{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Dg9-8gVqjq2H" }, "source": [ "# Sinkhorn in all flavors" ] }, { "cell_type": "markdown", "metadata": { "id": "zsekRny9wZoI" }, "source": [ "We provide in this example a detailed walk-through some of the functionalities of the {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` algorithm, including the computation of {func}`~ott.tools.sinkhorn_divergence.sinkhorn_divergence`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import sys\n", "\n", "if \"google.colab\" in sys.modules:\n", " !pip install -q git+https://github.com/ott-jax/ott@main" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import functools\n", "\n", "import ott\n", "from ott.geometry import geometry, pointcloud\n", "from ott.solvers.linear import acceleration, sinkhorn\n", "from ott.tools.sinkhorn_divergence import sinkhorn_divergence" ] }, { "cell_type": "markdown", "metadata": { "id": "lMLvxbUbum9I" }, "source": [ "## From Texts to Word Histograms\n", "\n", "We adapt a [keras NLP tutorial](https://keras.io/examples/nlp/pretrained_word_embeddings/) to preprocess raw text (here a subset of texts from the [newsgroup20](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups.html) database) and turn them into word embeddings histograms. See [colab](https://colab.research.google.com/drive/1uCK_qBpOb8yY32ABU_GcykSKE-Q-yjfi) for detailed pre-processing." ] }, { "cell_type": "markdown", "metadata": { "id": "yq6M01GmMnw6" }, "source": [ "This helps us recover $635$ histograms supported on $4000$ words, each represented by a vector in dimension 50." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "aMLXIOV0599V", "outputId": "8acbf8fc-5066-4a8a-9264-b0597312e99a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "653 texts supported on up to 4000 words of dimension 50\n" ] } ], "source": [ "# X contains 4000 word embeddings in dimension 50 , HIST a 653 x 4000 (row-normalized) matrix of histograms.\n", "print(\n", " f\"{HIST.shape[0]} texts supported on up to {HIST.shape[1]} words of dimension {X.shape[1]}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "piPqXHXFN3vy" }, "source": [ "## Pairwise Sinkhorn Divergences\n", "\n", "Before setting a value for `epsilon`, let's get a feel of what the {class}`~ott.geometry.pointcloud.PointCloud` of embeddings looks like in terms of distances." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "uIMzz8id_hmF", "outputId": "c19a3a12-cee2-4e5d-ac17-b90a2001adbe" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "median: 0.40351653 mean: 0.41272432 max: 1.4388262\n" ] } ], "source": [ "geom = pointcloud.PointCloud(X)\n", "print(\n", " \"median:\",\n", " geom.median_cost_matrix,\n", " \" mean:\",\n", " geom.mean_cost_matrix,\n", " \" max:\",\n", " jnp.max(geom.cost_matrix),\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "vWB8DWNM_dCX" }, "source": [ "Store $4000 \\times 4000$ cost matrix once and for all." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "13IgfzdS_b09" }, "outputs": [], "source": [ "cost = geom.cost_matrix" ] }, { "cell_type": "markdown", "metadata": { "id": "rQNgGcRQxdmz" }, "source": [ "We now define a `jitted` version of the {func}`~ott.tools.sinkhorn_divergence.sinkhorn_divergence` using a double {func}`jax.vmap` to compute in one go the pairwise *matrix* of sinkhorn divergence between two sets of histograms. Jitting is super important to achieve efficiency, don't forget to wrap whatever you do with a {func}`jax.jit` if you want to run at scale. Note also how we set a higher convergence `threshold` (default would be `1e-3`) to ensure slightly faster execution. Finally, the triple instantiation of `cost` is not a bug: it just describes that the computation of each {func}`~ott.tools.sinkhorn_divergence.sinkhorn_divergence` will trigger the computation of three regularized OT problems using {class}`~ott.solvers.linear.sinkhorn.Sinkhorn`. In principle, each could have its own cost matrix. In this case they are all shared since the histograms are supported on the same set of words by design. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "JFbwnlGocDPn" }, "outputs": [], "source": [ "sink_div = jax.jit(\n", " jax.vmap(\n", " lambda HIST_1, HIST_2, cost, epsilon: jax.vmap(\n", " lambda hist_1, hist_2, cost, epsilon: sinkhorn_divergence(\n", " geometry.Geometry,\n", " cost,\n", " cost,\n", " cost,\n", " epsilon=epsilon,\n", " a=hist_1,\n", " b=hist_2,\n", " sinkhorn_kwargs={\"threshold\": 1e-2},\n", " ).divergence,\n", " in_axes=[0, None, None, None],\n", " )(HIST_1, HIST_2, cost, epsilon),\n", " in_axes=[None, 0, None, None],\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "Ay4guTHVDxRH" }, "source": [ "When setting `epsilon` to `None`, the algorithms will default to 1/20th of the mean distance described in the geometry. This is no magical number, but rather a simple statistic of the scale of the problem. We recommend that you tune `epsilon` by yourself, but using `None` might avoid common issues (such as running {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` with a very small `epsilon` while the cost matrices are large)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "x6_jbCu9Dwab", "outputId": "9e7a7cc3-475c-4862-ea82-c320dfef6b73" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Default epsilon is: 0.020636216\n" ] } ], "source": [ "print(\"Default epsilon is: \", geom.epsilon)" ] }, { "cell_type": "markdown", "metadata": { "id": "_wFVc5qWEAJc" }, "source": [ "Compute now a pairwise 30 x 30 matrix of sinkhorn divergences (about 1000 divergences in total). We pick 30 different texts twice." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SWAu-WbevvU_", "outputId": "264996eb-a379-4212-acf2-dc50d9107cdd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(30, 4000) (30, 4000) (4000, 4000)\n" ] } ], "source": [ "HIST_a = jnp.array(HIST[0:30])\n", "HIST_b = jnp.array(HIST[-30:])\n", "print(HIST_a.shape, HIST_b.shape, cost.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "G3fKkvyHEuCr" }, "source": [ "Dry run with large epsilon value to force jit compilation before computing timings. This only makes sense within this tutorial." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "cspuuWOuEwnN" }, "outputs": [], "source": [ "DIV = sink_div(HIST_a, HIST_b, cost, 10000)" ] }, { "cell_type": "markdown", "metadata": { "id": "DTwxN8_IExxD" }, "source": [ "We now carry out divergence computations and plot their matrix for various `epsilon`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2QCdDbUVaU0v" }, "outputs": [], "source": [ "DIV, ran_in = [], []\n", "epsilons = [None, 5e-2, 1e-1]\n", "for epsilon in epsilons:\n", " tic = time.perf_counter()\n", " DIV.append(sink_div(HIST_a, HIST_b, cost, epsilon).block_until_ready())\n", " toc = time.perf_counter()\n", " ran_in.append(toc - tic)" ] }, { "cell_type": "markdown", "metadata": { "id": "0BwAo-Ja7KtT" }, "source": [ "Notice how smaller `epsilon` has a huge impact on time (far longer). Larger `epsilon` values result in less spiked values with, however, a similar relative pattern. As `epsilon` grows, the {func}`~ott.tools.sinkhorn_divergence.sinkhorn_divergence` converges to a quantity directly related to the Energy distance / MMD. Times below were obtained with a Tesla T4 card." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 333 }, "id": "3kukAKLNvsC5", "outputId": "59e8adeb-a860-4e0b-88d7-b31c83ab0300" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 6))\n", "fig.tight_layout()\n", "axes = [axes[0], axes[1], axes[2]]\n", "vmin = min([jnp.min(div) for div in DIV])\n", "vmax = max([jnp.max(div) for div in DIV])\n", "\n", "for epsilon, DIV_, ran_in_, ax_ in zip(epsilons, DIV, ran_in, axes):\n", " im = ax_.imshow(DIV_, vmin=vmin, vmax=vmax)\n", " eps = f\" ({geom.epsilon:.4f})\" if epsilon is None else \"\"\n", " ax_.set_title(\n", " r\"$\\varepsilon$ = \" + str(epsilon) + eps + f\"\\n {ran_in_:.2f} s\"\n", " )\n", " ax_.axis(\"off\")\n", "\n", "fig.subplots_adjust(right=0.8)\n", "cbar_ax = fig.add_axes([0.85, 0.15, 0.05, 0.7])\n", "fig.colorbar(im, cax=cbar_ax)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "rfF0BrsyLq9r" }, "source": [ "## The impact of $\\varepsilon$ on convergence\n", "\n", "We study in more detail how `epsilon` impacts the convergence of the algorithm. We now restrict our attention to the {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` algorithm (not the divergence). We define first a `my_sinkhorn` to handle computations of {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` with suitable parameters for this notebook." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "__QbNxRswc0L" }, "outputs": [], "source": [ "def my_sinkhorn(\n", " geom: geometry.Geometry, a: jnp.ndarray, b: jnp.ndarray, **kwargs\n", "):\n", " prob = linear_problem.LinearProblem(geom, a=a, b=b)\n", " # recomputing error every iteration for plots\n", " # more iterations than the default setting to see full curves\n", " solver = sinkhorn.Sinkhorn(\n", " inner_iterations=1, max_iterations=10_000, **kwargs\n", " )\n", " return solver(prob)" ] }, { "cell_type": "markdown", "metadata": { "id": "I5NxWjO8-514" }, "source": [ "We select now two text histograms. We will aim for texts that are supported on more than 1000 words each." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YopJxBGc-4tz", "outputId": "484e24ae-51c8-46d5-a859-8c7e2d4de761" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Histogram a supported on 1121 words, b on 1162 words\n" ] } ], "source": [ "ind = jnp.argsort(jnp.sum(jnp.array(HIST) > 0, axis=1))\n", "a, b = HIST[ind[-2]], HIST[ind[-1]]\n", "print(\n", " f\"Histogram a supported on {jnp.sum(a >0)} words, b on {jnp.sum(b >0)} words\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "o1ECLGQ2Ff3S" }, "source": [ "We start by looking more closely into the time needed for {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` to converge for various `epsilon` values." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "btLCYLMiM6HO" }, "outputs": [], "source": [ "out_eps, leg_eps = [], []\n", "epsilons = [1e-3, 0.3 * 1e-2, 1e-2, 0.3 * 1e-1, 1e-1]\n", "ran_in = np.zeros((len(epsilons),))\n", "for i, epsilon in enumerate(epsilons):\n", " tic = time.perf_counter()\n", " out_eps.append(my_sinkorn(geometry.Geometry(cost, epsilon=epsilon), a, b))\n", " toc = time.perf_counter()\n", " ran_in[i] = toc - tic\n", " leg_eps.append(\n", " r\"$\\varepsilon$\" + f\"= {epsilon}, cost = {out_eps[-1].reg_ot_cost:.2f}\"\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "TVeREs6tX1Ja" }, "source": [ "These execution times can then be plotted, to result in the following graph:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 325 }, "id": "i-TVyRdzx3hd", "outputId": "6ff1ca06-ada4-4089-f3f4-582f928e9f44" }, "outputs": [ { "data": { "image/png": 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3nXYg9fJzS8vHTF/O8SMmaZJGEck4SlQ1UG6OcdER7Zh4cz9OOGCf0vK1m3dw/cszuejpaSxftzWNEYqIlFGiqsH2bVSHURf24onBh9K8YUFp+Ufz1zDgwUk8MWkRO3cXpzFCERElKqFsksaLftFWkzSKSMZRohLAm6TxrtO7xZykcVPRzjRGKCI1lRKVlBNrksYBIz7SJI0iknJKVJWQaYPSJpomaRSRTKJBaasgEwelTTTnHG9+tZI/jvuGn7aUPWdVv3Ye/3viflzQp23pQ8QiIvHQoLSSUCWTNL53syZpFJH0UKKSuFQ0SeM9b8/VJI0ikhRKVBJIySSN1/cvP0njE5MWc8LISUzSJI0ikmBKVBJY7bxcbhzQhfHXH0Xv9k1Ky5ev28ZF/5zK9S9/ydrN29MYoYhUJ4ESlZnlmtmFZva8mb1rZj398r388pbJCVMykSZpFJFUiDtRmVldYBLwDHA6cBywl796I3AvcHWC45MMp0kaRSTZglxRDQN6AWcCHYDSPsnOud3AWODERAYn2UOTNIpIsgRJVOcAo5xzbwCRRipdCLRLRFCSvTRJo4gkWpBE1QL4Ksb6rUCDGOulhtAkjSKSSEES1U9ArM4SBwIrqxaOVCeapFFEEiFIonoPuNjvVFGOmbUHLgH+m6jApHrQJI0iUlVxj/VnZp2A6cAK4CXgLuABYDdwlf/a0zm3PDmhZp6aMNZfor0zZxV3vjGHVRuLSssKauWQa8aWOEa2KKyfz/TbByQzRBFJsqSN9eecWwj0B3YBf8Tr9fdb4BZgOdC/JiUpqZxokzTGk6TAuxITkZol0AO/zrkZzrmDgYOAXwHnAYc65w5yzsXqaJGxzCzPzB4ys3Vmtt7M/mFmBRVvKZUVbZJGEZFIKjWEknNutnPuVefcK865LxMdVIrdBhwLdAc6AwcA96U1ohoidJJGEZFoKpWozKyumbU2szbhS6IDTIHLgOHOuRXOuTV4DzYPMbPc2JtJIpRM0igiEk2QIZRyzew2M1sBbAKWAksiLElhZrea2atmttjMnJktjVE3x8xuNLN5ZlZkZsvN7AEzqxdWrzHQGpgZUvwF3vNg7ZLwNkREJKC8AHVHAEPxvshfBX5OSkTRDQfW+cdvXEHdB4HrgNfxeiZ29X/uaWbHO+dKRtYoaSBZH7Lt+rB1IiKSRkES1W+Asc65s5MVTAU6OucWA5jZbKB+pEpmdiBeQh3rnDsrpHwJ8DBeB5AX/eJN/msjYJX/78Zh6yTD3PP2XG7o34U6+bo7K1ITBGmjqgVMSFYgFSlJUnE4H6/r/Miw8ifxhnm6IGSf6/G61vcIqdeTslubkoE0SaNIzRIkUU3B6xGX6Q7DGzR3amihc64Iry3qsLD6TwG3mlkLM2uG15niGX9EeMlQJZM0XvfSl6zZpEkaRaqzIInqd8Cvzez0ZAWTIC2Atc65SN9eK4BCM8sPKRsOfATMwRsBfi7eQ8wRmdkVZjbdzKavWaO/6BOlsH5+xZWA+rXzyk3S+OZXK+n/wIe8PPU7ios1bqBIdRT3EEoAfpJ6DW/w2SV4wyaFcs65/okLL2ocs4H6zrl2EdYtAmo55/boKm9mzwGDgb38235VoiGU0mPt5u3c/dY3/Htm+TGQe7drwvBB3ei0t/rBiGSypA2hZGanAq/42zQE2gDtw5YOgaJNjq1A7SjrCkLqSJYqrF+bkef15LlLetOmSdkYyVOXruPkhz5mxLvzKdqpO7ci1UWQW3/34HU8ONg519g51z7SkqQ4g1iJd3svUrJqiXdbsEoDxpnZQDMbtWHDhqrsRqro6C7NeOeGo7n6mI7k+ZM07tztePg9b5LGTxdpkkaR6iBIouoMPOycm5WsYBJkGt776h1a6I/f1wNvBPgqcc6Nc85d0ahRo6ruSqqoTn4ut5y0P29d15eebcoer1u8dgvnP/kZ//vqV/y8RQPZimSzIIlqGWW3zjLZGMABN4SVXw7UBV5IeUSSdPs3b8i/rjqCP51+IA1qlz0e+OqM7+k/YhKvf/m9JmkUyVJB5qO6Bu/L/xDn3OakRhX5+IOBtv6PQ4F8vFEnAJY550aH1H0EuBZvZIrxlI1MMRk4LmRkiipRZ4rM9OPGIoa9OYe3Z68qV35U50LuPqMbbZvWi7KliKRC0M4UQRLVhXhf/vsCTxO51x/OuefiPXgQZvYh0C/K6knOuWNC6ubiJdUr8MbsW4t3pXVHIpKsmQ0EBnbq1OnyBQsWVHV3kiQTv/mRO96YzcoNZZM01s7L4br+nbni6A7Uyq3UmMwiUkXJTFTxXIU451yNGddGV1SZb/P2XYyYMJ9npiwh9DGr/fZpwPBB3Tm07V7pC06khkpmoop2NVOOc25SvAfPdkpU2ePr79dz69hZzFm5sbTMDH5zeBt+d9L+NCyoFWNrEUmkpCUq2ZMSVXbZtbuYZ6Ys5YEJ89kW8pzV3g1qM+y0Azm5W3PMLI0RitQMSXvgV8roOarslJebw2VHdWDCjUdz7H7NSstXb9rONS98wWXPTmfF+m1pjFBEIol6ReV3ngAY7ZxzIT/HlKzOFJlIV1TZyznH+FmrGDZuTrlBbevm53LTgC4MOaIdeepsIZIUCbv153eecEAd59yOkJ9j3RtRZwrJKhu27eS+/87jhc+/K1ferWVD7h10EN1a6qFukURLZKLqB2WdI9SZYk9KVNXHjGXruHXsLOb/WPb0Qo7BxUe256YBXahXO8gcoyISizpTpJASVfWyY1cxT368mIfeW8COXWVPY7RsXIc/nn4g/bvuk8boRKqPZI6e/k8zOzzG+t5m9s9495fN1JmiesrPy+F/ju3EhBuO5shOTUvLV6zfxqXPTueaF2awemNRjD2ISDIEaS0eAnSMsb49cFGVoskSGpS2emtXWI/nLz2cEeceTJN6ZRM6jp+1iv4PTGL0Z8s0SaNICiWyW1M9YGcC9yeSNmbGoENaMfGmfpx9aKvS8k3bd/GHf8/m7Men8O2qTWmMUKTmiNlGZWZt8MbKA/gQuBuYGKFqE+D3eD0EuyU2xMylNqqaY8qitfz+9dksWbultCwvx7ji6A5c178zBbVqTGdXkSpLaGcKM7sTuBOvW3rM/QDFwMWho5hXd0pUNUvRzt387YOF/H3SInbuLvuVaNu0Ln8+ozt9OxemMTqR7JHoRHUw3mSDBvwTGAV8GlbNAZuBac655YEjzmJKVDXTgh83cdvrs5i29Ody5Wf2bMntp3alaf1Ik0uLSIlkDkp7J/Cac252ZYOrLjTNhxQXO8ZMX8494+eysWhXaXnjurW47ZSunHNoK40bKBKFnqNKIV1RyepNRfzprbmM+2plufI+HZow/MzudGhWP02RiWQuDUorkkJ7NyjgkfN78vTFh9Fqrzql5Z8tXsdJIz/moYkL2L5rj/lFRSQAJSqRBDh2v72ZcOPRXHl0B3JzvFt+O3YX8+DE+Zz68CdMXbIuzRGKZC8lKpEEqZufx62ndOXNa4/k4FZlD4MvXL2Zc5/4lFvHfs2GrXrUUCQoJSqRBDuwRSPGXnMkwwYeQL38suerXpq6nP4jJvHmVytR27BI/JSoRJIgN8cYcmR7Jt7cjxMOKBvMdu3m7Vz30pcMeXoay9dtTWOEItlDiaoSNCitxGvfRnUYdWEvHr/gUJo3LCgtnzR/DQMenMQTkxaxc3dxjD2ISKDu6f6QSlcCnYGm7DmJonPO9U9ceJlN3dMliE1FO/nrO9/y3GfLCP2167pvQ+4Z1J0erRunLziRFErmA78nA68D+XgjUfwUqZ5zrn28B892SlRSGV9+9zO3jp3FvJBBbc3gol+04+YTutCgoFYaoxNJvmQmqplAIXCGc07fzihRSeXt3F3MPz5ZwsiJ8ynaWXbrr3nDAu46/UBOPLB5GqMTSa5kPvC7PzBSSUqk6mrl5nBVv468e2M/ju7SrLR81cYirhw9gyuem84PG7alMUKRzBEkUa0BdiQrEJGaqHWTujx78WE8dF4PCuuXTdI44ZsfGTDiI56ZvITdmqRRarggiWo0cFayAhGpqcyM03u0ZOJN/TjvsNal5Zu372LYuG8Y9PcpfLNyYxojFEmvIG1UXYBngdXAQ8ASYI9BzJxz3yUywEymNipJhqlL1nHr2K9ZtKZsksbcHOOyvu25/vjO1M3PS2N0IlWXzM4UxXhzTxkxJlJ0ztWYqU6VqCRZtu/azeMfLuaxDxayI+Q5q1Z71eHuM7pxzH57pzE6kapJZqIaRsUz/eKcuyveg2crzUclqbJozWZ+//osPltcflDbgQe34I5fHkCzBpqkUbKP5qNKIV1RSSo453h1xvcMHz+X9SGD2jYs8AbB/VWv1uTkaJJGyR5KVCmkRCWp9NPm7dz9n7m8/uWKcuV5OcauOHoGFtbPZ/rtA5IVnkjckjpxopnlmNnFZvammc32lzfNbIiZadxAkSRqWr82D/6qB6Mv7U3bpnVLy+NJUgBrN+vpEslOcScXM6sDvAc8BZwCNPKXU4B/ABPNrCD6HkQkEY7q3Ix3bjiaa47pSJ5u+UkNEOQq6HagH/AA0Mw519o51xpvWKW/AscAv094hCKyh4JaufzupP1567q+6Q5FJOmCJKpfAa84537nnPu5pNA5t945dwvwCnB+ogMUkej2b94w3SGIJF2QRNUK+DDG+kl+HRERkYQJkqjWA51irO/k1xEREUmYIInqXeB/zOzE8BVmdgJwNfBOogITkcTbVLSz4koiGSZoZ4pNwHgzm25mz/rLdOBtf90dyQhSRBLj9Mcms3D15nSHIRJI3InKObcM6AW8DHQBBvtLZ+Al4DC/johkqMVrtnDGY5OZ+M2P6Q5FJG6BHtJ1zn3nnPsN3vNTzf2lsXPugpo0arpIJgmdxyoem7fv4rLnpvPQxAUUa64ryQIaQqkSNCitZKM5KzdwxXMzWLG+bObgAQfsw4hzD6ZBQa00RiY1TcLG+jOzNlA2v1TJzxWpSVdWGutPss26LTu49sUvmLLop9Kyjs3qMerCXnRsVj+NkUlNkshEVQwUA3WdcztC5qOKSfNRiWS2XbuLuffteTz1yZLSsga18xh5Xg/6d90njZFJTRE0UcWaKvSPeIlpV9jPIpLF8nJzuP2XB9CtZSNuee1rtu8qZtP2XVz67HRuGtCFa4/tpGlDJKOojaoKdEUl2W72ig1cObp8u9UJB+zDiF/1oH5tTXkvyZG0aT7M7EIzaxdjfTszuzDe/YlI+nVr2Yg3rz2SX3RoWlo24ZsfOeOxySxeo+etJDME6Z7+NHBEjPWH+3VEJIs0rV+b0Zf25pIj25eWLVy9mdMfm8z78/S8laRfkERV0U3rWnidL0Qky+Tl5nDHwAMYce7B1M7zvhY2FXntVo+8p+etJL2Czsob8Ww1s8bAqcAPVY5IRNJm0CGteO3qI2jRyJsD1Tl44N35XPPCF2zevquCrUWSI2aiMrM7zWy3me3GS1LPl/wcugA/AefiDa8kIlmsW8tGjBvalz4dmpSW/XfOKs58bDJL1m5JY2RSU8Xs9WdmpwNn4N32uxD4GFgcVs0Bm4HPgJdcDepGqF5/Up3t3F3M8PFzeXry0tKyBgV5PHx+T47db+/0BSZZL2EP/EbY8QfA3c659yobXHWjRCU1wWszvufW12exY5fXBG0Gvz1hP645piNmet5Kgkta93Tn3LFKUiI1z1mHtuK1q8q3W93/zrdc88IXbFG7laRAkOeo2sSzJDNYEUmP7q0a8ebQvhzevqzd6u3Zqzjzb5NZqnYrSbIgvf6WAkviWLKKmZ1rZp+Y2WYzW5rueEQyVWH92jx/2eEMOaJdadn8Hzdz2qOf8OG3q9MXmFR7QcZIiTTWXx7QETgdmIU302+2+Rl4FNgHuDHNsYhktFq5OQw77UC6tWzEbX671caiXVz8zDS1W0nSxJ2onHPDoq0zsw7Ap0DW9Sxwzr0LYGZnpDsWkWxx9qGt6Lx3fa56fgY/bCgqbbeas3ID9599MPU0TqAkUNAHfiNyzi0GngDuCrqtmd1qZq+a2WIzc7Fuv5lZjpndaGbzzKzIzJab2QNmVq8K4YtIJRzcujFvXtuX3u3K2q3Gz1rFoL9NYdlPareSxPyHnfQAABuPSURBVElIovKtAA6oxHbDgeOARXi34WJ5EBgBfAMMBV4FrgPGmVm592JmL/uJL9pyTCViFZEQzRrU5oXLD+eiX7QtLfv2x00MfOQTJs1fk8bIpDpJZKI6g4oTTSQdnXNNnXMDgJXRKpnZgXjJaaxzbpBz7knn3E3ATcCxwHlhm1wONIuxTK5ErCISplZuDned3o37zj6I/FzvK2Vj0S4ufnoqf/9wETVoDABJkrhvJJvZHVFWNcG7IuoG3Bc0AP+2YTzOxxshY2RY+ZPAvcAFwIsh+90EbAoaj4hUzrm9WtNlnwZcNXoGqzYWUezgL/+dx+yVG7j/7IOom692K6mcIGfOsBjrVgG3A3+pUjSxHYY3OvvU0ELnXJGZzfTXB2ZmuXgjv9fyfrQCb7duexXjFalxerRuzLihfbnmhRlMW+rdYPnP1z+waPVmRg3uRZumddMcoWSjILf+2kdY2gENnXMtnHPDnXO7Ex9iqRbA2igJZAVQaGb5ldjvYGAb8ArQxv/3t9Eqm9kVZjbdzKavWaN78CLhmjWozQuX9WFwn7J2q3mrNjHw0U/4SO1WUglBhlBaFmH5zjmXqmlA6wLRrnKKQuoE4px7xjlnYUu7GPVHOed6Oed6NWvWLOjhRGqE/Lwc/nRGN+47q6zdasO2nQx5eiqPT1K7lQQTZAil9mY2MMb6gbGmqk+ArUDtKOsKQuqISIY497DWjLmyD/s09H51ix3c+/Y8hr70JVt3aJxAiU+QW39/Bn4XY/3NeKNXJMtKvNt7kZJVS7zbgjuSeHwRqYSebfZi3NC+9Gq7V2nZW1//wKC/TWH5Ov1tKRULkqj6Au/EWD8BOLpq4cQ0DS/e3qGFfueHHqRwVAz/6nHUhg0bUnVIkay2d4MCXry8Dxf0KRu3uqTd6pMFa9MYmWSDIIlqb7zefdGsxhsvL1nG4I01eENY+eV4bVMvJPHY5TjnxjnnrmjUqFGqDimS9fLzcrj7jO7cO6h7abvV+q07ufCfnzPqI7VbSXRBuqevxxuANppOVOK5JTMbDJR0D2oG5JvZ7f7Py5xzowGcc7PM7DHgWjMbC4wHuuKNTDGJkGeoRCRznde7DV2ae89brd60nWIHw8fPY/aKjfzlrIOok5+b7hAlwwSZ4fdVvBEgujnnVoWtaw7MBj5yzg0KFIDZh0C/KKsnOeeOCambi3dFdQVe1/i1eFdad6Sw9yF+p5KBnTp1unzBggWpOqxItbJ6YxFXv/AFM5aVDWjTdd+GjBp8KK2b6Hmr6iyZU9H3AD7DGybpAWCmv6oHXkeKvYC+zrmsG0G9sjQVvUjV7NhVzF3j5vDC59+VljWuW4tHzz+Evp0L0xiZJFMyp6KfCZyNd7vwPryOFe/4/84FzqlJSUpEqi4/L4c/n9mdewZ1p1auN49VSbvVkx8tVruVAMHaqHDOveVPN38SXpsUwHxggnNuW6KDE5Ga4fzebeiyTwOufr6s3erP4+cye+UG7h2kdquaLu5bf7In3foTSawfNxZx9fMz+OK79aVlB+zbkCfUblWtJO3WX8gB2pnZZWb2+5KRKMws38zaVHKsvayj56hEkmOfhgW8dEUfzu9d9rzVNz9s5LRHP2HKQj1vVVMFSlRm9hdgATAKbxSKDv6qArzJDK9JaHQZSs9RiSRP7bxc7hnUneFnlrVb/bx1Jxf843Oe+ljtVjVRkLH+rgT+F3gMOAFvbigAnHMbgTeBqGMBiogE8evD2/DyFX1o1qBsnMC7/zOXG8fMZNuOZE7UIJkmyBXVNcDrzrkbgC8jrP8a2C8hUYmIAIe2bcJbQ/vSs03j0rJ/z1zJ2Y9P4fufNU5gTREkUXUB3o2xfg2gBx9EJKH2aVjAy1f04bzDWpeWzVm5kdMencyURWq3qgmCJKoioF6M9W3xhlmq9tSZQiS1Stqt7j6jW2m71botOxj8j6n845Mlareq5oIkqqnAmZFW+COYDwYmJyKoTKfOFCKpZ2Zc0KctL13eh8L6XrvV7mLHn976hptf+YqinWq3qq6CJKr7gV+Y2WjgIL+suZmdCHwItAL+mtjwRETK69XOa7fq0bqs3Wrslys4+/EprFivcQeqoyBDKE0ErsYbRmmiXzwabxTzg4HLnXOfJjxCEZEwzRsVMObKPpzbq1Vp2ewVGxn4yCd8uuinNEYmyRB4ZAp/pPRzgP3xuqgvAF5xzq1IfHiZTSNTiKSXc47nP1vGXeO+YVex912Wm2PcfmpXhhzRDjOrYA+SDkkbPT3OgzdyzlX7Hgaa5kMks0xdso5rXpjB2s07SssGHdKS4Wd2p6CWxgnMNEkbQsnM3vOvpqKtP5KyqT+qNXWmEMksvds3YdzQvhzcqux3cuwXKzjn8U9ZqXarrBekM8URwFdmdkpooXn+AHwQcH8iIgmzb6M6jLnyF5xzaFm71awVGxj4yCd8tljtVtksyMSJB+HNptsFeAi4BdgbeB5vht43gEuccz9H3Uk1ozYqkczjnGP0Z8v4Y0i7VbwK6+cz/fYBSYpMSiRz4sSvgUOAZ/Cmg5+Od6vvcOBa59yZNSlJiUhmMjMu/EU7XrjscArrB5vQIbSNSzJHoFt1/uSIV+E92NsdaAL81jn3tyTEJiJSaYd3aMqb1/bloFZqS852Qaf56AhMwWuvegH4DhhpZn