{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### Supporting Information for _Linear mixed model for heritability estimation that explicitly addresses environmental variation_\n",
                "\n",
                "> Version 0.5.0\n",
                "\n",
                "> February 20, 2021\n",
                "\n",
                "\n",
                "This IPython notebook is supplement to [Heckerman, et al. PNAS 2016](http://www.pnas.org/content/113/27/7377.abstract). (Also, you can [watch the platform presentation](https://youtu.be/Xacer-IJXbI) of this work at ASHG 2015 via YouTube).\n",
                "\n",
                "This notebook generates synthetic data and illustrates the application of our code to that data.  It allows you to run these analyses on your computer, easily experimenting with different data-generation parameters. If you would like to do this, you need to:\n",
                "\n",
                "* Install Python and FaST-LMM on your computer as described in [FaST-LMM's README.md](https://github.com/fastlmm/FaST-LMM/blob/master/README.md)\n",
                "* Download this IPython notebook from https://github.com/fastlmm/FaST-LMM/blob/master/doc/ipynb/heritability_si.ipynb\n",
                "* Start the IPython notebook from the command line by typing \"ipython notebook\" and then opening the downloaded notebook. (You can find general information about using IPython notebooks [here](http://jupyter-notebook-beginner-guide.readthedocs.org/en/latest/execute.html).)\n",
                "\n",
                "#### Documentation and Contacts\n",
                "\n",
                "* See [FaST-LMM's README.md](https://github.com/fastlmm/FaST-LMM/blob/master/README.md) for documentation and code.\n",
                "* Email the developers at fastlmm-dev@python.org.\n",
                "* [Join](mailto:fastlmm-user-join@python.org?subject=Subscribe) the user discussion and announcement list (or use [web sign up](https://mail.python.org/mailman3/lists/fastlmm-user.python.org)).\n",
                "* [Open an issue](https://github.com/fastlmm/FaST-LMM/issues) on GitHub."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Preparing the Python Environment and Notebook\n",
                "\n",
                "Uncomment and run this cell only if these packages need to be install or updated."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {},
            "outputs": [],
            "source": [
                "# #Main package\n",
                "# !pip install fastlmm\">=\"0.3.0"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "To prepare this notebook to run analyses, please run the following script.  "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {},
            "outputs": [],
            "source": [
                "# set some ipython notebook properties\n",
                "%matplotlib inline\n",
                "\n",
                "# set degree of verbosity (adapt to INFO for more verbose output or debug for info more)\n",
                "import logging\n",
                "logging.basicConfig(level=logging.INFO)\n",
                "\n",
                "# set figure sizes\n",
                "import pylab\n",
                "pylab.rcParams['figure.figsize'] = (10.0, 8.0)\n",
                "\n",
                "# set display width for pandas data frames\n",
                "import pandas as pd\n",
                "pd.set_option('display.width', 1000)\n",
                "\n",
                "# supress warnings\n",
                "import warnings\n",
                "warnings.filterwarnings('ignore')"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Data Generation\n",
                "\n",
                "To generate the data, we create SNPs and geo-spatial locations.  We then generate the phenotype from these SNPs and geo-spatial locations. Note that, because the data is synthetic, we know the causal SNPs.  Consequently, we use ${\\bf \\rm K_{causal}}$ rather than its approximation, ${\\bf \\rm K_{IBD}}$, in this analysis.\n",
                "\n",
                "First, we generate 1000 SNPs per individual for 5000 individuals using the Balding-Nichols model for two populations with an FST of 0.1. The heatmap shows the resulting similarity matrix, ${\\bf \\rm K_{causal}}$, highlighting the existence of two populations."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "D:\\OneDrive\\programs\\fastlmm\\doc\\ipynb\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "INFO:root:Simulating SNPs from a population 0\n",
                        "INFO:root:Simulating SNPs from a population 1\n"
                    ]
                },
                {
                    "data": {
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\n",
                        "text/plain": [
                            "<Figure size 720x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "from pysnptools.util import snp_gen\n",
                "from pysnptools.standardizer import Unit\n",
                "\n",
                "seed = 0\n",
                "N = 5000\n",
                "\n",
                "#Generate SNPs\n",
                "snpdata = snp_gen(fst=.1, dfr=0, iid_count=N, sid_count=1000, chr_count=10, label_with_pop=True,seed=seed)\n",
                "K_causal = snpdata.read_kernel(Unit()).standardize()\n",
                "\n",
                "pylab.rcParams['figure.figsize'] = (10.0, 8.0)\n",
                "pylab.suptitle(\"$K_{causal}$\")\n",
                "pylab.imshow(K_causal.val, cmap=pylab.gray(), vmin=0, vmax=1)\n",
                "pylab.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Next, we generate a geo-spatial location for each individual by sampling from a two-dimensional Gaussian distribution whose center depends on which population the individual is from.  This creates a correlation between the SNPs and geo-spatial location.\n",
                "\n",
                "The plot shows the position of each individual. The two colors reflect the two populations."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {},
            "outputs": [
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "INFO:root:Generating positions for seed 0\n"
                    ]
                },
                {
                    "data": {
                        "image/png": 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\n",
                        "text/plain": [
                            "<Figure size 720x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "import numpy as np\n",
                "from pysnptools.snpreader import SnpData\n",
                "\n",
                "distance_between_centers = 2500000\n",
                "x0 = distance_between_centers * 0.5\n",
                "x1 = distance_between_centers * 1.5\n",
                "y0 = distance_between_centers\n",
                "y1 = distance_between_centers\n",
                "sd = distance_between_centers/4.\n",
                "\n",
                "spatial_iid = snpdata.iid\n",
                "center_dict = {\"0\": (x0,y0), \"1\": (x1,y1)}\n",
                "centers = np.array([center_dict[iid_item[0]] for iid_item in spatial_iid])\n",
                "np.random.seed(seed)\n",
                "logging.info(\"Generating positions for seed {0}\".format(seed))\n",
                "spatial_coor_gen_original = SnpData(iid=snpdata.iid,sid=[\"x\",\"y\"],val=centers+np.random.multivariate_normal([0,0],[[1,0],[0,1]],size=len(centers))*sd,parent_string=\"'spatial_coor_gen_original'\")\n",
                "\n",
