{
 "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": [],
   "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",
    "Fe = ElementPsp(:Fe, psp=load_psp(\"hgh/lda/Fe-q8.hgh\"))\n",
    "atoms = [Fe => [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     Free energy       Eₙ-Eₙ₋₁     ρout-ρin   Diag\n",
      "---   ---------------   ---------   --------   ----\n",
      "  1   -16.64705009973         NaN   3.28e-01    5.0 \n",
      "  2   -16.64775106731   -7.01e-04   7.78e-02    1.2 \n",
      "  3   -16.64782703225   -7.60e-05   3.23e-03    2.8 \n",
      "  4   -16.64783318706   -6.15e-06   1.67e-03    3.2 \n",
      "  5   -16.64783427820   -1.09e-06   2.46e-04    2.0 \n",
      "  6   -16.64783431089   -3.27e-08   2.36e-05    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, temperature=0.01)\n",
    "basis_nospin = PlaneWaveBasis(model_nospin, Ecut; kgrid=kgrid)\n",
    "\n",
    "scfres_nospin = self_consistent_field(basis_nospin, tol=1e-6, mixing=KerkerMixing());"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Energy breakdown:\n    Kinetic             15.9224335\n    AtomicLocal         -5.0701380\n    AtomicNonlocal      -5.2211598\n    Ewald               -21.4723040\n    PspCorrection       1.8758831 \n    Hartree             0.7795769 \n    Xc                  -3.4438376\n    Entropy             -0.0182884\n\n    total               -16.647834310891\n"
     },
     "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 = [Fe => [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     Free energy       Eₙ-Eₙ₋₁     ρout-ρin   Magnet   Diag\n",
      "---   ---------------   ---------   --------   ------   ----\n",
      "  1   -16.65997487420         NaN   3.11e-01    2.620    4.5 \n",
      "  2   -16.66626073578   -6.29e-03   6.98e-02    2.428    1.0 \n",
      "  3   -16.66694930451   -6.89e-04   9.41e-03    2.349    2.8 \n",
      "  4   -16.66698692932   -3.76e-05   4.33e-03    2.320    3.0 \n",
      "  5   -16.66699445336   -7.52e-06   1.78e-03    2.309    2.1 \n",
      "  6   -16.66699630735   -1.85e-06   5.58e-04    2.301    1.5 \n",
      "  7   -16.66699651916   -2.12e-07   4.43e-05    2.297    1.5 \n"
     ]
    }
   ],
   "cell_type": "code",
   "source": [
    "model = model_LDA(lattice, atoms, magnetic_moments=magnetic_moments, temperature=0.01)\n",
    "basis = PlaneWaveBasis(model, Ecut; kgrid=kgrid)\n",
    "ρ0 = guess_density(basis, magnetic_moments)\n",
    "scfres = self_consistent_field(basis, tol=1e-6; ρ=ρ0, mixing=KerkerMixing());"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Energy breakdown:\n    Kinetic             16.3014722\n    AtomicLocal         -5.2260046\n    AtomicNonlocal      -5.4135529\n    Ewald               -21.4723040\n    PspCorrection       1.8758831 \n    Hartree             0.8201242 \n    Xc                  -3.5395369\n    Entropy             -0.0130777\n\n    total               -16.666996519160\n"
     },
     "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: -16.647834310891483\n",
      "Magnetic case:    -16.666996519160374\n",
      "Difference:       -0.01916220826889159\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, 0.999998814353622, 0.9999988143488996, 0.9999988143398137, 0.958577776693431, 0.9585774634169971, 1.15448224256336e-29]\n",
      "(scfres.occupation[idown])[1:7] = [1.0, 0.832436534329084, 0.8324354806637704, 0.8324353633337364, 7.828190972068481e-6, 7.828119213176847e-6, 1.549517411360071e-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] = [-0.06926956301286111, 0.35687923821383893, 0.3568792780453965, 0.3568793546760056, 0.46191511929540596, 0.46191519819329674, 1.1596446082945362]\n",
      "(scfres.eigenvalues[idown])[1:7] = [-0.03040249965748057, 0.47730150296378193, 0.47730157850276367, 0.47730158691432134, 0.6109091638574129, 0.6109092555258233, 1.2257792454212457]\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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       "  267.061,1445.72 269.149,1445.72 271.237,1445.72 273.325,1445.72 275.412,1445.72 277.5,1445.72 279.588,1445.72 281.676,1445.72 283.764,1445.72 285.852,1445.72 \n",
       "  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",
       "  517.602,1445.43 519.69,1445.33 521.778,1445.2 523.866,1445.03 525.954,1444.8 528.042,1444.5 530.13,1444.09 532.217,1443.56 534.305,1442.86 536.393,1441.95 \n",
       "  538.481,1440.77 540.569,1439.27 542.657,1437.39 544.744,1435.08 546.832,1432.32 548.92,1429.17 551.008,1425.73 553.096,1422.22 555.184,1418.98 557.272,1416.38 \n",
       "  559.359,1414.79 561.447,1414.46 563.535,1415.45 565.623,1417.6 567.711,1420.57 569.799,1423.99 571.886,1427.5 573.974,1430.81 576.062,1433.77 578.15,1436.3 \n",
       "  580.238,1438.38 582.326,1440.06 584.414,1441.38 586.501,1442.41 588.589,1443.19 590.677,1443.79 592.765,1444.23 594.853,1444.56 596.941,1444.79 599.028,1444.94 \n",
       "  601.116,1445.02 603.204,1445.05 605.292,1445.02 607.38,1444.93 609.468,1444.77 611.556,1444.53 613.643,1444.19 615.731,1443.72 617.819,1443.07 619.907,1442.21 \n",
