{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Collinear spin and magnetic systems\n",
    "\n",
    "In this example we consider iron in the BCC phase.\n",
    "To show that this material is ferromagnetic we will model it once\n",
    "allowing collinear spin polarization and once without\n",
    "and compare the resulting SCF energies. In particular\n",
    "the ground state can only be found if collinear spins are allowed.\n",
    "\n",
    "First we setup BCC iron without spin polarization\n",
    "using a single iron atom inside the unit cell."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "1-element Vector{Vector{Float64}}:\n [0.0, 0.0, 0.0]"
     },
     "metadata": {},
     "execution_count": 1
    }
   ],
   "cell_type": "code",
   "source": [
    "using DFTK\n",
    "\n",
    "a = 5.42352  # Bohr\n",
    "lattice = a / 2 * [[-1  1  1];\n",
    "                   [ 1 -1  1];\n",
    "                   [ 1  1 -1]]\n",
    "atoms     = [ElementPsp(:Fe, psp=load_psp(\"hgh/lda/Fe-q8.hgh\"))]\n",
    "positions = [zeros(3)]"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "To get the ground-state energy we use an LDA model and rather moderate\n",
    "discretisation parameters."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n     Energy            log10(ΔE)   log10(Δρ)   Diag\n",
      "---   ---------------   ---------   ---------   ----\n",
      "  1   -16.65012258459                   -0.48    5.2\n",
      "  2   -16.65073338854       -3.21       -1.01    1.0\n",
      "  3   -16.65081793023       -4.07       -2.31    1.5\n",
      "  4   -16.65082463711       -5.17       -2.85    3.8\n",
      "  5   -16.65082470126       -7.19       -3.44    2.2\n"
     ]
    }
   ],
   "cell_type": "code",
   "source": [
    "kgrid = [3, 3, 3]  # k-point grid (Regular Monkhorst-Pack grid)\n",
    "Ecut = 15          # kinetic energy cutoff in Hartree\n",
    "model_nospin = model_LDA(lattice, atoms, positions, temperature=0.01)\n",
    "basis_nospin = PlaneWaveBasis(model_nospin; kgrid, Ecut)\n",
    "\n",
    "scfres_nospin = self_consistent_field(basis_nospin; tol=1e-6, mixing=KerkerDosMixing());"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Energy breakdown (in Ha):\n    Kinetic             15.9211401\n    AtomicLocal         -5.0695086\n    AtomicNonlocal      -5.2203783\n    Ewald               -21.4723040\n    PspCorrection       1.8758831 \n    Hartree             0.7793961 \n    Xc                  -3.4467650\n    Entropy             -0.0182881\n\n    total               -16.650824701255"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "scfres_nospin.energies"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "Since we did not specify any initial magnetic moment on the iron atom,\n",
    "DFTK will automatically assume that a calculation with only spin-paired\n",
    "electrons should be performed. As a result the obtained ground state\n",
    "features no spin-polarization."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Now we repeat the calculation, but give the iron atom an initial magnetic moment.\n",
    "For specifying the magnetic moment pass the desired excess of spin-up over spin-down\n",
    "electrons at each centre to the `Model` and the guess density functions.\n",
    "In this case we seek the state with as many spin-parallel\n",
    "``d``-electrons as possible. In our pseudopotential model the 8 valence\n",
    "electrons are 2 pair of ``s``-electrons, 1 pair of ``d``-electrons\n",
    "and 4 unpaired ``d``-electrons giving a desired magnetic moment of `4` at the iron centre.\n",
    "The structure (i.e. pair mapping and order) of the `magnetic_moments` array needs to agree\n",
    "with the `atoms` array and `0` magnetic moments need to be specified as well."
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "magnetic_moments = [4];"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "!!! tip \"Units of the magnetisation and magnetic moments in DFTK\"\n",
    "    Unlike all other quantities magnetisation and magnetic moments in DFTK\n",
    "    are given in units of the Bohr magneton ``μ_B``, which in atomic units has the\n",
    "    value ``\\frac{1}{2}``. Since ``μ_B`` is (roughly) the magnetic moment of\n",
    "    a single electron the advantage is that one can directly think of these\n",
    "    quantities as the excess of spin-up electrons or spin-up electron density.\n",
    "\n",
    "We repeat the calculation using the same model as before. DFTK now detects\n",
    "the non-zero moment and switches to a collinear calculation."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n     Energy            log10(ΔE)   log10(Δρ)   Magnet   Diag\n",
      "---   ---------------   ---------   ---------   ------   ----\n",
      "  1   -16.66198003403                   -0.51    2.617    4.4\n",
      "  2   -16.66832467229       -2.20       -1.08    2.449    1.1\n",
      "  3   -16.66905448052       -3.14       -2.05    2.345    2.2\n",
      "  4   -16.66909659324       -4.38       -2.54    2.312    2.2\n",
      "  5   -16.66910301303       -5.19       -2.86    2.297    1.6\n",
      "  6   -16.66910443269       -5.85       -3.60    2.286    1.4\n",
      "  7   -16.66910446109       -7.55       -3.91    2.286    3.8\n"
     ]
    }
   ],
   "cell_type": "code",
   "source": [
    "model = model_LDA(lattice, atoms, positions; magnetic_moments, temperature=0.01)\n",
    "basis = PlaneWaveBasis(model; Ecut, kgrid)\n",
    "ρ0 = guess_density(basis, magnetic_moments)\n",
    "scfres = self_consistent_field(basis, tol=1e-6; ρ=ρ0, mixing=KerkerDosMixing());"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Energy breakdown (in Ha):\n    Kinetic             16.2944738\n    AtomicLocal         -5.2225710\n    AtomicNonlocal      -5.4098891\n    Ewald               -21.4723040\n    PspCorrection       1.8758831 \n    Hartree             0.8191494 \n    Xc                  -3.5406864\n    Entropy             -0.0131601\n\n    total               -16.669104461094"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "cell_type": "code",
   "source": [
    "scfres.energies"
   ],
   "metadata": {},
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "!!! note \"Model and magnetic moments\"\n",
    "    DFTK does not store the `magnetic_moments` inside the `Model`, but only uses them\n",
    "    to determine the lattice symmetries. This step was taken to keep `Model`\n",
    "    (which contains the physical model) independent of the details of the numerical details\n",
    "    such as the initial guess for the spin density.\n",
    "\n",
    "In direct comparison we notice the first, spin-paired calculation to be\n",
    "a little higher in energy"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No magnetization: -16.650824701255225\n",
      "Magnetic case:    -16.66910446109382\n",
      "Difference:       -0.01827975983859531\n"
     ]
    }
   ],
   "cell_type": "code",
   "source": [
    "println(\"No magnetization: \", scfres_nospin.energies.total)\n",
    "println(\"Magnetic case:    \", scfres.energies.total)\n",
    "println(\"Difference:       \", scfres.energies.total - scfres_nospin.energies.total);"
   ],
   "metadata": {},
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "source": [
    "Notice that with the small cutoffs we use to generate the online\n",
    "documentation the calculation is far from converged.\n",
    "With more realistic parameters a larger energy difference of about\n",
    "0.1 Hartree is obtained."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "The spin polarization in the magnetic case is visible if we\n",
    "consider the occupation of the spin-up and spin-down Kohn-Sham orbitals.\n",
    "Especially for the ``d``-orbitals these differ rather drastically.\n",
    "For example for the first ``k``-point:"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(scfres.occupation[iup])[1:7] = [1.0, 0.9999987822057741, 0.9999987822057737, 0.999998782205773, 0.9582276496819255, 0.9582276496815275, 1.1272536696453396e-29]\n",
      "(scfres.occupation[idown])[1:7] = [1.0, 0.843573447769771, 0.843573447985772, 0.8435734478493384, 8.117455089582969e-6, 8.11745508958216e-6, 1.625155209185423e-32]\n"
     ]
    }
   ],
   "cell_type": "code",
   "source": [
    "iup   = 1\n",
    "idown = iup + length(scfres.basis.kpoints) ÷ 2\n",
    "@show scfres.occupation[iup][1:7]\n",
    "@show scfres.occupation[idown][1:7];"
   ],
   "metadata": {},
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "source": [
    "Similarly the eigenvalues differ"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(scfres.eigenvalues[iup])[1:7] = [-0.0693618539150093, 0.3568856332874789, 0.35688563329182155, 0.35688563329728995, 0.46174180723354075, 0.46174180723364017, 1.1596221486134588]\n",
      "(scfres.eigenvalues[idown])[1:7] = [-0.03125943440218139, 0.47621971070019375, 0.47621971068382474, 0.47621971069416397, 0.6102851720626807, 0.6102851720626817, 1.2250415110947248]\n"
     ]
    }
   ],
   "cell_type": "code",
   "source": [
    "@show scfres.eigenvalues[iup][1:7]\n",
    "@show scfres.eigenvalues[idown][1:7];"
   ],
   "metadata": {},
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "source": [
    "!!! note \"k-points in collinear calculations\"\n",
    "    For collinear calculations the `kpoints` field of the `PlaneWaveBasis` object contains\n",
    "    each ``k``-point coordinate twice, once associated with spin-up and once with down-down.\n",
    "    The list first contains all spin-up ``k``-points and then all spin-down ``k``-points,\n",
    "    such that `iup` and `idown` index the same ``k``-point, but differing spins."
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "We can observe the spin-polarization by looking at the density of states (DOS)\n",
    "around the Fermi level, where the spin-up and spin-down DOS differ."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=3}",
      "image/png": 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       "  287.939,1445.72 290.027,1445.72 292.115,1445.72 294.203,1445.72 296.291,1445.72 298.379,1445.72 300.467,1445.72 302.554,1445.72 304.642,1445.72 306.73,1445.72 \n",
       "  308.818,1445.72 310.906,1445.72 312.994,1445.72 315.081,1445.72 317.169,1445.72 319.257,1445.72 321.345,1445.72 323.433,1445.72 325.521,1445.72 327.609,1445.72 \n",
       "  329.696,1445.72 331.784,1445.72 333.872,1445.72 335.96,1445.72 338.048,1445.72 340.136,1445.72 342.223,1445.72 344.311,1445.72 346.399,1445.72 348.487,1445.72 \n",
       "  350.575,1445.72 352.663,1445.72 354.751,1445.72 356.838,1445.72 358.926,1445.72 361.014,1445.72 363.102,1445.72 365.19,1445.72 367.278,1445.72 369.365,1445.72 \n",
       "  371.453,1445.72 373.541,1445.72 375.629,1445.72 377.717,1445.72 379.805,1445.72 381.893,1445.72 383.98,1445.72 386.068,1445.72 388.156,1445.72 390.244,1445.72 \n",
       "  392.332,1445.72 394.42,1445.72 396.507,1445.72 398.595,1445.72 400.683,1445.72 402.771,1445.72 404.859,1445.72 406.947,1445.72 409.035,1445.72 411.122,1445.72 \n",
       "  413.21,1445.72 415.298,1445.72 417.386,1445.72 419.474,1445.72 421.562,1445.72 423.649,1445.72 425.737,1445.72 427.825,1445.72 429.913,1445.72 432.001,1445.72 \n",
       "  434.089,1445.72 436.177,1445.72 438.264,1445.72 440.352,1445.72 442.44,1445.72 444.528,1445.72 446.616,1445.72 448.704,1445.72 450.791,1445.72 452.879,1445.72 \n",
       "  454.967,1445.72 457.055,1445.72 459.143,1445.72 461.231,1445.72 463.318,1445.72 465.406,1445.72 467.494,1445.72 469.582,1445.72 471.67,1445.72 473.758,1445.72 \n",
       "  475.846,1445.71 477.933,1445.71 480.021,1445.71 482.109,1445.71 484.197,1445.71 486.285,1445.71 488.373,1445.71 490.46,1445.71 492.548,1445.71 494.636,1445.7 \n",
       "  496.724,1445.7 498.812,1445.7 500.9,1445.69 502.988,1445.68 505.075,1445.67 507.163,1445.65 509.251,1445.63 511.339,1445.6 513.427,1445.56 515.515,1445.5 \n",
       "  517.602,1445.43 519.69,1445.34 521.778,1445.21 523.866,1445.04 525.954,1444.81 528.042,1444.51 530.13,1444.11 532.217,1443.59 534.305,1442.89 536.393,1441.99 \n",
       "  538.481,1440.83 540.569,1439.35 542.657,1437.48 544.744,1435.2 546.832,1432.47 548.92,1429.33 551.008,1425.9 553.096,1422.4 555.184,1419.13 557.272,1416.49 \n",
       "  559.359,1414.85 561.447,1414.46 563.535,1415.39 565.623,1417.48 567.711,1420.42 569.799,1423.83 571.886,1427.34 573.974,1430.66 576.062,1433.64 578.15,1436.18 \n",
       "  580.238,1438.29 582.326,1439.98 584.414,1441.32 586.501,1442.36 588.589,1443.16 590.677,1443.76 592.765,1444.21 594.853,1444.54 596.941,1444.78 599.028,1444.93 \n",
       "  601.116,1445.02 603.204,1445.05 605.292,1445.02 607.38,1444.94 609.468,1444.78 611.556,1444.55 613.643,1444.21 615.731,1443.75 617.819,1443.12 619.907,1442.26 \n",
       "  621.995,1441.12 624.083,1439.58 626.17,1437.52 628.258,1434.79 630.346,1431.15 632.434,1426.33 634.522,1419.97 636.61,1411.62 638.698,1400.74 640.785,1386.69 \n",
       "  642.873,1368.78 644.961,1346.31 647.049,1318.73 649.137,1285.85 651.225,1248.09 653.312,1206.89 655.4,1164.85 657.488,1125.82 659.576,1094.42 661.664,1075.05 \n",
       "  663.752,1070.76 665.839,1082.26 667.927,1107.67 670.015,1143.18 672.103,1184.12 674.191,1226.17 676.279,1266.01 678.367,1301.6 680.454,1332 682.542,1357.12 \n",
       "  684.63,1377.34 686.718,1393.29 688.806,1405.68 690.894,1415.16 692.981,1422.32 695.069,1427.65 697.157,1431.52 699.245,1434.22 701.333,1435.97 703.421,1436.9 \n",
       "  705.509,1437.09 707.596,1436.55 709.684,1435.25 711.772,1433.1 713.86,1429.94 715.948,1425.57 718.036,1419.72 720.123,1412.07 722.211,1402.29 724.299,1390.04 \n",
       "  726.387,1375.12 728.475,1357.52 730.563,1337.64 732.651,1316.42 734.738,1295.39 736.826,1276.65 738.914,1262.49 741.002,1254.86 743.09,1254.74 745.178,1261.87 \n",
       "  747.265,1274.7 749.353,1290.89 751.441,1307.89 753.529,1323.36 755.617,1335.51 757.705,1343 759.793,1344.88 761.88,1340.32 763.968,1328.53 766.056,1308.58 \n",
       "  768.144,1279.42 770.232,1239.93 772.32,1189.15 774.407,1126.65 776.495,1053.05 778.583,970.684 780.671,884.058 782.759,799.974 784.847,726.8 786.935,672.843 \n",
       "  789.022,644.121 791.11,642.396 793.198,664.409 795.286,702.744 797.374,747.91 799.462,790.765 801.549,824.415 803.637,845.22 805.725,852.962 807.813,850.385 \n",
       "  809.901,842.36 811.989,834.837 814.077,833.715 816.164,843.749 818.252,867.625 820.34,905.398 822.428,954.533 824.516,1010.61 826.604,1068.44 828.691,1123.17 \n",
       "  830.779,1171.03 832.867,1209.49 834.955,1237.19 837.043,1253.52 839.131,1258.38 841.219,1251.92 843.306,1234.56 845.394,1207.11 847.482,1171.08 849.57,1129 \n",
       "  851.658,1084.62 853.746,1042.86 855.833,1009.15 857.921,988.398 860.009,983.839 862.097,996.191 864.185,1023.59 866.273,1062.24 868.36,1107.4 870.448,1154.4 \n",
       "  872.536,1199.33 874.624,1239.34 876.712,1272.66 878.8,1298.38 880.888,1316.15 882.975,1325.95 885.063,1327.79 887.151,1321.65 889.239,1307.44 891.327,1285.06 \n",
       "  893.415,1254.59 895.502,1216.57 897.59,1172.33 899.678,1124.21 901.766,1075.58 903.854,1030.37 905.942,992.153 908.03,962.939 910.117,942.256 912.205,926.983 \n",
       "  914.293,912.136 916.381,892.309 918.469,863.249 920.557,823.073 922.644,772.863 924.732,716.502 926.82,659.689 928.908,608.269 930.996,566.369 933.084,535.053 \n",
       "  935.172,512.093 937.259,492.856 939.347,471.735 941.435,443.489 943.523,404.253 945.611,352.413 947.699,289.526 949.786,221.101 951.874,156.618 953.962,108.209 \n",
       "  956.05,87.9763 958.138,104.755 960.226,161.608 962.314,255.075 964.401,376.362 966.489,513.793 968.577,655.523 970.665,791.629 972.753,915.207 974.841,1022.48 \n",
       "  976.928,1112.28 979.016,1185.21 981.104,1242.94 983.192,1287.52 985.28,1321.03 987.368,1345.31 989.456,1361.89 991.543,1371.9 993.631,1376.14 995.719,1375.11 \n",
       "  997.807,1369.06 999.895,1358.11 1001.98,1342.36 1004.07,1322.15 1006.16,1298.19 1008.25,1271.89 1010.33,1245.42 1012.42,1221.67 1014.51,1203.83 1016.6,1194.68 \n",
       "  1018.69,1195.79 1020.77,1207.06 1022.86,1226.72 1024.95,1251.95 1027.04,1279.65 1029.12,1307.1 1031.21,1332.37 1033.3,1354.33 1035.39,1372.53 1037.48,1386.96 \n",
       "  1039.56,1397.86 1041.65,1405.54 1043.74,1410.31 1045.83,1412.36 1047.92,1411.77 1050,1408.46 1052.09,1402.18 1054.18,1392.52 1056.27,1378.87 1058.35,1360.51 \n",
       "  1060.44,1336.57 1062.53,1306.22 1064.62,1268.83 1066.71,1224.26 1068.79,1173.31 1070.88,1118.1 1072.97,1062.42 1075.06,1011.6 1077.15,971.849 1079.23,948.89 \n",
       "  1081.32,946.37 1083.41,964.697 1085.5,1000.9 1087.58,1049.6 1089.67,1104.56 1091.76,1160.14 1093.85,1212.15 1095.94,1258.07 1098.02,1296.82 1100.11,1328.33 \n",
       "  1102.2,1353.11 1104.29,1371.92 1106.37,1385.55 1108.46,1394.7 1110.55,1399.89 1112.64,1401.44 1114.73,1399.47 1116.81,1393.88 1118.9,1384.39 1120.99,1370.55 \n",
       "  1123.08,1351.81 1125.17,1327.62 1127.25,1297.61 1129.34,1261.84 1131.43,1221.11 1133.52,1177.3 1135.6,1133.47 1137.69,1093.7 1139.78,1062.36 1141.87,1043.03 \n",
       "  1143.96,1037.27 1146.04,1044.03 1148.13,1059.75 1150.22,1079.38 1152.31,1097.61 1154.4,1110.05 1156.48,1113.9 1158.57,1108.34 1160.66,1094.56 1162.75,1075.7 \n",
       "  1164.83,1056.39 1166.92,1041.96 1169.01,1037.3 1171.1,1045.55 1173.19,1067.28 1175.27,1100.46 1177.36,1141.3 1179.45,1185.38 1181.54,1228.78 1183.63,1268.65 \n",
       "  1185.71,1303.34 1187.8,1332.19 1189.89,1355.24 1191.98,1372.93 1194.06,1385.8 1196.15,1394.4 1198.24,1399.19 1200.33,1400.46 1202.42,1398.39 1204.5,1393 \n",
       "  1206.59,1384.28 1208.68,1372.21 1210.77,1356.92 1212.85,1338.86 1214.94,1318.97 1217.03,1298.76 1219.12,1280.33 1221.21,1266.03 1223.29,1258.02 1225.38,1257.61 \n",
       "  1227.47,1264.91 1229.56,1278.73 1231.65,1297.01 1233.73,1317.41 1235.82,1337.79 1237.91,1356.61 1240,1372.88 1242.08,1386.18 1244.17,1396.38 1246.26,1403.57 \n",
       "  1248.35,1407.88 1250.44,1409.37 1252.52,1408.02 1254.61,1403.63 1256.7,1395.85 1258.79,1384.08 1260.88,1367.48 1262.96,1344.96 1265.05,1315.18 1267.14,1276.6 \n",
       "  1269.23,1227.58 1271.31,1166.65 1273.4,1092.9 1275.49,1006.51 1277.58,909.458 1279.67,806.053 1281.75,703.233 1283.84,610.135 1285.93,536.838 1288.02,492.423 \n",
       "  1290.11,482.87 1292.19,509.537 1294.28,568.788 1296.37,652.94 1298.46,752.147 1300.54,856.53 1302.63,957.864 1304.72,1050.45 1306.81,1131.16 1308.9,1199.01 \n",