                "import matplotlib.pyplot as plt\n",
                "color_dict = {\"0\": \"r\", \"1\": \"b\", \"2\": \"g\"}\n",
                "colors = [color_dict[iid_item] for iid_item in snpdata.iid[:,0]]\n",
                "plt.axis('equal')\n",
                "plt.scatter(spatial_coor_gen_original.val[:,0], spatial_coor_gen_original.val[:,1], c=colors)\n",
                "plt.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Below is the the similarity matrix ${\\rm \\bf K}_{\\rm loc}$ based on these locations and parameter alpha. ${\\rm \\bf K}_{{\\rm loc}\\ {ij}}={\\rm exp}(-({\\rm distance}(i,j)/\\alpha)^2)$."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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\n",
                        "text/plain": [
                            "<Figure size 720x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "from fastlmm.association.heritability_spatial_correction import spatial_similarity\n",
                "from pysnptools.kernelreader import KernelData\n",
                "\n",
                "alpha = distance_between_centers\n",
                "spatial_val = spatial_similarity(spatial_coor_gen_original.val, alpha, power=2)\n",
                "K_loc = KernelData(iid=snpdata.iid,val=spatial_val).standardize()\n",
                "\n",
                "pylab.suptitle(\"$K_{loc}$\")\n",
                "pylab.imshow(K_loc.val, cmap=pylab.gray(), vmin=0, vmax=1)\n",
                "pylab.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Finally, we generate the phenotype ${\\rm \\bf y}$ by sampling from the mixed model ${\\rm \\bf y} \\sim {\\bf N}({\\bf \\mu}; σ_g^2 \\  {\\bf \\rm K_{causal}} + σ_e^2 \\ {\\bf \\rm K_{loc}} + σ_r^2 {\\bf \\rm I})$ with  ${\\bf \\mu} = 0$ and $ σ_g^2=σ_e^2=σ_r^2=1$. Rather than draw a sample from this distribution directly, we equivalently draw a sample from each variant component separately and then add them, so that we can optionally permute the sample from the spatial component in order to break the dependence between SNPs and location."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "pop0 mean=1.3688305497068611. pop1 mean=1.1199768391450693\n"
                    ]
                },
                {
                    "data": {
                        "image/png": 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\n",
                        "text/plain": [
                            "<Figure size 720x576 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "from pysnptools.snpreader import SnpData\n",
                "\n",
                "iid = K_causal.iid\n",
                "iid_count = K_causal.iid_count\n",
                "np.random.seed(seed)\n",
                "pheno_causal = SnpData(iid=iid,sid=[\"causal\"],val=np.random.multivariate_normal(np.zeros(iid_count),K_causal.val).reshape(-1,1),parent_string=\"causal\")\n",
                "np.random.seed(seed^998372)\n",
                "pheno_noise = SnpData(iid=iid,sid=[\"noise\"],val=np.random.normal(size=iid_count).reshape(-1,1),parent_string=\"noise\")\n",
                "np.random.seed(seed^12230302)\n",
                "pheno_loc_original = SnpData(iid=iid,sid=[\"loc_original\"],val=np.random.multivariate_normal(np.zeros(iid_count),K_loc.val).reshape(-1,1),parent_string=\"loc_original\")\n",
                "\n",
                "do_shuffle = False\n",
                "if do_shuffle:\n",
                "    idx = np.arange(iid_count)\n",
                "    np.random.seed(seed)\n",
                "    np.random.shuffle(idx)\n",
                "    pheno_loc = pheno_loc_original.read(view_ok=True) #don't need to copy, because the next line will be fresh memory\n",
                "    pheno_loc.val = pheno_loc.val[idx,:]\n",
                "else:\n",
                "    pheno_loc = pheno_loc_original\n",
                "                       \n",
                "pheno = SnpData(iid=iid,sid=[\"pheno_all\"],val=pheno_causal.val+pheno_noise.val+pheno_loc.val)\n",
                "\n",
                "is_pop0 = snpdata.iid[:,0]==\"0\"\n",
                "is_pop1 = snpdata.iid[:,0]==\"1\"\n",
                "print(\"pop0 mean={0}. pop1 mean={1}\".format(pheno.val[is_pop0].mean(),pheno.val[is_pop1].mean()))\n",
                "pylab.suptitle(\"Phenotype $y$\")\n",
                "plt.plot(range(sum(is_pop0)),pheno.val[is_pop0],\"r.\",range(sum(is_pop1)),pheno.val[is_pop1],\"b.\")\n",
                "plt.show()"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Analysis\n",
                "\n",
                "Now let us estimate heritabilities using our methodology. The method takes as input  ${\\rm \\bf K}_{\\rm causal}$, geo-spatial location, and phenotype. It searches for the best $\\alpha$ and then estimates $σ_g^2, σ_e^2, σ_r^2$ using REML. The Python function that performs the analysis is called 'heritability_spatial_correction'.\n",
                "\n",
                "Here we loop over multiple random seeds in order to generate and analyze multiple data sets. Python function 'loop_generate_and_analyze' does the looping. It calls 'generate_and_analyze' which generates the data for each seed and calls 'heritability_spatial_correction' to analyze the data."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [],
            "source": [
                "from pysnptools.util import snp_gen\n",
                "from pysnptools.standardizer import Unit\n",
                "import numpy as np\n",
                "from fastlmm.association.heritability_spatial_correction import spatial_similarity\n",
                "from pysnptools.kernelreader import KernelData\n",
                "from pysnptools.snpreader import SnpData\n",
                "from fastlmm.association import heritability_spatial_correction\n",
                "\n",
                "def generate_and_analyze(seed, N, do_shuffle, just_testing=True, map_function=None, cache_folder=None):\n",
                "\n",
                "    #Generate SNPs\n",
                "    snpdata = snp_gen(fst=.1, dfr=0, iid_count=N, sid_count=1000, chr_count=10, label_with_pop=True,seed=seed)\n",
                "    K_causal = snpdata.read_kernel(Unit()).standardize()\n",
                "\n",
                "    #Generate geo-spatial locations and K_loc\n",
                "    distance_between_centers = 2500000\n",
                "    x0 = distance_between_centers * 0.5\n",
                "    x1 = distance_between_centers * 1.5\n",
                "    y0 = distance_between_centers\n",
                "    y1 = distance_between_centers\n",
                "    sd = distance_between_centers/4.\n",
                "\n",
                "    spatial_iid = snpdata.iid\n",
                "    center_dict = {\"0\": (x0,y0), \"1\": (x1,y1)}\n",
                "    centers = np.array([center_dict[iid_item[0]] for iid_item in spatial_iid])\n",
                "    np.random.seed(seed)\n",
                "    logging.info(\"Generating positions for seed {0}\".format(seed))\n",
                "    spatial_coor = SnpData(iid=snpdata.iid,sid=[\"x\",\"y\"],val=centers+np.random.multivariate_normal([0,0],[[1,0],[0,1]],size=len(centers))*sd,parent_string=\"'spatial_coor_gen_original'\")\n",
                "    alpha = distance_between_centers\n",
                "    spatial_val = spatial_similarity(spatial_coor.val, alpha, power=2)\n",
                "    K_loc = KernelData(iid=snpdata.iid,val=spatial_val).standardize()\n",
                "\n",
                "    #Generate phenotype\n",
                "    iid = K_causal.iid\n",