       "  621.995,1441.04 624.083,1439.47 626.17,1437.38 628.258,1434.6 630.346,1430.9 632.434,1425.99 634.522,1419.52 636.61,1411.03 638.698,1399.98 640.785,1385.71 \n",
       "  642.873,1367.52 644.961,1344.74 647.049,1316.82 649.137,1283.6 651.225,1245.56 653.312,1204.18 655.4,1162.17 657.488,1123.46 659.576,1092.66 661.664,1074.16 \n",
       "  663.752,1070.87 665.839,1083.34 667.927,1109.54 670.015,1145.56 672.103,1186.73 674.191,1228.75 676.279,1268.39 678.367,1303.68 680.454,1333.76 682.542,1358.55 \n",
       "  684.63,1378.49 686.718,1394.19 688.806,1406.38 690.894,1415.69 692.981,1422.73 695.069,1427.95 697.157,1431.74 699.245,1434.37 701.333,1436.06 703.421,1436.94 \n",
       "  705.509,1437.08 707.596,1436.5 709.684,1435.15 711.772,1432.94 713.86,1429.72 715.948,1425.26 718.036,1419.31 720.123,1411.54 722.211,1401.61 724.299,1389.19 \n",
       "  726.387,1374.09 728.475,1356.33 730.563,1336.32 732.651,1315.04 734.738,1294.07 736.826,1275.54 738.914,1261.72 741.002,1254.53 743.09,1254.89 745.178,1262.43 \n",
       "  747.265,1275.55 749.353,1291.87 751.441,1308.82 753.529,1324.12 755.617,1335.98 757.705,1343.1 759.793,1344.53 761.88,1339.46 763.968,1327.08 766.056,1306.44 \n",
       "  768.144,1276.48 770.232,1236.09 772.32,1184.33 774.407,1120.83 776.495,1046.34 778.583,963.349 780.671,876.572 782.759,792.996 784.847,721.082 786.935,669.057 \n",
       "  789.022,642.663 791.11,643.249 793.198,667.137 795.286,706.609 797.374,752.082 799.462,794.506 801.549,827.214 803.637,846.846 805.725,853.455 807.813,850.013 \n",
       "  809.901,841.554 811.989,834.109 814.077,833.565 816.164,844.568 818.252,869.605 820.34,908.49 822.428,958.468 824.516,1014.97 826.604,1072.79 828.691,1127.11 \n",
       "  830.779,1174.25 832.867,1211.8 834.955,1238.46 837.043,1253.7 839.131,1257.42 841.219,1249.81 843.306,1231.34 845.394,1202.87 847.482,1166.03 849.57,1123.48 \n",
       "  851.658,1079.15 853.746,1038.06 855.833,1005.64 857.921,986.697 860.009,984.179 862.097,998.495 864.185,1027.51 866.273,1067.24 868.36,1112.9 870.448,1159.89 \n",
       "  872.536,1204.4 874.624,1243.72 876.712,1276.18 878.8,1300.97 880.888,1317.8 882.975,1326.64 885.063,1327.53 887.151,1320.44 889.239,1305.26 891.327,1281.89 \n",
       "  893.415,1250.48 895.502,1211.63 897.59,1166.79 899.678,1118.43 901.766,1070.04 903.854,1025.57 905.942,988.467 908.03,960.499 910.117,940.861 912.205,926.142 \n",
       "  914.293,911.211 916.381,890.703 918.469,860.57 920.557,819.238 922.644,768.121 924.732,711.363 926.82,654.77 928.908,604.1 930.996,563.206 933.084,532.797 \n",
       "  935.172,510.337 937.259,491.024 939.347,469.24 941.435,439.864 943.523,399.246 945.611,346.075 947.699,282.299 949.786,213.851 951.874,150.552 953.962,104.638 \n",
       "  956.05,87.9763 958.138,108.862 960.226,169.669 962.314,266.32 964.401,389.641 966.489,527.872 968.577,669.319 970.665,804.353 972.753,926.39 974.841,1031.94 \n",
       "  976.928,1120.02 979.016,1191.38 981.104,1247.72 983.192,1291.13 985.28,1323.64 987.368,1347.08 989.456,1362.92 991.543,1372.28 993.631,1375.91 995.719,1374.28 \n",
       "  997.807,1367.63 999.895,1356.05 1001.98,1339.71 1004.07,1318.94 1006.16,1294.57 1008.25,1268.09 1010.33,1241.81 1012.42,1218.68 1014.51,1201.89 1016.6,1194.09 \n",
       "  1018.69,1196.66 1020.77,1209.23 1022.86,1229.87 1024.95,1255.65 1027.04,1283.48 1029.12,1310.74 1031.21,1335.62 1033.3,1357.09 1035.39,1374.77 1037.48,1388.7 \n",
       "  1039.56,1399.14 1041.65,1406.42 1043.74,1410.81 1045.83,1412.51 1047.92,1411.57 1050,1407.88 1052.09,1401.19 1054.18,1391.05 1056.27,1376.85 1058.35,1357.81 \n",
       "  1060.44,1333.09 1062.53,1301.86 1064.62,1263.53 1066.71,1218.06 1068.79,1166.38 1070.88,1110.83 1072.97,1055.4 1075.06,1005.6 1077.15,967.678 1079.23,947.176 \n",
       "  1081.32,947.381 1083.41,968.251 1085.5,1006.43 1087.58,1056.32 1089.67,1111.69 1091.76,1167.04 1093.85,1218.4 1095.94,1263.46 1098.02,1301.28 1100.11,1331.89 \n",
       "  1102.2,1355.86 1104.29,1373.95 1106.37,1386.97 1108.46,1395.57 1110.55,1400.27 1112.64,1401.35 1114.73,1398.9 1116.81,1392.8 1118.9,1382.74 1120.99,1368.26 \n",
       "  1123.08,1348.79 1125.17,1323.8 1127.25,1292.96 1129.34,1256.41 1131.43,1215.09 1133.52,1171.03 1135.6,1127.46 1137.69,1088.56 1139.78,1058.67 1141.87,1041.15 \n",
       "  1143.96,1037.24 1146.04,1045.48 1148.13,1062.04 1150.22,1081.74 1152.31,1099.36 1154.4,1110.66 1156.48,1113.14 1158.57,1106.26 1160.66,1091.51 1162.75,1072.29 \n",
       "  1164.83,1053.4 1166.92,1040.21 1169.01,1037.41 1171.1,1047.79 1173.19,1071.51 1175.27,1106.19 1177.36,1147.85 1179.45,1192.1 1181.54,1235.16 1183.63,1274.34 \n",
       "  1185.71,1308.17 1187.8,1336.13 1189.89,1358.34 1191.98,1375.26 1194.06,1387.45 1196.15,1395.46 1198.24,1399.71 1200.33,1400.49 1202.42,1397.93 1204.5,1392.07 \n",
       "  1206.59,1382.86 1208.68,1370.32 1210.77,1354.6 1212.85,1336.2 1214.94,1316.14 1217.03,1296.03 1219.12,1278 1221.21,1264.44 1223.29,1257.42 1225.38,1258.1 \n",
       "  1227.47,1266.4 1229.56,1280.99 1231.65,1299.72 1233.73,1320.24 1235.82,1340.5 1237.91,1359.01 1240,1374.9 1242.08,1387.76 1244.17,1397.54 1246.26,1404.31 \n",