       "  1310.98,1254.45 1313.07,1298.77 1315.16,1333.61 1317.25,1360.65 1319.34,1381.44 1321.42,1397.29 1323.51,1409.33 1325.6,1418.42 1327.69,1425.26 1329.77,1430.41 \n",
       "  1331.86,1434.27 1333.95,1437.16 1336.04,1439.32 1338.13,1440.94 1340.21,1442.15 1342.3,1443.05 1344.39,1443.73 1346.48,1444.23 1348.56,1444.61 1350.65,1444.89 \n",
       "  1352.74,1445.09 1354.83,1445.25 1356.92,1445.36 1359,1445.45 1361.09,1445.51 1363.18,1445.56 1365.27,1445.59 1367.36,1445.6 1369.44,1445.61 1371.53,1445.61 \n",
       "  1373.62,1445.61 1375.71,1445.59 1377.79,1445.56 1379.88,1445.52 1381.97,1445.46 1384.06,1445.37 1386.15,1445.26 1388.23,1445.11 1390.32,1444.91 1392.41,1444.64 \n",
       "  1394.5,1444.28 1396.59,1443.79 1398.67,1443.14 1400.76,1442.27 1402.85,1441.11 1404.94,1439.57 1407.02,1437.52 1409.11,1434.81 1411.2,1431.23 1413.29,1426.54 \n",
       "  1415.38,1420.42 1417.46,1412.53 1419.55,1402.45 1421.64,1389.79 1423.73,1374.19 1425.82,1355.42 1427.9,1333.54 1429.99,1308.94 1432.08,1282.49 1434.17,1255.53 \n",
       "  1436.25,1229.76 1438.34,1207.08 1440.43,1189.39 1442.52,1178.3 1444.61,1174.87 1446.69,1179.31 1448.78,1190.78 1450.87,1207.41 1452.96,1226.71 1455.05,1246.14 \n",
       "  1457.13,1263.66 1459.22,1278.11 1461.31,1289.32 1463.4,1298 1465.48,1305.4 1467.57,1312.94 1469.66,1321.75 1471.75,1332.36 1473.84,1344.64 1475.92,1357.93 \n",
       "  1478.01,1371.36 1480.1,1384.09 1482.19,1395.51 1484.27,1405.28 1486.36,1413.27 1488.45,1419.52 1490.54,1424.16 1492.63,1427.32 1494.71,1429.13 1496.8,1429.64 \n",
       "  1498.89,1428.86 1500.98,1426.71 1503.07,1422.99 1505.15,1417.44 1507.24,1409.66 1509.33,1399.1 1511.42,1385.13 1513.5,1366.96 1515.59,1343.76 1517.68,1314.74 \n",
       "  1519.77,1279.29 1521.86,1237.32 1523.94,1189.51 1526.03,1137.67 1528.12,1084.89 1530.21,1035.36 1532.3,993.656 1534.38,963.817 1536.47,948.346 1538.56,947.778 \n",
       "  1540.65,960.927 1542.73,985.577 1544.82,1019.13 1546.91,1058.93 1549,1102.24 1551.09,1146.26 1553.17,1188.26 1555.26,1225.84 1557.35,1257.1 1559.44,1280.74 \n",
       "  1561.53,1295.9 1563.61,1301.99 1565.7,1298.44 1567.79,1284.54 1569.88,1259.37 1571.96,1221.78 1574.05,1170.56 1576.14,1104.77 1578.23,1024.26 1580.32,930.387 \n",
       "  1582.4,826.736 1584.49,719.659 1586.58,618.069 1588.67,532.192 1590.75,471.271 1592.84,440.945 1594.93,441.522 1597.02,468.144 1599.11,512.879 1601.19,567.677 \n",
       "  1603.28,626.802 1605.37,687.758 1607.46,750.623 1609.55,816.414 1611.63,885.466 1613.72,956.587 1615.81,1027.21 1617.9,1094.19 1619.98,1154.67 1622.07,1206.65 \n",
       "  1624.16,1249.1 1626.25,1281.82 1628.34,1305.11 1630.42,1319.5 1632.51,1325.62 1634.6,1324.06 1636.69,1315.46 1638.78,1300.63 1640.86,1280.76 1642.95,1257.67 \n",
       "  1645.04,1233.88 1647.13,1212.57 1649.21,1197.05 1651.3,1190.07 1653.39,1193.1 1655.48,1205.83 1657.57,1226.33 1659.65,1251.69 1661.74,1278.79 1663.83,1304.96 \n",
       "  1665.92,1328.28 1668.01,1347.59 1670.09,1362.36 1672.18,1372.4 1674.27,1377.68 1676.36,1378.18 1678.44,1373.79 1680.53,1364.22 1682.62,1349.08 1684.71,1327.89 \n",
       "  1686.8,1300.26 1688.88,1266.08 1690.97,1225.84 1693.06,1181.03 1695.15,1134.35 1697.24,1089.77 1699.32,1052.09 1701.41,1026.02 1703.5,1014.92 1705.59,1019.83 \n",
       "  1707.67,1039.14 1709.76,1069.26 1711.85,1105.76 1713.94,1144.59 1716.03,1182.79 1718.11,1218.56 1720.2,1251.01 1722.29,1279.7 1724.38,1304.3 1726.46,1324.51 \n",
       "  1728.55,1340 1730.64,1350.47 1732.73,1355.63 1734.82,1355.2 1736.9,1348.86 1738.99,1336.23 1741.08,1316.94 1743.17,1290.77 1745.26,1257.8 1747.34,1218.79 \n",
       "  1749.43,1175.46 1751.52,1130.7 1753.61,1088.42 1755.69,1053.06 1757.78,1028.46 1759.87,1016.78 1761.96,1017.77 1764.05,1028.87 1766.13,1046.18 1768.22,1065.81 \n",
       "  1770.31,1085.02 1772.4,1102.74 1774.49,1119.44 1776.57,1136.32 1778.66,1154.49 1780.75,1174.16 1782.84,1194.47 1784.92,1213.7 1787.01,1229.9 1789.1,1241.41 \n",
       "  1791.19,1247.38 1793.28,1247.94 1795.36,1244.27 1797.45,1238.46 1799.54,1233.18 1801.63,1231.13 1803.72,1234.35 1805.8,1243.68 1807.89,1258.61 1809.98,1277.49 \n",
       "  1812.07,1298.12 1814.15,1318.31 1816.24,1336.25 1818.33,1350.67 1820.42,1360.78 1822.51,1366.07 1824.59,1366.16 1826.68,1360.62 1828.77,1348.91 1830.86,1330.29 \n",
       "  1832.95,1303.85 1835.03,1268.6 1837.12,1223.65 1839.21,1168.54 1841.3,1103.62 1843.38,1030.54 1845.47,952.54 1847.56,874.417 1849.65,801.912 1851.74,740.569 \n",
       "  1853.82,694.474 1855.91,665.478 1858,653.301 1860.09,656.307 1862.17,672.311 1864.26,698.882 1866.35,733.175 1868.44,771.805 1870.53,811.18 1872.61,848.28 \n",
       "  1874.7,881.385 1876.79,910.302 1878.88,935.869 1880.97,959.022 1883.05,979.921 1885.14,997.624 1887.23,1010.48 1889.32,1017 1891.4,1016.85 1893.49,1011.48 \n",
       "  1895.58,1004.25 1897.67,999.771 1899.76,1002.78 1901.84,1016.75 1903.93,1042.8 1906.02,1079.5 1908.11,1123.49 1910.2,1170.62 1912.28,1217.03 1914.37,1259.88 \n",
       "  1916.46,1297.52 1918.55,1329.31 1920.63,1355.37 1922.72,1376.26 1924.81,1392.7 1926.9,1405.47 1928.99,1415.3 1931.07,1422.8 1933.16,1428.49 1935.25,1432.79 \n",
       "  1937.34,1436.03 1939.43,1438.47 1941.51,1440.3 1943.6,1441.66 1945.69,1442.69 1947.78,1443.45 1949.86,1444.03 1951.95,1444.46 1954.04,1444.77 1956.13,1445.01 \n",
       "  1958.22,1445.19 1960.3,1445.32 1962.39,1445.42 1964.48,1445.5 1966.57,1445.55 1968.65,1445.59 1970.74,1445.63 1972.83,1445.65 1974.92,1445.67 1977.01,1445.68 \n",
       "  1979.09,1445.69 1981.18,1445.69 1983.27,1445.7 1985.36,1445.7 1987.45,1445.71 1989.53,1445.71 1991.62,1445.71 1993.71,1445.71 1995.8,1445.71 1997.88,1445.71 \n",
       "  1999.97,1445.71 2002.06,1445.71 2004.15,1445.71 2006.24,1445.72 2008.32,1445.72 2010.41,1445.72 2012.5,1445.72 2014.59,1445.72 2016.68,1445.72 2018.76,1445.72 \n",
       "  2020.85,1445.72 2022.94,1445.72 2025.03,1445.72 2027.11,1445.72 2029.2,1445.72 2031.29,1445.72 2033.38,1445.72 2035.47,1445.72 2037.55,1445.72 2039.64,1445.72 \n",
       "  2041.73,1445.72 2043.82,1445.72 2045.91,1445.72 2047.99,1445.72 2050.08,1445.72 2052.17,1445.72 2054.26,1445.72 2056.34,1445.72 2058.43,1445.72 2060.52,1445.72 \n",
       "  2062.61,1445.72 2064.7,1445.72 2066.78,1445.72 2068.87,1445.72 2070.96,1445.72 2073.05,1445.72 2075.14,1445.72 2077.22,1445.72 2079.31,1445.72 2081.4,1445.72 \n",
       "  2083.49,1445.72 2085.57,1445.72 2087.66,1445.72 2089.75,1445.72 2091.84,1445.72 2093.93,1445.72 2096.01,1445.72 2098.1,1445.72 2100.19,1445.72 2102.28,1445.72 \n",
       "  2104.36,1445.72 2106.45,1445.72 2108.54,1445.72 2110.63,1445.72 2112.72,1445.72 2114.8,1445.72 2116.89,1445.72 2118.98,1445.72 2121.07,1445.72 2123.16,1445.72 \n",
       "  2125.24,1445.72 2127.33,1445.72 2129.42,1445.72 2131.51,1445.72 2133.59,1445.72 2135.68,1445.72 2137.77,1445.72 2139.86,1445.72 2141.95,1445.72 2144.03,1445.72 \n",
       "  2146.12,1445.72 2148.21,1445.72 2150.3,1445.72 2152.39,1445.72 2154.47,1445.72 2156.56,1445.72 2158.65,1445.72 2160.74,1445.72 2162.82,1445.72 2164.91,1445.72 \n",
       "  2167,1445.72 2169.09,1445.72 2171.18,1445.72 2173.26,1445.72 2175.35,1445.72 2177.44,1445.72 2179.53,1445.72 2181.62,1445.72 2183.7,1445.72 2185.79,1445.72 \n",
       "  2187.88,1445.72 2189.97,1445.72 2192.05,1445.72 2194.14,1445.72 2196.23,1445.72 2198.32,1445.72 2200.41,1445.72 2202.49,1445.72 2204.58,1445.72 2206.67,1445.72 \n",
       "  2208.76,1445.72 2210.85,1445.72 2212.93,1445.72 2215.02,1445.72 2217.11,1445.72 2219.2,1445.72 2221.28,1445.72 2223.37,1445.72 2225.46,1445.72 2227.55,1445.72 \n",
       "  2229.64,1445.72 2231.72,1445.72 2233.81,1445.72 2235.9,1445.72 2237.99,1445.72 2240.07,1445.72 2242.16,1445.72 2244.25,1445.72 2246.34,1445.72 2248.43,1445.72 \n",
       "  2250.51,1445.72 2252.6,1445.72 2254.69,1445.72 2256.78,1445.72 2258.87,1445.72 2260.95,1445.72 2263.04,1445.72 2265.13,1445.72 2267.22,1445.72 2269.3,1445.72 \n",
       "  2271.39,1445.72 2273.48,1445.72 2275.57,1445.72 2277.66,1445.72 2279.74,1445.72 2281.83,1445.72 2283.92,1445.72 2286.01,1445.72 2288.1,1445.72 2290.18,1445.72 \n",
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       "  684.63,1186.23 686.718,1145.12 688.806,1109.23 690.894,1083.21 692.981,1070.97 695.069,1074.48 697.157,1093.16 699.245,1124.07 701.333,1162.83 703.421,1204.81 \n",
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       "  1227.47,1043.9 1229.56,1043.16 1231.65,1036.22 1233.73,1025.73 1235.82,1016.11 1237.91,1012.37 1240,1018.75 1242.08,1037.44 1244.17,1067.98 1246.26,1107.59 \n",
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       "  1269.23,1379.21 1271.31,1373.67 1273.4,1363.96 1275.49,1350.37 1277.58,1333.47 1279.67,1314.28 1281.75,1294.37 1283.84,1275.85 1285.93,1261.08 1288.02,1252.16 \n",
       "  1290.11,1250.35 1292.19,1255.63 1294.28,1266.66 1296.37,1281.16 1298.46,1296.48 1300.54,1310.12 1302.63,1320 1304.72,1324.57 1306.81,1322.63 1308.9,1313.23 \n",
       "  1310.98,1295.53 1313.07,1268.81 1315.16,1232.5 1317.25,1186.47 1319.34,1131.27 1321.42,1068.49 1323.51,1000.86 1325.6,932.14 1327.69,866.467 1329.77,807.53 \n",
       "  1331.86,757.849 1333.95,718.614 1336.04,690.207 1338.13,673.022 1340.21,668.053 1342.3,676.869 1344.39,701.003 1346.48,741.068 1348.56,795.997 1350.65,862.78 \n",
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       "  1394.5,1443.04 1396.59,1443.72 1398.67,1444.22 1400.76,1444.6 1402.85,1444.88 1404.94,1445.09 1407.02,1445.24 1409.11,1445.36 1411.2,1445.44 1413.29,1445.5 \n",
       "  1415.38,1445.55 1417.46,1445.57 1419.55,1445.59 1421.64,1445.59 1423.73,1445.59 1425.82,1445.57 1427.9,1445.54 1429.99,1445.49 1432.08,1445.43 1434.17,1445.34 \n",
       "  1436.25,1445.22 1438.34,1445.06 1440.43,1444.84 1442.52,1444.54 1444.61,1444.15 1446.69,1443.62 1448.78,1442.92 1450.87,1441.99 1452.96,1440.76 1455.05,1439.12 \n",
       "  1457.13,1436.97 1459.22,1434.16 1461.31,1430.51 1463.4,1425.83 1465.48,1419.92 1467.57,1412.57 1469.66,1403.68 1471.75,1393.23 1473.84,1381.44 1475.92,1368.8 \n",
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       "  1874.7,1346.36 1876.79,1326.32 1878.88,1297.81 1880.97,1259.6 1883.05,1210.42 1885.14,1149.3 1887.23,1076.04 1889.32,991.811 1891.4,899.814 1893.49,805.675 \n",
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       "  1979.09,1212.84 1981.18,1254.02 1983.27,1291.29 1985.36,1323.46 1987.45,1350.25 1989.53,1371.98 1991.62,1389.23 1993.71,1402.73 1995.8,1413.16 1997.88,1421.15 \n",
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       "  809.901,842.36 811.989,834.837 814.077,833.715 816.164,843.749 818.252,867.625 820.34,905.398 822.428,954.533 824.516,1010.61 826.604,1068.44 828.691,1123.17 \n",
       "  830.779,1171.03 832.867,1209.49 834.955,1237.19 837.043,1253.52 839.131,1258.38 841.219,1251.92 843.306,1234.56 845.394,1207.11 847.482,1171.08 849.57,1129 \n",
       "  851.658,1084.62 853.746,1042.86 855.833,1009.15 857.921,988.398 860.009,983.839 862.097,996.191 864.185,1023.59 866.273,1062.24 868.36,1107.4 870.448,1154.4 \n",
       "  872.536,1199.33 874.624,1239.34 876.712,1272.66 878.8,1298.38 880.888,1316.15 882.975,1325.95 885.063,1327.79 887.151,1321.65 889.239,1307.44 891.327,1285.06 \n",
       "  893.415,1254.59 895.502,1216.57 897.59,1172.33 899.678,1124.21 901.766,1075.58 903.854,1030.37 905.942,992.153 908.03,962.939 910.117,942.256 912.205,926.983 \n",
       "  914.293,912.136 916.381,892.309 918.469,863.249 920.557,823.073 922.644,772.863 924.732,716.502 926.82,659.689 928.908,608.269 930.996,566.369 933.084,535.053 \n",
       "  935.172,512.093 937.259,492.856 939.347,471.735 941.435,443.489 943.523,404.253 945.611,352.413 947.699,289.526 949.786,221.101 951.874,156.618 953.962,108.209 \n",
       "  956.05,87.9763 958.138,104.755 960.226,161.608 962.314,255.075 964.401,376.362 966.489,513.793 968.577,655.523 970.665,791.629 972.753,915.207 974.841,1022.48 \n",
       "  976.928,1112.28 979.016,1185.21 981.104,1242.94 983.192,1287.52 985.28,1321.03 987.368,1345.31 989.456,1361.89 991.543,1371.9 993.631,1376.14 995.719,1375.11 \n",
       "  997.807,1369.06 999.895,1358.11 1001.98,1342.36 1004.07,1322.15 1006.16,1298.19 1008.25,1271.89 1010.33,1245.42 1012.42,1221.67 1014.51,1203.83 1016.6,1194.68 \n",
       "  1018.69,1195.79 1020.77,1207.06 1022.86,1226.72 1024.95,1251.95 1027.04,1279.65 1029.12,1307.1 1031.21,1332.37 1033.3,1354.33 1035.39,1372.53 1037.48,1386.96 \n",
       "  1039.56,1397.86 1041.65,1405.54 1043.74,1410.31 1045.83,1412.36 1047.92,1411.77 1050,1408.46 1052.09,1402.18 1054.18,1392.52 1056.27,1378.87 1058.35,1360.51 \n",
       "  1060.44,1336.57 1062.53,1306.22 1064.62,1268.83 1066.71,1224.26 1068.79,1173.31 1070.88,1118.1 1072.97,1062.42 1075.06,1011.6 1077.15,971.849 1079.23,948.89 \n",
       "  1081.32,946.37 1083.41,964.697 1085.5,1000.9 1087.58,1049.6 1089.67,1104.56 1091.76,1160.14 1093.85,1212.15 1095.94,1258.07 1098.02,1296.82 1100.11,1328.33 \n",
       "  1102.2,1353.11 1104.29,1371.92 1106.37,1385.55 1108.46,1394.7 1110.55,1399.89 1112.64,1401.44 1114.73,1399.47 1116.81,1393.88 1118.9,1384.39 1120.99,1370.55 \n",
       "  1123.08,1351.81 1125.17,1327.62 1127.25,1297.61 1129.34,1261.84 1131.43,1221.11 1133.52,1177.3 1135.6,1133.47 1137.69,1093.7 1139.78,1062.36 1141.87,1043.03 \n",
       "  1143.96,1037.27 1146.04,1044.03 1148.13,1059.75 1150.22,1079.38 1152.31,1097.61 1154.4,1110.05 1156.48,1113.9 1158.57,1108.34 1160.66,1094.56 1162.75,1075.7 \n",
       "  1164.83,1056.39 1166.92,1041.96 1169.01,1037.3 1171.1,1045.55 1173.19,1067.28 1175.27,1100.46 1177.36,1141.3 1179.45,1185.38 1181.54,1228.78 1183.63,1268.65 \n",
       "  1185.71,1303.34 1187.8,1332.19 1189.89,1355.24 1191.98,1372.93 1194.06,1385.8 1196.15,1394.4 1198.24,1399.19 1200.33,1400.46 1202.42,1398.39 1204.5,1393 \n",
       "  1206.59,1384.28 1208.68,1372.21 1210.77,1356.92 1212.85,1338.86 1214.94,1318.97 1217.03,1298.76 1219.12,1280.33 1221.21,1266.03 1223.29,1258.02 1225.38,1257.61 \n",
       "  1227.47,1264.91 1229.56,1278.73 1231.65,1297.01 1233.73,1317.41 1235.82,1337.79 1237.91,1356.61 1240,1372.88 1242.08,1386.18 1244.17,1396.38 1246.26,1403.57 \n",
       "  1248.35,1407.88 1250.44,1409.37 1252.52,1408.02 1254.61,1403.63 1256.7,1395.85 1258.79,1384.08 1260.88,1367.48 1262.96,1344.96 1265.05,1315.18 1267.14,1276.6 \n",
       "  1269.23,1227.58 1271.31,1166.65 1273.4,1092.9 1275.49,1006.51 1277.58,909.458 1279.67,806.053 1281.75,703.233 1283.84,610.135 1285.93,536.838 1288.02,492.423 \n",
       "  1290.11,482.87 1292.19,509.537 1294.28,568.788 1296.37,652.94 1298.46,752.147 1300.54,856.53 1302.63,957.864 1304.72,1050.45 1306.81,1131.16 1308.9,1199.01 \n",
       "  1310.98,1254.45 1313.07,1298.77 1315.16,1333.61 1317.25,1360.65 1319.34,1381.44 1321.42,1397.29 1323.51,1409.33 1325.6,1418.42 1327.69,1425.26 1329.77,1430.41 \n",
       "  1331.86,1434.27 1333.95,1437.16 1336.04,1439.32 1338.13,1440.94 1340.21,1442.15 1342.3,1443.05 1344.39,1443.73 1346.48,1444.23 1348.56,1444.61 1350.65,1444.89 \n",
       "  1352.74,1445.09 1354.83,1445.25 1356.92,1445.36 1359,1445.45 1361.09,1445.51 1363.18,1445.56 1365.27,1445.59 1367.36,1445.6 1369.44,1445.61 1371.53,1445.61 \n",
       "  1373.62,1445.61 1375.71,1445.59 1377.79,1445.56 1379.88,1445.52 1381.97,1445.46 1384.06,1445.37 1386.15,1445.26 1388.23,1445.11 1390.32,1444.91 1392.41,1444.64 \n",
       "  1394.5,1444.28 1396.59,1443.79 1398.67,1443.14 1400.76,1442.27 1402.85,1441.11 1404.94,1439.57 1407.02,1437.52 1409.11,1434.81 1411.2,1431.23 1413.29,1426.54 \n",
       "  1415.38,1420.42 1417.46,1412.53 1419.55,1402.45 1421.64,1389.79 1423.73,1374.19 1425.82,1355.42 1427.9,1333.54 1429.99,1308.94 1432.08,1282.49 1434.17,1255.53 \n",
       "  1436.25,1229.76 1438.34,1207.08 1440.43,1189.39 1442.52,1178.3 1444.61,1174.87 1446.69,1179.31 1448.78,1190.78 1450.87,1207.41 1452.96,1226.71 1455.05,1246.14 \n",
       "  1457.13,1263.66 1459.22,1278.11 1461.31,1289.32 1463.4,1298 1465.48,1305.4 1467.57,1312.94 1469.66,1321.75 1471.75,1332.36 1473.84,1344.64 1475.92,1357.93 \n",
       "  1478.01,1371.36 1480.1,1384.09 1482.19,1395.51 1484.27,1405.28 1486.36,1413.27 1488.45,1419.52 1490.54,1424.16 1492.63,1427.32 1494.71,1429.13 1496.8,1429.64 \n",
       "  1498.89,1428.86 1500.98,1426.71 1503.07,1422.99 1505.15,1417.44 1507.24,1409.66 1509.33,1399.1 1511.42,1385.13 1513.5,1366.96 1515.59,1343.76 1517.68,1314.74 \n",
       "  1519.77,1279.29 1521.86,1237.32 1523.94,1189.51 1526.03,1137.67 1528.12,1084.89 1530.21,1035.36 1532.3,993.656 1534.38,963.817 1536.47,948.346 1538.56,947.778 \n",
       "  1540.65,960.927 1542.73,985.577 1544.82,1019.13 1546.91,1058.93 1549,1102.24 1551.09,1146.26 1553.17,1188.26 1555.26,1225.84 1557.35,1257.1 1559.44,1280.74 \n",
       "  1561.53,1295.9 1563.61,1301.99 1565.7,1298.44 1567.79,1284.54 1569.88,1259.37 1571.96,1221.78 1574.05,1170.56 1576.14,1104.77 1578.23,1024.26 1580.32,930.387 \n",
       "  1582.4,826.736 1584.49,719.659 1586.58,618.069 1588.67,532.192 1590.75,471.271 1592.84,440.945 1594.93,441.522 1597.02,468.144 1599.11,512.879 1601.19,567.677 \n",
       "  1603.28,626.802 1605.37,687.758 1607.46,750.623 1609.55,816.414 1611.63,885.466 1613.72,956.587 1615.81,1027.21 1617.9,1094.19 1619.98,1154.67 1622.07,1206.65 \n",
       "  1624.16,1249.1 1626.25,1281.82 1628.34,1305.11 1630.42,1319.5 1632.51,1325.62 1634.6,1324.06 1636.69,1315.46 1638.78,1300.63 1640.86,1280.76 1642.95,1257.67 \n",
       "  1645.04,1233.88 1647.13,1212.57 1649.21,1197.05 1651.3,1190.07 1653.39,1193.1 1655.48,1205.83 1657.57,1226.33 1659.65,1251.69 1661.74,1278.79 1663.83,1304.96 \n",
       "  1665.92,1328.28 1668.01,1347.59 1670.09,1362.36 1672.18,1372.4 1674.27,1377.68 1676.36,1378.18 1678.44,1373.79 1680.53,1364.22 1682.62,1349.08 1684.71,1327.89 \n",
       "  1686.8,1300.26 1688.88,1266.08 1690.97,1225.84 1693.06,1181.03 1695.15,1134.35 1697.24,1089.77 1699.32,1052.09 1701.41,1026.02 1703.5,1014.92 1705.59,1019.83 \n",
       "  1707.67,1039.14 1709.76,1069.26 1711.85,1105.76 1713.94,1144.59 1716.03,1182.79 1718.11,1218.56 1720.2,1251.01 1722.29,1279.7 1724.38,1304.3 1726.46,1324.51 \n",
       "  1728.55,1340 1730.64,1350.47 1732.73,1355.63 1734.82,1355.2 1736.9,1348.86 1738.99,1336.23 1741.08,1316.94 1743.17,1290.77 1745.26,1257.8 1747.34,1218.79 \n",
       "  1749.43,1175.46 1751.52,1130.7 1753.61,1088.42 1755.69,1053.06 1757.78,1028.46 1759.87,1016.78 1761.96,1017.77 1764.05,1028.87 1766.13,1046.18 1768.22,1065.81 \n",