                "    iid_count = K_causal.iid_count\n",
                "    np.random.seed(seed)\n",
                "    pheno_causal = SnpData(iid=iid,sid=[\"causal\"],val=np.random.multivariate_normal(np.zeros(iid_count),K_causal.val).reshape(-1,1),parent_string=\"causal\")\n",
                "    np.random.seed(seed^998372)\n",
                "    pheno_noise = SnpData(iid=iid,sid=[\"noise\"],val=np.random.normal(size=iid_count).reshape(-1,1),parent_string=\"noise\")\n",
                "    np.random.seed(seed^12230302)\n",
                "    pheno_loc_original = SnpData(iid=iid,sid=[\"loc_original\"],val=np.random.multivariate_normal(np.zeros(iid_count),K_loc.val).reshape(-1,1),parent_string=\"loc_original\")\n",
                "\n",
                "    if do_shuffle:\n",
                "        idx = np.arange(iid_count)\n",
                "        np.random.seed(seed)\n",
                "        np.random.shuffle(idx)\n",
                "        pheno_loc = pheno_loc_original.read(view_ok=True) #don't need to copy, because the next line will be fresh memory\n",
                "        pheno_loc.val = pheno_loc.val[idx,:]\n",
                "    else:\n",
                "        pheno_loc = pheno_loc_original\n",
                "\n",
                "    pheno = SnpData(iid=iid,sid=[\"pheno_all\"],val=pheno_causal.val+pheno_noise.val+pheno_loc.val)\n",
                "\n",
                "    #Analyze data\n",
                "    alpha_list = [int(v) for v in np.logspace(np.log10(100),np.log10(1e10), 100)]\n",
                "    dataframe = heritability_spatial_correction(\n",
                "        snpdata,\n",
                "        spatial_coor.val,spatial_iid,\n",
                "        alpha_list=[alpha] if just_testing else alpha_list,pheno=pheno, alpha_power=2,\n",
                "        jackknife_count=0,permute_plus_count=0,permute_times_count=0,just_testing=just_testing,\n",
                "        map_function=map_function,cache_folder=cache_folder)\n",
                "\n",
                "    logging.info(dataframe)\n",
                "    return dataframe\n",
                "\n",
                "def loop_generate_and_analyze(N, seed_count, do_shuffle, just_testing, map_function, cache_folder=None):\n",
                "    '''\n",
                "    run generate_and_analyze on different seeds\n",
                "    '''\n",
                "    df_list = []\n",
                "    for seed in range(seed_count):\n",
                "        if cache_folder is not None:\n",
                "            cache_folder_per_seed = cache_folder.format(seed)\n",
                "        else:\n",
                "            cache_folder_per_seed = None\n",
                "        df = generate_and_analyze(seed=seed,N=N,do_shuffle=do_shuffle,\n",
                "                           just_testing=just_testing, map_function=map_function, cache_folder=cache_folder_per_seed)\n",
                "        df_list.append(df)\n",
                "        \n",
                "    #format the output dataframe            \n",
                "    df2 = pd.concat(df_list)\n",
                "    df2[\"seed\"] = range(seed_count)\n",
                "    df2[\"N\"]=N\n",
                "    df2[\"do_shuffle\"]=do_shuffle\n",
                "    df3 = df2[[\"seed\",\"N\",\"do_shuffle\", \"alpha\",\"h2corr\",\"e2\",\"h2uncorr\"]]\n",
                "    df3.set_index([\"seed\"],inplace=True)\n",
                "    return df3"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "#### Test Run\n",
                "\n",
                "To test 'loop_generate_and_analyze', we'll run it first locally with 'N=100' and 'just_testing=True'. With these settings, it should return in just a few seconds, but without meaningful results. At the very bottom of this notebook, you'll additional tests (that take about 20 minutes each to run)."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>N</th>\n",
                            "      <th>do_shuffle</th>\n",
                            "      <th>alpha</th>\n",
                            "      <th>h2corr</th>\n",
                            "      <th>e2</th>\n",
                            "      <th>h2uncorr</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>seed</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>6</th>\n",
                            "      <td>100</td>\n",
                            "      <td>True</td>\n",
                            "      <td>2500000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "        N  do_shuffle    alpha  h2corr  e2  h2uncorr\n",
                            "seed                                                \n",
                            "0     100        True  2500000       0   0         0\n",
                            "1     100        True  2500000       0   0         0\n",
                            "2     100        True  2500000       0   0         0\n",
                            "3     100        True  2500000       0   0         0\n",
                            "4     100        True  2500000       0   0         0\n",
                            "5     100        True  2500000       0   0         0\n",
                            "6     100        True  2500000       0   0         0"
                        ]
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "logging.getLogger().setLevel(logging.WARN)\n",
                "df = loop_generate_and_analyze(N=100,seed_count=7,do_shuffle=True,just_testing=True,map_function=map)\n",
                "df"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "#### Full Run\n",
                "\n",
                "The full run with 5000 individuals and 7 datasets requires a cluster. Here we use HPC cluster (Azure or private), but any cluster that can mimic Python's 'map' function may be used. Even with a cluster, the run can take a long time.  If you’d like to get a result more quickly, you could (e.g.) set N=500 and generate fewer datasets."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {
                "scrolled": true
            },
            "outputs": [],
            "source": [
                "#Define a version of 'map' in terms of a cluster\n",
                "from fastlmm.association.heritability_spatial_correction import work_item\n",
                "#from pysnptools.util.mapreduce1.runner import HPC\n",
                "from pysnptools.util.mapreduce1.runner import LocalMultiProc,Local\n",
                "\n",
                "#azure_runner_function = lambda taskcount: HPC(min(taskcount,10100), 'GCR',r\"\\\\GCR\\Scratch\\AZ-USCentral\\escience\",\n",
                "#                                        remote_python_parent=r\"\\\\GCR\\Scratch\\AZ-USCentral\\escience\\carlk\\data\\carlk\\pythonpath\",\n",
                "#                                        unit='Core', #Core, Socket, Node\n",
                "#                                        update_remote_python_parent=True,\n",
                "#                                        template=\"Azure IaaS USCentral\",\n",
                "#                                        runtime=\"0:8:0\",\n",
                "#                                        mkl_num_threads=1                                                 \n",
                "#                                        )\n",
                "\n",
                "#msr_core_runner_function = lambda taskcount: HPC(min(taskcount,10100), 'GCR',r\"\\\\GCR\\Scratch\\B99\\escience\",\n",