       "  1248.35,1408.21 1250.44,1409.29 1252.52,1407.5 1254.61,1402.64 1256.7,1394.3 1258.79,1381.85 1260.88,1364.42 1262.96,1340.87 1265.05,1309.84 1267.14,1269.74 \n",
       "  1269.23,1218.95 1271.31,1156.06 1273.4,1080.29 1275.49,992.05 1277.58,893.651 1279.67,789.82 1281.75,687.889 1283.84,597.246 1285.93,527.943 1288.02,488.687 \n",
       "  1290.11,484.795 1292.19,516.825 1294.28,580.429 1296.37,667.476 1298.46,768.009 1300.54,872.335 1302.63,972.594 1304.72,1063.49 1306.81,1142.26 1308.9,1208.17 \n",
       "  1310.98,1261.83 1313.07,1304.61 1315.16,1338.17 1317.25,1364.17 1319.34,1384.13 1321.42,1399.34 1323.51,1410.88 1325.6,1419.59 1327.69,1426.15 1329.77,1431.07 \n",
       "  1331.86,1434.77 1333.95,1437.53 1336.04,1439.6 1338.13,1441.15 1340.21,1442.31 1342.3,1443.17 1344.39,1443.82 1346.48,1444.3 1348.56,1444.66 1350.65,1444.92 \n",
       "  1352.74,1445.12 1354.83,1445.27 1356.92,1445.38 1359,1445.46 1361.09,1445.52 1363.18,1445.56 1365.27,1445.59 1367.36,1445.61 1369.44,1445.61 1371.53,1445.61 \n",
       "  1373.62,1445.6 1375.71,1445.58 1377.79,1445.55 1379.88,1445.51 1381.97,1445.45 1384.06,1445.36 1386.15,1445.24 1388.23,1445.08 1390.32,1444.87 1392.41,1444.59 \n",
       "  1394.5,1444.21 1396.59,1443.7 1398.67,1443.02 1400.76,1442.11 1402.85,1440.9 1404.94,1439.29 1407.02,1437.15 1409.11,1434.31 1411.2,1430.58 1413.29,1425.68 \n",
       "  1415.38,1419.32 1417.46,1411.11 1419.55,1400.67 1421.64,1387.59 1423.73,1371.54 1425.82,1352.34 1427.9,1330.09 1429.99,1305.26 1432.08,1278.8 1434.17,1252.08 \n",
       "  1436.25,1226.83 1438.34,1204.9 1440.43,1188.12 1442.52,1178.03 1444.61,1175.57 1446.69,1180.86 1448.78,1192.94 1450.87,1209.88 1452.96,1229.19 1455.05,1248.36 \n",
       "  1457.13,1265.46 1459.22,1279.44 1461.31,1290.27 1463.4,1298.73 1465.48,1306.12 1467.57,1313.85 1469.66,1322.96 1471.75,1333.89 1473.84,1346.41 1475.92,1359.81 \n",
       "  1478.01,1373.22 1480.1,1385.81 1482.19,1397.02 1484.27,1406.54 1486.36,1414.28 1488.45,1420.3 1490.54,1424.72 1492.63,1427.68 1494.71,1429.3 1496.8,1429.63 \n",
       "  1498.89,1428.66 1500.98,1426.3 1503.07,1422.35 1505.15,1416.51 1507.24,1408.37 1509.33,1397.38 1511.42,1382.86 1513.5,1364.03 1515.59,1340.05 1517.68,1310.13 \n",
       "  1519.77,1273.74 1521.86,1230.85 1523.94,1182.29 1526.03,1130.05 1528.12,1077.4 1530.21,1028.63 1532.3,988.323 1534.38,960.36 1536.47,946.984 1538.56,948.465 \n",
       "  1540.65,963.425 1542.73,989.558 1544.82,1024.24 1546.91,1064.79 1549,1108.44 1551.09,1152.39 1553.17,1193.92 1555.26,1230.68 1557.35,1260.88 1559.44,1283.28 \n",
       "  1561.53,1297.07 1563.61,1301.67 1565.7,1296.5 1567.79,1280.83 1569.88,1253.68 1571.96,1213.87 1574.05,1160.23 1576.14,1091.91 1578.23,1008.95 1580.32,913.046 \n",
       "  1582.4,808.246 1584.49,701.385 1586.58,601.732 1588.67,519.54 1590.75,463.618 1592.84,438.771 1594.93,444.34 1597.02,474.737 1599.11,521.779 1601.19,577.662 \n",
       "  1603.28,637.18 1605.37,698.369 1607.46,761.606 1609.55,827.91 1611.63,897.4 1613.72,968.62 1615.81,1038.84 1617.9,1104.9 1619.98,1164.06 1622.07,1214.48 \n",
       "  1624.16,1255.29 1626.25,1286.38 1628.34,1308.11 1630.42,1321.05 1632.51,1325.81 1634.6,1322.98 1636.69,1313.23 1638.78,1297.41 1640.86,1276.82 1642.95,1253.39 \n",
       "  1645.04,1229.78 1647.13,1209.24 1649.21,1195.03 1651.3,1189.76 1653.39,1194.57 1655.48,1208.85 1657.57,1230.46 1659.65,1256.37 1661.74,1283.5 1663.83,1309.29 \n",
       "  1665.92,1331.98 1668.01,1350.52 1670.09,1364.46 1672.18,1373.65 1674.27,1378.07 1676.36,1377.71 1678.44,1372.39 1680.53,1361.84 1682.62,1345.62 1684.71,1323.27 \n",
       "  1686.8,1294.41 1688.88,1259.03 1690.97,1217.78 1693.06,1172.35 1695.15,1125.7 1697.24,1082.01 1699.32,1046.16 1701.41,1022.71 1703.5,1014.65 1705.59,1022.51 \n",
       "  1707.67,1044.23 1709.76,1075.93 1711.85,1113.16 1713.94,1152.04 1716.03,1189.82 1718.11,1224.93 1720.2,1256.6 1722.29,1284.45 1724.38,1308.2 1726.46,1327.52 \n",
       "  1728.55,1342.09 1730.64,1351.61 1732.73,1355.78 1734.82,1354.3 1736.9,1346.84 1738.99,1333.02 1741.08,1312.48 1743.17,1285.03 1745.26,1250.85 1747.34,1210.88 \n",
       "  1749.43,1167.02 1751.52,1122.4 1753.61,1081.11 1755.69,1047.53 1757.78,1025.31 1759.87,1016.17 1761.96,1019.39 1764.05,1032.04 1766.13,1050.11 1768.22,1069.83 \n",
       "  1770.31,1088.74 1772.4,1106.08 1774.49,1122.52 1776.57,1139.35 1778.66,1157.55 1780.75,1177.18 1782.84,1197.18 1784.92,1215.78 1787.01,1231.03 1789.1,1241.4 \n",
       "  1791.19,1246.22 1793.28,1245.85 1795.36,1241.67 1797.45,1235.97 1799.54,1231.47 1801.63,1230.75 1803.72,1235.63 1805.8,1246.6 1807.89,1262.82 1809.98,1282.46 \n",
       "  1812.07,1303.27 1814.15,1323.13 1816.24,1340.38 1818.33,1353.88 1820.42,1362.94 1822.51,1367.09 1824.59,1365.98 1826.68,1359.16 1828.77,1346.06 1830.86,1325.88 \n",
       "  1832.95,1297.7 1835.03,1260.51 1837.12,1213.49 1839.21,1156.3 1841.3,1089.51 1843.38,1015.08 1845.47,936.564 1847.56,859.036 1849.65,788.3 1851.74,729.703 \n",
       "  1853.82,686.917 1855.91,661.321 1858,652.282 1860.09,657.994 1862.17,676.222 1864.26,704.48 1866.35,739.831 1868.44,778.825 1870.53,817.942 1872.61,854.398 \n",