       "  1770.31,1085.02 1772.4,1102.74 1774.49,1119.44 1776.57,1136.32 1778.66,1154.49 1780.75,1174.16 1782.84,1194.47 1784.92,1213.7 1787.01,1229.9 1789.1,1241.41 \n",
       "  1791.19,1247.38 1793.28,1247.94 1795.36,1244.27 1797.45,1238.46 1799.54,1233.18 1801.63,1231.13 1803.72,1234.35 1805.8,1243.68 1807.89,1258.61 1809.98,1277.49 \n",
       "  1812.07,1298.12 1814.15,1318.31 1816.24,1336.25 1818.33,1350.67 1820.42,1360.78 1822.51,1366.07 1824.59,1366.16 1826.68,1360.62 1828.77,1348.91 1830.86,1330.29 \n",
       "  1832.95,1303.85 1835.03,1268.6 1837.12,1223.65 1839.21,1168.54 1841.3,1103.62 1843.38,1030.54 1845.47,952.54 1847.56,874.417 1849.65,801.912 1851.74,740.569 \n",
       "  1853.82,694.474 1855.91,665.478 1858,653.301 1860.09,656.307 1862.17,672.311 1864.26,698.882 1866.35,733.175 1868.44,771.805 1870.53,811.18 1872.61,848.28 \n",
       "  1874.7,881.385 1876.79,910.302 1878.88,935.869 1880.97,959.022 1883.05,979.921 1885.14,997.624 1887.23,1010.48 1889.32,1017 1891.4,1016.85 1893.49,1011.48 \n",
       "  1895.58,1004.25 1897.67,999.771 1899.76,1002.78 1901.84,1016.75 1903.93,1042.8 1906.02,1079.5 1908.11,1123.49 1910.2,1170.62 1912.28,1217.03 1914.37,1259.88 \n",
       "  1916.46,1297.52 1918.55,1329.31 1920.63,1355.37 1922.72,1376.26 1924.81,1392.7 1926.9,1405.47 1928.99,1415.3 1931.07,1422.8 1933.16,1428.49 1935.25,1432.79 \n",
       "  1937.34,1436.03 1939.43,1438.47 1941.51,1440.3 1943.6,1441.66 1945.69,1442.69 1947.78,1443.45 1949.86,1444.03 1951.95,1444.46 1954.04,1444.77 1956.13,1445.01 \n",
       "  1958.22,1445.19 1960.3,1445.32 1962.39,1445.42 1964.48,1445.5 1966.57,1445.55 1968.65,1445.59 1970.74,1445.63 1972.83,1445.65 1974.92,1445.67 1977.01,1445.68 \n",
       "  1979.09,1445.69 1981.18,1445.69 1983.27,1445.7 1985.36,1445.7 1987.45,1445.71 1989.53,1445.71 1991.62,1445.71 1993.71,1445.71 1995.8,1445.71 1997.88,1445.71 \n",
       "  1999.97,1445.71 2002.06,1445.71 2004.15,1445.71 2006.24,1445.72 2008.32,1445.72 2010.41,1445.72 2012.5,1445.72 2014.59,1445.72 2016.68,1445.72 2018.76,1445.72 \n",
       "  2020.85,1445.72 2022.94,1445.72 2025.03,1445.72 2027.11,1445.72 2029.2,1445.72 2031.29,1445.72 2033.38,1445.72 2035.47,1445.72 2037.55,1445.72 2039.64,1445.72 \n",
       "  2041.73,1445.72 2043.82,1445.72 2045.91,1445.72 2047.99,1445.72 2050.08,1445.72 2052.17,1445.72 2054.26,1445.72 2056.34,1445.72 2058.43,1445.72 2060.52,1445.72 \n",
       "  2062.61,1445.72 2064.7,1445.72 2066.78,1445.72 2068.87,1445.72 2070.96,1445.72 2073.05,1445.72 2075.14,1445.72 2077.22,1445.72 2079.31,1445.72 2081.4,1445.72 \n",
       "  2083.49,1445.72 2085.57,1445.72 2087.66,1445.72 2089.75,1445.72 2091.84,1445.72 2093.93,1445.72 2096.01,1445.72 2098.1,1445.72 2100.19,1445.72 2102.28,1445.72 \n",
       "  2104.36,1445.72 2106.45,1445.72 2108.54,1445.72 2110.63,1445.72 2112.72,1445.72 2114.8,1445.72 2116.89,1445.72 2118.98,1445.72 2121.07,1445.72 2123.16,1445.72 \n",
       "  2125.24,1445.72 2127.33,1445.72 2129.42,1445.72 2131.51,1445.72 2133.59,1445.72 2135.68,1445.72 2137.77,1445.72 2139.86,1445.72 2141.95,1445.72 2144.03,1445.72 \n",
       "  2146.12,1445.72 2148.21,1445.72 2150.3,1445.72 2152.39,1445.72 2154.47,1445.72 2156.56,1445.72 2158.65,1445.72 2160.74,1445.72 2162.82,1445.72 2164.91,1445.72 \n",
       "  2167,1445.72 2169.09,1445.72 2171.18,1445.72 2173.26,1445.72 2175.35,1445.72 2177.44,1445.72 2179.53,1445.72 2181.62,1445.72 2183.7,1445.72 2185.79,1445.72 \n",
       "  2187.88,1445.72 2189.97,1445.72 2192.05,1445.72 2194.14,1445.72 2196.23,1445.72 2198.32,1445.72 2200.41,1445.72 2202.49,1445.72 2204.58,1445.72 2206.67,1445.72 \n",
       "  2208.76,1445.72 2210.85,1445.72 2212.93,1445.72 2215.02,1445.72 2217.11,1445.72 2219.2,1445.72 2221.28,1445.72 2223.37,1445.72 2225.46,1445.72 2227.55,1445.72 \n",
       "  2229.64,1445.72 2231.72,1445.72 2233.81,1445.72 2235.9,1445.72 2237.99,1445.72 2240.07,1445.72 2242.16,1445.72 2244.25,1445.72 2246.34,1445.72 2248.43,1445.72 \n",
       "  2250.51,1445.72 2252.6,1445.72 2254.69,1445.72 2256.78,1445.72 2258.87,1445.72 2260.95,1445.72 2263.04,1445.72 2265.13,1445.72 2267.22,1445.72 2269.3,1445.72 \n",
       "  2271.39,1445.72 2273.48,1445.72 2275.57,1445.72 2277.66,1445.72 2279.74,1445.72 2281.83,1445.72 2283.92,1445.72 2286.01,1445.72 2288.1,1445.72 2290.18,1445.72 \n",
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       "  413.21,1445.72 415.298,1445.72 417.386,1445.72 419.474,1445.72 421.562,1445.72 423.649,1445.72 425.737,1445.72 427.825,1445.72 429.913,1445.72 432.001,1445.72 \n",
       "  434.089,1445.72 436.177,1445.72 438.264,1445.72 440.352,1445.72 442.44,1445.72 444.528,1445.72 446.616,1445.72 448.704,1445.72 450.791,1445.72 452.879,1445.72 \n",
       "  454.967,1445.72 457.055,1445.72 459.143,1445.72 461.231,1445.72 463.318,1445.72 465.406,1445.72 467.494,1445.72 469.582,1445.72 471.67,1445.72 473.758,1445.72 \n",
       "  475.846,1445.72 477.933,1445.72 480.021,1445.72 482.109,1445.72 484.197,1445.72 486.285,1445.72 488.373,1445.72 490.46,1445.72 492.548,1445.72 494.636,1445.72 \n",
       "  496.724,1445.72 498.812,1445.72 500.9,1445.72 502.988,1445.71 505.075,1445.71 507.163,1445.71 509.251,1445.71 511.339,1445.71 513.427,1445.71 515.515,1445.71 \n",
       "  517.602,1445.71 519.69,1445.71 521.778,1445.7 523.866,1445.7 525.954,1445.7 528.042,1445.69 530.13,1445.68 532.217,1445.67 534.305,1445.65 536.393,1445.63 \n",
       "  538.481,1445.6 540.569,1445.56 542.657,1445.51 544.744,1445.43 546.832,1445.34 548.92,1445.21 551.008,1445.04 553.096,1444.82 555.184,1444.52 557.272,1444.12 \n",
       "  559.359,1443.59 561.447,1442.91 563.535,1442.01 565.623,1440.85 567.711,1439.37 569.799,1437.51 571.886,1435.23 573.974,1432.51 576.062,1429.38 578.15,1425.95 \n",
       "  580.238,1422.45 582.326,1419.18 584.414,1416.53 586.501,1414.87 588.589,1414.46 590.677,1415.37 592.765,1417.44 594.853,1420.38 596.941,1423.78 599.028,1427.28 \n",
       "  601.116,1430.62 603.204,1433.6 605.292,1436.15 607.38,1438.26 609.468,1439.97 611.556,1441.31 613.643,1442.36 615.731,1443.16 617.819,1443.78 619.907,1444.23 \n",
       "  621.995,1444.58 624.083,1444.82 626.17,1444.99 628.258,1445.11 630.346,1445.17 632.434,1445.18 634.522,1445.15 636.61,1445.06 638.698,1444.93 640.785,1444.72 \n",
       "  642.873,1444.43 644.961,1444.03 647.049,1443.48 649.137,1442.75 651.225,1441.75 653.312,1440.43 655.4,1438.65 657.488,1436.29 659.576,1433.14 661.664,1428.96 \n",
       "  663.752,1423.44 665.839,1416.17 667.927,1406.66 670.015,1394.31 672.103,1378.46 674.191,1358.4 676.279,1333.49 678.367,1303.31 680.454,1267.94 682.542,1228.25 \n",
       "  684.63,1186.23 686.718,1145.12 688.806,1109.23 690.894,1083.21 692.981,1070.97 695.069,1074.48 697.157,1093.16 699.245,1124.07 701.333,1162.83 703.421,1204.81 \n",
       "  705.509,1246.12 707.596,1284.08 709.684,1317.2 711.772,1345.02 713.86,1367.71 715.948,1385.8 718.036,1399.99 720.123,1410.96 722.211,1419.35 724.299,1425.7 \n",
       "  726.387,1430.47 728.475,1434 730.563,1436.56 732.651,1438.36 734.738,1439.53 736.826,1440.18 738.914,1440.36 741.002,1440.08 743.09,1439.33 745.178,1438.05 \n",
       "  747.265,1436.14 749.353,1433.45 751.441,1429.81 753.529,1424.95 755.617,1418.6 757.705,1410.42 759.793,1400.06 761.88,1387.21 763.968,1371.69 766.056,1353.61 \n",
       "  768.144,1333.46 770.232,1312.33 772.32,1291.95 774.407,1274.5 776.495,1262.3 778.583,1257.15 780.671,1259.84 782.759,1269.84 784.847,1285.51 786.935,1304.53 \n",
       "  789.022,1324.57 791.11,1343.68 793.198,1360.5 795.286,1374.23 797.374,1384.5 799.462,1391.16 801.549,1394.17 803.637,1393.43 805.725,1388.72 807.813,1379.66 \n",
       "  809.901,1365.65 811.989,1345.93 814.077,1319.58 816.164,1285.62 818.252,1243.29 820.34,1192.28 822.428,1133.17 824.516,1067.88 826.604,999.932 828.691,934.367 \n",
       "  830.779,877.033 832.867,833.33 834.955,806.821 837.043,798.392 839.131,806.41 841.219,827.757 843.306,859.053 845.394,897.358 847.482,940.135 849.57,984.778 \n",
       "  851.658,1028.25 853.746,1067.12 855.833,1097.96 857.921,1117.78 860.009,1124.44 862.097,1116.79 864.185,1094.94 866.273,1060.39 868.36,1016.38 870.448,968.019 \n",
       "  872.536,922.109 874.624,886.25 876.712,867.333 878.8,869.773 880.888,894.258 882.975,937.642 885.063,994.062 887.151,1056.68 889.239,1119.28 891.327,1177.25 \n",
       "  893.415,1227.78 895.502,1269.6 897.59,1302.54 899.678,1326.98 901.766,1343.57 903.854,1352.9 905.942,1355.42 908.03,1351.34 910.117,1340.66 912.205,1323.26 \n",
       "  914.293,1299.03 916.381,1268.13 918.469,1231.3 920.557,1190.18 922.644,1147.58 924.732,1107.42 926.82,1074.26 928.908,1052.29 930.996,1044.16 933.084,1050.11 \n",
       "  935.172,1067.89 937.259,1093.45 939.347,1122.23 941.435,1150.32 943.523,1175.14 945.611,1195.53 947.699,1211.39 949.786,1223.1 951.874,1230.9 953.962,1234.53 \n",
       "  956.05,1233.18 958.138,1225.82 960.226,1211.59 962.314,1190.34 964.401,1162.99 966.489,1131.92 968.577,1100.87 970.665,1074.58 972.753,1057.87 974.841,1054.4 \n",
       "  976.928,1065.58 979.016,1090.18 981.104,1124.8 983.192,1164.89 985.28,1205.95 987.368,1244.34 989.456,1277.6 991.543,1304.34 993.631,1323.96 995.719,1336.29 \n",
       "  997.807,1341.3 999.895,1338.89 1001.98,1328.82 1004.07,1310.6 1006.16,1283.59 1008.25,1247.1 1010.33,1200.59 1012.42,1143.98 1014.51,1077.95 1016.6,1004.22 \n",
       "  1018.69,925.665 1020.77,846.286 1022.86,770.85 1024.95,704.358 1027.04,651.23 1029.12,614.281 1031.21,593.694 1033.3,586.451 1035.39,586.708 1037.48,587.176 \n",
       "  1039.56,581.059 1041.65,563.825 1043.74,534.217 1045.83,494.279 1047.92,448.549 1050,402.795 1052.09,362.779 1054.18,333.365 1056.27,318.052 1058.35,318.77 \n",
       "  1060.44,335.853 1062.53,368.218 1064.62,413.777 1066.71,469.86 1068.79,533.462 1070.88,601.341 1072.97,670.265 1075.06,737.56 1077.15,801.73 1079.23,862.727 \n",
       "  1081.32,921.59 1083.41,979.587 1085.5,1037.35 1087.58,1094.46 1089.67,1149.57 1091.76,1200.98 1093.85,1247.22 1095.94,1287.36 1098.02,1321.15 1100.11,1348.84 \n",
       "  1102.2,1371.04 1104.29,1388.54 1106.37,1402.13 1108.46,1412.57 1110.55,1420.48 1112.64,1426.42 1114.73,1430.8 1116.81,1433.96 1118.9,1436.13 1120.99,1437.51 \n",
       "  1123.08,1438.18 1125.17,1438.22 1127.25,1437.62 1129.34,1436.32 1131.43,1434.24 1133.52,1431.19 1135.6,1426.93 1137.69,1421.15 1139.78,1413.39 1141.87,1403.11 \n",
       "  1143.96,1389.63 1146.04,1372.13 1148.13,1349.7 1150.22,1321.41 1152.31,1286.46 1154.4,1244.4 1156.48,1195.57 1158.57,1141.45 1160.66,1085.11 1162.75,1031.25 \n",
       "  1164.83,985.821 1166.92,954.917 1169.01,943.19 1171.1,952.431 1173.19,980.955 1175.27,1024.14 1177.36,1075.8 1179.45,1129.8 1181.54,1181.13 1183.63,1226.4 \n",
       "  1185.71,1263.7 1187.8,1292.29 1189.89,1312.08 1191.98,1323.26 1194.06,1326.1 1196.15,1320.77 1198.24,1307.33 1200.33,1285.87 1202.42,1256.69 1204.5,1220.61 \n",
       "  1206.59,1179.31 1208.68,1135.54 1210.77,1093.13 1212.85,1056.44 1214.94,1029.44 1217.03,1014.45 1219.12,1011.33 1221.21,1017.32 1223.29,1027.91 1225.38,1038.12 \n",
       "  1227.47,1043.9 1229.56,1043.16 1231.65,1036.22 1233.73,1025.73 1235.82,1016.11 1237.91,1012.37 1240,1018.75 1242.08,1037.44 1244.17,1067.98 1246.26,1107.59 \n",
       "  1248.35,1152.22 1250.44,1197.66 1252.52,1240.49 1254.61,1278.43 1256.7,1310.32 1258.79,1335.83 1260.88,1355.15 1262.96,1368.71 1265.05,1376.98 1267.14,1380.38 \n",
       "  1269.23,1379.21 1271.31,1373.67 1273.4,1363.96 1275.49,1350.37 1277.58,1333.47 1279.67,1314.28 1281.75,1294.37 1283.84,1275.85 1285.93,1261.08 1288.02,1252.16 \n",
       "  1290.11,1250.35 1292.19,1255.63 1294.28,1266.66 1296.37,1281.16 1298.46,1296.48 1300.54,1310.12 1302.63,1320 1304.72,1324.57 1306.81,1322.63 1308.9,1313.23 \n",
       "  1310.98,1295.53 1313.07,1268.81 1315.16,1232.5 1317.25,1186.47 1319.34,1131.27 1321.42,1068.49 1323.51,1000.86 1325.6,932.14 1327.69,866.467 1329.77,807.53 \n",
       "  1331.86,757.849 1333.95,718.614 1336.04,690.207 1338.13,673.022 1340.21,668.053 1342.3,676.869 1344.39,701.003 1346.48,741.068 1348.56,795.997 1350.65,862.78 \n",
       "  1352.74,936.858 1354.83,1013.04 1356.92,1086.57 1359,1153.84 1361.09,1212.73 1363.18,1262.48 1365.27,1303.33 1367.36,1336.11 1369.44,1361.97 1371.53,1382.1 \n",
       "  1373.62,1397.6 1375.71,1409.44 1377.79,1418.44 1379.88,1425.25 1381.97,1430.38 1384.06,1434.23 1386.15,1437.13 1388.23,1439.29 1390.32,1440.92 1392.41,1442.13 \n",
       "  1394.5,1443.04 1396.59,1443.72 1398.67,1444.22 1400.76,1444.6 1402.85,1444.88 1404.94,1445.09 1407.02,1445.24 1409.11,1445.36 1411.2,1445.44 1413.29,1445.5 \n",
       "  1415.38,1445.55 1417.46,1445.57 1419.55,1445.59 1421.64,1445.59 1423.73,1445.59 1425.82,1445.57 1427.9,1445.54 1429.99,1445.49 1432.08,1445.43 1434.17,1445.34 \n",
       "  1436.25,1445.22 1438.34,1445.06 1440.43,1444.84 1442.52,1444.54 1444.61,1444.15 1446.69,1443.62 1448.78,1442.92 1450.87,1441.99 1452.96,1440.76 1455.05,1439.12 \n",
       "  1457.13,1436.97 1459.22,1434.16 1461.31,1430.51 1463.4,1425.83 1465.48,1419.92 1467.57,1412.57 1469.66,1403.68 1471.75,1393.23 1473.84,1381.44 1475.92,1368.8 \n",
       "  1478.01,1356.07 1480.1,1344.19 1482.19,1334.1 1484.27,1326.4 1486.36,1321.14 1488.45,1317.76 1490.54,1315.26 1492.63,1312.55 1494.71,1308.81 1496.8,1303.7 \n",
       "  1498.89,1297.43 1500.98,1290.56 1503.07,1283.65 1505.15,1276.97 1507.24,1270.34 1509.33,1263.3 1511.42,1255.42 1513.5,1246.78 1515.59,1238.25 1517.68,1231.46 \n",
       "  1519.77,1228.44 1521.86,1230.97 1523.94,1239.97 1526.03,1255.14 1528.12,1275.08 1530.21,1297.71 1532.3,1320.95 1534.38,1343.06 1536.47,1362.89 1538.56,1379.88 \n",
       "  1540.65,1393.91 1542.73,1405.13 1544.82,1413.84 1546.91,1420.39 1549,1425.1 1551.09,1428.22 1553.17,1429.96 1555.26,1430.4 1557.35,1429.57 1559.44,1427.4 \n",
       "  1561.53,1423.7 1563.61,1418.2 1565.7,1410.48 1567.79,1399.99 1569.88,1386.03 1571.96,1367.75 1574.05,1344.18 1576.14,1314.27 1578.23,1277.11 1580.32,1232.08 \n",
       "  1582.4,1179.3 1584.49,1119.97 1586.58,1056.86 1588.67,994.393 1590.75,938.368 1592.84,894.942 1594.93,869.176 1597.02,863.529 1599.11,876.975 1601.19,905.122 \n",
       "  1603.28,941.262 1605.37,977.855 1607.46,1007.87 1609.55,1025.63 1611.63,1027.19 1613.72,1010.33 1615.81,974.606 1617.9,921.393 1619.98,854.079 1622.07,778.11 \n",
       "  1624.16,700.647 1626.25,629.663 1628.34,572.554 1630.42,534.718 1632.51,518.585 1634.6,523.411 1636.69,545.764 1638.78,580.551 1640.86,622.369 1642.95,666.928 \n",
       "  1645.04,712.095 1647.13,758.105 1649.21,806.797 1651.3,860.201 1653.39,919.164 1655.48,982.683 1657.57,1048.17 1659.65,1112.31 1661.74,1172.08 1663.83,1225.32 \n",
       "  1665.92,1270.93 1668.01,1308.79 1670.09,1339.37 1672.18,1363.54 1674.27,1382.24 1676.36,1396.43 1678.44,1406.92 1680.53,1414.39 1682.62,1419.34 1684.71,1422.14 \n",
       "  1686.8,1423 1688.88,1422 1690.97,1419.08 1693.06,1414.07 1695.15,1406.7 1697.24,1396.58 1699.32,1383.26 1701.41,1366.33 1703.5,1345.45 1705.59,1320.61 \n",
       "  1707.67,1292.26 1709.76,1261.53 1711.85,1230.37 1713.94,1201.34 1716.03,1177.16 1718.11,1160.01 1720.2,1150.65 1722.29,1148.07 1724.38,1149.59 1726.46,1151.53 \n",
       "  1728.55,1150.15 1730.64,1142.54 1732.73,1127.19 1734.82,1104.38 1736.9,1076.3 1738.99,1046.84 1741.08,1021.04 1743.17,1004.03 1745.26,999.777 1747.34,1010.09 \n",
       "  1749.43,1034.27 1751.52,1069.5 1753.61,1111.85 1755.69,1157.22 1757.78,1202.04 1759.87,1243.66 1761.96,1280.35 1764.05,1311.23 1766.13,1336.06 1768.22,1355 \n",
       "  1770.31,1368.4 1772.4,1376.66 1774.49,1380.14 1776.57,1379.09 1778.66,1373.63 1780.75,1363.78 1782.84,1349.52 1784.92,1330.74 1787.01,1307.38 1789.1,1279.39 \n",
       "  1791.19,1246.95 1793.28,1210.66 1795.36,1171.86 1797.45,1133 1799.54,1097.61 1801.63,1069.96 1803.72,1054.08 1805.8,1052.59 1807.89,1065.76 1809.98,1091.32 \n",
       "  1812.07,1125.12 1814.15,1162.24 1816.24,1198.1 1818.33,1229.06 1820.42,1252.68 1822.51,1267.5 1824.59,1272.8 1826.68,1268.4 1828.77,1254.53 1830.86,1231.95 \n",
       "  1832.95,1202.13 1835.03,1167.57 1837.12,1131.86 1839.21,1099.6 1841.3,1075.69 1843.38,1064.3 1845.47,1067.76 1847.56,1085.85 1849.65,1115.94 1851.74,1153.81 \n",
       "  1853.82,1194.88 1855.91,1235.14 1858,1271.7 1860.09,1302.83 1862.17,1327.74 1864.26,1346.28 1866.35,1358.56 1868.44,1364.78 1870.53,1364.97 1872.61,1358.99 \n",
       "  1874.7,1346.36 1876.79,1326.32 1878.88,1297.81 1880.97,1259.6 1883.05,1210.42 1885.14,1149.3 1887.23,1076.04 1889.32,991.811 1891.4,899.814 1893.49,805.675 \n",
       "  1895.58,717.363 1897.67,644.258 1899.76,595.389 1901.84,577.253 1903.93,591.986 1906.02,636.651 1908.11,703.985 1910.2,784.274 1912.28,867.587 1914.37,945.554 \n",
       "  1916.46,1012.31 1918.55,1064.64 1920.63,1101.69 1922.72,1124.48 1924.81,1135.56 1926.9,1138.59 1928.99,1137.92 1931.07,1137.94 1933.16,1142.22 1935.25,1152.77 \n",
       "  1937.34,1169.6 1939.43,1190.94 1941.51,1213.91 1943.6,1235.29 1945.69,1252.22 1947.78,1262.48 1949.86,1264.64 1951.95,1257.9 1954.04,1242.2 1956.13,1218.19 \n",
       "  1958.22,1187.49 1960.3,1152.89 1962.39,1118.36 1964.48,1088.76 1966.57,1068.98 1968.65,1062.83 1970.74,1071.9 1972.83,1095.18 1974.92,1129.4 1977.01,1170.11 \n",
       "  1979.09,1212.84 1981.18,1254.02 1983.27,1291.29 1985.36,1323.46 1987.45,1350.25 1989.53,1371.98 1991.62,1389.23 1993.71,1402.73 1995.8,1413.16 1997.88,1421.15 \n",
       "  1999.97,1427.23 2002.06,1431.83 2004.15,1435.31 2006.24,1437.92 2008.32,1439.88 2010.41,1441.36 2012.5,1442.46 2014.59,1443.28 2016.68,1443.9 2018.76,1444.36 \n",
       "  2020.85,1444.7 2022.94,1444.96 2025.03,1445.15 2027.11,1445.29 2029.2,1445.4 2031.29,1445.48 2033.38,1445.54 2035.47,1445.59 2037.55,1445.62 2039.64,1445.64 \n",
       "  2041.73,1445.66 2043.82,1445.68 2045.91,1445.69 2047.99,1445.69 2050.08,1445.7 2052.17,1445.7 2054.26,1445.71 2056.34,1445.71 2058.43,1445.71 2060.52,1445.71 \n",
       "  2062.61,1445.71 2064.7,1445.71 2066.78,1445.71 2068.87,1445.71 2070.96,1445.71 2073.05,1445.72 2075.14,1445.72 2077.22,1445.72 2079.31,1445.72 2081.4,1445.72 \n",
       "  2083.49,1445.72 2085.57,1445.72 2087.66,1445.72 2089.75,1445.72 2091.84,1445.72 2093.93,1445.72 2096.01,1445.72 2098.1,1445.72 2100.19,1445.72 2102.28,1445.72 \n",
       "  2104.36,1445.72 2106.45,1445.72 2108.54,1445.72 2110.63,1445.72 2112.72,1445.72 2114.8,1445.72 2116.89,1445.72 2118.98,1445.72 2121.07,1445.72 2123.16,1445.72 \n",