                "#                                            remote_python_parent=r\"\\\\GCR\\Scratch\\B99\\escience\\carlk\\data\\carlk\\pythonpath\",\n",
                "#                                            unit='node', #core, socket, node\n",
                "#                                            update_remote_python_parent=True,\n",
                "#                                            template=\"ExpressQ\",\n",
                "#                                            priority=\"Normal\",\n",
                "#                                            runtime=\"0:4:0\", # day:hour:min\n",
                "#                                            )\n",
                "runner_function = lambda taskcount: LocalMultiProc(min(taskcount,5))\n",
                "#runner_function = lambda taskcount: Local()\n",
                "\n",
                "\n",
                "from pysnptools.util.mapreduce1 import map_reduce\n",
                "map_function = (lambda ignore, arg_list, runner_function=runner_function, fn_list=[] :\n",
                "                   map_reduce(arg_list,work_item,runner=runner_function(len(arg_list))))\n",
                "\n",
                "#Generate data and analyze it.\n",
                "N=5000\n",
                "seed_count=1\n",
                "do_shuffle=False\n",
                "cache_pattern=r\"D:\\data\\synth\\N{0}\\seed{1}\".format(N,\"{0}\")\n",
                "\n",
                "if False: #set this to True to actually run\n",
                "    df = loop_generate_and_analyze(N=N,seed_count=seed_count,do_shuffle=do_shuffle,just_testing=False,\n",
                "                            map_function=map_function,\n",
                "                            cache_folder=cache_pattern\n",
                "                                  )\n",
                "    df"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Here are the outputs for 50 seeds.\n",
                "\n",
                "<table border=\"1\" cellpadding=\"0\" cellspacing=\"0\" width=\"485\" style=\"border-collapse: collapse; width: 365pt\" bordercolor=\"#000000\">\n",
                "\t<colgroup>\n",
                "\t\t<col width=\"64\" span=\"4\" style=\"width:48pt\">\n",
                "\t\t<col width=\"74\" span=\"2\" style=\"width: 56pt\">\n",
                "\t\t<col width=\"81\" style=\"width: 61pt\">\n",
                "\t</colgroup>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" width=\"64\" style=\"height: 15.0pt; width: 48pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">seed</td>\n",
                "\t\t<td width=\"64\" style=\"width: 48pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">N</td>\n",
                "\t\t<td width=\"64\" style=\"width: 48pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">do_shuffle</td>\n",
                "\t\t<td width=\"64\" style=\"width: 48pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">alpha</td>\n",
                "\t\t<td width=\"74\" style=\"width: 56pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">h2corr</td>\n",
                "\t\t<td width=\"74\" style=\"width: 56pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">e2</td>\n",
                "\t\t<td width=\"81\" style=\"width: 61pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">h2uncorr</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.308</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.399</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.456</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">1</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.201</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.586</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.408</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.399</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.198</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.477</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">3</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">3351602</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.273</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.465</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.465</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">4</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.367</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.242</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.460</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.396</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.237</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.473</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">6</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.332</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.331</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.431</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">7</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">3351602</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.393</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.208</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.482</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">8</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.391</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.211</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.461</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">9</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.380</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.267</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.495</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">10</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.201</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.564</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.431</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">11</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.292</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.439</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.455</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">12</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.303</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.423</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.469</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">13</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.199</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.582</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.386</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">14</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.405</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.177</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.474</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">15</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.377</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.264</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.488</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">16</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.438</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.110</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.469</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">17</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.293</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.433</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.458</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">18</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