       "  1874.7,886.806 1876.79,915.241 1878.88,940.623 1880.97,963.745 1883.05,984.49 1885.14,1001.67 1887.23,1013.55 1889.32,1018.79 1891.4,1017.39 1893.49,1011.2 \n",
       "  1895.58,1003.92 1897.67,1000.32 1899.76,1005.04 1901.84,1021.15 1903.93,1049.3 1906.02,1087.62 1908.11,1132.48 1910.2,1179.71 1912.28,1225.62 1914.37,1267.56 \n",
       "  1916.46,1304.09 1918.55,1334.76 1920.63,1359.78 1922.72,1379.75 1924.81,1395.43 1926.9,1407.58 1928.99,1416.91 1931.07,1424.03 1933.16,1429.42 1935.25,1433.5 \n",
       "  1937.34,1436.56 1939.43,1438.87 1941.51,1440.59 1943.6,1441.89 1945.69,1442.86 1947.78,1443.58 1949.86,1444.12 1951.95,1444.53 1954.04,1444.83 1956.13,1445.05 \n",
       "  1958.22,1445.22 1960.3,1445.35 1962.39,1445.44 1964.48,1445.51 1966.57,1445.56 1968.65,1445.6 1970.74,1445.63 1972.83,1445.65 1974.92,1445.67 1977.01,1445.68 \n",
       "  1979.09,1445.69 1981.18,1445.7 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",
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       "  1812.07,1124.54 1814.15,1161.72 1816.24,1197.72 1818.33,1228.88 1820.42,1252.75 1822.51,1267.84 1824.59,1273.43 1826.68,1269.32 1828.77,1255.73 1830.86,1233.38 \n",
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       "  1874.7,1346.4 1876.79,1326.47 1878.88,1298.08 1880.97,1259.98 1883.05,1210.91 1885.14,1149.89 1887.23,1076.72 1889.32,992.551 1891.4,900.557 1893.49,806.352 \n",
       "  1895.58,717.897 1897.67,644.576 1899.76,595.446 1901.84,577.045 1903.93,591.559 1906.02,636.092 1908.11,703.402 1910.2,783.778 1912.28,867.272 1914.37,945.488 \n",
       "  1916.46,1012.53 1918.55,1065.15 1920.63,1102.46 1922.72,1125.44 1924.81,1136.6 1926.9,1139.57 1928.99,1138.68 1931.07,1138.32 1933.16,1142.12 1935.25,1152.17 \n",
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       "  1979.09,1213.51 1981.18,1254.67 1983.27,1291.88 1985.36,1323.97 1987.45,1350.68 1989.53,1372.33 1991.62,1389.52 1993.71,1402.95 1995.8,1413.33 1997.88,1421.28 \n",
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       "  893.415,1250.48 895.502,1211.63 897.59,1166.79 899.678,1118.43 901.766,1070.04 903.854,1025.57 905.942,988.467 908.03,960.499 910.117,940.861 912.205,926.142 \n",
       "  914.293,911.211 916.381,890.703 918.469,860.57 920.557,819.238 922.644,768.121 924.732,711.363 926.82,654.77 928.908,604.1 930.996,563.206 933.084,532.797 \n",
       "  935.172,510.337 937.259,491.024 939.347,469.24 941.435,439.864 943.523,399.246 945.611,346.075 947.699,282.299 949.786,213.851 951.874,150.552 953.962,104.638 \n",
       "  956.05,87.9763 958.138,108.862 960.226,169.669 962.314,266.32 964.401,389.641 966.489,527.872 968.577,669.319 970.665,804.353 972.753,926.39 974.841,1031.94 \n",
       "  976.928,1120.02 979.016,1191.38 981.104,1247.72 983.192,1291.13 985.28,1323.64 987.368,1347.08 989.456,1362.92 991.543,1372.28 993.631,1375.91 995.719,1374.28 \n",
       "  997.807,1367.63 999.895,1356.05 1001.98,1339.71 1004.07,1318.94 1006.16,1294.57 1008.25,1268.09 1010.33,1241.81 1012.42,1218.68 1014.51,1201.89 1016.6,1194.09 \n",
       "  1018.69,1196.66 1020.77,1209.23 1022.86,1229.87 1024.95,1255.65 1027.04,1283.48 1029.12,1310.74 1031.21,1335.62 1033.3,1357.09 1035.39,1374.77 1037.48,1388.7 \n",
       "  1039.56,1399.14 1041.65,1406.42 1043.74,1410.81 1045.83,1412.51 1047.92,1411.57 1050,1407.88 1052.09,1401.19 1054.18,1391.05 1056.27,1376.85 1058.35,1357.81 \n",
       "  1060.44,1333.09 1062.53,1301.86 1064.62,1263.53 1066.71,1218.06 1068.79,1166.38 1070.88,1110.83 1072.97,1055.4 1075.06,1005.6 1077.15,967.678 1079.23,947.176 \n",
       "  1081.32,947.381 1083.41,968.251 1085.5,1006.43 1087.58,1056.32 1089.67,1111.69 1091.76,1167.04 1093.85,1218.4 1095.94,1263.46 1098.02,1301.28 1100.11,1331.89 \n",
       "  1102.2,1355.86 1104.29,1373.95 1106.37,1386.97 1108.46,1395.57 1110.55,1400.27 1112.64,1401.35 1114.73,1398.9 1116.81,1392.8 1118.9,1382.74 1120.99,1368.26 \n",
       "  1123.08,1348.79 1125.17,1323.8 1127.25,1292.96 1129.34,1256.41 1131.43,1215.09 1133.52,1171.03 1135.6,1127.46 1137.69,1088.56 1139.78,1058.67 1141.87,1041.15 \n",
       "  1143.96,1037.24 1146.04,1045.48 1148.13,1062.04 1150.22,1081.74 1152.31,1099.36 1154.4,1110.66 1156.48,1113.14 1158.57,1106.26 1160.66,1091.51 1162.75,1072.29 \n",
       "  1164.83,1053.4 1166.92,1040.21 1169.01,1037.41 1171.1,1047.79 1173.19,1071.51 1175.27,1106.19 1177.36,1147.85 1179.45,1192.1 1181.54,1235.16 1183.63,1274.34 \n",
       "  1185.71,1308.17 1187.8,1336.13 1189.89,1358.34 1191.98,1375.26 1194.06,1387.45 1196.15,1395.46 1198.24,1399.71 1200.33,1400.49 1202.42,1397.93 1204.5,1392.07 \n",
       "  1206.59,1382.86 1208.68,1370.32 1210.77,1354.6 1212.85,1336.2 1214.94,1316.14 1217.03,1296.03 1219.12,1278 1221.21,1264.44 1223.29,1257.42 1225.38,1258.1 \n",
       "  1227.47,1266.4 1229.56,1280.99 1231.65,1299.72 1233.73,1320.24 1235.82,1340.5 1237.91,1359.01 1240,1374.9 1242.08,1387.76 1244.17,1397.54 1246.26,1404.31 \n",