       "  2125.24,1445.72 2127.33,1445.72 2129.42,1445.72 2131.51,1445.72 2133.59,1445.72 2135.68,1445.72 2137.77,1445.72 2139.86,1445.72 2141.95,1445.72 2144.03,1445.72 \n",
       "  2146.12,1445.72 2148.21,1445.72 2150.3,1445.72 2152.39,1445.72 2154.47,1445.72 2156.56,1445.72 2158.65,1445.72 2160.74,1445.72 2162.82,1445.72 2164.91,1445.72 \n",
       "  2167,1445.72 2169.09,1445.72 2171.18,1445.72 2173.26,1445.72 2175.35,1445.72 2177.44,1445.72 2179.53,1445.72 2181.62,1445.72 2183.7,1445.72 2185.79,1445.72 \n",
       "  2187.88,1445.72 2189.97,1445.72 2192.05,1445.72 2194.14,1445.72 2196.23,1445.72 2198.32,1445.72 2200.41,1445.72 2202.49,1445.72 2204.58,1445.72 2206.67,1445.72 \n",
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      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "cell_type": "code",
   "source": [
    "using Plots\n",
    "plot_dos(scfres)"
   ],
   "metadata": {},
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "source": [
    "Similarly the band structure shows clear differences between both spin components."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing bands along kpath:\n",
      "       Γ -> H -> N -> Γ -> P -> H  and  P -> N\n",
      "\rDiagonalising Hamiltonian kblocks:   3%|▌               |  ETA: 0:00:06\u001b[K\rDiagonalising Hamiltonian kblocks:  43%|██████▉         |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  50%|████████        |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  54%|████████▋       |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  59%|█████████▍      |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  64%|██████████▎     |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  70%|███████████▎    |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  76%|████████████▏   |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  80%|████████████▊   |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  86%|█████████████▊  |  ETA: 0:00:00\u001b[K\rDiagonalising Hamiltonian kblocks:  91%|██████████████▋ |  ETA: 0:00:00\u001b[K\rDiagonalising Hamiltonian kblocks:  96%|███████████████▍|  ETA: 0:00:00\u001b[K\rDiagonalising Hamiltonian kblocks: 100%|████████████████| Time: 0:00:02\u001b[K\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=420}",
      "image/png": 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vbyJdmnNYbBC+eUOZmVS3bvkYpBo0bUo3bzLsuLm60sePTKe8enp63rmzydq6rtyRWeL53/8oOFi6GI9Hx49TUBANGlSUOfD+fQbg9elT+S7FcEpCwsOCgvG3bj2Rs39gIFWrJkO5SCIiOnWKMjKoa1dWwh06DF20yOLq1XGXLpHo6CeOkcG3Vj6+jRkhgMWL0a0bbGxQUMCug48PmjVjaly3LpHHa1ijhu/+/YdktYT9jDA3F05OOHFC1hFKIhSiZk3ExcnX+/Nn2Njg4kWhdFFGDQrMkHJzUa0a3r+XLBUZid695R+EWyrJjBCAi0th3XMxdOkiuXb1lSvQ0MDlyxyZEhsLB4ei756kGWERf/wBPh8dOwJo3/5x//4b3rEvn1/5iIuL69o1xNb2DvuK2SVmhAAuXEDt2pBlMcnPj7n8ehmMjVvp6vYcOlTmGuHqGaEqMXYsXbhA1avT+fPsOgwaxFSAg4h8fd9XrWr+6VPza9eecWVhWVavpnr1qEMHxbScO0dGRuQmZ+zDvHnUrh01b87hXoEsXL5MdeuWiLYXh3qDUCze3nJuExJR06bUogV3x9avXEnTp8uWhjZyJF2+TOfOCZyc467a/PbbGFNTU46sqQDc3NwOHVrYpEmDZcvkVeHrSzVrUng4S/HLlykhgfr0YSV8+zbx+dEXLiwJD18lr33SkNXBViq+mRkhgDFj0KEDhgxhJ52bCx4PN24wte/Zs799+3W+vln5+bKZwXJGmJQEU1M8fiybcjGMGIGVK+Xrev8+zMwUPd5P7hnShw8fNnXq9GTsWKmSdevi7l35BuGeyjMjDAvDsGEMbZcuwcNDcvf376GpifXrFbbjyROYmCAjo+gCqxmhiKSkTAPzDXwdT0PDbYoWm694Xr+GsTHbL3XpGSGA69dhbQ12H1379iVKY0tAKESzZvKX8mc5I1Q7wsrC48cwNUX16mD7pLKzY36QAIBAgA4dMHOmbGawdIRDh8qsWexgMDLCmzfy9W7VioPnoJyOITu7V/36qzU06hsbSxZMToaRUSU6srzyOMI7d+DszNCWlwcDA6mneYweDX19hT/bceMwZ07xCzI4QsCrQa4T0U2iOjo6itlRKVi2DO3asZIU4wgBdO3KJnbu1i3Y2iI3l9VAW7agcWP5/8vqpVEVw8mJGjcmR0fav59dhzJJFKXg8WjHDtq1iw4d4sTAr9y8SadOcXFc4JEj1LgxWVvL0XXnTvr0icaMUdgGmUhIoI0bqVs3Mjc3Tkz8R1dX19BQco/z58nHR+5IoG8ZNzdKTGSocqmlRR4eUlPbfv+dAJo4UQEjUlPpr79o/Hj5esfFUVKqtoGl5RANjRH5+aXSKlSRqVMpOZn27ZO3/6JFtGQJpadLllqwgGbMIG1t6fo+f6affqL165X+DVJ/QSsRU6ZQSgrrhMKpUykhgSSW2DAyol27aMwYevGCEwOJiACaMIGWLqVq1RTWJW/6YHo6BQfT+vUKVRdki1BIN2/S0qXk40MNGtDp09SpEz1+/Fty8si///77S7k7JtQbhEzw+eThITGtXlq1ax6PVq2ijRsVyJ399Vfq2ZMsLOTrvXkzDRtGNxITb+XkBHfsSF5edPu2vKZUCjQ1ad06mjaNMjLk6u/mRq1b09q1EkROnnx65YqA5UlJISHUtSs1aSKXMTIh54SzcvAtLY2KcHdHjRp4/pyddNWqWLdOqtSKFfDyQk4OK5VSl0bDw+HtjbKLIjKTkgJDQ9YLwSWYNg3DhytsAAAJS4UZGTh8GKNHw9ISjo4ICkJ0tExBcSLq1y99FHDFUnmWRgHMmoWff2ZoO3mSOdOwBPb28PeXa/icHFha4v79UpdZLo3m5cHMrGTObufO0NbGrVtyWVOJ+P57/PCDFBnxS6P4sueakiK2V//+E6pU6WNp2YaNGXFxMDOTGpQtBfXSqEoyaRLVqME6odDDg3bskCo1bRrZ2tKMGQqaRkSUnk4hIbRmDRc1HXbtok6d5DgY4sEDioykX35R2ACxPH9Oa9ZQQABZWdHateTiQleu0LNntGYNtW0rtbJ2KVJT6eVLathQOaaqPpLqyzRrRjdusDkad88eiomhS5dkHz48nBo3lrtU5dGj5OxMtWqVvNSuHXl7q/q8cMUKioggaYsdDNSpQ9260cqVYhvv3Xuek9MV+CBVjWjRe+FCqUHZHKGQt61ovr0ZYU4OjI1hZ8duyrVhA3R12aj9+BG1aiEyUrqk5Bnhjz9KDtCRhebNcfy4HP04iZERcfHiRf969RbOmoXoaAQHo25d1KyJ0aOxezfS0xXXf/AgOnRQXA2XVKoZYXIyjI2Zb/VGjXDpEhs9fn6oWVPGsYVCODvj3LmyLSxnhF26IDxcXENg4DcwL9ywAT4+kp5CjDNCAG/ewMQESWIqPQUEvO7YcdldFlHU27bB05ODKLOITZuel5n0l0XtCCsdP/0EY2PExrIQzc2FhgbLr9zduzA1lV7oS4Ij/PdfmJggMZHNaNJ48QLm5pA1twOIjESjRqzLDkjD3dBwF1F9oswWLbB0Kf75hxu9X5g2DYsXc6tSUSqVIwRQsyZzvH5QEJYtY6MkJUX2VIqDB9G4sdgWNo4wKQk1ajC/LKm+LxQI0KwZtm5lFJDkCAFMnoygoFLXYmJgb89qjyYtDdbWuHKFna3MPH36tE316ukHD0qVrLCl0Y8fP35kPhcZwPv371PFFXr/5pk0ibKzaeNGFqLa2mRrS+vWsVFbvz7Nn099+kgOr5HElCkUHEyWlnJ2L8H27dSvH2nKVjo5PZ1mzuQuRubUKdesrMUaGulVqlS5cIF+/JFcXbnQ+xV1pIxUpKTVMx9DURwjIxo5kmbMkOXM3pUr6YcfWEuXJiKCevQgfX2G5iNHVH2NlMejDRto5kz6IH0VUxwhIbRjR6kgvZkzacECVmd0zJ1LnTpR06ZyDV0McxOTz9nZSV8OrZOEoj5XdnJzc/v06WNsbGxiYtK7d+/cMukkFy9eNDExsbS0NDIycnZ2vsGcNv5NzggB9OqFqlXFVtUuw8iRsLFhr3nIEClhJkwzwuho1K7NNuJGOnXr4to1WTtNm4YRI7gYPT8foaGwtERUVJy81d2kkp4OAwPuPjGOqFQzQqFQ6O4+3MCg6dGjJ8U0v30LQ0OWq2MCAapVw5gx7Aa+dg01azItSLCZEbq7IyZG2iiqPy+cNInxI5UyIwQwezZGjiz67cABuLuz+mf+8w/MzMBNxbr16/NbtswoVi2BiQpwhL///ruHh0d2dnZOTo6Xl9f6MisaKSkposJ9AoEgODi4McMKBr5dR3jrFqpUYbWlh/v3mU6iEEtGBlxcsGULo4BYR5ifD1dXHDvGchBpXL2KOnVk7SSqI8PB1+P5czRrhu++w4cPUKZjOHECrVsrSbf8VCpHmJKSUqOGL9GVTp2GipeoVYv9evXmzeDzxe5MlaF3b6xezdQo1RGK7l9Wu/gq7gvT0mBjI36jVroj/PixaDOmoACurmxDAlq2xO+/y2FsGVJSYG4uuH27kkaNRkZGjh49ukqVKjo6OmPGjIksEyJpZGQkKtzH4/FatGghYQX1W6VRI6pZk1asYCHq4kK6uuxL/Onp0f79FBwsoVKpGNauJSsr6tRJhi6SiIykIUNk7TRxIoWGkqIFHbdvpyZNqG9fOnBA2QfYq9dFpWJkZPT99235/NDp0xmy4iUe0luK4cPJ1pZ695Ym9+IFnT1LLBPZxLF1K33/PbvAaRVfI61WjZYupbFjZVlzLqJGDZoyRXRU6dathSeHS2XHDvr8mUaNkn24ssyeTf36Uf36rIS58LyyYWVldfbsWdHPFy5csLCwKCuTm5sbFhYWGhraqFGj/fv3M6mKiIjo1q3bsy/Ex8cryebyZ/duaGri9WsWoi1aoHlzmZT/+Sfq1EFampimsjPC5GSYmrI+K1Eq+fmwsMCzZzJ14iBGJi0NgwbB2Rl37hS/rLwZUvPm+PtvJemWn0o1IxTRpg3zYsOmTRgowyF5N26Ax5O2aDlpEmbNktAueUaYnQ1jY8j2pFHxeWGbNlizpvRF6TNCABkZsLTMvXrb1pZV/K/oMBl2kcLSuHULlpb4+JFlHiHXBz2z4PPnz7q6uqKf9fT00tLSysoAeP78eWpqamZmZmZmpgRtly5datOmjehnW1vb48ePc25whdC+Penq6i1YULByZa5kSa3evXVmzcqQpRREYCBFRekMG6axbVtOqaacnBw+n69VLGFuxgydAQPI2jpXzmITJdGMitJycMg2M2NfuyIjQyM4uOr27TnZ2QL5BuXdvFll+HBh06Y5585R1arFh87MzNTg8qDrQrKz6e5dPVfXTE4+NA5R0t+rCN7e2mfOkJ+fmJRBnoeH7vz57D/EunWpRQvdAQN4Dx6If2hofPpUNSIi68oVMOsUPToFAvE32549mo0aaRkaZsvwn/3zzyq9e2s2bZp19qywQQPW3SoLK1fy2rbV7dgxy9ISRRezsrKEQqHUe0lr8uRXQ+d4eh5wd8+R+omFhOi0akXu7go/agDdSZMK5szJ19QUZmTosInP4cL5yoajo+PJk4V746dPn64pMQPo0qVLurq6mQx7YN/qHqGIoCBUq8ZCTpYkiiKys+HhIaYuTakZoei9Slr1Y1no31/WHQCFYmSEQqxeDVNT7Noltl1JM6QzZ9CihTIUK0olnBGePSvhbE3AwgKvXrHXJkqlYCy4tHCh1ExYyTPCdu3w55/szSmGKs8LZ89GqQctqxkh8DEp5zXP7sVO6bM8Tg6TKWT79qIkxMp7+kS3bt0WLFgg+vmXX37p2rWrBOGEhAQiSmEo2PNtO8LPn8HnIzKSRYkhOzs5ao6J8gJLLUQUd4RCIXx95T8ARQwZGTA0FEWpsEShELKkJLRvj5YtJSwxK8kxhIZi9mxlKFaUSugIs7NhYADGyL4ePWQ4vxUAMGECdHXFxYSKaqqVXBsviwRH+OYNjIxYHjQkDpX1hVlZcHTE6dNfr7B0hDNmIMJvI9pIr6nWujWbepEsEC2wfklCrLyOMCoqytTU9OzZs+fOnTM3Nz/x5YxzHx+fK1euAPjrr7/27Nlz7969v//+u127dgEBAUyqvm1HCIDP9yJq3K5dfylyMiZRFHH4MOztSzim4o4wMhIeHpweIRQejm7dZOohfx2ZQ4dgbo7QUMlbi0pyDK1a4aS4jIAKpxI6QgA+PiUesiX43/8wbpxM2kSpFGJWETZtEp0pLxkJjnDhQlltKUOXLp+0tCZ37x4VFaWYovLmxAnUqfM1HYiNI3zzBsbGeP2yAHXr4swZCZJ//gl3dzkKbIjjhx+KzwoqryMEsG3bNh8fHx8fn/BiRYoGDRokKr0THR3ds2dPT0/PVq1ahYaGfmJemPu2HWF6erqGRk2iwzVquEoRvXsXGhrIzpZjlKlT0bnz11jwIkeYmQk7O1y4IIdKZtq2xd697MVFnljmGJnsbAQFwd6eRaqXUhxDbi6qVZOvnLjSqZyOMCQEc+cytF2/Dnd3WRXu2AEer+RJl0IhXF2Z/e1XJDhCudJfS9NJR2c+kZ2GBtOOT6Xlu++wcGHhz2wc4fDhX9ZFduyAlxdTxkl6OmxscP48FyY+eQJT0+Llryq1I+SKb9sRApgxY66Gxugff2ThjqpWlW/qlJcHUX0xEUWOcPZsDBokhz5mEhJkWleSM4TswQM0aICePZGaym4U7h1DTAy8vDjXyg2V0xFKOmoiPx/VqjGdZiCBWrVKbtMePYr69dlk/zE5wgsX4CrtjZQNvk5OQ4jciQosLbFvHwcay4tXr2BqWhjxLdURPnwIU9Mv30KBAA0a4PBhsZIzZuD77zkysWPHUhmiakf4jdCkCbtTZmRPoiji9WtYWBS+kYkc4bNnMDGR++h4BpYvx6hR7MXliZHZtg0mJhJypcuiDMewaBGmT+dcKzdUTkeYng59feYVjbZtceSIrDpLp1K0asWuRAWjIxw2DIrIrfQAACAASURBVCtWyGqFGPLz8zds2BD/8CEGDQKfDxsbfNkeqvz88kthHXmpjrBrV6xcWez3gwfFlpYpM4VTgAMH4OJS6qw0tSP8RlizBnp6LOR+/53lSRRiOX0aVlZITCx0hN26KaFadMOGYov9i0WmGJmkpKSClBT07Qs3N8hYMk0ZjqF9exw6xLlWbqicjhBAkybMK9nz5iE4WA6drVt/2Tq/cwc2NihTzVEsYh2hKMzr7Vs5rJBIcjK6dwePBxsbNsu2FU5+PtzdceCAFEd45Qpq1ixTX9Dbu2zEbYcOWLuWC8tyclCnDsrsvKod4TdCdja75Ai5kiiK89NPaNUKGRnZUVH5jo7ybTgyc/8+7OzYB96wj5EJW7WqVY0aXpqaOUFBclT25Nwx5OejenWZAmPLlUrrCH/4AYsWMbTJm4wiSqVYuxYYMADLl7PsJdYRbt0KieHtipGUhI4dwePB0ZGjvTIlcuEC7OyQnJwpwRG2aIFt28pcjY5GnTrFQ2L++gtubhzFyPz8M3r3LntZ7Qi/HWxt2SVH2NoqUpRaIECbNtkNG443Nd3F4twSGQkOZp9PIFOMzMQ2bX4jalKt2nu5jrLm3DFcu4YGDbhVySWV1hEeOoT27RnaMjOhp8e+oG5xunSJNifHvRr8bFZFSAEGR+jnhwMH5BhfFv79F/7+4PHg7Izbt5U8mEL065fRps3v5xl8tmgRVOz397O//74JExITEwFkZsLenv0ikUTi42FighcvyraoT6j/dujYkaKiWMi1a0enTsk9Co9HpqZT7tzJfv9+29u3G+TWIwaA/vqL+vdnIys6a2ndOnZnLV27Nvfu3Q/9+oVGRpqU01HWUjh/Xl1iVB58fenyZYaallWrkpsbXb8uh9r710YPoxfLQRv/+ktu2168oIcPuau1y0StWnTuHD18SNWrk4cHNWxIDx4oeUg5qVZt2Zkzid27/yjK8y6OQEAhIfTLL+K/v8PT0+//9ltXb28imj+f/PzI358Lg6ZNo6AgqllTbgVqR6gCTJ1KiYksSpIFBdGbN5RTumoae9zd7TU0bvN4j2oqcEuJ4dw5MjIiNzc2sqGh1L49NWvGQjQujr77zjQ8fM6ff3bq0kVBG7kiJkbtCOXB0JAcHJhrU/v4UGysHGrHWVS7SvSKNHfv/k5u27ZupYEDSVtbbgWy4OREly8XHtLo5kbNmtGrVwUFBUKhsFyGZ4Wzs5WR0S0dnRw9Pb1STdu2kZERde4svqOWiUmmtjb/7dtX0U82b6YlS7iw5u+/6dYtmjFDISVczEsrjP/I0igAfX12EWu6ugoeYXLmzJk70kpvyMyIESUDyBiRIUbm6VNYW8tb7eor3C4VCgQwNmZ3ElAFUWmXRgFMmsS8kXfgQGG0InuEQkyZAg+PF7duXbnyWUeHeem1JKWWRgUC2NtLLUejHM6dQ61ad3k8Zw0NO01NCSezlj+3bt0qm+GdnQ07O1y8yNgrOzv75MmTqb/++lHHfN+4aA7sEEXvMAenqfcIvylatYKnJwu55s0VrHHJdDCvIhphZMQyFaNVK/z2Gwu516/h4ICNGxU0DVw7hjt3UK8eh/q4pzI7wj17mANS3r9H9eoy1FYQCjFxIho3LkpAjIuDtjY6dZLetZQjjI6GhwfbYZXB+DZt5hGNJZoXElKRdpREbNTosmXo0UN63717McghVmhpJeZUC1lZtQrMpceg3iP8xhg+nOLiWMgNHFjpTj47coQaNyZra6mCO3ZQWhqNHi1N7v17CgigCRM4OrWMSy5c4GjP4z+Jvz/FxpL4JUATE7K0ZPcdIBIIaORIunOH/v6bjIxE19zcKDaWoqOpTx/ZrNq6lYYNk60Lt/wUEXHa0ZGvqTnzyJGKtEManz7RihW0YIEUsY8fc374gYZvbqFxMZY2bqQxYyg/X84h372jxYvp11/l7F4MtSNUDQYMIIGAzpyRJjdyJGVnVy5fGBlJgwZJFsnKylq5cuPUqeekx8ikpVH79jRwIE2fzqGNXKE+jFcRTE3JzIz++YehmeUhvQIBDR9Oz57RiRNkYFC8xcuLYmLo4EHq14+tSWlpdPy4DPLKwNLSMubZs3UvX+o8fiz1q1SBLFlC331HLi6SZGbMWGRj0zo3d1CrVkQODnTlCiUlUadOJN/p6zNn0vffU9268hlcHLUjVA14PKpVizZIjeXU1iYbG1q/vjxsYkNqKsXEUPfukqXmzl3+44+vP3+ebWPzWpJcVhYFBpKfH/30E5dGcgRAMTHk61vRdqgyfn50/jxDG5t4mYICGjqU3r2jEydIX79se9OmdOEC7dtHAwawsmfXLgoIoEoRj2xtTVFR9OeftGpVRZsihsRE2rSJ5syRJBMfT3/88XdW1vL8/HuFl/T1af9+8vSkJk3o0SPZhrx5k6KiKCRETotLonaEKsN339G5cyzkFEui4Jhdu6hTJ7GPpOLY2toAN6tXz9KXIJmXRz16UJ06lfNBQESPHpGeHtnaVrQdqoyfH/Osz8eHLlyQ1Dkvj/r0oU+f6MAB+nL0d1m8ven8edqzhwYPlm5Pha+LlsDfn375hX74gc6erWhTSjN3Lo0ezXjzZ2XR0qXk5UU9eqzq3n3Htm0rvrbx+bRkCc2aRS1b0unTbMcTCmnCBFq6lKpXV9R0EYruVVYo/51gGQBJSdDQYBGRqMBJFOA8WKZ5cxw/LlXq0CF4eT1OS0tjlMjLQ2AgevWS/SgKKXAYPLJhA3e1g5VGZQ6WAfD6NczMmCtj29gUlnwuS04OunZF795gd/eeOgU+H2PGiGkqCpZ59AjW1pzfcQrTowd0dBAfX7FWFA+WefQIpqbi66ILhdi9G/b2CAwUm+9ejNhYWLEOn9m0Cc2bsymhrg6W+dYwNydDQxYbw/XrU5UqFB5eDiZJ4eVLevaMAgKkCu7YQSNGOFWrVk18s1BIQ4cSj0c7d7JLs68Y1BuEimNjQ3p69PgxQ3OLFuInjFlZ1KULVa1KO3eSlhabgQIC6Phx2rSJxo9nlNm8mQYPrnx33L59VKsWeXpSXl5Fm1LIzJn0449FYUlfuXmTfH1p6VKKjKQjR6Tlu7doQbHswmc+f6a5c2n1atLQUMzwr6gdoSrh60v797OQa9SIIiOVbo1Utm+nfv1IU1OyVHo6RUVRr14MzQCNG0fJyfTXXyyfcRVFTIw6ZJQD/PyYV0DFbhNmZlKXLmRmRhERUm+24rRrR0eP0saNNGmSmNaCAoqMpKFD2esrR65fp4ICatmyou0gIrp2jW7coAkTSlx8+5bGjKFu3WjIELp2jXx82OliGT4zZw517UpeXoqYXQq1I1Qlxo+nJ08Y4suLU0mSKHbuZBPktn8/+fuTsTFDc3Aw3btHhw5RlSrcWsctz5+TUEiOjhVth+ojaZvQ17e0I0xLo4AAqlWLtm+XyQuK6NCBdu+m336joKDSTSdPUs2aVK+erCrLhapV6epVunFD0ny2vJg5kxYs+Lonm5dHa9aQuztVqUL379Po0cSTyclIDZ958IB27ZKepSEjakeoSrRrRzwe7dsnTU6URHHnTnnYxMTVqyQUUuPGUgV37KCBAxna5s2jqCg6dkxquE2Fc/68ejrIDX5+zEFh7u6UlETv3hX++ukTtW9PDRtSWJiMj9uv9OhBu3bR+vU0e3aJ6+HhlSlMpix16tCBAxQWRlu2VKAVR47Q27dfX3ePHCFnZzp9mq5dozVriGmvQwqSw2cmTqR587gP5GW1M1lZ+U8Fy4ho0EByIQUAeP/+fRsez43HOyB7wXzOgmUmTcKCBVKlkpNhaMhwrsCaNahTRwlHwJWAq+CRYcOwYQMnmpRLJQ+WEWFlhefPGdo6dsT+/QCQkoLGjfHDD5yMuGsXeDz89BMAFBQUvHmTXaMGPn7kRLcymT8ffD6uXSv/kTMyMgoKhEXHzj94gPbt4eyMkye5G6Ns+Izs5zapg2W+Tfr2LazHK4GDBw9aCoUzhcJNK1ZIEVUSBQW0Zw+bXK2dO6lrV6patUxDeDitXEnR0WRhoQwDOUd96ASHSN8mTE6mli2pTRtavpyTEfv2pchIWryYQkOJiHbt4gcGUo0anOhWJnPmUJs25O9PHz6U/+Dbt5OBATVvTpMnU8uW1LEjxcVR+/bcDVAqfCY7m4KDad06OdbApaJ2hCrGhAmUnk5Pn0qS6dev31Nz8z+JZgQHl5ddJYmKotq12eyYiV8X3bePZs+mU6fI3l4Z1nFOQgKlp1fW/SQVRIIjvFit2tCwsOOentS3L0eHFxTSvz+FhdHChfTddzsXL75SqddFixMVRRYW1LAhi9gBLlm37o/Zs1M8PQtv+8ePafJkJUTYOjjQpUv05s2uhg37OTlddnJS1g6EHBPWysN/cGkUgIUFJkxgIWdoCNmr9HKzNNqvH5uFwqdPYWlZJk8rKgpmZuV2MCknS4U7dqBXL8XVlAcqsTR6/z5q1xbf1MzRMY6ooYGBkoYOCJhH5EDU2tTUQUlDcM/Hj9DXR5s25Tagi0sLonZE9fz8nj5+rPzxCgrcdXXvEbWRvaS9emn0myUggI4dYyHXpg0pcBip/KSn08mTzPkQX4mIoL59S75Fnj1LgwfT0aPUsKHyDOScCxfUldW4xNmZ0tKozJmvRESduncfYWraIjBQSUNXqXKTyJio1qdPjLVpKh01atDFi3T+PE2dWj4DpqSkETUkQkjIcycn5Y/H57cIDBxmZtZz+HBlDSGXg64s/DdnhLdusSsdc+MGeDxZS8xwMCPcuhXdu7MRdHLC9euFP+fl5eHKFZiZ4dw5hUaXEU5mSM7OFXReneyoxIwQQI8ejGdN5ssSKyErubnQ1HTV0fHh8TJEYSAqw86d4PEQEVEOQyUkJDRo4K+nN1PeAlbyUPbUJzaoZ4TfLI0asSsd4+lJurq0bl05mFQCSfkQXymeXnH88OEWlpb+Pj5ZGzeqXBbC+/f09i25uVW0Hd8Wvr6M24SaSoiVKOLwYfL1jfv48dS4cXrdu0uv8l2J6N+fpk2jYcPowQNlD2VlZXXx4rEWLX7ZvVvZQ31Fg7s6MmVRO0KVxMODtm9nIefjw06OOxIT6dYt6tRJquCOHV+qHufnX1i8eHxKiq6uboLkQ1wqJefPk69v5SvEpeJIChxVJlu30vffg4jWraNevah1a+ZjoSohy5eTtzd5e9Pnz+Uw2sSJWLOmHMYpD9SOUCUZOpRd6Zjp0+nBg3INJ9u5k3r2lFD7X4QovaJfP6KYGGrUKEhf/0aXLl3mzKlTp075mMkh6hKjyqBBA0pM/Jo6Xz4kJdGVK9S9O0S/7tpF3t7UpAm9elWuZijE+fNUo8a/bm5r164tKChQ6lCdO1NGBl26pNRBygm1I1RJhg2jvDwWt2BAAGlqlmvtCRbH8BLR6dPkbp3qtH4yDRhAP/5odfr0usOHJ8yYUQ4Gco7aESoDPp+aN6eLF8t10PBw6tWrRFbrhQtUrx41bEifPpWrJfLD4705fLjb69fXJk/upuT7UkODxo3j5Hz4ikftCFUSTU2ys6PffmMh6uVFmzYp3SCinJycjSEhxxITpVfYBV4t2H7gqRsR0YMHNGRIOZinJD5+pBcvqFGjirbjW0TCNqGS2LZNTFm1GzfI2JicnSknp1yNkZtcA4MsHs+YSDc5WdljjRhBp07RmzfKHkfpqB2hqhIYSGfOsJAbN45u3VK6NUQbVq9+unTpqvT0uPv3JcnFxQlb+Da9ujZ3z2Fas4YMDMrBNuURG0vNmlXyUzFUFX//cnWEFy8SQE2blr7O49G9eyQQkKtrOeesy0mtWrV+O3bM0t098u1bSkxU6lgGBjRgAIWFKXUQIqLPnz+fP38+X/LxTAqgdoSqyrRplJzMYsVmwAAC6OBBZdtjZ2d3E/igr2/MdJBEVhbNm0dt296p03t222tG7aTX4678qNdFlYenJ/37b/mtSW7dSiNGiD/hrmpVevSIPnwgD49yMkYRCgoK/li8+NiHDzwej9q1k3K2n8IEBdHGjUqfLgc0arS/c+dRXbsqSb/aEaoqDg5kYMBudbR+fVq7Vtn29NDQ2Nqixfl//7WyshLTfOQIubjQgwcUFxeaOnnAoG/kxlOXGFUeWlrUpEk5xWJkZtL+/ZJ2t42M6J9/6MkT6tChPOyRk9xcOnkyafjw9IsXZ799u8PNjd68oVmzlDpmnTrk4UG7dil1EMpPTbXOyso6c4YmTaInTzjX/408j/6bNGtGrPJ4hg+nK1eUbs3vv9tPnVq9evXS1xMSqHdvmj6d/viDdu9O1TSLjaVu3ZRuTjmQkUEPH7I5aUqNnJTbNuHeveTjQ5aWkmRsbenGjcLaR5WLjx9pzx4aMoQsLemnn2wcHVsOH77FzMzb2ZlcXCgigvbuVer4kyYp+U373buDfL710qV/3L9PNjbUpg0FBNCRIwRwNoQcufqVh/9mZZki9u2DpiYLufx88HgsK7bIWVnmwQNYWaFUx/x8rF4NU1OEhiInR3Ttt9/Qv7/M6pWHIpVWTp5Ey5Yc2lIeqEplGRHnzqFZs/IYyN+/8HAnAAUFBVlZWUySf/8NPh9TppSHVVJ4+RJhYQgMRPXqCAxEWFiJM8s+fIClJbZsgYkJTE3x4AG3g2dkZBSVehEKUbcuYmK4HaEYw4eXOG8rNxe7d8PbG3XqYPVqZGRI6MqysozaEao2mpo4doyFnLMzunRho1BORzhhAubNK3ElJgZubmjdGo8eFb/cogWOHpVZvfKQ2zFkZ2f363dyxoz33NqjbFTLEebkwMBA8oOOA54/h6lp0auaFEcIYN8+8HhYtEi5VjHyzz9YsgQtWsDEBIMHY/dupKeLl9y9G/XqYcgQdOgANzduP8fijhDAmjXo04dD9cW4eROWlvj0SUzTjRsYPBhGRggKwosXYnurS6z9J3Byog0bWMgNGEDnzyvLiIwM2rWLRo4s/PXjR5o8mfr1oxkz6MwZqlu3SPDVK3r8mAIClGVIedKr19g9e05v316Zt4xUHh0datiQLl9W7ihbt9KgQaSjw1a+Rw8KC6M5c8ojWpKInj175ufk1MbB4f3w4WRnRz17UmoqLVtGycm0fTv17k36+uJ79u5NLi5kbEw3blC9ejRqlPKMHDaMzpxRQh4FQFOm0KJFVHbPhYg8PWn7doqLI0NDatKEunSh06flWy9VO0LVpkcPduUQp02j9HS6c0cpRuzcSf7+8QJBn5Ytp/r6Fri6EolPENyxg/r0IW1tpVhRnjx5QrGxBUR6WlqqEFCvyvj5UUyMEvULhbRtGw0dKluvkSNp8WIaP56OHFGOWcU4Gx393b//erx+fQWg6Gh69IiWLqXmzYnH4um9fj3t3EkDBlBuLj15QuvXK8lIAwMaOJDdS7lM7NhBmZlS/j1WVjRvHsXHU+/eNHUqNWpEGzdSVpZsAyk2a5WThISEmTNnjho1au/evWVbs7Oz9+7dO3Xq1HHjxoWHh0soNq9eGk1JgYYG4uNZiNasiYEDpUrJszTq4YHo6EUhIduJhmhqXtm+nUnQzQ0XL8qmW9mcPXs2NzdXpi7btsHEBMuWZezduy8hIUFJhikJ1VoaBRAVpdyN2FOn4OlZ4orUpdEiJkwAn6/MvTEAwIcRIwaamIzq3j0zM1Oe/uHhqF8ftWsjIgIWFoiN5cSqUkujAJ4+hZmZrKfdSCQzE3Z2Mn++MTHo3RsWFggORnx8VlZWWlqa1E4V4AgzMzPt7e3Hjx8fHh5ub28fFhZWSuDYsWO+vr7Lly8PCwtzdXUdyPz4VjtCACYmJTaSGfnhB5iYSJWS2RFevoxatSAQ3Dp0qDmf38nDI51hx+L2bdjbQ66jVJRF1+bNm/F41lpaAoGAjXxyMrp0gZdXqX1PVULlHGF6OvT1OX28lqR/f6xbV+IKe0cIoG9f8PlHra39Dx5UzqFNW7eiXj3xO2Ts6doVAwfCxQUHD8LODu/eKW5XWUcIoFMnbNmiuO4vzJ6NQYPk7PvkCSZN+mRk1Khq1ec7d0oVrwBHuGXLFi8vL9HPhw8frlWrVqkPtPgU8M6dO3w+n+m+VDtCAL17o04dFnLv30NDA8+fS5aS2REOGYKVKwFg2DDMny9B8IcfEBIig+JyoEG1apuJ6mposHln3Lev8C1Txglk5ULlHCGAJk1w4YJSNH/6hBo18OFDiYsyOUIARLWJzlSpUptj4wBcvAgLCzx5oqieN29gZobmzbF+PWbPRuvWKChQUKVYR3jiBBo2VFDxF549g4kJFFtxeX7vnr+e3seDB6VKVsAe4cWLF1u1aiX6uVWrVs+ePUsuWROv+Hljqampenp6Ouw3sv97TJxIz56R9ELzJiZkbk7LlnE5dkoKHTlCQ4dSfDwdOUITJzIJCoW0axf178/l4Ipy4kS4ltZ+F5e1lpbVIiIkCH7+TGPG0IwZtGcPLVnyLexxqhbKO5Jpxw5q356YSiGxxNBQi2hmQUE3js8+io+nXr1oyxZS/EgWa2uaN48yMujnn2nKFNLSop9/5sLE0rRvTzk5HO3pTp9O06eT2OocrHFwd5+6bVtavXpSJZV4xCUTSUlJdb9EEurr6+vq6r59+9bCwqKsZHZ29pQpU0JCQnjM28LXr1/v2bOn6GczM7OVK1cqw+bKTOPGpKlZNTw8b8AAKc5Qu2NH/qFD2RI/opycHD6fr8WueqbWxo0anTrl6epqBwdjxIh8HR2mPeoLF/jGxloODjmy7mErCf6ZM9ojR9Y7eHCLk5NBaipatcqzshK0b19W8upV3qhROk2aCC5fztPXl3kPvrKRnZ3NV7WzE5s25W/YoDl1ai7nmjdvrhIamp+VJSh+sSjgnqWSN29uJCYmt2xZs25dPHyYzc17UnZ2le7dC6ZMKfD35+aeGzJEZ88eDT094c8/52/eXMXHJ8/VVdCli9z6srKySNxhuaNGaa5ezff0VOifxT9/Xvvu3ezNmxX/29u0b8/maabB/v/NFT179vTw8AgJCSEiANra2vfu3XN2di4llpeX161bNyMjo+3btzM5wsjIyM2bN48bN070q76+fodKXQFJWTRtytPXx5kz0v6Vr17xatUSvn1LpqZMIjI4QoDn4iIMDydra16jRsIHDySoHTVKw9mZpk0r75tNLBpnzmgMGiQ8eJCaNk1PTzcwMKCLF3k9ewrPnCFRyCsREeXn0+LFGn/8ofH77+jSpVJYrjiFf69KkZZGNWvy3r0Tclvc/P596tSJ9/y5sNSLgcgR6ko7U7MUGRnk6MgzN6e4OIUDiQGNgQNJWxvh4YqqKs6LFzxvbyISnjlDmZm87t2FsbHk6CifsszMzKpVq5Z1hBkZ5ODAu35dWLOmvHYWFPAaN8aCBVDATxchWr+V/kBTZAVWPiZNmjR27FjRzwkJCRoaGp/KbAXn5eV99913PXv2lBAyCvUe4RdWrYKeHjtRIyMEB0tol2GPMCoKDRoAwKRJ+PFHCYI5OTAywuvX7CxUNrGxMDMrqrPzdc8sPByOjnhfmCB//z48PNCxY4liHd8AqrhHCKBBA1y9yrHOadPEb1rLukdYRGIiqlZF69aKGob589Gs2dcMfw5ZsQK1a6NtWwBYuxYNGkCuvxQMe4QiJk/GrFlymwisWYM2bRToX4LKW1nm77//tra2Fn0hly9f3ubL33zp0qUHDx4AKCgo6NevX8eOHXOk3QpqRygiOxsaGrh7l4Vo375wdJSoirUj7NYNGzciKQlGRkhMlCC4bx9atWKlUulcugQzM/z9d9GFEo5h+nT4+QlzcsPCYG6OMuHM3wIq6giDgrB8OZcK8/NhaYmnT8U0bdu2bfLkyfKpffgQ2tro1UsByw4ehLU13rxRQAUzAgGaN4eVVWF5pyFDMHKkfJo2btz4gKFs29OnMDGBfLkeSEmBuTni4uSzqiyV1xEKhcK+ffs6OTl17drVzMzs6pc3vQ4dOsyZMwfA7t27icjNzc3zC/EMiXJqR1iEjQ1GjGAhd/cuNDQYazKxd4QJCTAxQUYGpk+XWnixRw9s2sTCNmVz8ybMzUuVpCvhGASCrLZdDlhPaNZM/CPyG0BFHeGePSxLBLLlwAH4+Ym5vnbt2ppEvkRerq7yaT53Dnw+pk6Vq3NcHMzMcP26fEOz4p9/UL06atZETg4yMuDqis2bZdXRp0OHThoaNjzev//+K1agc2d5v/Jjx0LetxCxVF5HCEAoFN