.337</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.342</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.452</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">19</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">1917910</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.373</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.258</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.450</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">20</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.359</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.272</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.459</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">21</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.380</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.230</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.453</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">22</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.342</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.363</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.482</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">23</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.273</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.442</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.428</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">24</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.326</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.359</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.465</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">25</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.352</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.319</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.484</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">26</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.336</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.303</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.421</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">27</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">4037017</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.364</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.297</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.507</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">28</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.302</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.376</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.407</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">29</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.259</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.503</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.477</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">30</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">1321941</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.470</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.063</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.492</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">31</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.322</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.354</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.451</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">32</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.256</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.481</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.430</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">33</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.289</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.398</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.412</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">34</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.357</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.268</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.476</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">35</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.314</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.398</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.440</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">36</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.371</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.280</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.492</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">37</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.293</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.419</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.405</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">38</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.285</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.435</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.444</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">39</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.344</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.314</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.474</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">40</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.263</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.479</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.452</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">41</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.253</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.492</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.411</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">42</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.235</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.515</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.422</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">43</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.318</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.355</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.431</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">44</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.353</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.327</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.487</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">45</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">3351602</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.247</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.504</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.463</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">46</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.412</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.206</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.501</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">47</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.287</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.404</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.450</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">48</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.396</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.259</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.491</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">49</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">FALSE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.359</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.280</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\" bordercolor=\"#000000\">\n",