       "  1248.35,1408.21 1250.44,1409.29 1252.52,1407.5 1254.61,1402.64 1256.7,1394.3 1258.79,1381.85 1260.88,1364.42 1262.96,1340.87 1265.05,1309.84 1267.14,1269.74 \n",
       "  1269.23,1218.95 1271.31,1156.06 1273.4,1080.29 1275.49,992.05 1277.58,893.651 1279.67,789.82 1281.75,687.889 1283.84,597.246 1285.93,527.943 1288.02,488.687 \n",
       "  1290.11,484.795 1292.19,516.825 1294.28,580.429 1296.37,667.476 1298.46,768.009 1300.54,872.335 1302.63,972.594 1304.72,1063.49 1306.81,1142.26 1308.9,1208.17 \n",
       "  1310.98,1261.83 1313.07,1304.61 1315.16,1338.17 1317.25,1364.17 1319.34,1384.13 1321.42,1399.34 1323.51,1410.88 1325.6,1419.59 1327.69,1426.15 1329.77,1431.07 \n",
       "  1331.86,1434.77 1333.95,1437.53 1336.04,1439.6 1338.13,1441.15 1340.21,1442.31 1342.3,1443.17 1344.39,1443.82 1346.48,1444.3 1348.56,1444.66 1350.65,1444.92 \n",
       "  1352.74,1445.12 1354.83,1445.27 1356.92,1445.38 1359,1445.46 1361.09,1445.52 1363.18,1445.56 1365.27,1445.59 1367.36,1445.61 1369.44,1445.61 1371.53,1445.61 \n",
       "  1373.62,1445.6 1375.71,1445.58 1377.79,1445.55 1379.88,1445.51 1381.97,1445.45 1384.06,1445.36 1386.15,1445.24 1388.23,1445.08 1390.32,1444.87 1392.41,1444.59 \n",
       "  1394.5,1444.21 1396.59,1443.7 1398.67,1443.02 1400.76,1442.11 1402.85,1440.9 1404.94,1439.29 1407.02,1437.15 1409.11,1434.31 1411.2,1430.58 1413.29,1425.68 \n",
       "  1415.38,1419.32 1417.46,1411.11 1419.55,1400.67 1421.64,1387.59 1423.73,1371.54 1425.82,1352.34 1427.9,1330.09 1429.99,1305.26 1432.08,1278.8 1434.17,1252.08 \n",
       "  1436.25,1226.83 1438.34,1204.9 1440.43,1188.12 1442.52,1178.03 1444.61,1175.57 1446.69,1180.86 1448.78,1192.94 1450.87,1209.88 1452.96,1229.19 1455.05,1248.36 \n",
       "  1457.13,1265.46 1459.22,1279.44 1461.31,1290.27 1463.4,1298.73 1465.48,1306.12 1467.57,1313.85 1469.66,1322.96 1471.75,1333.89 1473.84,1346.41 1475.92,1359.81 \n",
       "  1478.01,1373.22 1480.1,1385.81 1482.19,1397.02 1484.27,1406.54 1486.36,1414.28 1488.45,1420.3 1490.54,1424.72 1492.63,1427.68 1494.71,1429.3 1496.8,1429.63 \n",
       "  1498.89,1428.66 1500.98,1426.3 1503.07,1422.35 1505.15,1416.51 1507.24,1408.37 1509.33,1397.38 1511.42,1382.86 1513.5,1364.03 1515.59,1340.05 1517.68,1310.13 \n",
       "  1519.77,1273.74 1521.86,1230.85 1523.94,1182.29 1526.03,1130.05 1528.12,1077.4 1530.21,1028.63 1532.3,988.323 1534.38,960.36 1536.47,946.984 1538.56,948.465 \n",
       "  1540.65,963.425 1542.73,989.558 1544.82,1024.24 1546.91,1064.79 1549,1108.44 1551.09,1152.39 1553.17,1193.92 1555.26,1230.68 1557.35,1260.88 1559.44,1283.28 \n",
       "  1561.53,1297.07 1563.61,1301.67 1565.7,1296.5 1567.79,1280.83 1569.88,1253.68 1571.96,1213.87 1574.05,1160.23 1576.14,1091.91 1578.23,1008.95 1580.32,913.046 \n",
       "  1582.4,808.246 1584.49,701.385 1586.58,601.732 1588.67,519.54 1590.75,463.618 1592.84,438.771 1594.93,444.34 1597.02,474.737 1599.11,521.779 1601.19,577.662 \n",
       "  1603.28,637.18 1605.37,698.369 1607.46,761.606 1609.55,827.91 1611.63,897.4 1613.72,968.62 1615.81,1038.84 1617.9,1104.9 1619.98,1164.06 1622.07,1214.48 \n",
       "  1624.16,1255.29 1626.25,1286.38 1628.34,1308.11 1630.42,1321.05 1632.51,1325.81 1634.6,1322.98 1636.69,1313.23 1638.78,1297.41 1640.86,1276.82 1642.95,1253.39 \n",
       "  1645.04,1229.78 1647.13,1209.24 1649.21,1195.03 1651.3,1189.76 1653.39,1194.57 1655.48,1208.85 1657.57,1230.46 1659.65,1256.37 1661.74,1283.5 1663.83,1309.29 \n",
       "  1665.92,1331.98 1668.01,1350.52 1670.09,1364.46 1672.18,1373.65 1674.27,1378.07 1676.36,1377.71 1678.44,1372.39 1680.53,1361.84 1682.62,1345.62 1684.71,1323.27 \n",
       "  1686.8,1294.41 1688.88,1259.03 1690.97,1217.78 1693.06,1172.35 1695.15,1125.7 1697.24,1082.01 1699.32,1046.16 1701.41,1022.71 1703.5,1014.65 1705.59,1022.51 \n",
       "  1707.67,1044.23 1709.76,1075.93 1711.85,1113.16 1713.94,1152.04 1716.03,1189.82 1718.11,1224.93 1720.2,1256.6 1722.29,1284.45 1724.38,1308.2 1726.46,1327.52 \n",
       "  1728.55,1342.09 1730.64,1351.61 1732.73,1355.78 1734.82,1354.3 1736.9,1346.84 1738.99,1333.02 1741.08,1312.48 1743.17,1285.03 1745.26,1250.85 1747.34,1210.88 \n",
       "  1749.43,1167.02 1751.52,1122.4 1753.61,1081.11 1755.69,1047.53 1757.78,1025.31 1759.87,1016.17 1761.96,1019.39 1764.05,1032.04 1766.13,1050.11 1768.22,1069.83 \n",
       "  1770.31,1088.74 1772.4,1106.08 1774.49,1122.52 1776.57,1139.35 1778.66,1157.55 1780.75,1177.18 1782.84,1197.18 1784.92,1215.78 1787.01,1231.03 1789.1,1241.4 \n",
       "  1791.19,1246.22 1793.28,1245.85 1795.36,1241.67 1797.45,1235.97 1799.54,1231.47 1801.63,1230.75 1803.72,1235.63 1805.8,1246.6 1807.89,1262.82 1809.98,1282.46 \n",
       "  1812.07,1303.27 1814.15,1323.13 1816.24,1340.38 1818.33,1353.88 1820.42,1362.94 1822.51,1367.09 1824.59,1365.98 1826.68,1359.16 1828.77,1346.06 1830.86,1325.88 \n",
       "  1832.95,1297.7 1835.03,1260.51 1837.12,1213.49 1839.21,1156.3 1841.3,1089.51 1843.38,1015.08 1845.47,936.564 1847.56,859.036 1849.65,788.3 1851.74,729.703 \n",
       "  1853.82,686.917 1855.91,661.321 1858,652.282 1860.09,657.994 1862.17,676.222 1864.26,704.48 1866.35,739.831 1868.44,778.825 1870.53,817.942 1872.61,854.398 \n",
       "  1874.7,886.806 1876.79,915.241 1878.88,940.623 1880.97,963.745 1883.05,984.49 1885.14,1001.67 1887.23,1013.55 1889.32,1018.79 1891.4,1017.39 1893.49,1011.2 \n",
       "  1895.58,1003.92 1897.67,1000.32 1899.76,1005.04 1901.84,1021.15 1903.93,1049.3 1906.02,1087.62 1908.11,1132.48 1910.2,1179.71 1912.28,1225.62 1914.37,1267.56 \n",
       "  1916.46,1304.09 1918.55,1334.76 1920.63,1359.78 1922.72,1379.75 1924.81,1395.43 1926.9,1407.58 1928.99,1416.91 1931.07,1424.03 1933.16,1429.42 1935.25,1433.5 \n",
       "  1937.34,1436.56 1939.43,1438.87 1941.51,1440.59 1943.6,1441.89 1945.69,1442.86 1947.78,1443.58 1949.86,1444.12 1951.95,1444.53 1954.04,1444.83 1956.13,1445.05 \n",
       "  1958.22,1445.22 1960.3,1445.35 1962.39,1445.44 1964.48,1445.51 1966.57,1445.56 1968.65,1445.6 1970.74,1445.63 1972.83,1445.65 1974.92,1445.67 1977.01,1445.68 \n",
       "  1979.09,1445.69 1981.18,1445.7 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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       "  517.602,1445.71 519.69,1445.71 521.778,1445.71 523.866,1445.7 525.954,1445.7 528.042,1445.69 530.13,1445.68 532.217,1445.67 534.305,1445.65 536.393,1445.63 \n",
       "  538.481,1445.61 540.569,1445.57 542.657,1445.52 544.744,1445.45 546.832,1445.36 548.92,1445.24 551.008,1445.08 553.096,1444.87 555.184,1444.59 557.272,1444.21 \n",
       "  559.359,1443.72 561.447,1443.07 563.535,1442.22 565.623,1441.12 567.711,1439.71 569.799,1437.94 571.886,1435.75 573.974,1433.12 576.062,1430.06 578.15,1426.68 \n",
       "  580.238,1423.17 582.326,1419.82 584.414,1417 586.501,1415.11 588.589,1414.42 590.677,1415.06 592.765,1416.91 594.853,1419.7 596.941,1423.04 599.028,1426.55 \n",
       "  601.116,1429.94 603.204,1433.01 605.292,1435.65 607.38,1437.86 609.468,1439.64 611.556,1441.06 613.643,1442.16 615.731,1443.01 617.819,1443.66 619.907,1444.15 \n",
       "  621.995,1444.51 624.083,1444.78 626.17,1444.96 628.258,1445.09 630.346,1445.16 632.434,1445.18 634.522,1445.16 636.61,1445.09 638.698,1444.96 640.785,1444.77 \n",
       "  642.873,1444.5 644.961,1444.12 647.049,1443.61 649.137,1442.91 651.225,1441.98 653.312,1440.73 655.4,1439.05 657.488,1436.82 659.576,1433.84 661.664,1429.89 \n",
       "  663.752,1424.67 665.839,1417.78 667.927,1408.75 670.015,1397.02 672.103,1381.92 674.191,1362.74 676.279,1338.82 678.367,1309.69 680.454,1275.29 682.542,1236.31 \n",
       "  684.63,1194.5 686.718,1152.87 688.806,1115.55 690.894,1087.21 692.981,1072.01 695.069,1072.37 697.157,1088.25 699.245,1117.1 701.333,1154.71 703.421,1196.43 \n",
       "  705.509,1238.16 707.596,1276.95 709.684,1311.1 711.772,1339.98 713.86,1363.65 715.948,1382.59 718.036,1397.49 720.123,1409.04 722.211,1417.89 724.299,1424.6 \n",
       "  726.387,1429.65 728.475,1433.39 730.563,1436.12 732.651,1438.05 734.738,1439.34 736.826,1440.08 738.914,1440.34 741.002,1440.15 743.09,1439.49 745.178,1438.31 \n",
       "  747.265,1436.51 749.353,1433.97 751.441,1430.5 753.529,1425.87 755.617,1419.8 757.705,1411.95 759.793,1401.97 761.88,1389.55 763.968,1374.49 766.056,1356.8 \n",
       "  768.144,1336.92 770.232,1315.85 772.32,1295.18 774.407,1277.06 776.495,1263.82 778.583,1257.4 780.671,1258.77 782.759,1267.66 784.847,1282.54 786.935,1301.19 \n",
       "  789.022,1321.23 791.11,1340.62 793.198,1357.91 795.286,1372.21 797.374,1383.08 799.462,1390.37 801.549,1394.01 803.637,1393.93 805.725,1389.94 807.813,1381.68 \n",
       "  809.901,1368.6 811.989,1349.96 814.077,1324.85 816.164,1292.31 818.252,1251.52 820.34,1202.05 822.428,1144.31 824.516,1079.95 826.604,1012.22 828.691,945.93 \n",
       "  830.779,886.861 832.867,840.589 834.955,811.063 837.043,799.62 839.131,804.967 841.219,824.112 843.306,853.633 845.394,890.514 847.482,932.231 849.57,976.302 \n",
       "  851.658,1019.84 853.746,1059.51 855.833,1091.84 857.921,1113.72 860.009,1122.8 862.097,1117.71 864.185,1098.3 866.273,1065.81 868.36,1023.15 870.448,975.147 \n",
       "  872.536,928.367 874.624,890.396 876.712,868.386 878.8,867.284 880.888,888.427 882.975,929.234 885.063,984.149 887.151,1046.35 889.239,1109.44 891.327,1168.49 \n",
       "  893.415,1220.42 895.502,1263.76 897.59,1298.18 899.678,1324.05 901.766,1341.97 903.854,1352.58 905.942,1356.36 908.03,1353.57 910.117,1344.24 912.205,1328.26 \n",
       "  914.293,1305.48 916.381,1275.98 918.469,1240.33 920.557,1199.92 922.644,1157.29 924.732,1116.14 926.82,1080.94 928.908,1056.08 930.996,1044.66 933.084,1047.53 \n",
       "  935.172,1062.93 937.259,1087.14 939.347,1115.6 941.435,1144.14 943.523,1169.84 945.611,1191.24 947.699,1208.06 949.786,1220.61 951.874,1229.21 953.962,1233.74 \n",
       "  956.05,1233.52 958.138,1227.52 960.226,1214.8 962.314,1195.02 964.401,1168.84 966.489,1138.31 968.577,1106.89 970.665,1079.19 972.753,1060.1 974.841,1053.64 \n",
       "  976.928,1061.75 979.016,1083.77 981.104,1116.65 983.192,1155.99 985.28,1197.18 987.368,1236.36 989.456,1270.8 991.543,1298.91 993.631,1319.95 995.719,1333.67 \n",
       "  997.807,1340.02 999.895,1338.94 1001.98,1330.19 1004.07,1313.34 1006.16,1287.77 1008.25,1252.8 1010.33,1207.87 1012.42,1152.81 1014.51,1088.18 1016.6,1015.53 \n",