68efP48eOpqalFF1+/fv3+/XsA6enpz0rC9JeoHWERI0bAxoadqIEBFi9mamTrCOfOxaRJ+PABxsaS317T0lCjBj5+ZGeb8rh9GxYWOFw62au4Y9i9G46mn5PM3AW/ri9f48oPFXWE797ByAjssj1Z0bUrtm4Vc33WrFkNiUYS+ZqZya1cVIx0yRIZu334gFq1sGOH3OOyZf58mJkVZj09fgwzM9y4IZOCDk2aTCHyILq3e7dYgZMn4eYme9LwnTuwsEAxp6A4CjnC9+/f7927d+7cuePHjw8KClq4cGF0dLScdQ2UidoRFnH/PjQ02C1HdO4MFxemRlaOMD8f1taIi8OsWRg3TrLspk3o0YOFVUrl3j1YWEBcOpHIMXz6hEGD4OKCmzeBFy9gZYXTp8vdyvJARR0hgHr1cOcON6qSklCjBsR/En/+OZXHm1m9el6VKkhJkXuIVavA44FFJvcX8vPRujVmzpR7RBnIz4erKwwMCjfADx7Msbe/cPRoNuuyBWlpaeNGjjzm6gptbbHFooRCODuzPPCmGP7+2LhRxj5SkNMRnjp1qmvXrkUB1sVz+PT09EaOHBnH3eqt4qgdYXH09LBqFQu58+fB44EhComVI9y7F/7++PQJpqZMRd+LaNUK+/axsEp5PHoEa2v8+WfZlvj4+H79Bv/8c5StLUaPLvYaERMDCws8flyeZpYPqusIx4zB2rXcqFq+RGz7vQAAIABJREFUHMOHM7SZmAj79s3KykLNmhLeF9kQEgIeD1FR7KQnTED79ornubPlzh3o6WHIENFvgZaWU7S02nl4sFeQkZEhFAgQEABt7eKb7kWsW4eePWUxadcuNGrE+ScQGxsbHy99w/WrI3zx4kVAQACfz2/Xrt2GDRvu3r1bFKvy+fPn2NjYpUuXNmrUiM/njxw5MkPZJ6OwQ+0Ii9OyJb5U7JFGlSr4/XexLawcYZs22LULoaFStyUTEmBoKHdgGhc8eQIbG0REiG20tPQkWkzkeuxYman01q2oW5fbVZrKgOo6wshIxYJQiuHuzlDActUqaGoWpKZmZWUhKQk6OnLHkogYNAhaWiyi2DipoyYrU6dCV1e0KNrazW2thoaPtTX73oVRowUF8PeHjg727CklkJ4OY2O8esVOnejN4/x59gaw4dWrV4aG3sePSy8p99UR7tq1a+zYsUxhKUXcuHEjMDDwceV4WVY7wuJs3w4dHXai/v5o3Fhsi3RHKKqt++4dTEykFn9avpxdCI+SePkSNWsyRX+eOwdt7ZZEPfh8K/F1t6dORUAA09RZRVFdR/j6NUxNOahVe+UK6tQRpyc/H9WqYfTor+kTBw6AxxO7os6eli1RpQpevmSWuHgR5uYc1FGTlZwcWFrC2RlCYVJSUnhwcKK9Pfucja/pE7m5aNYMurplw2OmTpWcq1WMuXPRrx9721kSF/eez6+/aJH0zC31wbwyEHXsmLed3dDAQKYEmopFIACfL3aVogy7dzOdbS/dEU6ditmzsWgRBg+WOk7DhuzsUQbx8XB0xG+/lW3JykJwMKyssHevYOPGjUlJSeI1CAQIDMTEicq1s3xRXUcIwNERDx8qqmTMGIZYsZAQaGsjPb1EHuGECdDWVjCZoWFD1KgB8eVsX72CpSW7w7WVwMWL0NJCeHjhr506YfVqll1L5BFmZsLTEwYGpXJcXrwoDC2XQnw8TEwkvizIQ2YmmjRBSMj7FBZ7vWpHKAMjAgJiifyrVXvHRfl2ZVCnDnr3ZieqpQVxEV9SHGFWFkxNcf8+zM3xzz+SR3jwAFZWrNb8ExISJvbvv27ZMumiLHn9GrVq4ddfy7bExsLJCb17F5ZaluIYPn+Gm5tYb6qiqLQj/P57RZM7s7JgbCzu2LL0dFSpIkp6KJ1Q7+QEOztFBs3Ph60tLC3LlGvPykLjxuw29pVGjx5fT/d48ACmpixDhEon1H/6BDc3mJuXmgN26cIi/KVXL8n1+uWgoADffYfhw7lLn4iNjR04cGDbL3BhJGeUqyNMTr5pb9+hevV5bNMUKgB2Ry0BALy84O9f9rIUR7h1KwIDsXw5+vaVOsLs2ezOhwJ+HD16C1F7HZ0n69ZJyHFkS2IinJwKo8OLUTQRPHDg60XpjuHbCiJVaUe4eTObIzUlERmJjh3FNYwdC11d0b1X2hF+/IiqVdnc8BIQbZiVCL4RCtGvX1G4SoWRmQl9fQwdWvjr6NGYMYNNPzGVZZKTUbs2atbE998XbSicOgVXV4kL2jExsLOTN/2ekUmT0LIlcnM5coT5+fnOzs6HDh268QWO7OSG8nOEaWnw8MC8ecjPh50drl0rj0Fl580baGiAaamvBBs2oEqVspelOMImTXDgAKytpQYACIVwcMDt2ywsEQqPtWvXWFvbz8Iis3VrGBigfXv8+qvUeFTxJCfDxaXs4ldMTOF0udSZO6wcgyiItPx3cZSASjvCf/9lnSzLQJs24tZBEhKgrY2ffhL9JqbE2unT4PEUjOwXFWATlVjKy8tTYh01WdmxAzxexs2bAJCcDBMTMKTJF0d8ibX4eNjZwc0N3boVnSHp7s68P1JQgAYNIO54dkX43//g4lKYu8yNI/z8+fNgFltBFUU5OcKsLPj5YcKEwl+XLWOzPVZRGBoWfaMlkp8vNrhbkiO8fRt2dli1Ct27S1UfGwtnZxZmAJg1C15euUULMpmZOHwYo0fDygqOjggKQnQ024iVjx8L31eKkZkpZiJYBFvHsGUL6tatBHUBFEWlHSEAW1upR2oy8vIlTEzEuZ6ePaGvXzQpEV9rNDgYmppsPIQERAXYmjdY7VW9ejcdHcmFCcuTQTo6nkTNHRwA4Oef0b+/1C6MtUYfP4alJZo3R6tWon3R335jfmCsX8959cWjR2Fj83XDkbOl0aCgoJdcb2NyRXk4wrw8dO6MQYO+lrX4+BGGhpWmhnRpunRhnf7k6opOnUpdk+QIR47EwoWwt2dTAmrcOCxaxMKG9etRpw6Sk8U0CQS4cQOhofD0hIkJevfGtm2SQsw/fULjxpg+vfi1ookg08aHDI5h8uRvIIhU1R1h//7iK8KwYd48TJpU5urDh6hSpfjNylh028MD5uYKlrc5fybfi6xOETlpaUutpVxu2Glq3iKqxeMBQFYWbG1x6ZLkLhKKbuP2bVhaoksXNG6Md+8yM2FqKu71JTUV5ubsSiSz5cYNmJriypWvVzhwhI6OjoaGhqJDWwy/oLitHKJ0RygQoF8/dO1a+vE3cWKlO239C8eOgc9n921dsgT6+qWuMTrCT59gaIilS9G5s1TF+fkwN2fx5r5zJ2xtWUWLvXyJsDAEBkJPDy1aYMmS0uGDaWlo0qR41dOiiaDk6HcZHENBAQIDERTEVr5SouqOcM2azICAYx9ln5oLhahVC7dulWnw90f16sX3qBgdYXY2qlVj2GNkx4MH8PLawte3pSZVyGrPnsryv/h97dqW1apF83iFH9DmzWjWTHKqiiRHCODsWZiZYeJE1KuHV6+mTxe38zhx4tdlNmkIBILn0h4oot38Ugs/lbrWKFco3RFOnoxWrVC28pCovnrlqCpQFi0tdsVcMjOhoVFqv5PREa5Zg7594eCA2Fipio8cQYsW0oSio2FmJvP7YJmF06fbtn3frt16BwdMnFj01ZU6ESxCNscgCiJlqEWgEqi6I3Q1t59OvFrVZH4j//vvwkPDSnDuHPT0SgX9SzqG6do18HhYulTW0SEUIiwMJiZYvXrwoAk8nqOWVlseD4aGmDKF80gReWnVCjVqiCJM0KiR+L2EL0hxhAAOHYKlJUJCYG2dcPJe6efl/fswMys69Uwqbdzdu9WoMZU5Jj4tDe7uYmoPce8I5T6mS3ko1xHOmgUvL4aKhEDXrpX2nJ4GDdC+PTvRWrXQp0/xC4yO0NUVwcEICGCjtX9/aRkHly/DzEzq8oskBAJcuYKQkFHVqh0iaq6llfT2LVhPBIuQ2TE8fw5LS5w5I7vFlQJVd4RNNLUXkEYD4s2dlXfvngwdBw8ukyMnFMLdHYaGpRyRlAfdihXg88VNLZl58QItW6J586J4K4FAACA9HVOnwsgIPB68vTkvqyI7+fkwMio8C/DMGTg5gdmFSHeEACIiYGuLVatgbv6j76UNG4o1tWuH9SxK2xcU4ORJ9O/vrqGxk6iztjYMDdGmDaZPR2Qk7t8XpWfl5aFtW/Gn4MjjCJs2bbpu3TrRz0KhcMCAAZcvXy5q3bFjR4Uc5CsBJTrCNWvg5CR+70rE2bOoW5fLevjcsWgRqlVjJzpzJoyMil8Q7wjPnoWLC5yc2HxZMzJgaCjxVe/+fVhY4PhxdiaWISUFt2/j0CGsWYPp0zsZGbkTOWhoJPbu/XrwrPmma5c1P5B26grevGGznyePY7hwQXWDSFXbEW7YkGRl1bxe0+v1PB4496hbK9/FBaGh0rPsRUeglM7+/fNPGBrif/8rJSz9jd/Pr3DmxIZt22BqiiVLJGTUnjoFb2/weDAywtSpYlagyo+4OPD5hZ+JKHibAVaOEMD69ahVC9u351Y3HWV3srDHvn1wdZXy9Xz0CKGhhRVflyy5efr0Lz/9FB8fj48fEROD1asxeDBcXFClClxcLtYaHOayWnA+puzkWh5HaGdnt/hL3LlAICCiP4uVKv4POcJt22BnJ71MXqNGOHGC+9EVJi0NGhrsHtQpKdDQKF5dWrwj7NMH338vNu+wLBERCAxkbn7zBvb2ZQMerl+/XqLCS0EBXr9GbCx27MAvv2DsWHTqBFdX6OujRg3Ur48uXTBxIpYt2z1hgkf16m0da+/stGVJtUXPO0/Ed9+hSRNYWUFbG1ZW8PJC164YPx4LFiA8HFFR+OcfUfzn5cuX/V1cFs6dy+bvKsGWLahX7+G1a2wPMa40qLAjPHz461m6ubno3Bm9e9+/VyBaABB5RKZTJMPCytQpzc2FnR2Mjcs+OqU7wvx8mJhIX/1/+xZdusDLCwwH2JYiLa1wgsjnw9u7RMRHuTJ/PjQ18eRJ4QsrQ3gaW0cIYMECuLvj1Kn3WpZxc/4SZmXBwQGnTokX/vQJ27ahbVtYWSEoSHoCVnr6xjE35tbcljcuCC1aQF8fLi7o3RuhoTh8GO/eRW7Z8vz+fak2qh1hGQ4cgKUlHj2SLrltG9q143h0LkhLS+PxumlqNjrFdLcVx9q6eGVhMY7w7VsYGsLFhWVSeYcOYk96AAB8+ABn57Kp7r8uW9ZbX7+Bnt77Pn3g54eaNaGjAysrtGiB/v0RHIz163HkCOLiyhaqWrZsffXqbTU1PYcOzS79nS0oQEICrl3DoUNYtw4hIRg6FAEBcHFB9eqoWrU+n/8nkQtRxqhRCA3Fr79i1y6cPYu4OLx9K/mNdYqzc19tbd969dh8JpUHVXWEV6/C/P/snXdcU9f7x8+9Ye+ZsEEEkSUiDhARBzhxixu31FVcVVwVt7QurLaKmzqq1FUUxWJdWCfuPUBRVAQRFJGV5PP7I5GZcbMAv7++X/4Rbs659yQm+dxzzvN8Hg4EuW4CvnxBhw4YORI8Ho+HlBRERIDDEcwf8Pp1ld6+vjVczNauhaWlSEcxRntADx+CxcKcOWIbxMcLbVZkv1VKSICXFygKHA5++gk8HgoLC0Xb4aqI5s3BZoPHw5gx4ipDySCEAGbMgJ/focjL0WoGPhoaE2tmg3K5SEzEwIEwMsLAgTh+nGEZin370KCBsJwUAJSU4MYNbNuGyZPRps1TXd0ONP1JjOd+Zf4Twqr88w/Y7CrfNwmUlMDSUrnhv0phy5YthIQRstffX3qEJyZMgIVF+V8ihHDpUgQHw9eXyaWzs2FkJCaKqLAQrVtj7tzqx7nc5X5+UymqhY7O63XrcOYM0tKYrjsBbdtGELLWwKD5+2qp8lIpLBzg59eUotzU1Xnr1iEqCpMmITQUgYFwdweHAxYLJiZo3Bht2qB3b4wbh3nzsHYtdu9GUpK/jc1WQjwoiv/LL8xHW+d8k0L49CmsrJCUVP14YSECAzF2bHmQFJcrVEQ2G/7+iInBq1clq1fvMzW9VOWuJj8fpqZgs0UWRmEaDLFlC2haxGZBdjb69oW7u6zVbqvx8iUGDICWFtTUrlJUYxbL9l9Rlf9UgsBupn9/vH4NU1ORcd2yCSGfjzFjuB2C7VlO9wnxNDWteOr+fcycCSsr+Ppi40aZ6r2cPw9zc0jYKv6Yl9fc2vopg12Y/4SwEpcvg83G+fMydFmyRMFCLaogNzfX0NCdkMD58xkUQ3v5EhRVnttbXQh5PDg4oFEjhlt6v/wixmygtBRdu2L48Oox2e/fo1OnkrZt923adJ3h/Ucldu2CpWXu+PE/JyfLaYF2+/ZtnoSN3uxsPHiA8+dx6BA2bsTixYiIwJAhCA4O1NKaQ0gHHR2EhsLODrGxtVdMTgG+PSHMzoazM7ZvF/3sx49o1QpTplQ7XFyMI0cwaBC0tFZR1Pfa2n5Vgu9nz4aDgziDaRmiAnv0gK5ulVWKxERYWyMiQomWMa1aTSFkDiHjxo8XaRauGs6eFVYWjooS+ZWWTQgBcLkYODDOslUjA4e1K1YgLw+xsfD3Fy6Byl5z+dkzWFmJXWEtp7S0tICBa+N/QviVu3fB4chsA5+bCxMTZp5mtU1wMBo2ZNbUzKw8D726ECYkwMUF3t4M69+0aiXixh18PkaMEJGOeeuW0DtGriz1X3+Fg4OiMStyC8P5M2dCXF23Csp8X7qE9u3h6or4eCUUClIl35gQFhbC11eKI7MoI4Vy1q7dqqfX29y86ZtyG5fMTBgZgcMRVydTBiHk8WBlJUzLyM9HeDgcHZUe/ZmTk+PpGWRiMk5NrbRWYxKmTYO6Op4+hbV1TQ8NmYUQQElJmLpWEFHzo1h8QyMMHoykJPluH7Oz0bAhI2sFOYNlKIqiv0IIqfwnRVH/s0KYlgYbG/FbWxIZN07p1ulKITNT9MqNCIYOhYOD4GF1IezaFY6OTHIReDzejh1JJia3RYjatGkIDKweDLd3L9hskRUwmBAdDUdHpKXJ17sCRYVh7lx06SIUv+RkNGuGli3rs0P3tySEXC569mS04vLhA7y9xX0Nb968+bZiEwkYORKNG2PdOvGXlSVP7MWLCRTlRlG/amtj8mSVpgR+953ijqcy4uICBwds3lwzUE4eIQRcDE0PE9KAYtka5AcGYvVqeUzrvnyBnx8zI0nGQqhGKjFgwID379+T/29kZ5Nu3cj8+WTQIHm6z5hB2rUjM2cSLS1lj0whrK2Jnx+ZOJHcuyet6ezZpEkT8ukTMTCocjwjg1y6RKysSI8eUi/322/bfvghhaafPn/+u7Ozc8UTS5eSU6fIuXMV7w+XS+bPJ4cOkX/+IR4eMr0oAVFR5MABkpJCrKzk6K1UFi0irVuTrVvJuHEkKIikppIDB8jEicTOjqxYQZo3r+vxfbMAJDyccLlk40bpjY2NSVISad+eqKuT2bOrPdm0adOKP+7eJUePEg0NMm6ccsZpb3+ckH+AnsXFE/X1SWoqad2aqKlJ7yg7mzYRDoeMH0/evSPz56viCjW4eJFYW5Nr10huLjl6lMnvgGQSr19Zu3jx7vDwZj6GFy6Qo0dJYCDR1CQhISQ0lLRuTWhayhkAMnYssbMjixcrOJbq5/2GUcKMMC8PTZsiOlqhk3TuXFHcsj7x5Akoilnur4GB4Ia6yowwMhLW1ti/n8m1Vq/eTlEDjI1bpFWepsXGwtGxirlwTg46dEC3bjLtipfD52PKFPj4MLekkIISZkgPHsDMrHIKCsrKEBcHBwcEBdW3WKpvZkYYFYXmzWWryZWVBReXajYx1enSBV5eIgxIKiGrc8h3Awa46OqumzIF0dHw94e+PoKCEBOj9EqzArZtA02LMk1VEUeOgKaxcCFcXCpHwMo3IxTJvXtCR2Fzc4SFIT5ekmfXzJkICJBhB/Y/izUGFBbC37/mTrvMJCXB07N+bg41a4YWLRi069kTjRujshCWlMDYGI6ODE0DJk7k9++f8qTylp3AY6myQly/DgcHREbKZ0TA5WLUKAQEiCn2LRfKEYZffkHz5tUD5UtKEBsLCwuEhiphDVdJfBtCuHUrHB3l2Xp/+RKOjmI98E6fhr09LC3F7Q4KUNRCKycH8fEVLoDh4UhIUG6SfEICWCz06KHEU0pk6FBoaaFdu8p+UUoUwnKePxc6ChsaIiQEsbGovKQNYMsWNGxYwxhBIjIL4dOnTxkWXn/w4MEHuW7nlY5CQlhSgi5dMGKEcgSsSRPxRbfqktu3q2XMiyElBTSNkpIKIdyzB8bGYJCCg6/GgVXyFwSuu5UDQePiwGbj0CEZX4GQkhL0748OHZRQuLcyyhEGPh/duoneoyooQHQ0zMwQHl79a10XfANCePw4LCwYJfKK5MULODhgy5bqx3k8+PigZUsJbikClOklee8eoqMRFARDQwQFIToaqal5eXlz5sy5rFjC/L//QkMDvr615W1lb49GjWBhUX4TqgohLCc3F/HxCAuDsbHQY/+nn+K9vYeYmFyRNThOZiE8cOCAnp7eDz/8cO/ePZFN+Xz+2bNnBw8erKGh8Vy+oqnKRj4hzM3NDe/bd7qDQ3HNOEa52by5Fu/QZMPVFW3bMminrY1ffqkQwiZNYGHB8P3p3BlfvfkAALdvg82uCG0uLkZEBFxcGFps1KS4GL16oUcP5btPKU0YXr8GhyPWDiQnB5GRMDVFZKSkSlKqp74LoaCOjoIJc0+ewMYGe/ZUOfj77/DwgJWV5OkgVGSqnJeHP//EmDGwth6tpjaTEGuaLlLs0/zsGfT14eRUK5ZsL19CXR2enuVVd1QqhOUUFeHYMYSHg6Y9Cbnp5BQk6xnkWRo9ceKEp6cnIaRx48YjR45cvnz5pk2bNmzYsHjx4n79+llZWRFCunTpcvfuXVlHoyLkEUIud2N4+M8UNUlN7cTRo0obypcvYLPrp//k2bOgKLx8Ka1dhw7w9hYK4f370NRkGKD2119wda20LvjsGayt8eefwj9fv4avL3r0kFsAPn9Gx44YMkQlpQCVKQyHDqFhQ0kz1pcvER4ONvvf8eOHBwcnSnT3VxH1WgjT02FlxaxyijQePYKVVcX2dkkJHB3Rpk3V+zXRqLa6wF9/dWCxJhPiQUipwq9UUE/ewkJ6lRUlsHMnaBqGhgLvydoRwnJ69x5rbt58+XIps/mayLlHyOfzT58+PWLECDs7u/KAGoqiPDw8pk6dKm6yWFfIJoSvX2PRItjY3PfxaWVmFtCo0TsJntpyMH8+8/JatUyDBgzKqB05AjW1osLC0tJS9OsHQ0MmhiklJWjUqFLu4Lt3aNSoQkFTUmBtjagouVdwPnyAry/Gj1fVEpCShWH4cEycKKXN/fut9fTuEuKlrY1Nm3D7dm1m4tdfIXz/Hi4uksNYZOPWLVhYICEBAH7+GR06MJkOQnVC+PQpundHo0YFhw8vW7bsyfDhwiAUxSgogL09jIwY3OkqTrdu0NDAsGGodSHE15IdcvRSNFgmPz//8ePHL168KKwv9bKqw1QIU1IQGgoTE4SHy2FhwJR372BiAlmNvmqFY8dA0wwiLTU0SrdvL/3wAerqWLGCyZlXrhQuCT958qSzp+cIQ8PiRYuEzwlCRU4ycLcRQ1YWvLwwa5aq4pBu377dzd//VwazBKbk58PBAceOSW61bObMFqamk1q0EOa0GRigY0fMn4/ERFXf29dTIfzyBa1bi7O1lJ8rVz6bm/8ybNhRQ0O0b89kOghVCGFhIaKiYGqKqKgqN5cCk7aqddDkgMdD8+bQ0lLQ043ZldhsaGggNbX2hVA+jh45ksFgoe5/Omo0Px+xsXB3h6srYmKUHGUhkuHD5SnaWStYWdUw4K+Jry/Pz483eza0tKTvPHz6lPt3arjBH++nLMawYUutrP4gZIyW1uXLl1FUhNGj4eWlSLRkRgYaNUJkpNwnkI4Xmx1LiCNFfVRiHGpKCiwtpUY8civPAj9+RHIyoqIQEgITE1haIjQUMTFITVX6RLg+CiGXiz59MGyYKu53lg8f/iMh7TQ0Hou3kqkxHKUKYUICHBwQGip6ynb2LDQ14eWl+Lp/165QU1PktpMZDx+CptGw4TchhOlXrrTV0fnAYA/if1QIU1MRHg5jY4SGIjm59gZ05w6sreXwm68F9u0DiyXtZmDbNmhqwtCw+hpvSQnS0pCcjJgYhIcjKAiOjtDSytZ3vO8YgshIxMY+2Latg5PTwI4dvzx5ghYtMHiwIi4b6elo2LBmqTgl08PFpS0hLSiKP2aMfHmNopk1C716ydmXy8W9e4iLQ3g43NxgYAB/f0RGIiFBMKPncrk3btzgyruaWq+EkMfjNWGzPSnqDwcHFRmX79+9u52RkZemZg7jO1SlCeHDh+jUCd7euHBBUrP0dBgbw8pK8dzYsWPBYlUPElI+q1eDokrWrKm/QlhUhP370b17npFRUx2ddAbvyP+WEBYUIDYW3t5o1AirV9fKDnIN2rWT06pN9ZiZYdQoSQ3Cx41zJqQjIYnTp2PNGkyYgKAg2NtDSwuNG6NXL/zwA2Jjcfo0Xr0SbMHk5Qn7FhcX79yy5e+VK2FlpaBBwYMHsLUVEQCvZIqL4ex8Jjq6JC9PWNU+Lk45Zy4tRfPmYn2iZeL9exw7hvnz0aEDDAzg6tqLwxmrp9fL3R3378uxyFFfhDA9HTNmvGnQoDUhFwhprq+vouskJia6aGiEsVg1anSJRQlCmJeHiAiYmyMmhtEGcFER3NygrY2rVxW6LjBvHmgas2dnJQg2R1XDJhOTloQ4qKvn12kItAhSUyuKj8TGoqCgsLCQyXrPNy+EgwYNAoC7dzFpEkxN0a8fkpPrMrf9r7/QsmWdXV0imzdDXV3Ukmd6Ovbtw/TpRjS9npCJhPTS0cH332P9eiQlIS1N5Jc5KAibNgElJXj8GImJ63r2nMpitafpe4qZ7KSmwsJCaZIkiUWL0L9/hTBcv45mzdCtm3IMQe7fh5mZkqOIuVzcutWGw9lBUW10dODqCl1dGBrC3R1du2LsWCxciO3bcfKkBI18U9nlp5YpKcH27cKkOoqCmRl69hzs4uKirb3X1ha9e6vCvL6Pjc0hQvpRVDxjV1uFhJDPR1wcLCwQFiZb4jeAPn3AYmHvXjkv/ZWlS7MJ8aCoTkFBoQqeShyN9fVPEBJISFxtfFEZkJmJ6Gg0agQXF0RFoVKlkf8vzjKtaPpEw4awscGiRdXLcdYJPB6cnRVNhFIZhob4/nsgNxcnTmDRIoSEgM2GtTX69EF09KoJE2wJsSFEdLbvly+4cweHD2PlyrRO4y/qBvEdGkBTEw0bonPnP4ODg3R0vMzMXr16JffwBAXG5M25l4WMDJiZ4fnzKjOksjJER8PEBNHRSojkXLsWbdooPSL0xYsX69eseVGu1nl5uHsXiYnYvBkLFmDkSAQHi9PIBjTtRIivlhbOnq34d/Mm0tOr/PsqohvWrm2goRHo4qLQiC9dQlgYbGxAUdDWhq8vVq2qrtMlJZg7FxYWDP38GHH/Pho2vErTbjTtTtMfGZtVyy+Eqanw80OLFrhyRZ7uAGbMAE1jwQI5uwMAHj58SFEuhCwwMhqkyHkk8Ouvv9rRtKuhYa2WC65JURHi4xE/rscTAAAgAElEQVQSAlNThIWJnAL9fxHC3wgZxuHUr8qo69cziEupXYqLcekS1q276zX0KeUMAwO0b4/Zs3HoEDIzy1sdPHjQlhAbinr59Cnu3UN8PKKjK28KwtERQUG8seE/m0bfnh+P1NTKAQhPnz7NlXc5+s6dO3/9lcvhSC8wphx698ayZRC5VPjsGYKC4O2taBAej4eOHbG8FmvIVaNcIzdtwogRcHW1IuQeIS0Jgbp6xT+aBkVV+UeI4F8YITcI8SfkvYYGjIxgZwcvL3TogKFDMXs2Nm7EyZOoOsVcuGDBwgULkJODxYvRtCk0NEDTaNAA48dDav7xlStwdcWAAYrulpWWQpCc4OMjnGUKagkxK2IkqxDGbdzYq3nzc337wtoacXGKLkdt2QIWC6FyTuZ4PNy9+0lX10ZNzY/Fyg8KUkne0cGDB500NVt9LVnDnGfPni2YNu3ypUsKXZ7HQ0oKwsNhZISgIMTFSQhH+P8ihN4GBndbtoSPj+LL60qjoEAw26ir63/+/LmHr28bO7tbS5Zg0iS0aAEdHTRrhgkTsGNHc+178+eK/nKYaGsvJ2QcIQk0jaZN0b8/IiOxeTNOn0ZGRvlXavly9OmjzAGvWvWbrm4vmm5y4kStJJ+cOAEnJ4Fxr+g9s/IFrogISQbAUsnMBIdTZ5/M8nrtlpZwc0NUVLCXlwNFDWccrx+zcmUDdfVAGxscPow1azBpEvr2RZs2cHGBhQX09aGuLhROFgu6unt1dXsR0ouQY4TA2BidO2PvXtl+iYuK8MMPsLKC3G4Dv/8OXV0YGaHaJtmVKzA3B4OfYFmF0NPQ8AkhHczMoKz9V0EoqY+P1FDSkhLcvYv4eCxejEGD4O0NHR3Y2uZoaPgQMq9Jk/VaWvDyYhgtKwNuBgZ/EOJLyO7du2XqGOzhcYSQJlpaCA/HzJlYvBhr12LrVsTH4+RJXLyIu3fx4gU+fKj2sbl08eLCGTPST5/Gjz/C3h5eXli7lsla+v8XIRwyZAj4fOzaBSsrTJigzNg/RZg5E9On182ly8ouLVo0isXaRcgyd3esXYt//638VZg5E7q6ojo+fz5ZW9uWEAdC1ou38M/KUubm1+fP+PVXGBsvoaiZRkatFFlWZUpJCVxcylP9JAWPZGUhLAwNGyo0Sz1wAK6uyv8pkkBRERISEB4ODgc+PoiKqmw1q5JgmdxcXLqEbdv2dO/ejBBvitq6apVCJ7xwAc7OGDZMtq9zWho8PMBiYfx40dOyY8dgYSH1syubEB46FKGl5WNqulm5Ic4vX8LUFBwOsrIKCgrGjZs1bVpUTk5pairi4xEVhdBQuLkJ12hChIHbSEkRavG1a9dWr97p41PYty/09GBvL/N+pSRKSnZpazchxIamGdpTC7l27Qc9vW46Ot2cnBAbi59+wvz5mDIFo0cjNBTBwfD1hbs77OxgbAyKgq4uLCzg7AwfH08NjQOEdFNXx7RpMuWC13chzM3NVfxXr0rUaH6+MFIrNrbuC0FkZsLUtLZdJUtKEBeHRo1KW7ee2LZt79atX4iK++DxoKVVo1jNmTOwsICaWv7kyTAxkRBdOnKkcnL7srIQFQVzc4SEIDGxaNu2uEsKLpgwZNmyyrkN0oUhMRH29ggNlX+9bsiQ2qiaU1iIhASEhcHICP7+iImpvOhdjqqjRk+dOnVaKe7zX74IQ3kZFIUGjyfwo4SXlxSHlc2b0bCh5JmEDEIouP9mVOdMdoqK4O4Obe3Dc+bS9AKKGq+tfax5c4SFYflyHDqER4+kJGp9/ozevdG6NYyMqhcKkx8eDy4u0NX9EhQkW/rEjh1gs3H4cGZmJtOOBQV48waPHyM1tXOjRt2MjCLHjZN9vPVVCPl8/qRJk0xMTOzt7Vu2bFnznoLP5/fu3dvGxoYQckFiCo6IPMIbN+Dri4AA6RsSqmbgQMTE1NK1CgoQEwNrawQFSUlaAgCMHw9j469/8PmIjoaFBRo1gr19UVERNyZGTHQpbtyApaWi+n77NsLDhfUYHj5U6FQy8+oVzMwqB5UxEobCQkRGwtJSzmDW/HzY2yMxUZ6+UsnNRVyc0DhJUAZP4q98fUmfYMi//8LZGaGhkqaG8fHQ14euLtOaoAsWSK50yFQI16+Hg4P8VTKYwevdp4xi+VFGxgY2L2V3UePxMH06nJxgago9PSa/DdLw8YG+Pjp1Kt6+namelZUhMhKNGkEBh04+n58p6sZOKjIL4aNHj5hHGCtCUlKSra3t+/fvAQwaNOh7UTfL27dvv3PnjrGxscxCCIDHq9jgqcOv/bVrcHBQuY1kTg6iomBmhpAQXLvGsFNJCdTVsXEj8OkT+veHvz9WrgRN4/59oem2kRHGj6/ZMSAA27bJP9iUFISEwMICUVF1ZEXXv381d0cZhOHGDfj4oGtXefIrzp+HjY1SXvO1K1emjxx57eRJxMUhJAQGBggJQVwcw9uTb0wI8fUuxNoaNS3yX76ElxdoGn36yObMMmkSunUT14WREM6fj8aNVe3vWVyMvn0xytB7KCGdCIkV9ZVkwpYtYLPB4UBXV7GwXD8/6OriwQMYGha+fctICLOz0b49unevyDiuXWQWwu3bt7u5uQkeczicf1WWADB8+PBZs2YJHqekpJiYmIhraWJiIo8QCsjNRXi4MI6rrvDzU2EqwIsXiIiAkRHCwuRY9Rg2DH6mj+HujvBw5ORAUxMzZqC8MO+qVdDQqFYH+o8/4O0tTxCaYMnWwwNeXoiNrZWqMSI5dQp2dtUCzGQThrIyxMTA3Fye/IoZM+QOBazg8eOWxsbnCGlJ0wgLw+HDsu4+fntCKCA5Gfb2CA+vuLWdPx9qanB0lGfJj8tF797iTN2kCCGPh0mT4OOj1G03EeTnIyAAQ4ciesVPzSnKi5DrNA11dTRtiuhoWYtT//03zMzA4cDAQGpBRjF07gxNTTx5gu3b0b8/I4u11FTY28tdiFspyCyEhw8ftrCwEDh8q1QI27Ztu/lrTs/bt28JIeK+nEyEsFu3bqlfEVEf6vx5eHggJKTyaljtER+PgADln/bpU0REwMwMEREi94GYUPxnQhbhXB63FQBatYKtreB4RT1CfX1MnVre/ssXODjg3DnZrpKTg+ho2NggKAgJCXW6dVtWBk9P/PVXtcPyCENaGoKDjzg4tLa2XvLDD0x7FRfD0xO//y7z5Xg8XL6M2bPh6gpr6/ENG7Y3Mhrfr5/M5wHw7QohgPx8jB4draXlQlHf0zR0deV5M8spLESrVvjxx5rPSBJCLhcjR6JtW1l1SFaysuDtjUmThApy6tQpYWrv2bPo0wcmJqAomJigTx/mMcl378LWFubmYLMRESGjNg0cCHV14W5o587480/pQigoxF0XtcYqw1AIKQCCWkuZmZnOzs7+/v4NGzbctWtXp06dOBwOqUFsbGzNgzLRrFmz6dOnDxs2jBBSUFBgYGDw6tUrwY5gNUxNTRMSEvz9/cWdavfu3bNnzzY3Nxf8aW1t/ccff1RvVFamsXWrxqpVZWPHlkyfTjQ1FRy/DPB4uk2bFu/cyfPxUcr56Nu3NX79Ve306bIxY0onTICRkXyj0vz5Z7Vdu2bY/3kgo9XTRTu0xo0rvHiR7+ZGCCkuLmaxWOrq6ho//6y5cmXB27dETY0QEh2t8egRa+fOIoYXef6c3rhRfd8+9S5duNOmlbq68uUZqvLQWLeOdeZM0ZEj1Y5//vxZT09P5tMBfd3cfn/9upOOzr9v31IUxaQT/fChTo8eX06f5leqcSYWLpd17Zra4cPqCQnQ0OB26cLt04fn60so6tOnTwYGBjKPmRAi9+utU6iiIvrWLVZqKuvaNbcjR04T0o6ibubmCj6Z8p82N1cnOLh08uSy0aMrHxf8dGpra1fvUFKiPXo0KSsriosjNZ9VHq9e0b16affowV20qERcGzotTX3rVrXERDojg2ho8Jo04fboUTp+PNHSknDmd++o/v21X72itbXh48PfsqWIyevQmjZNfefOL4mJvNatqdxcXS+vwidPCgnR1tYW/ckvKdGaNYt14ULR3r18FxfpF1AlfD5fU1NTS+LbQgipEixz9OjRgIAAS0tLmqb19fWNRaG4RHfp0mX918n5ixcvKIoSZ0+g0NJoNTIzERYGZ+dKpfNqhVWrMHSoIicQ3s4Ittfs7RETo4iZNd6/R6dOaNcO797l5MCI/shT18KUKeXPV8wIeTzo6goiRDMzpSdG8vn8CxcuPHnyRFDzysICkZH1wuoHAN6+hbm5yDU0uWdICX/+2drefrmFBYYMkWF9cuVKKXYzHz4gPh5hYTA2FiY/KDWg6JuZEb5+jfh4RETA3x+6unBzQ3g44uKiJ0xw0dWdNmaMcq6Sng5r62qlgEXPCAsKEBSEIUNUbal//z5sbbF2LeMOJSXYtQuBgdDRAU3Dxgbh4eFduvja2YkMwy4qgiCnomFD+PoyWN+dPRs0XVFZbNMmDB4MCfUIFS7ErVwUihpV6dJoZGTksGHDBI/379/v7u4urqUyhVDA0aNo0KCkW7f18+bt3Ly5NtzT8/NhYiL3AmZvP78WhoabbG3h5oa4OEW/hDdvwtERkZHlP8T3jFrnsCwqN6kQQgDz50NbG2VlQ4di/nwp5960abuubqiaWgsnp7TNm+tuI1Akgwdj3jyRzygqDEVFGD4c3t5MI2h4PHToIKJWV0YGYmMREgJDQ2Hw59u3Cg1MDPVNCG/durVj69aCggLk51fUojIzg6UlQkIQHY2UFNVmYd65AwsLpKSUHxAhhNnZaNYMkyereq/r6lVYWipg2p+SgoED04yN2xKyl5AgMzORrfh8CCqteXjAyUliXuWyZaBp7NtXcaR9e0FCi2ghvHABVlZ1uylYDYWEMCEh4b3ECLenT59u3LhRvpE9e/ZMX19/165dFy9ebNSoUfl5+vXr98fXj0BSUlJ8fLyent6SJUvi4+MLxMQ6yyyEAAoLt3frNoWQAdraykl4kkpEBObMYdr440ecPYvVqzF0aEnjxl4U9Tch/d3dlfDB2rkTbHaVm999+0DTTenblX4Eqgohlwtt7cxRP9rYSKlzcOcOnJ030/RwAwPfx4+V6jStOCkpsLMTZxCjHGGIjYWlJc6cYdT41ascNjtu0aJXr17h3j1ER8PfH2ZmCAtDfLyq45zrlRAWFBR4mZgsoukIfX0YGiI4GPPn4+hRVcehVOfkSVhYlM+8qwthRgZcXBT0/2TCP/+Aw8Hx44qep6CgoIGWlhtF7aVpmJmJK+Py66/Q0ECTJrCwEGONvGEDaBqVPVrfvoWRkeAmV4QQCgpx1/KSmzRUm0d47NgxFwWseE+fPt29e/eAgICYmJjyd3PevHmnTp0SPJ42bVpoJd6KuTuWRwiB8+fPtzI29maxnjGPdFCE9HSYmYl16vr4ESkpiIlBWJjQK8LNDWFhiIlBSkr89u3f9e378MEDhQZQUoKJE9G4cZVFtoICaGlhwoTWreHhUXG4ihAC/GnTimjdXTvExqZ/+CC0MVi7lnf8eNLt27cVGqrSKSuDlxcOHBD3vNKEISlJGE3KgK4NGsRQVCs1NTRsiBkzcP68ytNsvlKvhLD4+XMvNbXB2tqLRo2q4znErl1wcBAs5VcRwkePYG8PBY1yGHD4MCwslJHn95WCggIUFiI8HOrqMDERmfaUkAANDbi6QkdnhbGxz5QplTKL9u0DTWPJkiod1q/H8OGCh1WEsLgYY8agSRNFCnGriHothMpCPiEE8P79+09Pn6JZM4werXhtaKl87tHjxOTJwtpd+flVlE9fH/7+CA8XKJ/y3cNfv0br1iKW7AMCwOEAePIEFFVhjlFNCHfvKC2hNPmLq34fAHxN1+Rw5Ck4U3usXYugIAnPK1MYnj2DhwfCw6X+J4Z26DBVTy/QyUlpl2ZMPRLCnBy4u+cvXHj9+vW6HgoAIDoaHh7Iy6sQwuvXYWmJrVtVfeWNG2FlJZNxmCxIlMNr16CtDTU1H0JeaWs3FTqonzgBFkuQT1WFNm3KfSEqhPDVK7RsiUGDFHLlVRn/CSEDCgrQrRs6dVL1elR3N7d5NB1oYAAHBxgYIDAQ06dj9248fCj5RvjWrVu/rVsneZlaEuKW7OPjQdPlgdfe3hUlFCsLYWEh7OzwpvcE6OlVm7JcuYKWLREYiPo2A6xCVhbMzSUHmyhZGAoK0K8fWreWvMNXUlJy7ty5QkWCnuSlvgjhx49o3lz6znMtM3Uq2rXjFhZ++fIF587B3FzCWoKyWLoUTk6qn0pVlsOqJaOfPwdFeRPSjKa/MzXFzhGnwWJh8uTqZ3j9Gqam5Td5QiE8fx7W1oiOrntXSzH8J4TMKC3FyJFo2RLv3ilpUCLo2qLFMg2NAGtrPHnC/BNTVlbmaWISQ1HDBUmpc+ciOho//4zYWGzZgvh4/PknkpORnIzUVKSm4tkzpKUhN7fo7dvBwcFBVlaPzMxw8mT18xYVQUcH4eHlB65eBUUJYyorC+H8+Rg6FCgshLp6eXzH69fC6nKKF5xROcOHS/VFVb4wCCzrbG0hsqZjXVMvhLCwEG3biviprXN4PISGjrCxGeTk9NHUVNUlwfh8TJ0KLy8VxUWJQowcamk5EvIzIW1CHVO5lPphnaEivt1r1uBrsG52dnbk+PF7Ro6EhQWSk2tr9PLwnxAyhs/HggVo2FDJ9cQrkZ+ff+DAAVkndvxjx5qzWIN0dGYHBCA6GkuXIjISP/yA8HCMHYvQUPTvj6AgdOwIHx/4+MDREY6OMDG5pK8/lpC9hCybNEnEedu3h7l5tWONGyMwEKgkhAL7+4wMAMCoUTA0LC3mxcSAzUZkpJTYmXrBv//Cykpq4rOqhCExERyOQn50qqHuhbC4GMHBGD26ft5Gbd+8uRMhiwgZ3qqVSi/E5WL0aLRqVRdeg58/Y8QIqKnBzExgvPX48eNJkyaf+e1YKa15lAphs9GoEVq1qlq0qlWr8juDWd99t4GiAtXUnitxV1MiN27ciIr6SY46Df8JoYzs2AEOp3IUdV3y1Qi76O+/5Qg/KSoqGtK5c3CTJo9rZs79+SdouuZk5exZ0DTevKkQwgEDsGjR16c/fuSz1JeYxdSVRY/McLlo2rRK2LcYVCgMjx/D1RXh4arOPJOJOhbCsjL06oUBA2otOEhW7t69a81iOdP06popLkri6dOngwZFtGx5uHt3hVKCFaWgQCiH5uZX5s0b1L79A01NBAa+eYM+fcBiwdAQhoYIC8ObN0BGBszNy8Mp9u/a5Wdm1rJBg8+1tS9obOxJyG5v7xBZO/4nhLKTnAxzc8VcaZVBURHCwtCs2dfpmFLPrKsrrsSSgwO6dRMK4b//wtZWuPn95Am6dcNRgyGlesb1Jz1IChs2ICCAyZxDtcLw6RN69UJAgEoX3mWiLoWQx8PQoejUqZqHbX3j06dPz1VZVbtdu4GEJGhqehUU1IP34eNHDBzYmpBdhHhSVPnhvDyEhUFdHZqa0NHB30E/ccdVsfx+8+YNt1buZp49Q79+UFfvoK3dV0tr2pIlsn18GAohLZ9vDU3Taor5G9VHgoLIqVNk5kyyYUOdjeHVK9KmDeHzyYULhIkRl0z06EE0NcnWrSKf3LCBJCWRvDzC55OpU8nPPxNCyMKFJCCAtG1LOj1er15cQBQ22KsNcnPJkiVkwwbCzPlMhejrk8OHSffupEULkppax4OpWwAyaRJ584YcOVKrNoeyo6OjI9JdUikAJD8/QFMz2tPTUk+vHrwPBgZk3758I6MEiirR1y8/bGREfv+dfP5MJk0ifD4x+2d/j90Dt28nXx05iYGBAU3LKR8Myc8ns2eTVq2Ihwf58OHve/dWPnu25skT4u5Ojh1T9sWYS2thYWHdbzBURckzQgHPn8PVVXZXWmVw7hysrBjmoslMYiJoGhKL31pZoV8/7ubNXD8/7NwJS0uEhVUqb9e3L0xNv4FJ4ZgxmD6dYdta+kjHx8PUtC4LoXylzr7Cs2ahVau6LIvGGNkq1MvIvHlo0QLZ2fUr06CsrOzw4cNl4hLJnj0r0LfU1+FSFIyNheF3jKpPyD8eYXZ+WJiISKLTp+HujqAgRuaDCi2NDhw4cEsNP4K4uDhzc/PasCVjjEqEEMCHD2jbFv361apRmOB//qulgJIpKYGuLr4624ljzpyzhDhT1Dw3t6LmzWuIZlYW1NTqYQBIFa5dk6l2cO0Jw+3bcHRERETdbo/VjRAuXAhPT+Tm1sGlZUd1Qrh9Oxwd688yOWOWLsX33wPYsAGGhiAExsaPtLW9PD0DVXG15GR4eKBjR0mJlaWliImBqSkiIqQE7skvhKWlpRoaGsePHweQkZFx/Kvnz5s3bwgh6fUpWEJVQgiguBiDBqF1a+TkqOT81a41ahS8vKTYWitC164wlr7Dp61tTEgUIcMNDYc8eyaqRffuMDOrv5NCHg8tW2LXLuY9alUYcnMRFITOnSXVW1cxdSCEv/wCZ+daTBFQFBUJYXIyOBxVF7RXDZ6elT1vdu4ERQ0iZDshLfbu3avE6zx4gG7d4OIChhXiK6dyiUP+PcL379+Xlpba2toSQlJSUqZMmSI4zmazKYp6//69sldn6yWammTvXhIcTAIDSUaGCi/0+jVp25YUFZGLF4mDg0oukZREkpLIwYNE2pq+q6s3ITsIOdWgQY82bUjDhiQ8nMTHk4r/840bSX4+2bNHJeNUnK1bibo6GTq0rschBhMTkpREmjY95u7eycUl7rff6npAqmfnTrJqFUlOJhYWdT2UuuT+fTJ0KImPJ3VdlUh2Hj0ieXnEz6/8wIgRpEcPipBlFJUZGBiolIu8f0+mTCHt2pG2bcmdOyQ0lFEvKyvy++9k926yahXp2JE8eKDACGpqo0DqLl68CGDdunWmpqaC44IZYVp9cpNT4YywnJgYWFtDRS5QFy6o3JehrAwGBhg4UGrD7GxYW2PXrrQPX+craWmIjUVoKIyM4OiI8HDEx4PbPggWFvUxCSw3FxYWuHlTpk51slToy2ZnE+Klp1f7+Zi1+noPHICV1Tc3CVL6jPDtWzg4KFRFuC6JihLhtQa8ePFCKdtkX74gOlq4yJmXJ+dJysoQEyMsVV7tA67QHqGVlVXfvn3v3Lnj6enJ4XD2798PYNasWaampuJqB9YJtSGEAA4dgrm5EmzhqyHYFKzp/KJcevSAkZHUxUw+HyEh+PHH6l6jArhcpKYiOhpBQfDQflZGqe3t+UdysvKNURVi/HjBToZM1IkQblq5sjmHs7BxY1hYICamNtMJau/1/vUXLCxw714tXU55KFcIv3xBq1bVzau/Jdzcyr0YK6N4sAyfj/h4ODggJASiN2Jk5O1bhIdXN71SSAi3b98uCI0NDg7esmULIcTY2JgQsnLlSiWMV3nUkhACuHQJFhZVKpIoQkkJxo2Di4tya66K4ORJ0DSTAJxVq9CyJUpLRQthZQoLkefZ5qOedXMfvr4+goIQHY3UVHC5vKSkuqs+IfBHlv2Wso4Doe/fR2gobG0RG1sL5u+otdf7zz9gs3HtWm1cS9koUQh5PPTuLS5x91vg1i00aCBy+UdBIbx8Ga1bo3lznD+vwPBEcfWq0Ab57l1A8YT6hw8fnjx5UnCKP//8c+7cucfKixTXG2pPCAE8fJjAZjfX1w8NDOQpEi3y9i1at0bfvipfFisrg6Eh+veX2jA1FWy2MFJHqhACwL17UFfHgQPv3uGPPzB2LBwcYGgYq6Y2XFfX97ffnty5U6tO9AWfPsHPr5qVMBMKCwuXLVt2//59VYxKBi5fRocOaNwY8fGqXnNWtRCmp6c/P3QIbDbOnVPphVSHEoUwIgKBgfVs4UQm5szB7Nkin5FPCNeu3cxmN3dw+MHeHnv2qOrDzuViwwaw2ZgxA3fvPs9mUBxHTmeZekKtCiEwpnPnfwgJoKhsOzsEB2PCBKxejb/+woMHTFe3rlyBrS0WL1b1793Vq1eTWrSAvr7UeUZBAVxcKopiMxJCAC1bwta28qtYunSHtnaotnaLDh3S3N2hrQ02G76+GDIE8+Zh2zacOYMXL5SfO/D75s1++voB2tqlsi8wOjm1pqjRLJZVUW3myYgjORnNm8PTk2nMnFyoVAgvXrzY2tDQj6YvxcSo7ioycf/+/SZNgnv3HsPoUw1AeUIYEwM3tzoMEFYGTk7iNt3lEMKMDBgbBxLyQlfXU2WJmhVkZ2PIkCyabhob+1pq4/85dxhVMnXVqoWFhb3atzcfOZKkpwv/Xb5M0tPJw4dEU5M4OhI3N+LuThwdiaMjcXEhenqEkKKioosXL7Z68UJv7lyyaRPp00el47xw4cLItm1dgeQuXVZJMwCaOJG0a0cGDZLxGr/9Rvz8SEIC6dVLcGDu3BHt2jlzOBwnJ0fBkbdvSXo6ef6cpKeT8+dJXBxJTyc5OcTOjjRoIHyHBA8oKm369LlNm7quWRNFyWgHcykxcUJBwUZDw/xPn8zNzZl3LC0lWVlcwJzHM8zK4qsoYlcGgoJIx47k2DEyfz5Zt44sX07atq3rMcnC339/+OEHq4ICaGnlNWpU16MRMm/eH3fuTHz06MDhww8GDPCqtesmJpJVq8iFC8TYuNauqWxSUwlNk6ZNFT9TZiZZsYLs3086d17w6NHEsWOna2srflYpmJuTn3/mHj+uZm3Nktr4PyGUAQ8PjwMpKcI/HB2rPMfjkYwMkpZGnj0jz56RixfJ06fk+XNiZkacnAY+fOial7eMok7fukUaN1b1OEsOH7YAzAnJ0tKS3DI+nly/Tq5dk/0aPj7EzY1MmUJ69hQ4mVEU5e/vX7mJpSWxtCRVj5GSEvLihfAW4vlzcumS4C4itrR04NWrceHhT1xdZQswn8flrm3SZMqMGTKpYG4u6duXBAaesLNbDPzRsaNOcnL1/9I6gKJIj618xEgAACAASURBVB6ke3dy8CAZNYo4OpKVK5XyS6RC+HySmEiWLSOfP3efNYuvp0epqXXt2rWuh0XS08mMGeT69f42NlP19KymTHE9cIAsWkRcXVV+6evXyahRJCGB2Nur/FoqZP9+MnCggufIziZr1pBt28iQIeTePWJh0YGQDkoZHROsra3PndvGZkN6U5VPUFVJLS+NygyPhxcvcOpUJzu7lWpq/rVTkXz5ctD0H927z5oxQ/KK37NnYLOr2zcwXRoFcPYsNDSgjJ3jM2fOWVq2NDDo2blzsWxVaY4cgYuLrAZADx/CyUlYrliwVPjrr3BwqGdx/iUliI2FpSVCQ/H0qbLOqsylUR4P8fFwc0PTpoiLqz8FJQoLERUFU1NERVV8NAoLERMjfDsl11tTcGk0MxN2djh0SO4T1A/4fDg4SAj6lbo0mp2NyEhhSkMduimotvpEPaG+C+FXcnNz9+7Zk1Xh2qkyRowATWPTJqkNS0vRqhV++636cRmEEEDjxlCeupeVISoKdnb4919mHd6/h6WlrJWzBAYfO3YI/ywXht27YWUlaxai6vn8GdHRMDdHeDjevFH8fMoRwpISxMXB2Rn+/khIUMIJlUdCAhwcEBoqunZLQYHw7QwLE1sUXhEh/PgRTZpg3Tr5etcnLl5E48YSnpcghDk5iIyEkZGyPrMK8Z8Q/j+Dx0NgINTVGZbVnjEDffqIOC6bEJ44AU1NJCUxHqV0jh4Fm83MY2DIEJGpvhLYsgUcDs6cqThSWRgEmW+1VWpUFnJzERkJU1NERpa+e3f58mUZ/o+qoqgQFhQgJgY2NggJwcWLCp1K2dy8iYAAeHtLvzX69AnR0TAzQ3g4XtcIpJBbCEtLERyM776To2v9Y8oULF4s4XmRQvj+PaKixL6xdYJyhPDz589btmyRtbR6rfGfEAopKICDA/T0GCYmJiXB1lZ0aWzZhBBAw4ZQdmXKjAy0aoXevSWmBR49CkdH5lkaXC4iI+HsXH39s5ownD4NDkflJgdy8uoVxo0LUVefpKMT4ucn3znkF8KcHOGPXEgIUlPlPIlqyM1FRATYbMTEyLBAW3niUnmxRm4h/O47dO9ef1aIFYDHg7U1HjyQ0KSaEFaWwMxM1Y+QMcqpR5ibmztu3LiXL18qZ+/yP1RBRgaxtSWlpSQjg0kkTnY2GTOGxMURU1NlXH3lSpKRQZKTlXEuIXZ25Nw5YmdHWrUid+6IavHxI5k0iezYQXR1mZzw82fSty+5fp1cvSrF7LF9e5KQQEaOJAcOyDNy1WJjQzZv/mRn51FU9PH581q4YG5u7pplyy4kJJDZs0mjRiQ9nfz7Lzl6lPj41MLVmcDnk99/Jx4epLiY3L9PpkwhLOkRgkLMzEh0NHn8mBgbE3d3Mns2ycuTfyRLl5Jr18j+/TIMoP5y4QIxN2cYVlRQQH76ibi6kvR0cuUKiY0l1taqHp8KkKyTGRkZhJAbN24oSZ6VzH8zQqSmQlsbXl4MfUn4fHTvjoULxTaQeUbI58PWFm5uMnRhzO7dMDMT5eczYgQiIhieJDMT3t4YOxYiX5bIGdKNG7C0rKf1pjIzMzcvXvza1BRymfjINCP8LjR0HUU1paiCiIj6stRVibNn0aQJ2rfHnTuKniojA+HhMDZGZCR69gz18PDJY+xS9NNPv9radjQzS3r1StFh1BcmTsSKFRKez8vLGzUqfOPG38s3XJXikaYKlLM0+r8qhGVlZQq5w9QTDh6Emhq6dWPe46efEBAgafVGZiEEsHs3tLXxzz+y9WLGw4fw8EBYGAoLvx5KTkaDBgx9eS5dklLqWJwwPHoEOzusXSvreGuL7dvh7g7ZV/BkEsKVQ4Z0Y7Ga29mJLdla6xQVFZ0+ffrBg4LQUDRogIMHlXnyx4/h6hpNiDchY3V0JoWFITQUoaHo0QNBQQgKQps28PGBjw88PODoCEdH2NiAojwJyXRyaq/ModQhXC44HMmByi1adCZkOiHNe/VKq091+USgHCF8/fq1paXlXYFrW/1DPiG8efNmcwuLFjY2mfVqMVtWVqwATcsULXLtGthsvHghqY08QsjlwsICnp6y9WJMQQEGD0bTpnj6FPj4EXZ2DAOC4uNhbo6//pLURoIwvHgBZ2dERso63tpiyBBMmiRrJxmEsLAQjo7Pd++uVz77gYF9tbVnsFhtFy+W4zZAOr/88gshdoS0Nzef9PvviI9HfDwSEpCcjORknD+P1FSkpuLOHaSlIS0NL19i9Oi5NjYtN2/erfzR1AmnTqFFC8lNunYdRFGdCbE9caJ+y+B/UaMSiF27diEhYykqycAAHTti6lRs24Zr11TyxVIRo0eDprFxI/MeBQVo1AiHD0tpJo8QAti8Gbq6VcIxlU1cHNhspHUch/HjpTbm8xEdDVtbSF3LkCwMWVnw8sL339fHqlPIz0eDBjhyRKZOMgjh9OkYMULWQakaZ+duFLXK3t5XRee/dQtGRnt7915hby86mux/n3HjsGqV1FY7duxYt+6xpaV8K/S1x39CKAY+/1O/frOcnZfMnFmWnY2UFMTEIDwc/v7Q1oalJUJCEBWF+Hjcu1cfS7GXp0mcOCFTv6FDMXGi9GZyCmFpaZGp6WY7u8SjR2Xuy5gnm/55peYQMeqT5ClKcTGGDYOvL6M0XqnCkJcHPz+Eh9fHzwKuXgWbLTpjTgxMhfDWLVhYgIFbcW3y5QscHHJnzdrzRmXpaQMGYOVK3pcvX6ZPR0hIvbwBUillZdJXjQB8jRo9cKC+Vxn5TwjFsHw5mjUTPfkrK0NaGhISEBWF0FC4ucHAAD4+CAtDTAySk59evTokOHjT6tVKGbw8FBXB1RW6upCxYMKOHUx3lOQUQmBNSMgPhLTX1ZVvIf3q1atvJQtXQQEaNPh8MKlvX7RoIayVUZOcHAQEIDSU6fSeiTB8/ozgYAwaJDrcpo5ZsgRt2zKP2WckhFwufHzqYSXZ+fOZVJiWH4HXUl4e98uXL2Vl8PdHPas7p3pOnEDr1kwalqdPHDxYr7XwPyEUxfHjsLaWIc/lwwecPYv16zFuHFq1Gk3TCYR40qzXdRJB9+YNzMxgYYGcHJn6PX4MNptphVS5hXDyqFGtCPEk5PaCBbL2/fnn9fr6oSYmXjkSXtqkSRg9GgCfL/TKqpnHf/cuHByE3mkMYThDKi5G377o3r3+LZ/zeOjQAcuXM2zO6PWuXo127erbbOjpU5ibqzZHbcwYLFxYkUf48iUsLGR1LvrGGTmSoS9O5TzCY8fA4Ygs31v3/CeENXjyBBwOY/8uEXg37tiIaHcgdE7tR9ncuAFtbbi5yVrNvLgYzZohNpZpe7mFcMuGDX21tHrSdKmlJaKiZOo7ePByiprKYrVwcHj944+iXAEuXICNTeWSNufOwdoakZEVc6GkJLDZ2LVLtmEz3zPjcjFyJNq2xcePsl1C5WRmgsNh6PMi/fVmZMDUtJ75rgJAt25Q6VpMZiaMjZGTUyWh/vhx2NrWtxVilVFSAjMzhvca1RLqExPB4eDKFZWNTV7+E8KqFBTA3V0gCB8/fgzt3HnM4MEyZVAkJ8PMLLtjxyXHtfz5C6LkGq+8HDkCNTUEBsrRdepUJqV5K5BbCHk83smTJ+9u3QpTUzg6YvRohqmNd+6AwymJitp3/fr1e/cQFQUHB7i5ISoKwsjswkI4OdWM88nORlAQAgLy5s+PmTHjnIWFPNWuZUon4PMxZQp8fGSdk6ueY8fQsCHy86U2lP56e/ZkPr+sNQ4cgLu7apemp00ThmBXc5aZMwcdO/5P+MVIJSEB7doxbFvTYu34cXA4uHxZBQNTAGUK4atXrxITE+thsgFTIeTz0b8/JkwQ/DU6LCyCkL6ErJs2jeGFLlwAm42zZwEgxOdNsSEbtZJS0r9dO0919TM0je+/l6P7iROws0Nurgxd5BbCCq5dg4UFPDzQs2el7D/RpKfD2rp6NhiPh5QUoWmWvz9uBE4tHhAmsntZGTw9pxLyM4vlc+uWLK/zK3JYjkVFwdW1fvlIAcD48QgNldpKyuvdvx8eHpUFZ9++faqLTGFIYSEcHHD6tAovkZsLExO8fAnUEEIuFx07YskSFV69vjB0KPNAdJFeo/VQCxUSwgEDBkR9Xd06c+aMtrY2IURTU/Ow1Oj72oWpEC5ciDZtIIg1LCv7y9rahxBXQp5SFGxt8csvkntfvAg2u+J7eOAAljvEwtdX1XGEBQUFzhR1jxAfLS05umdlwcZGZgtpJQghgLQ0ODnBywstW+LdO3GtcnLg4oL168WeprgYKSsvfdCxdjTKDQlBXJwIb9EVK34xMupmY+MtX5V5+bw3o6NhY/Ns2LC5Z86ck6O7SigqQpMmiIuT3ErS6/34ETY2lfcOOvv49KIoKxargJl9gYqYNQthom+ElMaCBRg3Tvi4ptdoVhasrZGcrNox1DFFRTA2lvBtrYa46hMnToDDwaVLSh2bAsgvhGVlZZqamie/Gg/7+vo2adIkJSVl9OjRdnZ23Pq0RsBICP/6C9bWQoMoQTq2sfHzf//NycnBmzcYNgxaWtDQQJ8+EFUm6cYNcDhITKw4wuXC2Ymf37yjyqutPHwYTogzTc+ePFmmfsXFxd26DdfX7zx1qsTCa6JQjhACyMpCs2bw9kaDBnj8uObzhYXw85O2mVhcDDc3HDyYn4+4OISEwNQUYWFISKiy7JqWliafCkIBE2p7++6EHDEy8pCvu0q4dw/m5pK39yS93u++q5ah31NXdwkh7oRk112y2OPHMDdXbTWfz5/BZlcUKdyyZcusWXOq2QicPg0rq3poM6c8DhxAcDDDtiUlJbt27blVrZbpV5KSmO9Zqxz5hfDdu3eEkGfPngke0zS9Z88eAG/evCGEpNcnRx3pQvjoUcUe7osXMDKCtbWIoga//irwSoKra+W9KIEK1iw9u349JnV6AlNTsTXNFIfHA4fDMJS5GpcuXdLSGkvI3jlzlsnaV2lCCKCgAF26wNsbbHa1GCUuF716YexYaWeYORODBlU+8Po1YmLg7y/0uU9JAZ+P+/fvyz1lkVsIp06NMjQMUlfvumpVfYqv3LABPj4Qn2gp9vVevlz9q9G1a76a2sTg4LMODtDRqSs3yQ4dpC7ZKMrKlRWfsoSEBIpqQsjQAQNGVWu2cCHatfvf3CzcFRvbRk9vO+PAw9mzl2ppTTEx8RGX8nTyJMzMhHtJdYv8QvjhwwdCyP379wHs3LmToihBRdni4mJCyLX6lDAiRQg/foSrq9A7+eZN6ebUN2+ia1ewWDAwwLRp91KLOBzs3y+iYWEh2Gy8/2EFOnRQ1a9g167Q05O6xyaSyMgvenoDGzfu+JBZVabKKFMIAZSUYMgQuLqCzS6v4MrnY9QohIRIC6a5cgUcjri1mkePsGABnJxgarpSR6ePublXQYE8mQ2K1OfLzs5++RJt2iAoqC5rcFenVy/MnCnuSdGvt6QE7u5Vqqp37QpNTWG5JR4P3t51ooV798LTk2HQlZwUF8PaGtevC/88efIsIQ0J6W5pubFaIXseD5064ccfVTiYusLH2rqAEG8LC4btly1bq6s7mMXyunZNrPuOQAtVaTbFCIX2CK2tradNm5afn9+mTZtmzZoJDj5+/JgQ8oKB6YBUDh8+PHz48MmTJ4v7pX7w4MHkyZOHDx/+l0SnSElCyOOhe3dMnQoAx45BTQ1duzIaXEEBpk3jGprwCOuda6C4Cn9z5yJiYhmaNVNJ3vH27aBp+TI9Fi1C48YiV3kZoWQhBMDnIzISDRqAzcZvvwGYNw++vtIkvqQEHh6ib0Oq0qPHdJpeymI1MzL60KsXYmJw544MNyeKV2wvK0NUFCwt600Vww8fYG9fZTW/EqJf7+LF6N5d+JjHQ7Nm0NGp/sn384O2Np7IvNguN58+wcZG5StssbFVXOsnT0Zw8PmtW7fHxsLcHFFRVWbX797B1lZWT6dvgE3du7fU1f1lGdMFJD6f/88//6xZ89rOTtKi2LlzVaIrFGHatEX29q1+/z1e1o4KCeGOHTtomiaE0DR98GtI3+rVq83NzUVukMrE/v37ORzO7t27Fy5caGpqmlXjN/vt27cmJiaLFi3avXs3h8P5888/xZ1KkhDOmYM2bVBaii1bwGLJZE/89ClsbHB6xjF4eYGiYGODn36q1iYrCyYmyDt7S8KsRU5evICaGubMkaPrmjVo1EihDRXlC6GAmBhYWMDB4W6HCGcnvvQ3bN489OzJ5MSfPn3asCH2ypUr2dmIj0dEBHx8YG6OkBBERyM1VYooKiKElffL//kHVlZV8hrrknPnYGkpcpYq4vU+eQJzcwhqCJWVwcUFurqiJ38CG0JRO76qYNo0jBmj2ktwuXB2rkiZ//tv2NoiJ0cYLPP8OTp3RpMmVVLFL14Eh8PEg+zbobQUdna4eVOmToJgma1bYW8PCdtlp06BzcY5eUPKiotx+jRmz4aamichb7W0OowZg99+w5UrYBgVoGj6xJ07d+Li4m5X2iT/448//vjjD0YXl0jz5s23b98ueNyzZ89lNW5DlixZ0qtXL8Hjbdu2tWzZUtypxArhoUNwcEB2NubMAU3LFPuckYEGDSploL98iWHDoKkJHZ3LQUEt2OzRffsKnhk1CkuXAjNnYvBg5ueXAo8HKyv4+MjR9Zdf4OSk6H6+qoQQwIEDxUbsh+qeBX2HS8kIExhdKrDa+PYt4uMRHo4GDcDhIDQUsbGib13lFsJ589aZmbXo2rUinPHdO3TpgsDA+pFZMWcOunSpeRdQ/fXy+ejYUbgLV1KChg1hZCTpTqpNm9rRwnv3wGarPJN9714EBAgf5+XB3h7//FM9ajQ+HhYWiIioKPy1YgV8feul35587NmDDh1k7VQeNbp5MxwcxFoeAjh/HhyObFXa0tIQG4vQUBgbw8cHkZEIC1vt5BQQE3M0Lg4REfD3h64u3NyE9pcpKWJXmOppQn1paSlN02lff5PWrFnTo0ePam26d+++9mshuGfPntE0La4cmmghvH0bZmZITcXgwWCxsHcv8+G9fAlHR/z6a40nysqwZEkoTf9FiBdFPX78GMDdu+BwUPThC5ycZC0CIJa+faGry7DYXmW2bYO9vaSPI0NUJ4SXLqG/yT9lRmbw9UXHjmINWsrK0KwZdiutqM3r10JRtLWFpaVQFMt9qm/fvi3SV6G0FJmZuHoVCQnYvBmLFmHiRPTqBT8/2NtDSwssVmdCLuvpVYkaLbd/qxlgVduUlcHPDzEx1Q5XF8Jt29CiBbhcFBTA2hrm5tLTTtu2haamSosO8Plo1w6bNqnuCkK8vXH8uPDxwIGiE+oB5OYiPByOjsIMCj4fvXph1iyVD6+WaNkSsnvlV06fiImBk5Ok+7+UFHA4OHVK0gnfvav4njo6Ijwc8fGSPoylpbh3D1J1sbS0lEkknZq4yvWZmZlbt269f/9+UVHRsWPHCCHHjh3T19cPDAxkUvheHNnZ2Xw+39TUVPCnubn527dvq7XJysoqb2BmZsbn89+9e2dtbS3yhNeuXevbt6/gMZvNXj1vnnafPqU//6weEcG6dq3o+HFe69bk82dmY6O6dtUePZo7fHipiB5Tp1qmp8/cubMBYHn58mcrKwcH0qSJ9o599Mj167XGjPnSogUMDBi9C2JQ27dP68iRohMneIQwHLOAPXvUli3TPH68yMyML0s/ERQXF7NYLHV1dYXOUoNHj+jevbW3xvmVmh9j9e/Pd3CgWrcuOngQNf5bNVasoM3Ni3v1kukdkICBAenalXTtSlavJo8e0efPs44fZ82ZwzIzw+fPA96+TVdTK168+EZWFp2dTb97R2VlUTk5VH4+ZW4OS0uw2XwOBxYWaNgQAQFgs2FhATab/+jRj3PmbLhzZ+G5c0U+Przyy40ZQ7y8WKNGaSYm8pYuLdHQUMqLkAd682bt9u2Lmjfne3mVHywsLKQoSvCYys3VmTu36OBBfmamro8PUVMrvH2baGhIeecTE7W7dmW1aPHl7Fm+p6cqRr5nj9rHjxqDBn1R0kdANElJalyuRps2Xz5/Jnv3qt2+rbFhw5fPn4lgDsHjVfyfamiQ1avJ33+zxozR8vfnRUeXbNhA2rTR9vYuDQnhqnCIqof177+aublf2raV9ev25csXPp8v+CyNGUOKi9UDA9VPnCiytETNxk2bkrg41uDBWjt2FAcG8iqdhFy8yDpzRu30aVZmJhUYyOvQgff99zwHB355Gwnjsrcn9vZE8PNfUkLu3aNv3WLdvEnv2MF68oR2cuK7ueX9/XenrVv39+3rJOX1iJTHq1evGhkZGRsbN2nSxNraWnBwxYoVjRv/H3vnGRfF9b79s7t0pG+hSVlABSkqgihixY41YocYNViDsWL7iTFRISYRozFBY5QgarBFLESx926sWMBeQESks2y5nhe7IuL2mV0w/+f74QVMOXMGlrnmnHPf191MpbQqp7CwkBDy6t2Ux7p16zp06FDnmPbt2//+++/S76W5HG9qmUzWJjU1tVOnTn+9Y/+ePZIePSQzZqBZM5ibi2/dEqvNy5diHx8sXSpRfli51KrNzk6ycaNYLD54UNKsGUQisWTMGMmkSepfTg4vXsDISDJ5sqbn/fWXxNERN29SungN5eXlVVVV9LT1jsePxa6uSEt797vNyUGTJpKuXeHuLq7T76tXweGIHz+mtwMfIxSKL18Wm5v7E7KZwfCeOLE0MVGycaPkn38k166JX75Ut53duyUuLvj4+DdvxJ99JmndGvfu0dtxcVFR0b59+4qKitQ5WPLXX/DyEhcX12x5+/bt+70jRkhmzxbn5cHGBq6u4vJy9bsh6dkTRkbiS5fUP0VNiorETk44c4b2husSGoqtWyVisfjxYzGPhytXZNurq6vLysrknlJaKp49W+LoiI0bJWfPink85OTovJ86RdK/v+SXX7Q4saSkRCQS1d7yww+SJk3w7JnCU44dE1tZZbq5dZ069ddlyyRdukgaNUKHDli8WHLmjLi6WoteKKSiQnz+vHjx4nvGxl22b1e9/CFfCFu1atW5c+e3b98ePXq0Rghv3LhBCMmnFhgikUjMzMwuScOygf/973/DP1pgGzp06MJ3FQwuXrxobm6uKEKn7tTo9Ono1Ak8HuzsNIoYefUKvr5qryQeOYLGjeHsLE3MaNkSmZnA27do3JiSU72bmxZF3nfsgIODupUl1IH2qdHiYgQEfGSX/Po12rZFWBh4vPcr6UIhWrfGu/VjPXDu3Dkfn06LFy+j0kh8PEJD5WTuSadJORzQsbD+nm7+/v8zMenWpIm6YTnR0e9NU2pPjR44ADc33L4NCwv4+GiTo9C7N4yMVNc+1pDJk2vMEHXI8ePw8IBIBLEYnTt/UG7p46nROpw+DR8fRERg4UIEBWlqg9+QePAAHI4cuyY1kOss8/33aNpU2eK+q2tHQl6wWH6xsdizR4slII3ZuHHz7duqc98V5hGeOnUKwLFjx2qEsKSkhBByhfLnftSoUVOnTgVQUVHRrFmz7du3AygvL9+8ebP085eenu7t7S39PjY2Njo6WlFTHwjhpk1wdoaFBTw8NEq/KypCYCA0qx3Upw/mzZPas/35J8LDAQAZGWjaVN1gpjoMHw4TE81cQd+5GdWkQNECvUIoEKBrV9nSS13KytCrF9q2fa8VS5eia1d9Zqdv3rzVysq3b9/PqTQikWDgQCiyrb18GZ6eiIrSLiP0I3bv7mJouITF6mJiAjs7DBuGjRtV5MqUlaFp0xo1lglhRQU8PLBmDUxN4e+vvVlgRASMjPDuvZY6ly+Dy9WHp3nPnli3DgASExEW9sFLhUohBFBdjYQEcLkICNDYBnj16mRTU8+wsEGa9pl+vvoK8+Zpd6oii7X4ePj5KfwLrlmT4uwcNHnyAu0uqikSiWTmzMXnz6tOp5YjhNJFO2m8aG0hfPz4MSHk+vXrFDt3//79xo0bd+7cuWnTpn379pUGwjx58oQQIvX1FgqFffr0adasWefOnV1cXHIUp/G+F8KrV2FjA0NDTS1A375FUJDCp5hCsrPB4eDqVXh4iH5Y0bjxu9fiQYO0SbjdtQtMpqLEL0UcPKiTGmA0CqFYjMhIDBum+A8iFGLsWPj5XeFwOtvZjTU2FurOqUce1ta+hJxiMLwLNXwFqUNJCby9sXGjwr0jRsDHh5pP+4sXiIqCp+ebXbu2b9/+5s0bWXRBVBRsbODjg7g4ZGXJ95S5dAlcrjSSSiaEs2ejTx+YmCAkhEKfAAB9+8LQkJYPoliMtm31MSPw779wdoZAgJs35eRCqCOEUm7cQFAQGIwpDEbTjh1jU1OxYgUWLsRXX2HUKPTpgw4dEBgIb284O4PDgZUVTE1BSD9CrhPim5lJNYeVEkVFsLGRpc1ojiIhBDB/Plq00PStXiecOpVtYtJv+3aFRks1yBFCsVjM4XCWLVsG4Pjx4zVCmJiYaG5uXkXHREBFRcWJEyeu1spcEYlEjx49qknMkkgkV69ePXHihHIPSZkQvn4NHg8sVh07LpWUlSEsDLGxWtwBMHEipk3Dkyfw8jrRbbHMFPjlS3A4mk0W5efD2Bjjx2t08UOHwGZrU3VIJTQK4dSp6NxZ1cSRRIL4+OmWlpmEDDQzu6PfMngBAVMZDD6LNYj6iC07G1yustF5SgrY7I+jONVAIkFKCng8xMXJ/22KRLh0CQkJCA2FhQXCw5GU9D4uVkpiItq3h0hUUlKC69dhawtDQy2C5uXTvz8MDLRPFnvH2rVo104fMwKRkfjpJ1RVwd9fTgFL9YUQgFgMBsONkIeEdDAzg7U1uFy4uMDbG0FB6NQJffti1Ch8/TUWLcLq1di8GZ99tpjF4hsbD2IwwOfTFm+uMYmJUDzZphIlQgggLg6tWkFBaIc+KCrC/Pmwta3kcnvuneuJCgAAIABJREFU3HlL5fHy1wiXLl1qbGz83XffbdiwwcHB4datWwsXLjQyMoqLi6O7w5RITU2NGjYMnp5gMGQmMmpTXo5OnTB2rLb/eK9egc3GvXt4+VLs47vSNE5awwXr1sni0dXEwwNNmmh05dOnweXqyruILiFcuhR+fnJcXeUyJSTEhxBPQ0NafIvU5MwZ2NsjJ6e0tBTDhqFlS6oOYtLkVSXTerdvw98fUVGaLI1cv462bdG+PW6p/mcGgIICWRC6o6MsCD0jA1VVEIvRrRsWLSp5+xbe3mAyMXCg2p1Qg+HDKWphYSHs7TXN6taGnBxwOFL/KAySNz2pkRACGDBgjJmZ19KlP2nakxcvMHAgWCzweLJ5Wv0hFMLFhcr6rnIhBDBnDlq2rIdxYXm5zL0jMhK5udTyCMVi8fTp0w0M3idXMBiM0aNHCxSb+dYLqampUQzGQwZDWS2fj3jy5EnLlr2srT8bObKYUiWlZcvw2WcAkJ//nO1/rM1sAJBI0KULflLvv2LcOBgba7QkcvYsuFzNslM1ghYhTEsDn69BuNKq77+PNDMLYLEK9DUiLC9HkybYtu198EhyMthsbN9OqdmZM9Gtm7K3oMpKxMbC3n6Ls3O7775TaiZdUYH4eHC5SErSZg1PLJYNE8PDYWWF8HAsWNCByQwhZC8h+KKuozQNjBwJA4MnW7dq9zbz5Zfazs1oyJgxWLQIJ07A2Rmv5TllaiqEFCkuRkwMDA1haYkFNK2dHThwYP78+cry5zZvRufOVC6hUggBzJ6NkBCFCcO0U12N5GQ4OSEiAjUreJSEUMrjx483btyYkJDw22+/3b59m5a+0ktqamoyIcE2NuqfkpOD3r3XEPKLoeGsffv2qz5BCRUVcHWVRoo+vvL6mkErweRpkEhw/z7YbGW+Q1L27gWTqdHMyKVL4PF0a3VIXQgPHYKDgyKLVoVcuHAhb9o0BAXRFFWigkmTMHo08GGC+cWLcHdHbKz2piEiEXr0wPz5Kg7jckMIKTY09J80CSkpyM7+aFri0CF4emLYMO1NY2tTWIh169CxoyMhdwlxVZA0RZ3Mtm1bEeLJYKSna+YJefEiHBzUnT+gwtOnsLFBbi5cXd+n0tdBz0IopbwcY8bAyAiNGmHBAu2jlwQCrFnzkMHwImRiq1bdFR7Xpk2NCb52qCOEEgmmTEHbtqBs6KsCsRjp6fD0RHh43cgtGoSw4ZOamurNYMyePl3lkdKCduHhsLPDiBFPmjTpGRY2qJj6u8qmTQgOlj7Gvhj09oVbW8TEQCxGYqKKwhRFRTA1xeefq3+pa9dgbw+lJuQ0QEUIRSLRxYvgcLRzCwckEowahchIXS8TSS0lpQsYdZxWXr9Gz57o0EF7v9bCQvD5UOyPCwDr1qW5uYVMnrwiORlRUfDxgaUlQkMRG4vd6wsqh0TD3V3hc1p9Kitx8CBmz0bLlrC2Rv/+jQlxI8SVxaLasgLi4uI+J+RzQuZosoYiFiM4mEYrIWV8/TVmzMDw4cpGn/UihFKEQsyYAVNTmJhg8mQl1bTeIxbjwAFMnoyWLWFpCQYDRkZvCGlGyOcGBrPk+/+cOAEvL4p1xdURQgASCSZNQmioDjMlsrLQogVCQuS7e1MSwkePHuUqgGKn6UVlPUKRCFlZssC6iAikp9PtECiRIChI6uJ28SJ8XMsknbtg5EhUViIwUGEcIQBvbzRurP517tyBkxPNGWly0VoIjx8/xeEEGRi037qVwou9QIBOnWibIZJHjaWklI+9RiUSJCTA3l77iuRXr4LLVXdRT8rbtzh5En+PTC80dlhrGutpXxoRgfh4ZGVpPkKuMWq0tpYZNdaKJn0tdzaQJoRC4eeDBq0wMBCpHfx15MiR7t1XhIRU6CFG5vVr2Nlh7Vp4e0OJ0tWjENbwyy/g8WBggIEDUVgIgUAgrqVbV65gwQJ07AgeD0wmmEzweOjYEQsWyKqDXLhw4Ycfknr0EDGZ8hLDBg6UZyOpGWoKIQCJBBMmoH17+rXw1Cl06IDmzaFkAoKSEPJ4PI2caOoLJUJ48ybi4sDlIjAQSUnyFwPo4cwZNG4s/cfq0AHbUsrRrRuGDZNV9ZU7tTVtGgwN1fdmvncPzs56emVWRwgFAty9i3378PPPmDoVffqgWTOwWEsJ+cXcfOgFipH0r1/Dy6uW6znNDB/+QViVItNtaUXy+Hgt35tTU9G0Kd6+VfuE3Fx0744WLaR5CFJ/VKmJYqNG700UL13CpUtXxo+Pu3z5wzCHvDxZjIyT03ujRnlTjdTLTqnmzz/BZEIWPKYQgQCpqYUMBp+QGe7uPXTeK2DhQowYAS5XRa5HQxBCKb/8Ag4HTOZVBsObyfRs1SqbwwGTCRYL9vbo2hXffqvC/3z1ahgYoEWLWgt1FJLoa6O+EAKQSBATg7Aw6peVceECIiLg5obkZBWBiZSEMCMjI70W69evj46OtrKy+oXyewS9fCyET58iKQkBAXB1RVycviqJDhwordO0ezdatwaqqtCvH/r2xaxZGDq07sFHjoDJRFqaOg1fvXp14cJfXFxe60wX6vLFF18sWrSo5seqKuTmIisLycmIjUV4OPh8mJiAz0d4OGJikJCA9HRcuoQHD/KHDJkYF7dETG3KBQBycuDoqMKjVyt27kSzZh+MBpQIw9OnaNcOfftqGQUuNelW/awQCmUONAkJcv+nq6pw7hxWrsTIkfDyApMZSMjSRo0Cf/im7Oj8rBfRccKAQLDZMjdxVbbrmgphkXYLd02a4F0d0xqEQuzbhwkTak/ilRPSlJAv7Oy6UP/UKKekBBwOOnTA0qUqjmw4QiglLGwKIfGETHBxWTd3rsaRng8ewNkZpqbvjOBjY7Ur8VaHpUuXXtLESEEsRlQUwsOrDx06oY4LtiJu30ZkJJydkZSk5tQx3WuEy5Yt69ixo/rH64EaISwuxh9/oFMnsNmYPBlnz+q3H7m5YLORlycWo0kTHD8OCAQYNAi9eqFZM+za9f7I4mKYmclRR3lUV1fb2fkxGEm+vtqn+6hPQQEcHX0JCSSkOZ+/NTQU9vYwNYWvL/r3x/TpWLMGBw4gJ0e3FcNlnDgBLpdaCnpdXryQY0GgXBiEQsTFwdUV589rfLnqaoSFqXrsXr6MVq3Qp4/6Be6aWNjMJMz2TEOBUaPr3K4/OyV0srxsZSH298eAAZg2DT//jD17cOuW/Nk/9YXw0SN06RLLYHgbGTW9cEGoZmhzeXl5eXk57t0DkylO33boEL76Cq1bw9oaDAYMDeHigogIrFghmxC5evXqkiU/dOokiIzUrVfZ8uVo2RKhoaozmxqaEObl5Xl6tg8ICC+nEEcWHQ0mE+OGFMPOTusk+hqaNg0lpAchDlc1yXcRieDoGGVo+BWP1zY5GampSE9Hejr++QdZWTh0SDrhgWvXkJuL3Fy8eIE3b/DmDYRCzJ//vZtb+44dd/N4+PFHDfy71BRCBiDHLFwuT58+dXFxyc3N5fP5ap6iazZt2vT55ysDA7+9f79n584kOpr