                "\t\t<p style=\"white-space: normal\">0.471</td>\n",
                "\t</tr>\n",
                "</table>\n"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "The mean (± SE) of h2corr, e2, and h2uncorr are 0.33±0.01, 0.35±0.02, and 0.46±0.01, respectively."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Here are the outputs for the same 50 seeds with doShuffle=true, which breaks the dependence between SNPs and location.\n",
                "\n",
                "<table border=\"1\" cellpadding=\"0\" cellspacing=\"0\" width=\"430\" style=\"border-collapse: collapse; width: 324pt\" bordercolor=\"#000000\">\n",
                "\t<colgroup>\n",
                "\t\t<col width=\"53\" style=\"width: 40pt\"><col width=\"60\" style=\"width: 45pt\">\n",
                "\t\t<col width=\"85\" style=\"width: 64pt\"><col width=\"70\" style=\"width: 53pt\">\n",
                "\t\t<col width=\"48\" span=\"2\" style=\"width: 36pt\">\n",
                "\t\t<col width=\"66\" style=\"width: 50pt\">\n",
                "\t</colgroup>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" width=\"53\" style=\"height: 15.0pt; width: 40pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tseed</td>\n",
                "\t\t<td width=\"60\" style=\"width: 45pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tN</td>\n",
                "\t\t<td width=\"85\" style=\"width: 64pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tdo_shuffle</td>\n",
                "\t\t<td width=\"70\" style=\"width: 53pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\talpha</td>\n",
                "\t\t<td width=\"48\" style=\"width: 36pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\th2corr</td>\n",
                "\t\t<td width=\"48\" style=\"width: 36pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\te2</td>\n",
                "\t\t<td width=\"66\" style=\"width: 50pt; font-weight: 700; color: black; font-size: 11.0pt; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\th2uncorr</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.275</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.465</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.382</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.282</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.421</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.382</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.396</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.203</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.465</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t3</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.344</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.323</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.353</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t4</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1917910</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.407</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.157</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.450</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.386</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.256</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.463</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t6</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t3351602</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.181</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.634</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.438</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t7</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.438</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.120</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.446</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t8</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1917910</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.444</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.101</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.460</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t9</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.301</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.418</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.411</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t10</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1917910</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.318</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.309</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.414</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t11</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.315</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.395</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.359</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t12</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.314</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.400</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.460</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t13</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.222</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.533</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.393</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t14</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1917910</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.399</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.187</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.476</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t15</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.280</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.453</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.468</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t16</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.433</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.119</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.468</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t17</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.311</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.398</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.390</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t18</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.297</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.421</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.385</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t19</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.312</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.379</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.458</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t20</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.354</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.282</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.447</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t21</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.390</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.209</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.418</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t22</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.277</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.485