       "  1018.69,937.564 1020.77,858.102 1022.86,781.809 1024.95,713.688 1027.04,658.325 1029.12,618.884 1031.21,596.036 1033.3,587.26 1035.39,587.038 1037.48,588.108 \n",
       "  1039.56,583.378 1041.65,567.787 1043.74,539.47 1045.83,499.972 1047.92,453.574 1050,406.101 1052.09,363.626 1054.18,331.456 1056.27,313.519 1058.35,312.071 \n",
       "  1060.44,327.641 1062.53,359.217 1064.62,404.671 1066.71,461.217 1068.79,525.694 1070.88,594.68 1072.97,664.734 1075.06,732.943 1077.15,797.586 1079.23,858.475 \n",
       "  1081.32,916.676 1083.41,973.666 1085.5,1030.4 1087.58,1086.75 1089.67,1141.57 1091.76,1193.2 1093.85,1240.05 1095.94,1281.05 1098.02,1315.8 1100.11,1344.44 \n",
       "  1102.2,1367.52 1104.29,1385.77 1106.37,1399.98 1108.46,1410.92 1110.55,1419.23 1112.64,1425.49 1114.73,1430.12 1116.81,1433.47 1118.9,1435.81 1120.99,1437.31 \n",
       "  1123.08,1438.11 1125.17,1438.25 1127.25,1437.76 1129.34,1436.6 1131.43,1434.66 1133.52,1431.79 1135.6,1427.76 1137.69,1422.26 1139.78,1414.87 1141.87,1405.07 \n",
       "  1143.96,1392.18 1146.04,1375.42 1148.13,1353.89 1150.22,1326.64 1152.31,1292.84 1154.4,1251.97 1156.48,1204.19 1158.57,1150.77 1160.66,1094.47 1162.75,1039.76 \n",
       "  1164.83,992.434 1166.92,958.675 1169.01,943.495 1171.1,949.243 1173.19,974.81 1175.27,1015.98 1177.36,1066.71 1179.45,1120.75 1181.54,1172.84 1183.63,1219.32 \n",
       "  1185.71,1258.05 1187.8,1288.14 1189.89,1309.39 1191.98,1322 1194.06,1326.22 1196.15,1322.23 1198.24,1310.14 1200.33,1289.99 1202.42,1262.05 1204.5,1227.02 \n",
       "  1206.59,1186.4 1208.68,1142.79 1210.77,1099.85 1212.85,1061.93 1214.94,1033.13 1217.03,1016.13 1219.12,1011.24 1221.21,1016.1 1223.29,1026.38 1225.38,1037.06 \n",
       "  1227.47,1043.86 1229.56,1044.29 1231.65,1038.24 1233.73,1028.01 1235.82,1017.76 1237.91,1012.53 1240,1016.8 1242.08,1033.19 1244.17,1061.72 1246.26,1099.98 \n",
       "  1248.35,1144.03 1250.44,1189.6 1252.52,1233.09 1254.61,1272.01 1256.7,1305 1258.79,1331.61 1260.88,1351.96 1262.96,1366.45 1265.05,1375.55 1267.14,1379.69 \n",
       "  1269.23,1379.19 1271.31,1374.27 1273.4,1365.12 1275.49,1352.03 1277.58,1335.52 1279.67,1316.56 1281.75,1296.64 1283.84,1277.82 1285.93,1262.47 1288.02,1252.74 \n",
       "  1290.11,1250.04 1292.19,1254.5 1294.28,1264.94 1296.37,1279.15 1298.46,1294.49 1300.54,1308.42 1302.63,1318.81 1304.72,1324.03 1306.81,1322.84 1308.9,1314.28 \n",
       "  1310.98,1297.51 1313.07,1271.77 1315.16,1236.51 1317.25,1191.53 1319.34,1137.35 1321.42,1075.43 1323.51,1008.46 1325.6,940.087 1327.69,874.455 1329.77,815.293 \n",
       "  1331.86,765.181 1333.95,725.335 1336.04,696.079 1338.13,677.69 1340.21,671.041 1342.3,677.661 1344.39,699.186 1346.48,736.483 1348.56,788.844 1350.65,853.615 \n",
       "  1352.74,926.482 1354.83,1002.32 1356.92,1076.25 1359,1144.45 1361.09,1204.58 1363.18,1255.65 1365.27,1297.75 1367.36,1331.67 1369.44,1358.49 1371.53,1379.4 \n",
       "  1373.62,1395.53 1375.71,1407.86 1377.79,1417.25 1379.88,1424.35 1381.97,1429.7 1384.06,1433.72 1386.15,1436.75 1388.23,1439.01 1390.32,1440.7 1392.41,1441.97 \n",
       "  1394.5,1442.92 1396.59,1443.63 1398.67,1444.16 1400.76,1444.55 1402.85,1444.84 1404.94,1445.06 1407.02,1445.22 1409.11,1445.34 1411.2,1445.43 1413.29,1445.5 \n",
       "  1415.38,1445.54 1417.46,1445.57 1419.55,1445.59 1421.64,1445.59 1423.73,1445.59 1425.82,1445.57 1427.9,1445.54 1429.99,1445.5 1432.08,1445.43 1434.17,1445.35 \n",
       "  1436.25,1445.23 1438.34,1445.07 1440.43,1444.85 1442.52,1444.56 1444.61,1444.18 1446.69,1443.66 1448.78,1442.97 1450.87,1442.05 1452.96,1440.83 1455.05,1439.22 \n",
       "  1457.13,1437.11 1459.22,1434.33 1461.31,1430.74 1463.4,1426.12 1465.48,1420.28 1467.57,1413.02 1469.66,1404.22 1471.75,1393.86 1473.84,1382.15 1475.92,1369.57 \n",
       "  1478.01,1356.86 1480.1,1344.97 1482.19,1334.83 1484.27,1327.08 1486.36,1321.8 1488.45,1318.43 1490.54,1315.98 1492.63,1313.32 1494.71,1309.57 1496.8,1304.35 \n",
       "  1498.89,1297.81 1500.98,1290.5 1503.07,1283.03 1505.15,1275.73 1507.24,1268.54 1509.33,1261.06 1511.42,1252.93 1513.5,1244.26 1515.59,1235.89 1517.68,1229.43 \n",
       "  1519.77,1226.87 1521.86,1229.94 1523.94,1239.47 1526.03,1255.11 1528.12,1275.39 1530.21,1298.25 1532.3,1321.6 1534.38,1343.72 1536.47,1363.52 1538.56,1380.44 \n",
       "  1540.65,1394.38 1542.73,1405.52 1544.82,1414.15 1546.91,1420.64 1549,1425.3 1551.09,1428.39 1553.17,1430.09 1555.26,1430.51 1557.35,1429.67 1559.44,1427.5 \n",
       "  1561.53,1423.8 1563.61,1418.31 1565.7,1410.61 1567.79,1400.15 1569.88,1386.22 1571.96,1367.98 1574.05,1344.46 1576.14,1314.62 1578.23,1277.52 1580.32,1232.56 \n",
       "  1582.4,1179.83 1584.49,1120.54 1586.58,1057.43 1588.67,994.935 1590.75,938.828 1592.84,895.284 1594.93,869.383 1597.02,863.618 1599.11,877 1601.19,905.165 \n",
       "  1603.28,941.427 1605.37,978.248 1607.46,1008.59 1609.55,1026.77 1611.63,1028.81 1613.72,1012.49 1615.81,977.3 1617.9,924.585 1619.98,857.663 1622.07,781.909 \n",
       "  1624.16,704.42 1626.25,633.126 1628.34,575.422 1630.42,536.746 1632.51,519.615 1634.6,523.399 1636.69,544.797 1638.78,578.824 1640.86,620.132 1642.95,664.41 \n",