07k3qx+//66+JSERWr/7tN5KZSXbvJkQsJqNHk7t3yfPn5NYtYm1NCCEtWpDXr8mzZ+o0eeUKgoODTEy8oqLcfv11GV09lUjIs2ckN/eDr/v3SVUVEQp9CfEnJJ/H65yevsDDgyio+aEXtm4l8+eTs2cJl0u9MYBERJCgILJo0QfbS0tLLSwslJ/7999kwgQydy6ZOlWzi754QYKDyfr1pEePD7b/k5GxKj5+pJ3diOxssmwZiY5Wq7lbt8hPP3VNSelKyGEXl8O3bhFTU+met2/Jw4eyrwcPZN88ekRsbIi7u+yLzycxMV4ikcjMzOubbw7m5ZFXr0hhIXnzhpSUkNJSUlFBqqpIdTURiQhAGAwCjCJkECFLmcxDEok1IYTJJCwWMTQkJibE1JSYmxMLC2JpSWxsiK0tKSk5vn37WIDZtGna0gc/dq3O5BgUcXhMX1/SpQsZOpS4usq/M4GAREWRN2/Irl1E1V9DGwQC4uJCqqvJxYvEU1UdAumj0/Td7/Y/wz//kJP9lrc0uNHyxp8eHlo2cu4cmTWLnDo1nxAhIbsOHPile/fu6p/evv3Ac+fCTE3TRoy4XF5OqqsJIaS4mEgkRCIhxcWEEFJdTcrLCSGkooIIBIQQUlJCxGJ/QrK43BE5OYc1+oRIJBKxWKy6nI76ei413b5B60s6RVJTUwlZ16jRF+np9V0Z/M0bcLm4ebOiAjweZOlwIhE+/xwODhg3DgAWLoSBgZrTtYcPg8vF1q2V1zQv/CYWi+PivhsyZOLTp/nZ2di7FytXIjZWtphnbAxnZ3TsiDFjsGQJJk+GmxsYDDg7Y+HCN2y2U6NGQ42NMXu2Pl0/FfC//9GVUPHbb2jVSk6olJojpLt34eenjWXoqVOwt/8wlaakJMTO7jkhAWZm6mYMnDyJiAjweIiPL7x/f9u2bYrqsdRGIsHDh1i/HuPGITgYXC4IcSQkh5DWNjZwckLTpggORvfuGD4cU6di6VJs3IhDh3DvnmzQf/z4cVfXtuPGydZUS0uRnY2DB/Hnn0hMxIwZiI5G374IC0NAADw8YG7+KyGxhExxcflpyTdCsak5pkxR2U+pn5RYjIkT0aoVqLn6y+eXX2Blpa55W0MbEdKGUChp7DK+1QUWCx9VQ1d5KhIT4ewMBgPe3ujSJd/Boev/NLeTfPPmzcaNfz6uY3ukBtOnL3ZzC0lNVRqNLQ86o0bv3Lmzb9++1q1bW1tbN6ic+tTUVAsLvzlzrrRpA0dHzJpFZx0GjfnxR/TtCyA+vpZjmkSCL798ZGgY6+t7j8nEu/JSytm1CxwODh7UphdPnmDevPNGRsMIWW1gsKxJE/TqhSlTsGIFdu/GrVuyWYUXLzBqFExNYWiIXr3eL7lXVlZWVFS3awcnJ0RG0ra4rSU0JVRI4wPkfjbUnyqsqMCYMfD2hqYptatXw98f5eXA69dYuBBs9ip//9YczvxJk1ScKRYjIwNt2sDTE0lJyiId31FSgpMnZQu6NYE2kZGIj5d6wndgMFx79YrU7AbUprS0NCioV3Bwb9ki0MaNYLGURM2IxeKQkAgOp/WGDbJ46IQE8Pm4f5/OXr16VWhjI6mpRK+S/6wQbtmCTp0ALF8OFgsBAWqFcd64gV69YGAAMzOMGoX8fJnR8uPH5eoHy9Qj9EeNOjo67tG8kLFOqR0sk52NuXPh7IzWrfHzz/owsK+LQAAvL2RlvXoFa+ta4aISSXMmcz0hzZhMdZpZvRqOjpp5TVVW4sABTJ+O5s3B4WDw4CIHh/Y8XtDx43IS+vbtQ0iILOQ6MbFuVKQ0alSaDNe5M/z9VRsD6BaBAJ07U0moEIvRoYNCk09Ng0dSUsDlKgvXlsvXw/N2+MWDzUZUFNRxzyktRVISXF0RGooPpzskEklubm7NM+jNG5w8iaQkWT6iiYn8Ot016CNqtDaenggKUrTz5cs3xsYhhOz18Piipl9r1sDJCf/+S8/1Fy78jsFoTkjLq1dVRLHW8J8VwjZtatKQs7PB48HcXFlEWmoq+HxIDVFrx/b16YMff9QsarQeoTNqdOfOnRcuXFDuf10vfBw1Khbj5EnExMhcpdLT1Yosoo1t2xAQALE4Jga1Qi/hbWs7ksHgm5urbCAhAR4e6r4Rf5wwdvLke2ETfThZXFyMadNgawsWCyEhOHdOfps16RP//gs2G/PmUcqoowdqCRXLlqFLF4VZEFoIw+XL4PMxYcLbDRtSH6qK0kRuLmJjJXbsLdzY3xepEaSQl4f4eLDZiIiQG/TVocNQK6tIN7ehPXqAxwObjW7dMHs2Nm9GdrbqBQJ9C+GtW2AysWPHx3sKChAaisDA37t2HTNo0D1HR2zcKBv5b9sGLpe6iTeuXIGp6QRCfmYwOv+ttoXTf1MIT52qk0QvFmPUKDCZdQ3/nzzBqFEwMYGREXr1qruSc/gw+HxUVf3fEMJPBSV5hBUVSE9HeDhsbRETQ6lirma0b4+NG+/eBY/3fipLIBCkpaUpD/oSiTB+PFq3VrFGUlaGrCzExsLNDfb2iIpSlDD2nkOHZENAW1tMm6Yi4Kp2HuGOHXBzQ0YGHB2RkKDsLJ2jbUKF3Do7tdFOGAoLYWc3lMlM5HBaKDzo2jVERcHWFnFxeP360SM4OCh9uF+/jpgYsNmIiamTHVZejgMHMHMmWrQAk9mOkG22tm0zMrSJ/tO3EAIYPBhWVnXeRO7fR5MmiI19v/nSJakuymyJjh4Fh6PCoEcJOTkICQGDAQ+P53x+eP/+GsRd/zeF8LPPsHr1x5v//hsmJrCxybS3bzty5Hpvb1m4QGKinDbEYrRqJXur+f9C2IBQ6SwD4MkTJCTA0xPe3oiPlz0TdfgnPH8ezs4oK4uI0GAMU1WFwYPRtWtdU77s7Ox16/54+/btzZsf+CcnJODSJWULZyNGxLRp02f+/Hyp90RICI4dU6sndRLq58xBWBgePEDr1hgxQp1VKp1x4gQ4HI0SKgQCBAQgJUXZMVoLw6BB48zMJhsYBIWFYdeuD5/ztWJbaifVHz4MR0d56iU93t4e8fE1dv21TbPNzd9bxNy8efd//1t2V3ketWLqQQgFApia1nYxOHUK0vFfHSQSpKfD1RWRkXjyBNevo3FjjScC8vPRqxeYTHh7a1lc4T8ohA8fgs1WtCRYUAAGw5eQC4S06NtX5k0jl9p1sv6zQrh///4OaqDLPmuMOkIoRSLBiRMYMwY2NggLu8Fmt/HwaPfy5UuddGvYMCxefPQomjRRy5ekqAhhYRg5sm5Mo1AoZLP9mMwEY+MvfHwwfToOHFArgSYtLY3B6EbIYgODBV99pZmzUR0hFIsREYHYWFRWIjoaLVvWrXOnV7ZsAZ+vfljhnDno31/FMVoLg1AoPH78+Nu3JRkZaNcOfD6SklCZdRLh4XB3VxTbkpiINm1QUiI4ceJE+du3SE9HcDC8vGqOr5nutrN7bxGjgUONKupBCAH8+itYLOmy+YYN4PHk20JKKStDfDzs7BAfj+xseHlBTePS0lLZXJ+zMyUzhv+gEE6dijlzlOz38gpjMHxdXdsqOaa0FI6O79Nw/7NCmJWV1VsNdNlnjVFfCGsoL8fo0b8xGMsYjImRkZkql3i04eFD2NnhxYvgYNUO7y9eICDggzmiGi5cELNYrUxNRw8dqtpVvIbiYnh6PiHEn8HwWbx4mYZdl2OxVlICHx9ZvbSkJPB4uiqFqBZqJ1RIyw2qLN5AjzCIxfd/ysi1C7rF8kvtlvL0oULHAYkEQ4bAz7HLVDOzjtLSuPv3lxRLsrIQFwcfH3C5MosYHb1w1I8QAuDzERISHw8+X62w25wcREbC0xNr16JlS0yZouydsrISMTEwMICtrcZxTB/zXxPC4mLY2al0vFNpITRv3gc1Av6zQvgpooUQAigqKho6dNLw4XEzZwq4XFlMDc1piLNmYdy4zZuh3Irn9m24uiI+Xs6uf/4Bh4ONG0vOnz+vvmnZhQto1Aj29rh7t/yZ2l6mtZHrNXrnDng8WXxNZmZ91BGtoSahQunvpKwMXl6qiwtWVlYmJCRoN81YXV197Nixt69eISUFzZohNBQZGQ9yJXFx4HAQGanQ0LK0FB4GTkmEeJlZzZ2L1q1haYk+fbBiBb1GOvKpLyGsvnJDwmBOa7ZPozTBw4fh64tOndC2LQYNkjMdIhZj2jQYGcHWVpnFvUb814Rw+XKMGkWxjadPYWf3wcvZpyKEjx8/LlAjhUADZ5kGyKZNmzIzM9PS0rRuQSAgGRkkKYm8ekXGjSPjxhE7Ozp6VlpKmjUT7/vHY4DfX3+RNm3kHHLhAunfn3z3HRk7tu6udevIwoVk+3YSGqrBNVesILNmke7dyd69hMnUsuNVVVUsFutjI4YDB8jYseT8eeLkRHJyyIABJDSUrFpVHz4+AgEJDycdOpAlSxQdMmECEQrJ+vUqWmrv5ub1+PEJBuPOt98a1ipDrQ5jU1PNc3PPiUQXwsPJ3LmkQ4eaXSUlZMMG8uOPxMWFxMWRiAjCYHxw7nZTm9+qehw3uD537u3wcNK2LVFpfEEX6jjp0M6bN2TgQLI8Z2BQ1QlGYaFG54pE5I8/yMKFxNKSODiQPXuIpaVs1/ffk0WLCItFFi0iM2bQ1tv/lLOMWEy8vMhff5GgICrNjBxJvLw+cGUqLy83MzNj1PlkNzBevXrVw9t7b2qqU+/eyo9U9rx89erVuXPnDn0Irf2sf4yNSWQkOX2abN1KHjwgXl4kOpr8+y/ldi0syNy5rBlfx8aSpCQ5+7OySL9+ZP36uioIkEWLyPLl5MQJDVRQIiG9e5OZM0liItm/X3sVVEKPHmTiRDJ4MBEIiKcnOXeOFBSQLl1IXh7911KBsTHZtYukp5MNG+Tuz8oiBw+SFSsUnP7wIVm/nowcSRwcqp8/dySERYikqIho+FVRXu4gFAptbUlmZm0VJIRYWpKpU0lODpk6lXz3HWnalKxcSSor3+2+dq23MXnu+nDBgi8XLyYdOuhPBeuFnBzSrh1p0YK0vr+FUVlJZs3S6HQDAxITQ27fJj17Sg3Srvv59RkzZpe1NVm4kEyYQIqL6VTB/xrbtxMXF4oqeOECOX5c079bA+D4ceGwYYZv3xo+f676YLnjxPz8/K5du6p/fH2h3dSoEoqKkJQENzcEBiI5mVqQpFAIH5+KXf/Y2aFOGcc//wSPJ6d6bWUlhg5FaKhmbgBPnsDREVZWmuXgK0JJGSaJBEOHIjr6/Y8JCWjcWEVRG12hIKGiqAguLh/FYtRUKeLzwePJVuFyc/Pz8ydNnHhESeSGYoqLi9M2bVLHLKp2DGlBATB4MH76SYsr0oKep0aPHgWPV2vS8pdfYGCgtYvapUtgMAII2UuI/1df6cr8/T81NRoSArUTKBXRvj02bKi7seFOjUokqBXAdvX8+RfPn6s8Sb6w9e/f397ePi0tLSIiYsyYMf/8809sbKy1tXVqairdvaYE7UIoRSxGVpYsoD0uTv3CAB+xeze8vWdPF06b9n5bUhLc3eW4i7x+jdBQDBmigbE6gM2bYWiIgABa/DgBVfUIKyoQGIhVq95v2bMHXK6c/xN9IC+hYuhQzJgBACgpgTQEJTAQlpaKkk70Jgz37iE2Fm0sbxebcI/vu7t8+UqtUyCooE8hTEmRFyDq5oZ27bRu09W1DYPR0cqqGcW+KeG/I4SnT8PdnWL4w19/oUULOSvyDVEIq6uRkoLmzdGiBVJSIPOw1TZYRiwWm5qapqWlARg9evS8efOk25OSkpo3b96gbl5HQljD/fuQxj6EhyMjAxIJ8vLyRBp9sMLDi75fa2eHoiJIJJg1C82by8kku38fXl6IjdXMUzMmBkwmaqssdVQW5pUmhtd+ut25g2bNEBODly8L9G0/tGUL+PwX168LhUIA6RvKxrhkCWfEITAQFhbvxU9xZI2eR0iVn4082DXBwCCcwdhoZ9dal+Xi5aOf+5VIoDBA9No1MJnIzNS68SvapQeqzX9HCAcP/uClVXMEAnh4yDeWalhCWFaGpCS4uEhj1mrv0V4I8/LyCCF37twBMH78+Cnv/OMLCwsJIfeU5FvqHV0LoZSyMiQnIyAAXO6aRo26uLsHq/OblXH1KuztR/bN7tPnl759c0NC8PGzr+70kRoUFaFZMxgZqU7P0BR1KtSfOAF7+w/mewsL0aLFXiOjUHv7FnkqUxZo5dfu3bsaGLS2ti4JDCljNCoJ6oJvv8Xp02pOnOlVCHNywOWipKRXr2gLi9HW1t0tLdG+PRIS9GcWr+v7FQqFZWXCUaMQEqJ4BrRvX9jZ6bQbVPiPCKHSJHo1SUjAgAHydzUUIXz9GvHx4HAQESHXN1JNIZQTVmFtbc1gMIqLiwkhTk5Od+7ckW6vrKwkhFRUVGi5dPnJYm5OYmLIv/8SP7+b5eVDHj2STJxYlp2t3sktWpDu3dud7rVvn8mRIyOOHq0blbppExk2jGzeTD7/XN3+nDtHnJ1JVRV5+pT07avRrdBDWBiZM4cMGiQrG0YIsbUlgwbdEYm6FhQ43Lv3Up+duc3hDBCLGQLBAkncz/8rsLhwmCxYQNq1IxpGgeqDJUvI5MnEwmLv3g2nTk0rKNhXWEiWLSNFRWTQIOLuTsaPJ3v2yGqwfYrcvXu3ceMQW9uQoqJ7R48qriOZnk7Ky8ncuXrt3P8lRCJR/rJlZOxY0qiR1o0UFJAffiCJiTT2i1by8siiRcTbmzx4QE6cIHv2yI/OVxO58ujr67t69WoAFy9eZLFYiYmJWVlZPXv2tLKyolIlmXb0MyKsIT8/f+bMb1JTMxMS4OwsKwygeuDx7FmxoVFzi6FBQb3q7ElKAp+PW7c06EN8PJhM9KrbEm2oMyKUMm4cBg16P5dbVla2aNHyPn22tGoFNYrl0UZBQcHSefO+mpwZGCin3KBK9DcifPwYbLaSX01uLpKSEB4OS0tI/flevKC/Fzq63zt3kJiIpk23EjLN0HDqX3+pSmtfvZpK1IxO+dRHhBUVFa1dXDoxmeu/+45KOxMn1vbFq0t9jgjv30dsLNhsxMaq9NullFC/adOmpHd1a2JjY6XJIubm5lu3btW0zzpFz0JYG4FAZurt5PQuGlAx34aEBBobz/jii5otQiFiYhAUpNr6pAaxWFYYbO1aCv1WhfpCWFWFNm2w7CPvmlmzEBKC4mL6+yaXmzdvBgYOMjdfpk51o4/RnxBOmID589U58PVrpKcjKgo2NggMRHy8Cl9ZjaDxfqVuqPHxMkOcqCjs2FEVGxs/ffoitaqWurhA/SKBeuRTF8KXL1+GmJr+zGBMq/XA0ZTbt8HhyFnHqUHPQnj16tXlixc/y8xEVJTMlVe91206nWUKCgouXLjwlkbHQ5qoRyGs4fJlxMTAxgZRUQoTrvAyAAAgAElEQVSLqLVxdb1LSAsbG+mPJSXo2RMDBmgQ6nn3LuzsYG2tc/MR9YUQwMuXaNwYdYpUSiSYNAmhoRSXJ9Sld+8YQg41atRJO+dYPQnhixews8OrVxqdJBTi5EnExaFZM7i6IiYGGRm4efNefHyC1kv11O+3ogIZGYiJgYMDfHxkxb+0eSRKo2YOHKDYH9r51IUQT57stbD4btKk1xRisXr2VFjCU4qehdCfy/2TkAhjY6xZo1FaGyUh1M6dS/80BCGUkp+PhAS4uiIwECkpdefojhw8ODQoaK+1Nc6cefZMZi6qZvCpUChMTYWBAUJC9FFbUSMhBHD2LNjsurO7etPCa9fA4ey3tAzq0mWI+kZ0tdGTEMbGYuZMKg3cuIFlyxAaCiazLSF/8fnK/JGVoOn9VlVVSb8pKEBKCiIjYWWF0FAkJCgrU6AuvXuDzabcCs188kI4eDC+/ZZKA4cOwcNDxdNGz0LYmcMZbGIyNSpK0xOpVqgPDAxMTk6uN4te9Wg4QihFLEZGBsLD4eCAuDjUfZ3Yv1/Itu/geH/lSnUbtLHxYTC8GYzfFi6ku68K0FQIAaSkoGnTujURJRJMmID27XWohfv2gcPB5s2UGtHHJzwvD7a2UCOrVx3CwiKNjYe7uAzR7nSN7nfNmg12dsGOjt3athXb2mLYMGzZQmcpDHFx8VAGoymT+a16k8b64dMWwpMn4eJCJa1YJIKfn+osfL0K4YMHIjb73scWJGpASQiTk5Nbt24tXReMjo4+cuSIdq/buqahCWEN2dmIjYWNDSIjceoUADx79iwzEzMs15Y4e6s5u11aWspgeBFywtw8QLfdrYUWQghgyhT06FF3jCuRYPx4hIWhrIy27tWQlARnZxpMbfQhhLNmITaWrsYkEsnFi3ddXCRqFpisg0b326PHaEJ2mpgE/f33Wy0CkVSSk5PTksE4Q0irhjQu/ISFUCxGYKD25YwBAL/+ik6dVB+mVyGMjMSSJdqdSsMaYXZ2dnx8vKurKyHE2dk5Li7u/v372vVGR2gthKdOnbp27Rrt/alDYSG+/x7u7rC1/dLMrJ+xceSFC8C0aejYUZ1ZzhcvwGD8bm4eum3bDl13tQbthFAoRFjYm5Yt4xITV9X+9xCLER2Nbt3orOgrFGLiRPj701OoSOdC+Po1bG1pL6p04ADc3euWcVYHje73888feHlN/uMPaoNupUQEB3dgMPa3aqW7S2jKJyyEv/2G0FAqgVUlJXB0xKVLqo/UnxCePQtnZ63HuLQFy4hEov379w8bNszExITBYGjXGx2hnRDu2LGzUaP+jRqFHT16WRe9qoNYDCen9oTscXRsLft54ECoEdAVFARPT513rw7aCSGAmTMTCPnB3HzQxYsXa28XiTBqFLp318w6ThGFhejcGb17a6MBctG5EM6fj/HjddHwmDHaNKz+/d66BS5XM9tbLcnMBJNJx5IjPXyqQlhcrK6IKSYuDmPGqHWk/oQwNBR//qn12don1NeBxWI1btzYycnJ0tISn3LNphry81FezhQIGBER6NiRJCaSGzd0eDkmkxw6tG7atIv79/8u+zktjdy+TZYuVXLWvn3k8mWyY4cOO0YvPXsGs9npAsGzvXvda29nscjGjYTNJgMGkKoqSpeQ1jHw8yN79hC9lxLSiuJisnYtiYvTRdsrVpADB0hmpi7aJoSQadNIfDxhs3XV/nt69iQ+PmToUN1f6T/NokWkb18SGKh1A48ekbVrP6i1VP9IvRdGjtT5hZSIZEFBwcqVK1u1akUIsbS0HDt27MmTJ7VWZl2gxYhQKES7dpg8+fiVK1cqK2W2zM2agcdDVBTS02kbaqjg5Uu4uWHTJkX72WwMHqyXnnyI1iNCABUVFc+eiaUxsXXWlEUiDB+OXr3wLghRYw4dAoeDNWu0PF0Ruh0RLl6sztBfaw4fhpMTCgs1OEXN+922Dc2b66q8gxyys8Fk4uBBfV1PGZ/kiPD+fbDZ0CqDqIahQ/HNN+oerI8RoUAAT8+PK8xoBKWp0T179gwYMMDIyIjJZHbt2jU1NbVBGcrUoIUQzpiBPn3w+PGTwg+fH7V9PaRezdolaGvArVuwt5fF0nzI11/DxISeuURNoSKEUoqKEBaGkSPr5pCIRBg6FAMHauP/sm6dvDoGdKBDISwrA48HHZeY+OorzcqPq3O/FRVwd8fRo1p3Sit69YKjo34vKZ9PUgh798aPP2p9dlFRUULCTkfHN+rHtelDCJcvR//+FNugmj7h4uISFxeXW6eSHn28fPny7t27FH+Vmgrh3r1wccGPP25kMJoyma7H5AXelZXJ8oUdHcHnIzYWWVk6S+A7ehQODnVWR169goEBfv5ZN1dUBXUhBFBVhc8+Q3h43eF1dTX698egQRpooUiEuDh4eurqvUSHQpiQAN2HNJeXo0kTDeIE1bnf+HgMG0apV9pQVAQDA6xerfcL1+XTE8KDB+Hpqf1kC9CiRTcm81tnZzWiRd+hcyF88wZcrmb+k/KgJISXLl3S3U2KxeKxY8dyudxmzZoFBAR8bAgikUh69uzJ4XAIIafkDZhq0EgInzyRDcB6955IyHRChjIYmU2aYMoUhb/tmzeRkIDQUFhYICICs2ad9vDoOHr0NDp/Ob//Dg+P2p4jISHg82lrXlNoEUIAIhG+/BJBQXWjLQQC9OuHwYPVmnYrLUW/fujaVYfmpboSwspKODrq3AcIAHD2LOzt1fXqU3m/T56AzZbV4Dxy5Iizc3B09GTKfVSPyZNhaqrHCVn5fGJCKBSieXPs20elDXf3nizWQn//LuqfonMhjI3Fu8JHVKDTYo1e9u3b5+bmVlRUBCAqKmrixIkfH7N58+Z79+7Z2NjQJYTV1WjbFj/8gCdPYGJSyWZ/NWTIF0eOiEeNgrMzGAwYGsLbG9OmyXc6fvkS69fDwWEMIectLLq80tArSwWzZyMsTPpCd+AAmEx6as1rB11CiHdF6by96+YOCASIiEBkpIon3rNnaNUK48ZpM5WqProSwhUr9LnGO3cu+vVT60iV9xsZicWLZd9zua0I+ZvB8H3y5Am1DqqHWAwLC0zWl+4q4BMTwp9+Qng4lQZKS+HkVPLjj3s1MtHUrRDm5IDN1sCIWTFUhXDv3r3jxo3r1atX+IdQ71lUVNScOXOk358+fdrmnQPnx9ja2tIlhDNnok8fvHkDKyv4+dXdKxAgNRW9esHWFoTAzAwhIUhMrLtKd+TIcVfX9iYmk8+do/UTIJFgxAgMGwaJhMNRWABMP9AohFJWroSTE65f/2CjQIA+fTB0qEKfuXPn4OiIhAQaOyIfnQhhVRWcnCgGsmuEQAB/f7WCzJXf78mTcHV9n7JlZfUDIS0I6dqihUg/zrFYuxYsll6SNhTyKQlhYSG4XIrVLOPitIno0q0QDhiA77+npSVKQjht2jRCiJOTU8eOHWkXwrCwsHXr1km/lxYBLlZQqkAdIezdu/eld9xQMBO1bx9cXJCXBycnuLioGIgUFCAxESEhMDMDgwEeD6NG4fhx2d4XL17s2iVxcqLLMOsdlZVo2/Zg6CJjYyruSLR0hGYhBLBpE7jculFBFRXo2hWffy6nenx6Ojgc7N5Nby/koxMh/OUX9O1Lf7NK+fdfcDiqE/eV3K9IBH9/7Nwp+7FfP5iaIje39NkzODvD3Bx6ihl3dNRhmTE1+JSEcPx4TJtGpQHp0EuLgl86FMLjx+HuTlesoJpCKKd4qVgs/u233yZNmvTzzz+zWCwtUjJu3rz5888/f7x92bJldnZ2ZWVlJiYm0i2mpqaEkNLSUktLSy0uRAi5du3al19+Kf3e0dFx69atdQ54/pwxZozZpk1VnTsbV1Qwbt8uV57NZmJCJk0ikyYRQsjVq8z16w2PHzfYvJnBYhFT02WlpX8ZGhZ9/XX2oEHG+/ZVGhtr12s5vF2zxb1Vtx2RjSWSIWVltDWrKVVVVSwWy9DQkMY2+/cnlpasQYNM1qyp6tFDXLN982YyZIjp559LfvlFwGQSQghAkpKM1q413LmzskULiR5+D+Xl5dIqY7QhFJolJgr++EOs37+ihweZMMFo9GjW7t2VSm5Iyf3+9puhjY1Bt26VZWXk+++N9u0zOnSogsslhJTdukVGjTLp2NFg/vzq2bOrdXQLUljr15v27l1x4YLEx0enF1KE9NEpFotVH1qvMLOzTXfurLh8GRQ+aZMnm0ybJrawEGraRkVFhUQiofl/hxACmE2fXr1woUgkInT8B0kkEmN1HtMfa6N0lHaJwsTO06dP18ujtLQUQM+ePX9+FxP58OFDJpOpSLGpT40KhQgNxfLl6NIFZmbaVzoVi7FjB0xM+hCSSkjLO3dyIiMxerSWrcklNBRdHLPB5eLwYTrb1RBdjAilXLgAe3usX//BxvJydOqEsWMhFqOqClFRaNOGYjaUZtA/Ivz9d/ToQXOb6iEUok0b/PqrsmMU3W9hIXg82Qx2RgaYTLybtXnP6tVgsfRSBaVlS/j66vgaCvlkRoTduqn4Y6viwAF4eWkZbaqrEWFqKoKDaSu/SWVqVCQS8Xi83TqbmZo3b97w4cOl32/ZssXf31/RkdSFcNYs9O6N6GgYGoK6t+iFCxdcXTuyWL+PHIniYvj64rffqLYp5cgRMJm4dAk4fhz29rrPYVSI7oQQwO3bcHWtO/lfWgp//9MWFu0sLQcPGSLQc/YkzUIoEsHLCydO0NmmJty5AzZbmVuZovudMEFWjvzuXRgaKgxYyc6GnR1sbGj4b1LGgwdgMlVXQNANn4YQUrY8EAjQtCn279fydJ0IYWUlXF3pnYKntEa4efNmf3//hw8f0tihGh4+fGhpablu3brDhw/z+fzff/9dur1v376b3jmtpKenJycnm5ubz549Ozk5WdEionIh3L8fLi6YORNMJjIzaev/wIHg8zF2LHJz4eAA7YoA1IHLRUTEux82bACfj/x8GtrVHJ0KIYDnz+Hvj9jYD975oqNnErLXzGxAdra+3wBoFsI//1TLul+X/PQT2rVTGIUk936vXoW9PYqKUFoKa2t07KisfYEAHTuCxaI4GlFFv37g8XR5AYV8AkJYVQVPT4pGPAkJlLLVdSKES5fSHmtNSQgjIyO5XK6RkVFAQADtwTIATp069dlnn3Xv3j05Oblm4+LFi4++c7OIj4+PqUW+AlVQIoRPn8LeHnPngsnE2rW09FrGnTvgchEYiK+/xsGDcHQExdjyuXNRN0ZmwQIEB9dL2IyuhRDAmzcIDUV09Pu8iOzs7KCgiHHjZum/2hedQigWw9eXoiMULb3o1Ak//CB/r9z77dhRNhHK58PZWU740sfEx4PJRK9eah2sDaWlMDREYqJuWlfGJyCE332Hzz6j0kBeHjgcSj7n9Avhq1cqZjO0Qk0hZECej/aQIUOKiorkrilmZWVRW7ykk02bNmVmZqalpdXZLhKRzp2Jtzf54w+yaBFZsIDm60ZHE2dncvAg6dOHmJuTrVvJqVPEzEybpt68ITwe+eYbMm9era0AiY4mAgHZupUwVRuj04gugmU+pqKCREYSFov89RcxNdXppVRQWlpqQZeBd3o6WbGCnD1LT2sUePSIBAWRo0eJr2/dXR/f75YtZPlycukS6dmTnD5NHj9W12j7/HkSHk4aNSLnzhFXV5q6XpuZM8maNaSkhBjIienTHdJHp2n9fi6VkJdH/PzI2bPE01PrNqKjiYsL+e477XtRXl5uZmZGZ7DMxInEzIz8+CNtDRJCCJFIJGKxWPUDjV751TOKRoSzZyM0FAYGGDtWJ9d9+FD2PtW8OZYuxfDhmvk91qZDBzRuLG+HQIDOncXz5r3QOsJHK/QwIpQiFGLMGLRpg9ev9XA1hdA2IpRI4O+v/ZKL2rx9+3bvXtW5z8nJaNlSjhdBnfstL4erK06cwKxZYLE0LnRcXIyAABgaIj1dsxPVxdIS48bppmmFNPQRYVQU5s+n0sCZM3B2BsXEUJpHhNnZ4HB08SxouM4yNCJXCPfvh5MTTEzQp48OLx0Tg7lzkZ+PZs2wZAlat8aKFRo3cuwYGAycPq1gd0FBmJFRdwuLpe/8B/SA3oQQgESC2bPh44OnT/VzQTnQJoS7dqFlSxqj3RTRvHm4sXF88+aqFyl695ZTTKDO/c6fj6gobN4MJhMbN2rZpcmTwWRq/y6ojD/+AIul5/XyBi2Ely7BwQEKYibUQSxGcDDS0qh2hGYh7NNHmweoGlAVwrNnzw4dOtTX19fHx0e6JSkpaX2d4Pf65mMhfPoUPB4sLXUeff38ucwD6OlT8PlYsgT29hqH5PB4ylKHq6ur/WxsUgkZ3q4dxd6qjz6FUEpSEtzcyhct+v1EfQRb0iaEQUHYtYuephTw+DEmTwaL1ZXF+o7F6jp6tApHkefPweXWHeTVvt/cXLDZOHgQBgaykFGtycyEiQn4fJw7d/cevcs8Li7oooEHJnUarhBKJAgNRUoKlTbWrkW7djS8sNEphEeOgM+nYhquBEpCmJGRYWBg4Ofn169fPycnJ+nGX3/9tXHjxnqqSqwedYRQmjVoZaXaPoYWpk7F1KkA8Pgx3NwQFwd7e+TkqHv6kiUwNFTxbnfsyJFFXbo8CwzUWUxCXfQvhAB69vyGkHnW1iF68rSsBT1CuH8/mjfX3d8oNxexsWCzERuLO3eKdu7c+eRJUVISnJ0RGoqMDIUnpqXB2/sDj47a99u/PxYuhLk5PXmPeXlgs48Q0pLBaLJ582YaWpRy8qSe7XcbrhCmpIDao0BaxP7iRRr6QpsQisUIDMSOHTQ0Jb95CkLI5/NHjRolFouPHj1aI4R3794lhDx79ozOblKjjhDGxcHCAjY2VGYONEAa5SR9dN+7BycnjB4Nf3+oU9OruBhGRu/djZUhFiMsTG/laepFCFetWmdh0YfJDDh6VJMis3RAjxC2b4+//qKhnY+4cQNRUeDxEB8vpwCvQICUFDRvjhYtkJIi/+UvMhKzZ7//seZ+Dx2ChwecnODhQVtv58yZQ8gIQkbNmrWAtkYBBAejWTM6G1RKAxXC8nK4uFDMsfv6a0yYQE93aBPCP/5A27a6W1PQXgjz8/MJIZcvXwZw7NixGiEsKysj1BxnaKe2EO7fDxMTGBvLKsjohzlzEBMj+/76ddjbo1s3DByo+s/auTPe/V7V4O5dsNnQWW3I2tSLEAK4c+dOevpbHk/jeA2K0CCEhw+jWTPah4NXryIyUiaByiNjJBJkZSEiAm5uSEioe3BBARwd35vlSu9XKISvL5o3h4UFnW+NQqEwKirGzOynkBAFaYza8egRmEzdDRrq0ECFULqcS4Hbt8Hl0uZnTo8QVlSgcWPFURI0oL0Qvnr1qkbwagvhvXv3CCG3b9+mt6NUqBHCp09hZgYDAx0bXnxEURG43PfToVevgseThZIq4exZMJkavtstW4YuXfQQi1FfQihl/37weDh/Xn9XpEEIO3VSq+6D2pw8iYgIuLoiKQkaPZCvXEFUFGxtERuL2hM3u3eDz5dFCUrv98cf4eoKAwPqdU/lcPcuWCysXElro4MHQ3GZGnppaEKYm5vbgc/vymK9unKFSjs9emDVKro6RZMQLlqEdy5jOoLS1Ki7u/vUqVMBHD9+vEYIp06dyuFwRIosK+oDqRAKhXBxAYNBp32M+ixa9MGL2tmzYLPB5WLPHoWnSAeOmiEUonVrbNigVR81oH6FEHrXQqpCeOYM+Hy6VqRPnkTXruDzkZSkfejAgweIjYWNDaKi3uvc55/LXNNKSkry82Fhodsh1oIFMDTU3tpXDpWVMDbGkiX0taiQhiaEa3/66UcGY5aRUYaS1WBV7NhB0ZGtLjQIYV4e2GwNoiq0gpIQ/vnnn4SQkSNHLlq0iMvlbt++PTIykhCykubXPKpIhbBPHzAYqOVRo1dKS2Fv/8Gb9cmTsLGBlZX81+2lS2FoiKIiza907Ro4HOh4jbbehRD61UKqQtijB955BGqNRIKMDAQHw9dX4VKfprx9i6QkODkhIgJZWXj7Fq6uyMxESUlJ//5gMLCA1lW8j2nShO51PakDk+69aBuWEBYWFrRsObxx47H9+5epE30gj8pKuLvjyBE6+0WDEI4di7g4mrqjEKrpE+vWreNwODV5940aNUpISGhQIaMAUlNT3d2XEAI9JtrJ4fvv6zrkHTwIKyu4utZdsCkthZERFi3S9koLFui60F1DEELoUQu1FsLy8vK/f/zxpaMjlVoMYjHS0+HjgxYtkJ5O/8x3VRVSUuDtjcBAxMWBy33h5xfDYIh1mmIrJT8fhoZYuJDWRm1tER1Na4tyaEBC+PIl/Pyoq8U332DIEFo69B6qQnjtGuztVax+0wENCfUCgeDs2bM7d+48duxYqZ4KVGtGamoqIZFstgKrfH1RXg5HR9SZwN+1C2Zm6NTpgyiKbt1gb0/hSlVVaN4c27ZRaEIFDUQIoS8t1FoIR/XqtYDFaqXVwtXevQeCgvqOHr2Fz0enTsjK0q4L6iItItamDQixJ2Q0IXpKS5WWbbp7l74Wt24Fk6nrSZGGIoSPH8PLS44ngoY8fQo2G7QXUKAqhN276ycS/v+KswwhU5s0Ca7vjmDVKjlGNps2wdgYkybJftQmRuZjzp2DvT1evaLWikIajhACyMwEj4dz53R4Ca2F8HM/vzgmM9DFRaOzxGKcOAErqxBCnhobBygtMkaV16+RlYXlyzFiBHx8YGoqFcJ1hDjq8KofEhysSXS0Gmy2sWnHYk3TkXcigAYihA8fwsODFrOVIUOoi6kcKAnh/v1o2lSOAaAOoCSEx48fz5LH+fPnFRWCqBdSU1MbN/Z4pTNVUB+BAO7uOHOm7vbVq2FgAGkdYkdHmiwyvv5adxNEDUoIoXst1FIIz52r5HL3rVtXoF40uliMY8cwZQocHeHvDweHKQyGJ5cb9OwZnUVuHz3Crl2Ij0e/fnBxgZUVOnbE1KnYuBH//ovqasTExJiY2CXqsaRDcTFMTDB+PG0NuhkYPCXEi8HQ3biw/oUwOxsuLnIqI2vOyZNwcdFJGRvthVAkgp+fMhsIWqEkhDweT4lPd2hoaI6OQ33URGVhXn3y++/o0EHO9rlzwWTesLGJZrHOaxMj8zHl5fDw0NEnqaEJIXSshdoIYX4+GjfGzp0qDxSLcfIkYmPh4AAfH8THIzsbAFxdOxBy0NCwpYMDDA1hZYWmTREaigEDEBODBQuwciXS0nDoEK5fx4sXH4TPPHv27Ndf1z579kwoxM2b2LQJM2aga1fY2sLREb17Y/58bNuGnBz5K440119Ug7//BpNJW6rYsPBwPpMZY2QEJhOdO+sia7iehVBaHFJr49daiEQICNBVbLB2Qrhnx46O9vY/u7vroktyoSSEO3futLOzmzRpUmZm5sWLFzMyMkaMGOHk5LR79+41a9Y4Ojp6e3s3hDyKBiWEIhGaNsXhw3J2MZnehOxjMunz8DhyBK6u0MFDrQEKIXSphRoLg0iEbt2UB4GIRHX1706tesMVFXB3v9W9e9yZM7L7KSxEdjZOnMDOnVizBt98g6++wrBh6NQJvr7g8cBkgs2GtzfCwmBhEcZg/GZiEmZuDi8vDBmCZcvwzz/Iy9PN/dJBr16wsqLb9fDkSXh7g8FASAi9Ifj1KYRST+3t22lpbNUqHbq0aiOEVVUdebx8Qvz0lRIKikLYtm3b77//vs7GiRMnSlXn4sWLhJCTVBe7aKBBCSGAtDQEB8t5E3d2bs1gdLK19aHzYuPGvV9+pI+GKYTQjRbOnLmQxXJzcWmj0TkID5dbAF4oxMGD+PJLcDgICkJionwvoJkzMWyYZv2USJCfj1u3cOwYmjSJaNRoUvPmEdopWr0IoVAIa2sMGKCDpk+fRkAAGAwEBODGDVqarDchPHkSHA7+/puWxgoLwePh+nVaGpODZkIoDY/m89O8vYMdHL6ZNk1X3foQgUDQqdPgo0eVmtMDkCuEhYWFhJA7tV9iAQCZmZlWVlbS7x0cHP6k1U1DOxqaEIrFCAjA3r1ydl2h5gohh+JiuLi8986iiQYrhAD27QOXS08cqUiEzEwYGvoSco2Q1vb25QEB6NkTUVGYPh3LlyMlBfv348oVfLCM9/ffcHWtcal69uyZRCKprkZmJsaOBZuNNm2wfLmyCL2zZ8HjUSorVF1dfe7cOa3/RvUihACOH9dlCv/Zs+/lkLI9d/0I4dGj4PFw8CAtjW3f/ndAwDfjx+sweEIDIczKQkAA2rWj/WGlBIEABw9i5MjbLNZnqamqJy/llH4GQAjJyclp2rRp7e3SdUHp90ZGRiYmJipq/v7fg8kk8fFk3jzSq1fdwvItW7ak+WKWlmTNGvLll+Tff+u5yru+6N2b/Pkn6deP/P03CQnRspHbt0l6Otm4kbDZpF+/yXv3DmrZ0nf7drP8fJKXRwoKyKtX5OVLcv267JuCAlJQQCwtSRube2lPYr7vuK/sGzaHQ44cmXf16jUDg2oGI6tJEzJ4MFm4kLi4KLu0QEDGjiWrVxMuV8vOE0IMDQ3btGmj/fn1RIcOZNQoMmoUefWKNGpEd+shIeTff8n582T8eNKqFfH3Jxs2ENr/43THvn1k7FiyYwcJDaXeWF5e3tixicXFI5s3X0bIT9Qb1J4zZ8icOeTNGxIfTyIj9XDBN2/I4cNkzx6ydy/h80mfPk179Wrs6nqHkOYqzpQrj23atHF1dT3+TsAlEsnu3butra2HDRsG4NWrVywW6yItxTyo0dBGhFKCg3Wa6fchw4Z9UFyAMg15RCjln3/A4+HsWc3OKixEcjJCQ+HsjNjY9560ao6QCh6WVnn43Jm9fssWrFyJBQvA5fYlJL1RI1/1qwrPmoWhQzXrNu3U14hQCo+HsDAdX+PGDYSEgMGAtze0qhCg7xFhejq4XBon/exyRq0AACAASURBVMvKKoyNgywsOq5Zs4GuNuVdRemI8MYNREbC1RXJyXLXEeglNxdJSQgPh6UlIiKQnIznz2W7KK0R3r17l8/nE0IsLCz4fL6pqSkhpFWrVtLcidOnT0+cOPH/B8soIjMTTZvqoyAiABQUwMGBxpINDV8IoYkWVlUhIwORkbC0RGQkMjLq/leqJQwSCYYMqZME8OjRoxkzFp05o64gnztHdVKUFupXCLOzwWLRkhegilu3pHJ4182tja1t76AgsdrlQfQqhGlpcHSkt1bAqlVo316Un6/bpDKFQvjwIWJiwOMhIUFHtXalSEPS4uLg7Q0eD1FRyMiQc0GqCfXl5eUpKSkzZswYOXLknDlztm3bJtTTo10DGqYQAujYkd6CBEpJS4OfH135aJ+EEAI4cECFFl66hNhYcLkIDUVyMhQ5I6klDN9/j5YtNasE8SFSRyDdlCzUjPoVQgBz58LQUN0YV6rcuDHWzGwjIf0IOdyiBX79VZ2iU/oTwuRkODripupQDvV5+RJcrk6KitRBjhC+eoW4ONjZIS6O9oD2ysrKixcvisXiwkKkpyMqCtbW8PFBXBxOnlTmTfh/xVmmYQrhyZNwc6MzV1oFAwaoV+RXNZ+KEEKBFj55goQEeHnB2xvx8aqdpVQLw9Gj4HLx4AGVrsbFoX9/Kg3QRr0LIQAPD/j66ulaq1ascGcyfQ0Mivz8YGYGBgNWVmjfHkuWKKqOoWshFAqFR44cKUhIgJsb7t+nt/HBg/G//9HbpHw+EMI3b2QSGBurI9OrJk3ampmNZbO/tLRE//5Ytw4vX6p14v8XwnqmWzc9FsR4/hw8Hi3h45+QEAI4cAC2tnlDhsSnpWWkpCA8HHZ2iInRwMdOhTC8fAlnZ/zzD5VOXrkCe3t9jYFU0RCE8MkTGBhQsJ7XkA8mRfPz8csv6NULtrZgMGBsDG9vxMTUXqLToRBKJHj0aGp4+ERj4wADAxHdBqCZmfD01EN9DqBGCMvLkZAADgcxMe/X5XSAlVULBmNV8+YDNb07jYVw69atDg4Oq1atAuDv7++gAA37r1sashBevAgnJyrTaRqSnIzgYOrr0p+WEALo3HkyIb8xGMF9+xZkZGjsX6hMGKqr0b49li2j0r2qKvj6YssWKm3QSUMQQrzz4753r147UVmJ1FQMHAhnZzAYMDQEn3+3Tx9nQhoTMmXKFKrtV1Xhxg1s24Zvv8WIEWjVCubmaNx4PI+3gMXy53LpXWwqLwefT1f+hQqWJyS4MBhdjI3FTk6IjKTVWF0OhYVgs+8tWLBWTUfD2qgphAy8y4i4cOHC/2vvvKOivJow/uzSBem9N0EBK2BARVGwBnsvWCP2loYlBssXxRprVFARBWMgVuzYYi9RERWBIKDYaUqTuvP9sYQgLLBsB97f8eTs3vosgZ333jt3Jjw8vH///t7e3kuXLs3JyeHpZbp582YRersKSVhY2JkzZ8LDw6UthDcDB6JHD8ybJ5HJiNC7N/r2xYIFwgxTWFgoJyenoKAgKl3iZsuW3cuXh2loFMbHX1VUVKxv99zc3ObNm/OumzULr17h2DGwWALLW7IET57g+HGBBxAxtX1eyeLsjHfv8Pq1tHVwKS3F0aOIjBxy/LhqcXEvIAX4WV0dJiawtoa2NrS0eP/T0dm3e/eR/fu/W7y4m6kpkpPx9Cni4vD0KZKTYWwMBwc4OsLaGg4OaNMG6uoFBQWnTp50cXW1srIS4Sfw98fr1wgLE+GQNdJKXX1zbu5WYOq0aQN27hT3dNOno1kzbBToJgiHwykrK6v7C00QAy0zyPKKkIhiY8nAQBxx0GogJYX09YU8dWhwK0IiSk9PF9iHucYVUng42dkJmS+NuynK52GGZJCRFSH9G49b+HWXaLl94oQJYAFstrEhKytSUCAWi1RVqWVL6t2bvvmGRo2i3r2pY0dq0YJ0dUlevjWL9Q/QQ06OvvqKJk6kwEA6dowSEiTlOE5E9Pgx6erWdOgpepb99JMZi2XHYhU0b06dOok1kdiDB2RkJFAmcyJizghlhJEjhdxaqycbNpCnpzAJXhuiIRQG3obh0SPS1xfSna+oiFq3pvBwYcYQPbJjCIno4EFisfYbGXnKQrzGcoYMKQsI+OKM8PFj+ukncnMr97VRVyc3N1qzhjIzufXzR492MTQMFkXKJMEoK6NOnSTokUBE3DPCggIaMoQcHMjOjjp3phMnRJ5amsOhrl1p927BR+DTELJrWikeP37cw8NDW1vb1NSUW7J27dpNmzYJsjptwqxYgQ0bkJ0tqfnmz0dJCXbvltR8jZHsbAwZgvXr4VhXNIpaWbkSlpYYM0ZUshohnTq9IFr/9u3M4cMlc35QF+fOITaWfvjhi0InJ6xciVu3kJ+PlBTMnw8i/O9/0NWFhgbc3V9cuJCZnh5z7574dJ06derq1as11QYFoawM33wjvvlrQFkZERHw9ISSEqZMwfLlaN8e+/ejrExUMxw8iLw8TJokqvFqhqd53LdvHwBvb++JEyea/JtYMzQ0VF9fXxbu0Vcg+ytCIpo4kQICJDjfs2ekr08vXwrWu6mvCDkcGjSIhA4K/PAh6emJO5W6IMjUirCoqEhZ2QpwdXRcJG0tRAUFZG1Np0/z6zWank4bN5KnZysgDegKkJERde1K339PFy6IbF/02bMtgwe7s1htWKxTPj60fj0dPEjXrlX8gb97R3p6FBPzRafMzMy/xBzY84vrE5s2kakpxcTQiRPk5kaOjhQaKvxPID+fLCyEzWQu+NYoh8MxNjaeN28eEV25cqXCECYlJQF48eKFULpESoMwhKmppKMj2ZAiy5e/6tHjoUDRh5u6IVy2jNzdhbwBWlJCHTrQgQNCCRMTMmUIuaxYka2gwM9NdzGzZAk3LUh9r0+M9/GxUVbeNH48ffcdeXiQoSHJyxOLRWpq5OBAo0bR9u18PRM9e0ZBQeTnR126kLk5qaoSi0UsVoiCwgjAGzipoUFaWqSiUj4+QCxWKVuhSEGVdHTIzIwcHMjNLatHD2sWqyuLNe7rrwX+YdRJ1Qv1Bw6Qvj5duUJEdO0a+fiQlRVt2iTMZY5Fi2jCBGF1Cm4I3759CyAmJoa+NIR5eXkAZCHEaAUNwhASUc+ex/T0egYFhUlmutSkpPby8j7NmoXVP5hVkzaE0dFkYiL8daiffyZxfgUJhQwaQiIyNKS+faWqIDGxYgkvmnuEL1/Stm00YgS1akVqasRikbw8d8n4S9u2Nmx2Z3X16jaPVFXJ0pK6daMZM2jPHu79krKysqWLFq1ft67qFCUl1/YmjjG4ULhrH61aRfPm0ejR1KtXauvW7YBVwFwWi7y9SeR5b4iIZ2SZixdJX/+/q0LXr5OPDxkaUmAg5efXd/ykJNLVFcHVRMENITcN061bt+hLQ/jkyRMAiVK++/MFDcUQmpl1BNK1tNpJZrq4uDgPTU0/Obnf1NRozpx6hR4WxhAKvG0e8/Chl6Oj37Bhkt94/88wpKaSoSFdvSrkgDExpKdH/EfiljCyaQivXCE2W0zf2Pzh5UVbtnBfiuVCPTdZ5XffUZcuvVmsv4G2QIG5+X82r/65hQsKyMaGoqJ4VP26ceOIvn1fb9lCDg7EYpGREa1YIVovVt6xRh8/JnPzL46CHj0iX18yNKSAgHq5fvbvT9VS4gqCUF6jDg4Ovr6+HA7nr7/+4hpCDofj6+trampa76zE4qShGMJVq7bq67toaPwyd66EfKrPnDmzbcuWkpQUCgwkW1tq1YoCA/lx5BfYEF6/etXVwKCLhUX2mTMUHU2RkRQeTrt20caNtHo1+fvT/Pnk50ejR9OQIeTtTZ07k7Mz2dqSmdn3SkpngKFycvHdutEPP1BICN29W2N4UJFSbhg+fyZnZ9q8WcjRSkrI2Zn27ROBMDEhm4aQiNzcyMZGSnOHhVGHDhXBKMQdYm3fnj0t1dTG9Ool5DiLF9OIEXy0y86mBQtIW5vk5MjNjW7cEHJeLjUG3X79mtq2pblzqXJAn6Qk8vMjbe2zQ4f2dHDYtWFD7YOfP0+2tqIJ2V3vC/WViYqKGjRokKenp4ODw8GDB5ctWxYZGXnt2rUDBw6MGzdO/B48/CLjF+qrkJmJsWNRWIhDh2BoKMaJXr165dOhg25h4fR164ZNmwYA9+8jKAgREXBxga8vhg1Ds2Y8+9b7Qn1yMq5dw9Wrq48d08jKuion913r1q5chzpFRTRvDlVVKCpCSwuKilBVRfPmUFSEhgaUlaGiwm32IDn5u2nTrMzMgmbNkk9IKL+SHB8Pff3y+8jc/7ZqJfJcduUXzKdMQUEBfv9dyNGWL8fduzh1SiTSxILsXKivwvv3MDFBUBAmT5bsxDk5cHDAn39WpLjkfnWqyHaOz4QEeHjg4UOYmPDd59Qp/O9/uHsXmpqYMAGrVkGInLL5+fnNmjVj8Yw18fEjBg+GlhbCw79IlZqc7OnsfPDjxz7y8rFDh8LWFra2sLODrW3lFJ3FxWjTBhs3ol8/gdX9h7AX6qOiolq2bFnRzNTU9IDsnf43lBVhBRwOBQaSmRndvCnGWR4/ftxDUXE+i7W5WTMyN6dhw2jtWrpyhdLTKSKCfHxqicjJ14rw+XPatYt8fcnSkoyMaPhw2rTpQUiIk5ZWJ1tbUT5Nv35N0dG0aRP5+VHnzqSmRkZG5O1Nc+fSrl107Rrl5GRlZa1fufLihQuCzZCTk0M7dlDr1pSXJ6TYR49IT09gd10JIbMrQiLy86NmzSR5DZ2IiGbOpBkzKhdIJ0N9feBwqHt32r5doM5VFoiCOmXWkY+wqIjGjCE3N/oyKFrItm2uxsaLhgyh8HBavpzGjaOvviIdHVJXJ2dnGjmSliw5PXLfD51vVHcvFOxXV6gVYQWvXr16//69urq6ra0tb+MvVRrWirCCU6cwaRK++w7+/uKZ4NatcwMHvlm6dIyfn1JmJu7fx40buH4djx7B3BzOzrC1xdu3uHABCgoYMQKTJsHCgtuV94qwpAT37+P6dVy9ihs3oKcHd3e0agUDA3z+jJQUpKT8cv269du3F9nsqV27ftWtG1q3Rtu2sLYGu8a7qvWGw0Fq6n8hrOLiEB8/j8WyzM8/qKh4duRIHTU1NG8OOTmoq4PNhoYGWCxoagKAlhYAaGqCxYK6OuTk0Lz5qrVr9/36a19g85MnqPTYJwClpXB3x8yZErnzJAQyuyIEwOFASwujRmHXLklN+fffGDAAT5+W/3oAaAgrwt27ERSEW7cgJyfEKJUWiLvs7bfFxQ2fPv3nwEA+e9e2IuRChOXLERGBM2cqvl5qJDsb//yDpKS8mKSzWxJ9WiYpv0pCaWn5qtHWduiff6a/f9/Tx2fp/Pn/9eLuKlVGTQ2VvrtKSkomT5y48McfHT09a5+/DkMoJpKSkjZs2JCZmdm7d+/JkydX+Wnm5uZGRETcuHGjqKioY8eOfn5+Nf1SNlBDCCApCUOHonVr7NoFVVWRDk0ENzfMm8fjLndpKRIScP9+uWl8+hRWVlBURHIynJwwbRqGD1//22/GxsZjxoxBQQFu38bVq7hwAQ8fQk8PhoZQVkZhIV6/Rno6zMxgZVXxLw6YvXSprrZ26Jw5KvHxiI1FbCwyMuDoiLZt0aYNWrdGmzblZklUcDjbFy8+sWNHpqLi9WXLlFks5OairAw5OeBw8OkTiPDxI4DyoAYfP4IInz6Bw0FOjlNmZgTRcBbrWkaGtra2MEJWrsTVqzh/Xpi4pJJAlg0hgLAwTJiAly/rs+MnMBwO3N0xZw6+PO6RcUOYmQknJ5w+jfbtRTFcRgYWLmy7Z89RYBAQa2QEHR3o6MDQEFZWsLBAixZo3bry1iWXyMhIV1dXS0vLOsbfuhVr1uDECXTowI+ciRNhbIxVqwD8Zx3xzz9tAgM3Fhaub9bsbKtW/7UuLMTnz1/0z8tDSUnFu2dlZQE5Ob+HhcmNHVvHxAIsNoUkJyfH0NBw8eLFx44ds7e3/7VaaKIzZ870798/ODg4IiLC1dV10KBBNQ3V4LZGK/P5M02ZQq1aUVycSMcNC6OvvuIr1tGnT3TpEq1eTQMGkJYWKSr6sljtAUfgrpoaycmRigrJyZGODrm7k68v/fwzhYTQlSv04gW/aS4+fqRr1+i332jaNHJ3p+bNycKCfHxo8WL64w969qxinPj4+I+CBvZ8+fJlkUA3/zatWWOlqNi7nbDevHFxwsQwkCiyvDXKxcaG3NwkMtOWLdS1a/W/FBnfGvX1pe+/F/GY/ZydbdjswcbGtHAhjRxJ3bqRkxMZGZG6OikoEEAAyctT8+ZkaEgODgt1dHqxWMZsdmpqat2jHz1Kenp06lSdDe/dI2Nj3jdKL5w7N3/8+GfPntXrc5WWlk4bPvwJH7EFpGAId+zY0blzZ+7rs2fPWlhYfJEwjKjy1vPTp0/ZbHZ+DddQGrQh5LJrF+nq0p9/imi4/HwyNxfwBPLVq3YGBuMAbyCwZUs6fpzi40XjuVUBh0NJSXTkCC1bRkOHkq0tNWtGzs7B7u79mjVrY2CQlZUlyun4QHjDUFJCrq5ChUOUJLJvCB8/JjZb/OmEuKnceT2EyrIhvHKFLCzE4k9d5Uu4KunpdOUKBQXRokU0duzk5s0XAvYs1gM+r7zcukWGhhQUVKsA6tiRwkR915rPM0J5fparouXevXseHh7c1x4eHi9evHj37p2xsXFFg8o7pWlpaZqamjK7TSE8fn5wdsbw4bh3D7/8ItymP4B169C5M9zdBelrYnItKalbx44aurr+NQc2FAoWCzY2sLHB4MHlJXl5ePr0zc8/ty8szC4uzktP16p0WtMgWLMG6uoS93VsvDg5oXdvjB+Pt2/FOc2CBfjmG1TeZ5N5ioowfTq2bBG56zQAsGs/y9fVRbdu6NaN+25NRsZ3s2Z96+XVns/9WTc3XL+Ovn3x+nX8qFEtWrSQq/ZNFxICeXmpxeYVyxlhSUnJW16/xYaGhoqKil9//XX37t2///57bqGqquq1a9c68NpBzsnJcXV1nTt37qxZs3hOFBYWtnTp0oq0XkZGRrskd84uSjIzWVOmKBcXY9++Qn19Af+PsN68adapU8HVq2RuLrASqeQjLCgoiAwPb3X2bFcWq/DQIchL7vksLy9PTYjvlYQEdt++Kn/9VWBmJoWzdgEQ8vNKhrw8mJurLVxY/OOPxeIYX+76deVp0wru3SNel4hk9oxw1SrFp0/Z4eGF0hYCAAUFBSoqKvXyoGS9f/+9i8vHwsJ3trZRt25VrsrNZTk7N/v998/OzhzR6uRwOEpKSkpKSrU3E8s3TkJCwoABA6qXHz58uH379ioqKoWF5f8vORxOUVGRKi93kYKCAh8fnx49esycObOWuezs7H74N1q8ioqK7P+R80RNDefOYeVKdO+u+scfFTea6skvv2D6dFUHB2GUyMvLS94QqqmpzVqwAHPnYtgwtTlzsH+/xHxOiEjg35lPn/JnzGj2yy9o1Uq0/k5iRJjPKzHU1PDjj1i7VnHhQsUa7rsKQXExFizAtm2q1RxAuMimIfznH+zejQcPICP/+1gsVh1eo9VRU3tpbT3y4cONyclVPsXPP6N/f3TrJvL/2eX3COtuJ+IdWT6YP3/+N998w3394sULNptd/dyioKDAy8tr4sSJte9cN4IzwipERZGBAW3aVP+e3PyVQoculnKs0YIC6tyZFi6U2IQCn5ktXLhaVbWzpuYQWQq1VDeyf0ZYga4uDRkihnGXL699XFk7I+RwOEeOHG/fPlqQrwWxUcc9whp49erVhoCAxw4OlcOwcX3NPnwQpbwKZDcx740bNwwMDDIyMoho+fLl/fr145afP3+ee/RaVFT09ddfDx8+vKSuu7WNzxAS0T//UJs2NG5cPQPVdu1Ke/cKP7v0g25nZFCrVrRxo2RmE8AwFBfTwYOkqtoXuKCt7SQOVeKjARnCkyeJzaaEBJEOmpREOjqUklJLE1kzhH/8EaGsPEZOru+VK8IGwhUhghnCctLTyd6+4nm/Tx/hgxvWiOw6y3Tq1GngwIHt2rWztrZ+/vz5mTNnuOUbN250dXVt37790aNHT506ZWFhYW9vz626dOmSRZ1XMhsLtra4cwezZqFTJ/z5J6mrp+vXsIfzH3/+iZwcTJggEYFiRkcH58+jSxfo6GD8eGmr+YL0dOzdi+3bYW6O//1vw927O8aOXS9tUY2Wr79GmzYYPBhPn4pu0HnzsGgR6rz9Jkvcu6dZXPxWQ6NAU1Nd2lpEhK4uoqPh4QEjo6MKI16+xIwZ0pYkLkNcF8+fP79x48bnStmqsrOz8/LyiKioqCjrS2raIG2UK8IKtm4lefmuGhreixatrq1dURHZ2lJ0tEgmlf6KkMuTJ2RgQGfPinsePldIMTHk50daWuTrS7Gx4hYlRhrQipCIkpOJzaaICBENFxFBTk5U16+3TK0Id+4kExM6efJZSq2rWMkj1IqQy+PHHH2DSSbnzp0TkSZeyO7WqAhp3IawuLhYQ6M1EO7iMqq2doGBNHiwqCaVFUNI/949un9frJPUbhjKyujECfL2JiMjCgioEjexQdKwDCERjR1L6upU+yU3vsjJIVPT8syxtSI7hnDbNrKyEiBBkyQQgSEk2jP1VrayYb3yxNUXPg2h6OJAMogaBQWFw4c3DxmSkJq6Ljm5hkYfPmDDBqxZI1FlksHNDUFB8PFBYqLkJ8/JwebNsLXF8uXw9cWLF1i2DLq6khfS1Nm3D6Wl+PeylRD8/DN69664CSf7rFmDrVtx9SpsbKQtRTy8egX/o27F24LQvz8SEqQrRgpnhAz84+XV3cur+6+/YsgQ3LjBKyrp0qWYMAEtWkhBnATo3x/v3qFvX9y4Id7MVZVISsLWrThwAN7eCA8XMDgBg6iQl8eGDZgzB4sXC/Eg8vgxfv8djx+LUpk4CQhAZCQuXUKlQCONje+/x6xZ0J/SH4of8fXXuHYNRkbSEsOsCBsACxagY0eMH4+qwQ/i4nDsGBYtko4syTB1KsaPR+/e5bGzxQYRLlxA//7o0gUqKoiNRUQEYwVlgunTYWSEESME7P7w/v23kyZh1Sro6YlUl1ggwrff4uRJXL3amK3g9eu4dQvlN8B9fTF5Mnr3Lo+MLw0YQ9gw2L4dGRlYufLL0gULsGwZhEub0AAICICnJ4YMQVGRaAd+/fq1n9+sP/6ICgpC69b48Uf074+UFAQGwtRUtFMxCEVkJP76Czdv1rvj7u3bV3Tt2i829m2fPmLQJWKIMHcurl9HdHRj3ocvK8Ps2diwodIW1+LF8PbG4MEoFHHcnNu3b79796HOZowhbBgoKCAiAnv2ICLi36KoKKSlYepUacqSGL/+Ch0dTJwIjmgiMOXk4PZtODkNPHSo5ahRi8+cKdy5Ew8ewM+vaoIzBlngq6/g4YHRo+vdMSc72/TzZxVV1UJRP0WJnLIyTJ6M2FhcvNjIH2537oSODoYN+7J0wwZYWmLECJSWCj9FQQFiYrBjR1rPnt/euaNYZ3vmjLDBYGCA48fRuzdatkQbh1IsXIiNGyUZllOasNkID8fXX2POHGzfXt/enz+Xp/J9+hRPnuDpU2RkcOMtN2exHrDZ2X/8wVas+4+FQZocOQIDA2zdijlz6tFrjqvrUTMz38jIiojEsklxMcaORV4ezp5t5I9ijx69WLnS7Pz5amswFgvBwRgwAFOmYN8+/oMscjh4+RKJiUhMRHx8+Yv372FrC0tLFRbrM4dT9ypTOol5RUXDTcwrMIcP4/vv8fibzWo3zuH0aZGPL5Wg2/ySk4Nu3TBqFPz9KxeXlJRUFlxaipcv8fQp7t8vt3/JybC2hqMjHBzK/9uqFdhscDic4ODgAQMGGEnvlF7CyHhi3tqZOxe7d+PjR9TjqWX0aHTpghqi9vNE8rFGi4owahRKSxEZCWVliU0rFHVnqK/aHu/eYfbs+VeupKqrF75/f5Z3u4IC9OyJ7t3xv/9VLr58+a9Dh05/990UAwO7pCQkJyM5GU+fIi4OCQlQUCj/07a2hrU1HBzQsmV5Jp8PHz7Iycnp6OjULo8xhA2PX77PnrGlVfM7FxTaO4l8cJk2hADevEGXLvjpp4q8RwcORCxYsE5dXWv8+NPPnsk/eYKUFFhawskJjo5wdISTE2xta1w5N2jDIAAN/fOqqf0tL79u3breU6fykfgqMxO2tkhORn1yexkYWH76VHTv3vnWrVsLLpRvCgowaBC0tXHgAGT2z64K8fHxAwb4uru3CQ3dwy1JT8eHD0hPx9u3SE8vf8EtefcOHz4AgL4+0tP75OdP0df/3/v3j2ocPSMDHh7w88OCBaWliIvDgweYObP1589r5eW3qKicsbODnR3s7WFvD+7rWuKQc4Nu1/mF1jQ21hoXS0qWnbUYHrHVae9eaUuRPMbGOH8e3bolf9Q+KT/o2jWcPHm5sHBhbu6vHz9mDRqkv2QJWrasz4qBoUFRVDQmP3+7n9+88PDJlpaws0Pr1nB3r8G1ZP9+DBhQpxXMysLdu3j6FImJ+PPPcVlZpoBb27a7vLy26enBxARmZjA3h6UlbG15fOdmZGQcPXp0woQJivX/tcvJgY8PWrRAUJDQuUgliIfH0IyMUf/8c/LUqSQi20+foKkJfX3o6cHQEAYG0NNDx47lLwwMYGhY7hfz4sWuXbvChg0LqWnkoiI8TtVNmBjdN6DLlq06696Pt7BA+/YwMLD6+HH9kCFd9uwRyydiDGFDIyEBv//ucS/ux/747TfUmqKqUVFaikePcP06btywzcw9Fvnj15+89XoO6Tx1qn9QUKCn5+TZs+uKyMrQ8LGw0E9ODlBU1AFw8yZOnkRuLoqLwWJBWRnq6tDXh7ExrK3h5ISJW/ckfTevl6Gzubnh6dNRf//N5lq758/x9i0yM/HpE4qKA78rnwAAIABJREFUQARFRaiqQlsbKipdgMtAATD69m2oqoLFwufPKCxESQk4HLBYkJODkhKaNYOaGjQ0EBvbjcP56scfDzx9erVeFx6ys9GnD1xdsXWrxNKOiQZLS5OMjCjgg6mpkrY20tKQlgY1NcjLQ0MDpqbl6bdtbFBl98HCwmLVqiWVS/LzERODhw/x4AEePEBiIuzs0KGDKWafWrLLyz9MX2Uw1933RFZWlrbYnIiYrdGGRv/+6NEDCxakpqJTJ4SHo3t3UQ4vU1ujeXm4fZtr/HDrFiws0KULvL3h6Qm92Ivw9cXFi0ImGW/oW4X1pRF83sTERDs7u2qFePgQT54gIQEvX+LdO9hl3NyaP7kVhhNsgePAz4qK7bjWztAQZmaws4OTE9q2RcVgublwd0ePHudNTB7+8IP/pUvYvx8nT8LbG76+6NsX8vJIS0NiIl68QFoa3rzB+/c4ccKeaAaLdZbFOstmw8QErVujY8fy7Ts7O/BMqfjhA3r1Qq9eWLOmgVlBLhEREQYGXSdONJwwAcuWlR/MP3/+xb+kJKiplVtEW1vY2CAmZt/Bg7+5uHh367aKa/xevICjIzp0QIcOaN8ebdrgvxy6d+6gf38cPy7MfV4+t0aZWKMNiosXycaGCgu5765eJUNDEYcilEqsUQ6Hc+vWrdevXxPR27d04gT5+5OzM6mpUefO5O9PJ05Qdna1buHhZGZGL14IM3WDi70pJE3o806aROvWrVu3jc22UlKyff/+fe3Ny8rIx4fmzKkaazQ7m3btos6dycSE/P3pn3+qdrxy5Yqv7+SkpKTXrykkhAYNImNjUlUlIyMyNCRFRTI3J29vmjmTtmyhc+fo99+vtWrVU1c3sFJKvjo4fPjw+fPn+f/oEoAba/TtW3JxoYkTa4xk/uYNXbtGISH00080ejSpqHQDXikotJ4zh0JCKCamrhDoJ0+SoSE9eyawTibodqOjtJRat6ZjxyqXbdtGrVoJn473P6RiCFev3qyqOkpZua2l5QcdHRowgNavp1u36swTQLR2LTk6vnn2rM7UlTXRhAwDETWdz5uTQ9ra9P49EdWe3LuC774jb28qKakx6PajRzR/PunrU7duFBpKeXm1jZaaSqGhNGkSWVuTri517UrDhtGoUeTlRUpKQ4HHzZp1KPz3ibYKnz/Ts2d07hzt2UMrV5Kb23YWy4PFahMefpCfDyIZKoJu5+XRwIHk5cXrUbUaUVHn2rTp+euvQfWY6cABMjenly8F08kYwkbHzp3UvXv14mnTaOBAUYTnJyJpGMLCQnJ2Xs1izVFTc7106XV9I9rv6NrVS0HBxcKipq+V2mkqhuFfmsrn3bGDhg/nv/n+/WRtXZ5dpPbsE0VFdOQI+fiQlhZNmULXr1NmZuaZM2cqZ5SrQlIS/fYbDR9OpqakpUXKyv0Ba8DC27vMxYXs7MjYmDQ1SUWF5OWJxSKA2GxSUCBVVdLRIXX1IGAI0FNO7qKPj6gzFQtK5ewTpaU0dy45ONSe8FgI1qy5YWX1k5/f8+fP69uVT0PInBE2EHJz0bIlTpyAs3OVmpIS9OoFDw+sWCGCeSR8RvjiBUaOhIFB8ZAhUe3a2bZt27a+I8wdN87u4MH9wJkZM3QWLapvbLRGcGZWL5rK53VxwapV6NWLn7a3bmHgQFy+DEdHgO97hO/e4cABhIQgKakjm93DxOSVt3dYbi4q/n38iJwc5OaCw0Hz5tDUhLo6lJRw/36P0tLBwDY3txhdXRUdHejrw8gIxsYwM4OFBUxMvpiIw+GsXLlKW1tDWXnOmjVIToaFRXnEailS/R5hUBBWrsSRI3B1Ff10bVRVVxQUBNnbn46Pr1dH5oywcfHjj/TNNzVVZmSQjQ39/rsI5pHkivDYMTI0pE2bhBokPT191eLF58LDKSCA9PVp+HC6e5f/7k1lhfQvTeLzPnpEZmZUWspP29evycyMoqL+K6lvPkJDQ2cFhWW2tiN37qTwcDpxgi5fpr//pufP6cMHqr5QTExM7NdvxIEDB/ifojKpqTRiBCkpkaIi9e8vtWyFPPMRnjlDhoZVTm9EQ7+OHXs3b75YS4ucnen334nvoxBma7QRkZxMurr05k0tTWJiSFe3XiaAN5IxhCUl5O9PFhZ065ZIx83JoU2byMyMOnemEyeIj23WJmEYKtEkPu/MmbRiBT8NCwrI1ZXWr/+isL6G8O3bt4cPH87Nza2XRuE5cIBatSIWi0xNac0aCU9eY2LemBgyMyP+/YD45+3bt8ThUHQ0+fiQpSUFBvJzLMkYwkbE0KG0alWdrY4cIVNTev1aqKkkYAhfviR3dxowgLKyxDNBURGFhpKTE7VrR6GhtT88NgnDUInG/3kLCkhHhx9fYg6HRo8mX9+q5bKToZ4fUlNp3DhSUiIlJerbV3ILxFoy1L96Re3akZ8f/8u2+vPgAfn6krY2zZ1LaWm1NGQy1DcS8i9exN27mDevzpaDB2PKFAwfLvJsRaLk5Em4uGDgQBw7Vq+4V/VBURHjx+PxY2zdishItGiBzZuRny+eyRhkjMhIuLvD3LzOhv/7H1JTERwsAU1ixMICBw6gsBC7dyMhAS1acK9ITtTVbRcdHS0VSSYmuHoVaWnw8UFurnjmaN8e+/fj/n2oqKBDB4wfjydPhBmPMYQyTV9X1959+27t3Jn3pdxqBATAzAzTpolblyCUlmLZMsyejaNH4e8vkUvEXbogKgpHjuD+fZibY948vHkj/lkZpEpwML75ps5Wx45h1y5ERla6vt3AGTcOz58jJgYmJs/++edlZuaKCRNW1t1NPDRvjhMnYGWFLl3w6pXYprG0RGAgkpLg7Iw+fcr/3gVy/2QMoexSXFz8JiHBv6Tk2rt3fHZhsRASgidPEBj4MSUlRazy6sWrV/D0xP37ePAAnTpJdm7uw+PffwOAkxPGj8ezZ5JVwCApEhKQlIR+/WpvFReH6dNx9GhV/8xGQJs2uHLFqnnz1yzWwnfvvt+6VWpK5OWxYwcmT4a7O2JixDmTujrmzUNyMvz8sGhR+d97SUm9xmAMoeyiqKj4P3v7i+7uq+qzfaOigu3bXy9Z4tmu3TcREUfEJ49/Ll6Emxu8vXH8uPQyjlpZYfNmJCbC0RE9e6J/f26+8+LiYikJYhADwcGYNKn2JA6ZmRgwAL/+KhYvf1lAWVk5JyeBw4nbuHHAggXo109U2awFYd48/PorevUSR8q4L6k4EFm/HpGRsLDAsmX4+BEAh5/PL7rjSynQyJ1l0tJIW7uOCBa8ePz4sbq6F4u1oEePzfV1fBGts0xpKQUEkLk5XbsmqiFFQX4+bdtGNjbT9PSsWSx7DQ1pC5IcjdlZpqiIDAx4xECrRHExeXrS0qW1DdOwnGVq5+5dUlMjQ0OBA7PUSC3OMtW5eZOMjGjHDhFrqI1792jkyHxtbU9d3Wd//llnc2ZFKMPs3o0xY8rzl9QHJyenQ4e+Dwx0VFWd5uyM2FhxiKubDx/Qpw+uXcOdO+jSRToaeNOsGWbNQkLCjYKCICLk5GRlZUlbE4PQHD8OR0fY2tbSZPZsaGpi2TJJSZI2rq54/RoGBrC1xfHjUpPh7o5r17BpE+bOLbt58/bnz5/FPqWLCw4dSouMVM3Ls2TXbeYYQyirlJUhJARTpgjWu2/fPj/+OOXECaXvv4e3N9askfT2yOXLcHZG586IjoahoUSn5hc5uVXh4cs0Nb9XVdWuJbMnQ0Nh9+7a3WQ2b8adOzhwAHx8MTYe1NURE4NJkzBkCL79VmoybGxw/TrCw6f06BHavn1PyUxq36NHj0WLXlpY1NmyKf1GNCxOn4aJCdq1E3KY8eNx9y5OnULv3uJ036oEEdaswZgx2LsXy5bx9aVz/fpNK6vOPXqMkPCJXf+BA0+/fPlNly4N3omeITUVDx9i8OCa6qOjsXo1jhypLZt5I2bnToSFYds2tGuHggLpaNDVhZ1ddkmJw8uXn+vpyyI483/6yap16zqbMYZQVgkKgp+fSEaytMTly/D2RocOCAsTyZC8SUxMTEjI6NsXZ8/iwQP0rPbYR4Q3b3D7NiIjsXEj5s/HkCFwdUWvXsdSUxffulWSlCQNT9c1a7BypdhuPDFIhD17MHYslJV5VqakYMIEHDoEa2sJy5IhRo/G06d4/RrGxlI7LomK2rNtW7MuXSJHjaqvX6d4YYJuyySvXqFtW6Sl8Xl9sDq7d+9PSXm9aNEctUoPwLGx8PWFvT127qzRe1PgoNu7doXMmbO/tDRr/vyTK1eavX+P5GS8eYO3b5GcXP76xQsoKsLaujzEsLV1+evPn+MXLfohPb2VnV3gkSNsSQaFLg9CPW4cWrRAQIDkJpYSjTPodlkZrKxw8iTatKlSk5KSMn68/9On1qtXr5o2ja/nfj6DbjdQOBz4+OD8eezYgalTBR+netBt/ikuxvDhUFDAoUOQlxdcAz8wQbcbMgEBNHu2wL3v37+vqurDZi8bP35dlShHnz+Tvz9ZWtKlS7z7CuA1eusWTZ9O8vIbgNlAx2bNItTUyMGB+vShqVNpxQoKDaXLlykpiWpPlFRSQpMn01dflWfDkQzlXpQpKaSjQ+/eSW5iKdE4vUajosjdnWfN/PlLgUPKyiNiYmL4HKwxeY3WREAAsdnUt6/gI9TLa7Q6RUXUvz8NGybOMGxExMQabcCUlpK5OT18KFhvDoe+++69vHwHVVV3e/uz+vo0Ywb99dcXCQujo8nMjPz8KD+/anf+DWFqKi1fToaG1Lw5KSmRo+MVZWU7HR37f/4R3I5xOLR0KdnZUf3zjgnIf4Zh7lyaO1dCs0qPxmkIBw6kPXt41hw9epvNdnNx8eHftjUFQ0hEFy6QsjJZWgr43CmkISSioiLy8aHhw8VrC5lYow2WU6dgaiqYm0xhIXx9cfOmfkrKrVevTsfH9753D/b2WLy4PMTY9esggrc3YmNRUABXVzx8WL8psrKwaRPs7GBnh19+gakpVqzAy5d48qRbevr99++f2trqCqCcC4uFFSuwcCG6dcP9+wIPIxBLl+LgQTx/LtlZGYTm3TtcvYrhw3lW3r791bx5t+7di2qsW50C4+WFt2+hqAhzc1y+zN+tc5GiqIjDh1FQgLFjUVoq4cmrIUZbLH4a54rw669p3z4B+r1+Ta6uNHo08XycTUmhwEBq1YrMzGju3PIb7hERpK9PAQH/5W6raUVYUEB79lC7diQvTwoK5OpKe/fSx48CyOSL48dJT49OnxbX+BV8sUJavpzGjhX7lFKlEa4If/mFpk3jWVNQQHp69U7I0ERWhBUMH04s1k8slr2Dgzf/vYRfEXIpKCBvb5ow4YstKxHCrAgbJmlpuH27psfbWoiJgbs7+vXDwYPg+exraQl/f8TF4cwZaGlh8mRYWeH+ffz+O65ehYcHkpJ49Corw++/w90d6urlsby3b0dmJu7exaRJ0NCor0x+GTAAJ09iyhTs3i2uKXjw7be4dAkPHkhwSgbhIEJISE3XBw8cgLs7bGwkrKmBEREBFusg0am4uEw1NdjbY9AgrF0rZDoHflFRwYkTSEvDlCnSDAXHGEIZgxtNpp7OopGR6N0bW7bwFTLD0RHLliExESdPQlkZU6fi/Xvo6MDdHUFBePTo0Zs3bwBER8PbGyoqGD8eZWXYsQMfP+LhQ/j5QTJehx074to1rF0rwTggampYsgRLlkhqPgahuXQJzZrBxYVn5fbtmDtXwoIaJD//PE1DY+C33w4ND4enJ96/x8aNaNsWbDY0NODggCFD8NtveP/+vy4vXrwQ1a1fFRVEReHFC0ydKj1bKJblqKRobFujXDcZvt3b6F/vEisrio0VcM6yMrp6lWbOJG1tkpdfANgAdvLy/8jJkYsLhYaS+PPV18abN9SuHc2eLa6dk6pbhcXFZGtLFy6IZTIZoLFtjY4aRdu28ay5cIEcHUmA3bumtjVaCw8e0KpV5ONDNjbUrBkBpKBAxsZkaLiexWonL2/8/v17Uc2Vn0+enjRlioj/0mV9azQhISE+Pr6m2vz8/CdPnsTFxTWt5AAnT8LUFG3b8tm8oAAjRuDyZdy5Az6CJ/CGzYaHB7Zvx4cP0NY+DQwC2jg57Sgqwr17GD++9lD+YsfICH/9hfh4jBiBwkLxz6eggJUrsXChYFnNGCRKZibOnsWYMTwrt2zB3LkSSXvZeGnfHosWISoKSUnIz8fnzzh2DCNHIifnIdHEsjL9JJ4HKgLRrBlOnkRSEqZNk8IfnxQMYX5+vqenp4+Pz4ABA7p165aXl1elweXLl01MTHx9fYcNG2ZhYXHp0iXJi5QO9Ykm8+YNPD2hoIDoaOjpiWByOTncvXtOQ+OYsXHcvXtr5OREMKZIUFfHqVNQVkb37sjIEP98I0eCCH/+Kf6ZGIRj/34MGAAtreo1qam4eRNjx0peU2NGWRn9+mHjRsTEBLRvf2rmTO9OIk0uqqqKU6eQmCgFWygFQ7hr1y4Oh/Ps2bNnz56x2eydO3dWadCxY8cPHz48fPgwLi5uwYIF8+bNk7xIKZCWhjt3+HSTefjwP9eYGqJKCYKFhcW7d09SU2PkxR3voZ4oKuLAAfTujW7d8PKlmCdjsbB+PZYska0YUAzV2bOnJjeZzZsxZYoAiVsY+KJFixbXrh3dunWtyEdWVUVUFGJjsWCByMeuDSkYwj/++GPSpEny8vJycnKTJ0/+448/qjRQVVVVVFTkvra2ti4rK5O4RmkQHIyxY/lxk4mMRJ8+/LrGNBpYLCxbhunT0amTmBNeA/D0hIUF9uwR8zQMQnDzJkpKeOb3ysvD/v3lTs4MDQ51dZw7h1u3JGoLpfDg/+LFC+t/Y99aW1u/5PWEX1RUFBAQ8OnTp3v37m3fvr2W0TIyMi5cuMB9raKi0rlzZ5ELlgSlpdi7F2fP1t6KCGvX4rffcPYs2reXjDLZYs4cmJqiVy+EhaFXL3HOtH49+vTB2LES8pFlqC+7d2PqVJ5ngPv2oUcPWFlJXhODaNDQwPnz6NkT336LjRslMaNYDOH58+fDqqU5kJOTCwkJAVBQUKD873aesrJy9TNCLlpaWvLy8p8+fYqNje3evXtNcyUmJq5atYr72tDQsE21qLsNAvlTpxTNzAosLGrJgVBYiFmzlF++ZF+69Flfn8SULEHgoNsSw9sbv/8uN26cyqpVRcOGCbt7WdOvH6ytVbp0KVu3rviHH4ScQqao8fM2KFj5+arHjuX/9FP1PwMibN2qumVLYW6ugDtJXD/DUukHO5FpCgoKysrKBAu6zQ9sNo4cYQ0YoDJ3btkvvxQJPA6Hw1FSUqrzC00shtDCwqJPnz5VCtn/JqYzMDCoSAielZVlyCttq5KSkr+/P4ARI0a4uLhMnjy5ppD5nTp1agzZJw4cwIwZtaQFePMGgwbB1hZ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       "</svg>\n"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "cell_type": "code",
   "source": [
    "using Unitful\n",
    "using UnitfulAtomic\n",
    "plot_bandstructure(scfres; kline_density=6)"
   ],
   "metadata": {},
   "execution_count": 11
  }
 ],
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