</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.337</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t23</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.277</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.435</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.425</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t24</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.356</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.299</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.436</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t25</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.402</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.224</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.473</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t26</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1917910</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.352</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.271</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.351</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t27</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t4862601</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.316</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.388</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.491</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t28</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.251</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.479</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.365</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t29</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.299</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.427</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.477</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t30</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t1592282</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.474</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.056</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.491</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t31</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.276</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.447</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.413</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t32</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.266</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.460</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.348</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t33</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.326</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.322</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.426</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t34</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t3351602</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.309</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.368</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.476</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t35</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.246</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.527</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.332</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t36</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.421</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.184</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.482</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t37</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.275</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.454</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.400</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t38</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.269</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.468</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.401</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t39</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.363</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.275</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.448</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t40</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.342</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.324</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.451</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t41</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.273</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.450</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.311</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t42</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.300</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.381</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.301</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t43</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.288</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.417</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.423</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t44</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.377</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.281</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.383</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t45</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.320</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.358</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.461</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t46</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.441</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.150</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.464</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t47</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t3351602</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.258</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.465</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.350</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t48</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2310129</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.394</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.262</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.458</td>\n",
                "\t</tr>\n",
                "\t<tr height=\"20\" style=\"height:15.0pt\">\n",
                "\t\t<td height=\"20\" align=\"right\" style=\"height: 15.0pt; color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t49</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t5000</td>\n",
                "\t\t<td align=\"center\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\tTRUE</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t2782559</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.303</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.395</td>\n",
                "\t\t<td align=\"right\" style=\"color: black; font-size: 11.0pt; font-weight: 400; font-style: normal; text-decoration: none; font-family: Calibri, sans-serif; text-align: general; vertical-align: bottom; white-space: nowrap; border: 1px solid; padding-left: 1px; padding-right: 1px; padding-top: 1px\">\n",
                "\t\t0.421</td>\n",
                "\t</tr>\n",
                "</table>\n",
                "\n",