       "  1645.04,709.444 1647.13,755.376 1649.21,803.984 1651.3,857.292 1653.39,916.184 1655.48,979.709 1657.57,1045.31 1659.65,1109.68 1661.74,1169.75 1663.83,1223.32 \n",
       "  1665.92,1269.29 1668.01,1307.46 1670.09,1338.33 1672.18,1362.73 1674.27,1381.64 1676.36,1395.99 1678.44,1406.62 1680.53,1414.2 1682.62,1419.25 1684.71,1422.14 \n",
       "  1686.8,1423.08 1688.88,1422.17 1690.97,1419.35 1693.06,1414.47 1695.15,1407.23 1697.24,1397.27 1699.32,1384.14 1701.41,1367.42 1703.5,1346.76 1705.59,1322.12 \n",
       "  1707.67,1293.93 1709.76,1263.27 1711.85,1232.03 1713.94,1202.76 1716.03,1178.2 1718.11,1160.57 1720.2,1150.74 1722.29,1147.79 1724.38,1149.12 1726.46,1151.07 \n",
       "  1728.55,1149.9 1730.64,1142.6 1732.73,1127.59 1734.82,1105.03 1736.9,1077.04 1738.99,1047.44 1741.08,1021.24 1743.17,1003.64 1745.26,998.706 1747.34,1008.4 \n",
       "  1749.43,1032.14 1751.52,1067.19 1753.61,1109.61 1755.69,1155.21 1757.78,1200.37 1759.87,1242.34 1761.96,1279.36 1764.05,1310.52 1766.13,1335.57 1768.22,1354.68 \n",
       "  1770.31,1368.22 1772.4,1376.59 1774.49,1380.16 1776.57,1379.18 1778.66,1373.79 1780.75,1364.03 1782.84,1349.84 1784.92,1331.14 1787.01,1307.85 1789.1,1279.94 \n",
       "  1791.19,1247.56 1793.28,1211.32 1795.36,1172.53 1797.45,1133.62 1799.54,1098.11 1801.63,1070.27 1803.72,1054.14 1805.8,1052.4 1807.89,1065.36 1809.98,1090.78 \n",
       "  1812.07,1124.54 1814.15,1161.72 1816.24,1197.72 1818.33,1228.88 1820.42,1252.75 1822.51,1267.84 1824.59,1273.43 1826.68,1269.32 1828.77,1255.73 1830.86,1233.38 \n",
       "  1832.95,1203.7 1835.03,1169.14 1837.12,1133.25 1839.21,1100.6 1841.3,1076.13 1843.38,1064.1 1845.47,1066.93 1847.56,1084.51 1849.65,1114.27 1851.74,1152.01 \n",
       "  1853.82,1193.13 1855.91,1233.55 1858,1270.33 1860.09,1301.7 1862.17,1326.84 1864.26,1345.59 1866.35,1358.07 1868.44,1364.44 1870.53,1364.78 1872.61,1358.92 \n",
       "  1874.7,1346.4 1876.79,1326.47 1878.88,1298.08 1880.97,1259.98 1883.05,1210.91 1885.14,1149.89 1887.23,1076.72 1889.32,992.551 1891.4,900.557 1893.49,806.352 \n",
       "  1895.58,717.897 1897.67,644.576 1899.76,595.446 1901.84,577.045 1903.93,591.559 1906.02,636.092 1908.11,703.402 1910.2,783.778 1912.28,867.272 1914.37,945.488 \n",
       "  1916.46,1012.53 1918.55,1065.15 1920.63,1102.46 1922.72,1125.44 1924.81,1136.6 1926.9,1139.57 1928.99,1138.68 1931.07,1138.32 1933.16,1142.12 1935.25,1152.17 \n",
       "  1937.34,1168.56 1939.43,1189.59 1941.51,1212.39 1943.6,1233.72 1945.69,1250.69 1947.78,1261.04 1949.86,1263.29 1951.95,1256.63 1954.04,1240.98 1956.13,1217.01 \n",
       "  1958.22,1186.35 1960.3,1151.81 1962.39,1117.39 1964.48,1087.96 1966.57,1068.43 1968.65,1062.57 1970.74,1071.94 1972.83,1095.49 1974.92,1129.91 1977.01,1170.73 \n",
       "  1979.09,1213.51 1981.18,1254.67 1983.27,1291.88 1985.36,1323.97 1987.45,1350.68 1989.53,1372.33 1991.62,1389.52 1993.71,1402.95 1995.8,1413.33 1997.88,1421.28 \n",
       "  1999.97,1427.33 2002.06,1431.91 2004.15,1435.37 2006.24,1437.97 2008.32,1439.92 2010.41,1441.38 2012.5,1442.48 2014.59,1443.3 2016.68,1443.91 2018.76,1444.37 \n",
       "  2020.85,1444.71 2022.94,1444.96 2025.03,1445.16 2027.11,1445.3 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",
       "  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",
       "  \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:  21%|███▎            |  ETA: 0:00:04\u001b[K\rDiagonalising Hamiltonian kblocks:  35%|█████▌          |  ETA: 0:00:03\u001b[K\rDiagonalising Hamiltonian kblocks:  38%|██████▏         |  ETA: 0:00:03\u001b[K\rDiagonalising Hamiltonian kblocks:  42%|██████▊         |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  46%|███████▍        |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  50%|████████        |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  54%|████████▋       |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  58%|█████████▎      |  ETA: 0:00:02\u001b[K\rDiagonalising Hamiltonian kblocks:  63%|██████████      |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  67%|██████████▋     |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  72%|███████████▌    |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  76%|████████████▏   |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  86%|█████████████▊  |  ETA: 0:00:01\u001b[K\rDiagonalising Hamiltonian kblocks:  90%|██████████████▍ |  ETA: 0:00:00\u001b[K\rDiagonalising Hamiltonian kblocks:  94%|███████████████ |  ETA: 0:00:00\u001b[K\rDiagonalising Hamiltonian kblocks:  96%|███████████████▍|  ETA: 0:00:00\u001b[K\rDiagonalising Hamiltonian kblocks: 100%|████████████████| Time: 0:00:03\u001b[K\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=420}",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "cell_type": "code",
   "source": [
    "using Unitful\n",
    "using UnitfulAtomic\n",
    "plot_bandstructure(scfres, kline_density=3, unit=u\"hartree\")"
   ],
   "metadata": {},
   "execution_count": 11
  }
 ],
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