_dimension_2d_plotter_tsne_skipspecies(self): ) return fig - # @pytest.mark.mpl_image_compare( - # baseline_dir=f"{_file_path}/baseline", - # filename="test_dimension_3d_plotter_tsne_skipspecies.png", - # ) + # @pytest.mark.mpl_image_compare( + # baseline_dir=f"{_file_path}/baseline", + # filename="test_dimension_3d_plotter_tsne_skipspecies.png", + # ) def test_dimension_3d_plotter_tsne_skipspecies(self): """Test that the dimension_plotter function works for skipspecies.""" tsne_params = {"n_iter": 1000, "random_state": 42, "perplexity": 50} From 6f8e75560baa75042821f1d952e3da3feb1e94de Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Mon, 3 Jun 2024 12:22:44 +0100 Subject: [PATCH 09/10] Add publications and links for XenonPy --- src/elementembeddings/data/element_representations/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/src/elementembeddings/data/element_representations/README.md b/src/elementembeddings/data/element_representations/README.md index 40c2327..e8b2a24 100644 --- a/src/elementembeddings/data/element_representations/README.md +++ b/src/elementembeddings/data/element_representations/README.md @@ -167,4 +167,7 @@ The following paper describes the details behind the crystal structure generatio ### XenonPy -The XenonPy embedding uses the 58 features which are commonly used in publications that use the [XenonPy package](. \ No newline at end of file +The XenonPy embedding uses the 58 features which are commonly used in publications that use the [XenonPy package](https://github.com/yoshida-lab/XenonPy). +See the following publications: +* [Representation of materials by kernel mean embedding](https://journals.aps.org/prb/abstract/10.1103/PhysRevB.108.134107) +* [Crystal structure prediction with machine learning-based element substitution](https://www.sciencedirect.com/science/article/pii/S0927025622002555) From f5a0be9aa0b2d374a14c6cc67cbdbbc18e51d6b5 Mon Sep 17 00:00:00 2001 From: Anthony Onwuli <30937913+AntObi@users.noreply.github.com> Date: Mon, 3 Jun 2024 12:32:20 +0100 Subject: [PATCH 10/10] Add typing-extensions to setup.py requirements --- setup.py | 1 + 1 file changed, 1 insertion(+) diff --git a/setup.py b/setup.py index 56b2ee0..0adfb80 100644 --- a/setup.py +++ b/setup.py @@ -37,6 +37,7 @@ "umap-learn>=0.5.3", "adjustText>=0.8", "openTSNE>=1.0.0", + "typing-extensions", ], extras_require={ "dev": [