                "\n"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {
                "collapsed": true
            },
            "source": [
                "The mean (± SE) of h2corr, e2, and h2uncorr are 0.33±0.01, 0.35±0.02, and 0.42±0.01, respectively.\n",
                "\n",
                "Note that the values of h2corr and e2 are consistent with the generating parameters. Also note that h2uncorr is larger than h2corr for 99 of the 100 rows."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "#### Additional Testing"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>N</th>\n",
                            "      <th>do_shuffle</th>\n",
                            "      <th>alpha</th>\n",
                            "      <th>h2corr</th>\n",
                            "      <th>e2</th>\n",
                            "      <th>h2uncorr</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>seed</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>50</td>\n",
                            "      <td>True</td>\n",
                            "      <td>170735</td>\n",
                            "      <td>0.391851</td>\n",
                            "      <td>0.608139</td>\n",
                            "      <td>0.429533</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "       N  do_shuffle   alpha    h2corr        e2  h2uncorr\n",
                            "seed                                                      \n",
                            "0     50        True  170735  0.391851  0.608139  0.429533"
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "#Runs in about 1 minute\n",
                "logging.getLogger().setLevel(logging.WARN)\n",
                "df = loop_generate_and_analyze(N=50,seed_count=1,do_shuffle=True,just_testing=False,map_function=map)\n",
                "df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>N</th>\n",
                            "      <th>do_shuffle</th>\n",
                            "      <th>alpha</th>\n",
                            "      <th>h2corr</th>\n",
                            "      <th>e2</th>\n",
                            "      <th>h2uncorr</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>seed</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>50</td>\n",
                            "      <td>False</td>\n",
                            "      <td>141747</td>\n",
                            "      <td>0.01437</td>\n",
                            "      <td>0.98562</td>\n",
                            "      <td>0.0</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "       N  do_shuffle   alpha   h2corr       e2  h2uncorr\n",
                            "seed                                                    \n",
                            "0     50       False  141747  0.01437  0.98562       0.0"
                        ]
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "#Runs in about 3 minutes\n",
                "logging.getLogger().setLevel(logging.WARN)\n",
                "df = loop_generate_and_analyze(N=50,seed_count=1,do_shuffle=False,just_testing=False,map_function=map)\n",
                "df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>N</th>\n",
                            "      <th>do_shuffle</th>\n",
                            "      <th>alpha</th>\n",
                            "      <th>h2corr</th>\n",
                            "      <th>e2</th>\n",
                            "      <th>h2uncorr</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>seed</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>50</td>\n",
                            "      <td>False</td>\n",
                            "      <td>141747</td>\n",
                            "      <td>0.014370</td>\n",
                            "      <td>0.985620</td>\n",
                            "      <td>0.000000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>50</td>\n",
                            "      <td>False</td>\n",
                            "      <td>100</td>\n",
                            "      <td>0.999990</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.999990</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>50</td>\n",
                            "      <td>False</td>\n",
                            "      <td>97700</td>\n",
                            "      <td>0.626954</td>\n",
                            "      <td>0.373036</td>\n",
                            "      <td>0.747694</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>50</td>\n",
                            "      <td>False</td>\n",
                            "      <td>4862601</td>\n",
                            "      <td>0.213038</td>\n",
                            "      <td>0.786952</td>\n",
                            "      <td>0.999990</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>50</td>\n",
                            "      <td>False</td>\n",
                            "      <td>1917910</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.198753</td>\n",
                            "      <td>0.000000</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "       N  do_shuffle    alpha    h2corr        e2  h2uncorr\n",
                            "seed                                                       \n",
                            "0     50       False   141747  0.014370  0.985620  0.000000\n",
                            "1     50       False      100  0.999990  0.000000  0.999990\n",
                            "2     50       False    97700  0.626954  0.373036  0.747694\n",
                            "3     50       False  4862601  0.213038  0.786952  0.999990\n",
                            "4     50       False  1917910  0.000000  0.198753  0.000000"
                        ]
                    },
                    "execution_count": 10,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "#Runs in about 4 minutes\n",
                "logging.getLogger().setLevel(logging.WARN)\n",
                "\n",
                "from pysnptools.util.mapreduce1.runner import LocalMultiProc,Local\n",
                "from pysnptools.util.mapreduce1 import map_reduce\n",
                "from fastlmm.association.heritability_spatial_correction import work_item\n",
                "\n",
                "runner_function = lambda taskcount: LocalMultiProc(min(taskcount,5))\n",
                "#runner_function = lambda taskcount: Local()\n",
                "\n",
                "map_function = (lambda ignore, arg_list, runner_function=runner_function, fn_list=[] :\n",
                "                   map_reduce(arg_list,work_item,runner=runner_function(len(arg_list))))\n",
                "\n",
                "logging.getLogger().setLevel(logging.WARN)\n",
                "df = loop_generate_and_analyze(N=50,seed_count=5,do_shuffle=False,just_testing=False,map_function=map_function)\n",
                "df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": []
        }
    ],
    "metadata": {
        "anaconda-cloud": {},
        "kernelspec": {
            "display_name": "Python 3",
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            "name": "python3"
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        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
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            "file_extension": ".py",
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            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.5"
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