8w9QMVkQzTonEdXrnyF+kOQ6ooSK+/3wBf4E1Bf55zbjDQAxgH3AW8Z2b7JiVKEZFKUvf07Bfkimo03uSIPZ1zrwI45zY4587CmwLkcOCrxIeYeTQorYhI6gQd6+8o59zS8BXOucfxEtWPCYoro+k5KpHqS4PbZp4gvf5ucc7tirF+NnBYQqISEUmT/g9M4vUvv6c4YNd2SZ6EPaBrZnWBFonan4hIOqxYv40bx3zFaY99wpSFmpgxE8RMVGa2w8zOC/m5gZm9aWbdI1Q/E2+AWhGRrDd7xUZ+/dTnDHl6Kt+u2pTucGq0iq6o8sLq5AO/BJolLSIRkQSL98HfpvXyufbYThTUKvva+/DbNZz80Efc8q+vWbWhKFkhSgx56Q5ARCTZgg6L9Js+bRgxYT7/+uJ7nINiB2OmL+eNr1Zw+VEduLJfR+rX1tdnqmgQWRGRMPs2qsP95xzM+OuOol+XshtIRTuLeeT9hfS77wNGf7qUnbuL0xdkDaJEJSISRdd9G/LsJb15/tLDOWDfhqXlP23ZwR/emMOJD37EO3NWkch5/WRPSlSVoAd+RWqWvp0LeWtoX0acezAtGhWUli9eu4UrR8/g3Cc+5YvvNCZ3ssSc5sPMioEX8YZOAqiLN1zSKPbs4Xco3tBKNWa8Ek3zIVLzFO3czdOTl/K3DxayaXv5R0tP7b4vvztpP9o2rZem6LJDQqei9xNVEE6JSkRqgnVbdvDI+wt4/rNl7Nxd9j1aK9f4zeFtua5/Z5rUCzbNSE2R6ETVL2gAzrlJQbfJVkpUIrLspy3c999v+c+sH8qVN6idxzXHduLiI9tpYNwwCU1UEpsSlYiU+PK7nxk+fi7TlpZvq2rRqICbT9iPM3u2JCdHsyGBElVKKVGJSCjnHO9+8yP3/ncei9dsKbfugH0bctspXenbuTBN0WUOJaoUUqISkUh27i7m5WnLeWji/D2mtz+6SzNuPXl/uoZ0d69plKhSSIlKRGLZvH0XT0xaxJMfL6ZoZ1nfNDM4+5BW3HRCF/ZtVCeNEaaHElUKKVGJSDx+3FjEiAnzeXXGckJnDymolcOlfdtzVb+ONCiolb4AU0yJKoWUqEQkiG9XbeLet+fywbdrypU3rZfP9cd35vzebaiVW/3HYVCiSiElKhGpjCkL1/Ln8XOZs3JjufL2hfW45aT9OPHA5phV3x6CSlQppEQlIpVVXOx446sV/PWd+axYv63cukPb7sVtp+zPoW2bpCm65FKiSiElKhGpqqKdu3l2ylIe/WAhm4rKD8l0crfm/O6k/WlfWL2GZFKiSgEzGwgM7NSp0+ULFmhSYxGpup+37ODRDxby3KdLyw3JlJdjXNCnLUOP60TT+rXTF2ACKVGlkK6oRCTRvvtpK/dP+JZxX60sV96gdh5XHdORS/u2z/ohmZSoUkiJSkSSZeby9QwfP5epS9aVK9+3UQE3DejCoENakZulQzIpUaWQEpWIJJNzjolzV3Pv23NZFDYk0/7NG3DrKV3LzUCcLZSoUkiJSkRSYdfuYsZMX86D7y5g7ebt5dYd1bmQW0/uygEtsmdIJiWqFFKiEpFU2rx9F09+tJhRHy1m287dpeVmMKhnK24+oQstGmf+kExKVCmkRCUi6bB6YxEPTpzPmGnlh2SqnZfDJX3bc/UxHWmYwUMyKVGlkBKViKTT/B838Ze35/HevNXlyveqW4vr+nfmN4e3JT8v84ZkUqJKISUqEckEUxat5Z7x85i1YkO58nZN6/K7k/bn5G6ZNSSTElUKKVGJSKYoLnaM+3ol97/zLd//XH5IpkPaNOa2U7rSq11mDMmkRJVCSlQikmm279rNc1OW8cj7C9gYNiTTiQfuwy0n7U+HZvXTFJ1HiSqFlKhEJFOt37qDxz5YyLNTlrFjd9mkjbk5xq97t+H64ztTmKYhmZSoUkiJSkQy3fJ1W7n/nW95M2xIpvq187iqXwcu7duBOvmpHZJJiSqFlKhEJFt8/b03JNNni8sPybRPw9rcPGA/zjo0dUMyBU1UmddvMYXMrLaZPWlmi81sk5nNN7Oh6Y5LRCTRDmrVmJcu78M/LupFp73L2qh+3Lid3732Nac+/DEffruaTLx4qdGJCsgDVgEnAI2Ac4HbzezctEYlIpIEZkb/rvvw3+uP4p5B3WnWoKyNat6qTQx5ehoX/ONzZod1c0833foLY2ZPAtucc9dVVFe3/kQkm23ZvosnP/aGZNq6o/yQTGf2aMnNJ+5HyyQMyZR1bVRmditwCHAo0B5Y5pxrF6VuDnA9cCXQDlgDvALc4ZzbEmmbgLHUAmYBf3XOPVVRfSUqEakOVm8qYuTEBYyZtpzdIWMy5eflkGtWblzBaArr5zP99gFxHS8b26iGA8cBi4CfK6j7IDAC+AYYCrwKXAeM85NYKTN72cxcjOWYCPt/FNgEPFe1tyQikj32blDA8DO7884NR3F8131Ky3fsKo4rSQGs3bwjWeGRl7Q9x6+jc24xgJnNBiI+iWZmB+Ilp7HOubNCypcADwPnAS+GbHI5cG2M45a7CWtmI4BfAMc555L3iYuIZKhOezfgqYt68dnin7hn/Fy++j4z2qrSfkVVkqTicD5gwMiw8ieBrcAFYfvd5JxbG2PZWVLXzEYCA4D+zrm1lX83IiLZr0+Hprx+zZE8fH7PdIcCZECiCuAwoBiYGlronCsCZvrrAzOzh4Hj8a6k1lQ1SBGR6iAnxzjt4BbpDgPIrkTVAljrnNseYd0KoNDM8oPs0Mza4t1O7AQsMbPN/vJ2jG2uMLPpZjZ9zRrlNRGRZMuENqp41QUiJSmAopA6cbcvOeeW4d1OjJtzbhQwCrxef0G2FRGR4LLpimorEG0ExYKQOiIiUo1kU6JaiXd7L1Kyaol3WzAlvfXMbKCZjdqwITN6xIiIVGfZlKim4cXbO7TQzAqAHkDKnrx1zo1zzl3RqFGjVB1SRKTGyqZENQZwwA1h5ZfjtU29kPKIRESqucL68fVRi7deZaS9M4WZDQba+j82A/LN7Hb/52XOudEAzrlZZvYYcK2ZjQXGA13xRqaYRPmHfUVEJAHiHRYpmdKeqIBLgX5hZX/yXycBo0PKbwCWAlcApwJrgUfwxvorJkXMbCAwsFOnTqk6pIhIjZX2QWmzmQalFREJLhsHpRUREYlKV1RVYGYbgAUxqjQibPDbEIV4ty6zTaz3lMnHquy+gm4XpH5FdauyXudXao+VqvMryDbx1ItVJ5nnV1vnXLO4azvntFRyAUZVdj0wPd3xJ+M9Z+qxKruvoNsFqV+V86ei9Tq/UnusVJ1fQbaJp14F51DGnF+69Vc146q4Phul8j0l8liV3VfQ7YLUr+r5o/Mrc46VqvMryDbx1ItVJ2POL936SxMzm+4CNCaKBKHzS5Ip1eeXrqjSZ1S6A5BqTeeXJFNKzy9dUYmISEbTFZWIiGQ0JaosY2Z/M7PlZrbRzFaY2cigE0aKRGJmtc3sSTNbbGabzGy+mQ1Nd1xSfZjZuWb2iT9B7dJ4t1Oiyj6PAvs75xoCB/vLbekNSaqJPGAVcALeMzTnAreb2blpjUqqk5/xvsN+H2SjTBjrTwJwzn0T8qMBxUDnNIUj1Yhzbgvwh5CimWb2JtAXeCU9UUl14px7F8DMzgiyna6oAjKzW83sVf/2iIt1+WpmOWZ2o5nNM7Mi/5bdA2ZWr4ox/J+ZbQZW411RjazK/iRzZML5FbL/WsBRwNeJ2J+kXyadX0EoUQU3HDgOWIR3GRvLg8AI4BtgKPAq3rQk48ys3GdvZi/7J0605ZiSus65e51z9YEDgMeBHxL15iTt0n5+hXgU2AQ8V7W3JBkkk86v+KVyGIzqsAAdQv49G1gapd6BeLflXgsrH4o3AeSvw8ob4I2fFW2pFeU45wAfpPtz0VK9zi//C+proDDdn4mWanl+nRHt2JEWXVEF5JxbHGfV8/HakMJvyz0JbAUuCNvvJufc2hjLzijHqQV0CfIeJHNlwvllZiOBAUB/51w2DmwrUWTC+VUZSlTJcxjeXyRTQwudc0XATH99IGbWyMyGmFlj8xwE3A68k4iAJask/PwCMLOHgeOB45xza6oapGStZJ1fuWZWgPcHtplZgZnVrmg7JarkaQGsdc5tj7BuBVBYieefHN5fMovx2g7+DYzHuxyXmiXh55eZtcU7lzoBS/xnXTab2dtVD1eyTDK+vwAGA9vwepG28f/9bUUbqXt68tQFIv0nAxSF1NkR7w6dcxvx/toVScb5tQzvdo9Iws8vAOfcM8AzQYPRFVXybAWiXdIWhNQRqQydX5JMGXV+KVElz0q8y+NI/9kt8S6rA/01IhJC55ckU0adX0pUyTMN7/PtHVroNyT2AKanIyipNnR+STJl1PmlRJU8Y/A6P9wQVn453r3dF1IekVQnOr8kmTLq/FJnioDMbDDQ1v+xGZBvZrf7Py9zzo0GcM7NMrPHgGvNbCxe77yueE92TwJeTG3kkg10fkkyZev5pYkTAzKzD4F+UVZPcs4dE1I3F+8vkiuAdsBavL9U7nDObU5qoJKVdH5JMmXr+aVEJSIiGU1tVCIiktGUqEREJKMpUYmISEZTohIRkYymRCUiIhlNiUpERDKaEpWIiGQ0JSoREcloSlQiIpLRlKhERCSjKVGJZAEzO8bMnJkNycb9Z/rxJbMpUYlISphZDzMbZmbt0h2LZBdN8yEiAB8BdYCdSTxGD+BO4ENgaRqOL1lKiUokAn+Kg9rOua3pjiVZQt+jc64YKEpXLOk+vmQ23fqTasM8l5jZZDP7ycyKzGyZmb1lZrVibDfEbx853sz+YGaL8L40z/XX1zaz28xsjr/P9WY2zsx6RthXOzN7zcw2+ssbZtbezJb6cwGF1h3mH7ddhP3sUT9CnQZmdreZfW5ma81su5ktNLN7zaxuwPe4RxuR/3O05ZkgMZjZMOBp/8cPIuwnYhuVmRWa2WNmttzMdvivj5lZ0yjv7zgz+62ZLfJjmW9mF8X6HCXz6YpKqpPH8SZ5ew14HtgNtAE6OOfiuaX0V6AW8CSwEfjWT3D/BY4ARgOPAo3wpuSebGZHO+emA/hfnh8D+/ixzAWOAj4A6iXoPYZqCVyG935fBHbhTYr3O6AncGI87zHG/gdHKDsVOA/4MWAMY4F98f5/huN9NgCLoh3czBoBU4BOwD+BL/x9Xg0cZ2a9nXObwjYbjncL8Qlgu1/3GTNb6JybHOO9SiZzzmnRkvULXvLYDTxRiW2HAA7vS7tu2Lob/XUnhpU3BL4DPgwpu8+v+5uwuiXlH4aVD/PL20WIaWnYvo/x6w4JKcsHakXY9k9+3d7xvMdo+49QpxewBfgUKKhCDMfEc3zgz37ZNWF1/8cv/1OEfX8J5IeUt8RLWC+l+xzVUvlFt/6kutiJd4VwqJn1NrO9/b/Ig/i727NN6gJgHjDDvw1VaGaFeF/Q7wJ9zayOX3cg8APwUtg+/howjrg453Y4/0rRzPLMbC8/tol+lcMjbBbpPVbIzFoDbwKrgdOdc0VViCFeZwJrgFFh5U/45WdG2OZvzrkdJT8451YA84HOVYhD0ky3/qRacM5tNbPTgDHA537xq/htMHGaH6GsK96tpDUxtisElgPtganO6xgQGttqM1sfII64mdk1wFXAgezZ5rxXhE0ivceKjtEAeAvv9uUA59zqKsYQr/bAdOfcrtBC59wuM5sPHBJhm8URyn4C2lYhDkkzJSqpFszsLLzG+n/jfamuY88u0BWJdKVhwCzgphjbxUpisbgY6yr83TSzm4AHgAnAw8BKYAfe7a5niNxZKtDVlN8zcAxwAPBL59ycBMSQTLujlFtKo5CEUqKSrGdmewHPAs84565N8O4XAM2A98OvlCJYCnQys5zQuma2N9A4Qv11/msTQpKqmRXgdTxYWMHxBvvbnRx2vJMq2C6Ih4GT8dqJ3qliDLEScySLgf3MLC/0qsrM8oAuRL56kmpIbVRSHXTHuy0V+LZWHJ4DmhPlisrM9gn5cRxegjk/rNpvo+y7JN7jw8pvJL7fzd14X/6lVwv+l/j/xbFthczsBuAa4CHn3N8TEMNm/7VJnCH8G++PhMvCyi/3y1+Pcz+S5XRFJdXBfLzeaMPNrAMwB6gNdASaO+fCE0cQDwEDgPvN7DjgfbxOG22A/njPIh3r1/0L8GvgaTPrjdcJ4yi8ru1r2fOKYiJeL7w/+l3blwB9gT5+/Yr8C7gHeNvMxuL1RPw1CRjdwcy64d3SWwV8YWYXhFVZ5Jz7NGAM04Bi4Pf+VfAWYIlz7vMIdcHrLXkO8JiZHYLXo68ncCne53ZfFd6iZBElKsl6zrlVZnYicAdwId6X5c94ieKpKu57p5mdindlMRi4y1+1EpiKd8uxpO5aM+uL9wV/CV5i+gAvkU0DtoXte7ffAeRhYChe284EvOeQ4nnm5368K5lL8RLqKrz2pKeBbyrxdkMV4l3VNSfkPYZ4Fq+betwxOOe+M7NLgFuAv+M9z/UsZZ1fCKu/wcyOxPvMTwMuxnt+63HgTrfnM1RSTZlzQW8bi0gQ/tXSWrxnvK5Kdzwi2UZtVCIJFPJMVaiS9pp3UxmLSHWhKyqRBDKzD4BleMP95OC1Y/0Sbyigo51z0bpPi0gUSlQiCWRmN+O1k7XDe1D4e7xx7u5Sm4pI5ShRiYhIRlMblYiIZDQlKhERyWhKVCIiktGUqEREJKMpUYmISEZTohIRkYymRCUiIhnt/wFQ3ooFvtta2AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(epsilons, ran_in, marker=\"s\", markersize=10, linewidth=3)" ] }, { "cell_type": "markdown", "metadata": { "id": "o05rHAyPK3pN" }, "source": [ "We now take a closer look at the actual convergence curves of the error of the {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` algorithm (i.e. marginal error). We introduce a `plot_results` function to visualize this convergence (see [colab](https://colab.research.google.com/drive/1uCK_qBpOb8yY32ABU_GcykSKE-Q-yjfi))." ] }, { "cell_type": "markdown", "metadata": { "id": "2iIxAN2GLHBt" }, "source": [ "We can now look more closely into `epsilon`'s impact. Obviously convergence is slower with smaller regularization: there is a tradeoff between speed and how close to the original LP solution we want to be. In the absence of a strong opinion on how small regularization should, we advise that you start using larger `epsilon`, since this makes your life substantially easier!" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 593 }, "id": "nK2FlJcweigj", "outputId": "fc5bcdf8-2c9d-41f4-9cc0-9591260cad0a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_results(\n", " out_eps,\n", " leg_eps,\n", " title=r\"Iterations needed to converge for various $\\varepsilon$\",\n", " xlabel=\"iterations\",\n", " ylabel=\"error\",\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "iXd1NoTpYCt7" }, "source": [ "## Speeding up Sinkhorn" ] }, { "cell_type": "markdown", "metadata": { "id": "pqEl7eIxHrK4" }, "source": [ "### Fixed Momentum\n", "\n", "{cite}`thibault:21` proposed to use a {class}`~ott.solvers.linear.acceleration.Momentum` term to (hopefully) accelerate the convergence of the Sinkhorn algorithm. This is controlled by the `momentum` parameter when calling {class}`~ott.solvers.linear.sinkhorn.Sinkhorn`. We vary that parameter along with various `epsilon` regularization strengths. As can be seen below, a `momentum` parameter larger than 1.0 (also known as extrapolation or overrelaxation) helps, but can also be more unstable. \n", "\n", "We first compute baseline curves for three $\\varepsilon$ values:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "q_ITGVAd9Pfa" }, "outputs": [], "source": [ "epsilons = [1e-4, 1e-3, 1e-2]\n", "out_baseline, leg_baseline = [], []\n", "for epsilon in epsilons:\n", " out_baseline.append(\n", " my_sinkorn(geometry.Geometry(cost, epsilon=epsilon), a, b)\n", " )\n", " leg_baseline.append(\"Baseline\")" ] }, { "cell_type": "markdown", "metadata": { "id": "DuEKQubP9WdT" }, "source": [ "Test now using ``momentum`` values lower and larger than 1. Run computations first" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "BTmA8sKbRPFL" }, "outputs": [], "source": [ "out_mom, leg_mom = [], []\n", "for i, epsilon in enumerate(epsilons):\n", " out_mom.append([out_baseline[i]]) # initialize with baseline\n", " leg_mom.append([leg_baseline[i]]) # initialize with baseline\n", " for mom in [0.8, 1.05, 1.1, 1.3]:\n", " out_mom[i].append(\n", " my_sinkorn(\n", " geometry.Geometry(cost, epsilon=epsilon),\n", " a,\n", " b,\n", " momentum=acceleration.Momentum(value=mom),\n", " )\n", " )\n", " leg_mom[i].append(f\"Momentum : {mom}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "I48ukjunsBPv" }, "source": [ "Plot them next. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "lJ4qdvrMoEMv", "outputId": "d2723b80-94e1-4b61-ebd2-c11e73142c34" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, epsilon in enumerate(epsilons):\n", " plot_results(\n", " out_mom[i],\n", " leg_mom[i],\n", " title=r\"Fixed Momentum, $\\varepsilon$=\" + str(epsilon),\n", " xlabel=\"iterations\",\n", " ylabel=\"error\",\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "O5PaFGN5N1VO" }, "source": [ "You might have noticed in the first set of curves that the values for `momentum` 1.1 and 1.3 are not displayed. For that small $\\varepsilon=0.0001$, the error has diverged from the first update." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fy-nNP-iuT_w", "outputId": "3d6ff30d-e531-4d16-ebcc-6b5c8d9f16d7" }, "outputs": [ { "data": { "text/plain": [ "([DeviceArray([inf, -1., -1., ..., -1., -1., -1.], dtype=float32)],\n", " [DeviceArray([inf, -1., -1., ..., -1., -1., -1.], dtype=float32)])" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[out_mom[0][3].errors], [\n", " out_mom[0][4].errors\n", "] # Computation diverges from first iteration for small epsilon, high momentum." ] }, { "cell_type": "markdown", "metadata": { "id": "3V-kqVImWGqV" }, "source": [ "### Adaptive Momentum\n", "\n", "{cite}`lehmann:21` propose a simple rule to update the {class}`~ott.solvers.linear.acceleration.Momentum` term adaptively, after a few {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` iterations, by tracking the convergence of the algorithm to compute a momentum parameter. We test this approach with various `epsilon` values." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "3wWgFEUXCYbX" }, "outputs": [], "source": [ "out_chg_mom, leg_chg_mom = [], []\n", "for i, epsilon in enumerate(epsilons):\n", " out_chg_mom.append([out_baseline[i]])\n", " leg_chg_mom.append([leg_baseline[i]])\n", " for chg_momentum_from in [10, 20, 50, 200, 1000]:\n", " out_chg_mom[i].append(\n", " my_sinkorn(\n", " geometry.Geometry(cost, epsilon=epsilon),\n", " a,\n", " b,\n", " momentum=acceleration.Momentum(start=chg_momentum_from),\n", " )\n", " )\n", " leg_chg_mom[i].append(f\"Change after {chg_momentum_from} it.\")" ] }, { "cell_type": "markdown", "metadata": { "id": "Z-ZS-TB5OcYg" }, "source": [ "As can be seen in the curves below, this seems to be a very effective and robust way to speed up the algorithm." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "KqTaMrLaocsb", "outputId": "4c6a613e-a8d5-4297-b43a-8dcf32422961" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, epsilon in enumerate(epsilons):\n", " plot_results(\n", " out_chg_mom[i],\n", " leg_chg_mom[i],\n", " title=r\"Adaptive Momentum, $\\varepsilon$=\" + str(epsilon),\n", " xlabel=\"iterations\",\n", " ylabel=\"error\",\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "JR7Z5doFY1SK" }, "source": [ "### 𝜀 decay\n", "\n", "It also possible to use so called {class}`~ott.geometry.epsilon_scheduler.Epsilon` decay, which consists in starting the {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` iterations with a large $\\varepsilon$ value that is progressively decreased using a multiplicative update." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "GdG4qhENX0kX" }, "outputs": [], "source": [ "out_scaling, leg_scaling = [], []\n", "for i, epsilon in enumerate(epsilons):\n", " out_scaling.append([out_baseline[i]])\n", " leg_scaling.append([leg_baseline[i]])\n", " for decay in [0.8, 0.95]:\n", " for init in [5, 50, 100]:\n", " out_scaling[i].append(\n", " my_sinkorn(\n", " geometry.Geometry(\n", " cost, epsilon=epsilon, init=init * epsilon, decay=decay\n", " ),\n", " a,\n", " b,\n", " )\n", " )\n", " leg_scaling[i].append(\n", " rf\"Decay: {decay}, Init: {init} $\\varepsilon$\"\n", " )" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "uIZ3z7BarWn9", "outputId": "0e4526fc-cb06-4611-b2e3-2c614584dd99" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, epsilon in enumerate(epsilons):\n", " plot_results(\n", " out_scaling[i],\n", " leg_scaling[i],\n", " title=rf\"Decay, $\\varepsilon$=\" + str(epsilon),\n", " xlabel=\"iterations\",\n", " ylabel=\"error\",\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "Rh-7LzVvwe6d" }, "source": [ "### Anderson acceleration\n", "\n", "Using {class}`~ott.solvers.linear.acceleration.AndersonAcceleration` on the {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` algorithm provides mixed results, worsening performance for smaller `epsilon` regularization, and slightly improving it as the regularization gets larger." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "JOuuK2_E9fzp" }, "outputs": [], "source": [ "out_anderson, leg_anderson = [], []\n", "\n", "for i, epsilon in enumerate(epsilons):\n", " out_anderson.append([out_baseline[i]])\n", " leg_anderson.append([leg_baseline[i]])\n", " for memory in [3, 5, 8, 15]:\n", " out_anderson[i].append(\n", " my_sinkorn(\n", " geometry.Geometry(cost, epsilon=epsilon),\n", " a,\n", " b,\n", " anderson=acceleration.AndersonAcceleration(memory=memory),\n", " )\n", " )\n", " leg_anderson[i].append(f\"Anderson Acceleration: {memory}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "RaixoTd3r14M", "outputId": "9533aec4-331c-48cf-a369-c8207f29dd14" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, epsilon in enumerate(epsilons):\n", " plot_results(\n", " out_anderson[i],\n", " leg_anderson[i],\n", " title=r\"Anderson Acceleration, $\\varepsilon$=\" + str(epsilon),\n", " xlabel=\"iterations\",\n", " ylabel=\"error\",\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "xreNXLqawhQM" }, "source": [ "### Decay and momentum\n", "\n", "An interesting direction to accelerate convergence is to update the {class}`~ott.solvers.linear.acceleration.Momentum` after the {class}`~ott.geometry.epsilon_scheduler.Epsilon` decay schedule has converged. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ErtYUG4Bxvm_" }, "outputs": [], "source": [ "out_mixed, leg_mixed = [], []\n", "for i, epsilon in enumerate(epsilons):\n", " out_mixed.append([out_baseline[i]])\n", " leg_mixed.append([leg_baseline[i]])\n", " for decay, init, chg_momentum_from in [\n", " [0.5, 10, 10],\n", " [0.7, 5, 20],\n", " [0.9, 10, 50],\n", " [0.99, 2, 100],\n", " ]:\n", " out_mixed[i].append(\n", " my_sinkorn(\n", " geometry.Geometry(\n", " cost, epsilon=epsilon, init=init * epsilon, decay=decay\n", " ),\n", " a,\n", " b,\n", " momentum=acceleration.Momentum(start=chg_momentum_from),\n", " )\n", " )\n", " leg_mixed[i].append(\n", " rf\"Decay: {decay}, Init: {init}$\\varepsilon$, ChgMom: {chg_momentum_from}\"\n", " )" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "deLN6qu7u-jw", "outputId": "3df0b5fb-b2c3-4001-890f-04226936a5dc" }, "outputs": [ { "data": { "image/png": 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\n", 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BvIiIiIhInFIwLyIiIiISpxTMi4iIiIjEKQXzIiIiIiJxSsG8iIiIiEicUjAvIiIiIhKnFMyLiIiIiMQpBfMiIiIiInFKwbyIiIiISJxSMC8iIiIiEqcUzIuIiIiIxCkF8yIiIiIicUrBvIiIiIhInFIwLyIiIiISpxTMi4iIiIjEKQXzIiIiIiJxSsG8iIiIiEicUjAvIiIiIhKnFMyLiIiIiMQpBfO9YIxZYIy5r7Kysr+rIiIiIiJDmIL5XrDWPm+tvTYrK6u/qyIiIiIiQ5iCeRERERGROKVgXkREREQkTimYFxERERGJUwrmRURERETilIJ5EREREZE4pWBeRERERCROKZgXEREREYlTCuZFREREROKUgnkRERERkTilYF5EREREJE4pmBcRERERiVMK5kVERERE4pSCeRERERGROOXr7wqIiPRaMAgrHoONbzj7Hi8YDxgvGAOJ6XDQhTB6dv/WU0REJEYUzItIfAoG4LlvwcePdn7dh3+BM26Dw7+yf+olIiKyHynNRkTiT6AZ/vmVrgN5gKAf/vM9Zwk0x75uIiIi+5Fa5kUkvvgb4amrYO2L4WMHXQyTPwc26LTY2yDYACx9EHZ97Fzz4f1QvBYufBhSc/ul6u0J2iCbKzezfO9ylu9dzrrydRxccDA/OuJH+Dz6J1pERDqn/1OISPxoqoMnLoWN/w0fO+KrcPr/gaedLxoPvBCe/Qas+pezX/QO/OUkuOQfMGz6/qlzJ+qa67h64dWsKl3V6vhnZZ+Rk5zDNw75Rj/VTERE4oXSbEQkPjRWw6Pntw7k533HyYdvL5AHSEyF8x+AE38cPla+Ge4/Odxpth+9sOmFfQL5FvetvI+lu5fu5xqJiEi8UTAvIgNffQU8fA5sWRQ+duLNcPLPnFFrOmMMHP8DuOgRSEhzjjVVw9NfgtrSWNW4W57d8Gxo+7Dhh/H9Od/nsOGHAU76zY/e+RGVjZX9VT0REYkDCuZFZGALNMMj58KOiFbqU/8fHP/DrgP5SDMWwJcXQsZIZ7++HF69Jbp17YFNFZtYWbISAJ/Hx50n3MmVs67ktmNvIzspG4A9dXv46Xs/xVrbb/UUEZGBTcG8iAxs61+BHcvC+2f+Bo7+Vu/KGnEgLPh9eP/jR2DLe32rXy/9e+O/Q9snjj2RnOQcAIanDefWo28NnXt96+u8sOmF/V4/ERGJDwrmRWRgW/N8ePuob8IR1/StvKmnwfT54f0Xvgv+pr6V2UP+oJ/nN4Zf1+cLP9/q/InjTuSS6ZeE9p9e9/R+q5uIiMQXBfMiMnD5m1oPQXng+dEp94zbwvnzxWvg/bujU243vbfzPUrqSwDIS85j3uh5+1xz3cHX4THOP9HL9y6ntL5/8/tFRGRgUjAvIgNX0TvQ4HYAzRoHIw+JTrlZY+DEm8L7b94G5VuiU3Y3RHZ8XVC4oN3x5HOTczmkwHm9Fstb29/ab/UTEZH4oWBeRAauyBSbGQt61uG1K3Ovg+EHONv+enjphuiV3YnKxkre2BYeFrNtik2kz437XGj79a2vx7ReIiISnxTMi8jAFAzAZxEdP2csiG75Xh/MvzO8v+4l+Ow/0X1GO17c/CLNwWYADsg7gMk5kzu89qRxJ4W2F+9cTG1zbczrJyIi8UXBPGCM8Rljfm+MKTPGVBhj/mqMSe7veokMaduWQG2xs50+HMbOjf4zxh4Bs68M77/4Q2isif5zIjy34bnQ9ucnd9wqDzAmYwzTcqYB0Bxs5p0d78S0biIiEn8UzDtuAk4EDgSmADOB2/u1RiJD3epw0Mv0szqe5bWvTv4ZpOY521Xb4cP7Y/McoK65jk9LPwXAa7ycMfGMLu+JTLX579b/dnKliIgMRQrmHV8Bfmmt3WGtLQZ+BlxljPH2b7VEhihr982Xj5XUXDjpJ+H9xXdDc31MHrW5cnNoe1zmOLKSsrq8JzLV5p3t79AcaI5J3UREJD7FVTBvjLnRGPOUMWaTMcYaY4o6udZjjPkfY8xnxpgGY8w2Y8xvjTFpba7LBsYCH0cc/gjIACbE4GWISFd2fuS0kgMkZ8OEY2P7vEO+GJ4ZtnYvfPxoTB6zoWJDaHtydse58pGm5kxldPpoAGqaa1iye0lM6iYiIvEproJ54JfAScBGoLyLa+8E7gBWA98CngKuB543xkS+7gx3XRFxrKLNORHZnyJb5aedCd6E2D7Pl+RMSNVi0V0Q8Ef9MZHBfGF2YbfuMcYo1UZERDoUb8F8obU2z1p7CrCzo4uMMbNwAvh/WWvPtdb+xVr7XeC7OLnxF0dcXu2uI7/vzm5zTkT2F2tb58vPPHv/PPewqyAlx9mu2AKr/hX1R/QmmIfWqTZvbHuDoA1GtV4iIhK/9p2pZACz1m7q5qWXAAb4XZvjfwH+D7gMeMwts8IYsw04BFjrXncoTiBf1NlDyrbs4JFrb+xmlXrCOrWPlS7LtjF4aDfLNB5MQjJ4kzDumOLhtfPZ02BCLyF0DgMYMOBx1xFX4Wl1nbvlHms5hzEkGB9piWmdv0XRHOu8Tbk9KjkG1ejJSwtdGuX3wzRWwaZpGKaC8WGeqQDPkxHPtKFHGvc/rdatqmXbP+exrV5D6CWUnY/ZsRSDhT88Bgc240lKxJOehjfNWTzp6SQOH4Y3OQmP12A8YDwGj8cT2vd4jHPM6649zu/bxoqNoTpMzupemg3AIQWHkJucS1lDGSX1JawsXskhw6I0gZaIiMQ1Y20sArfYM8Z8CqRbaye0c24hcDKQaq1tbHNuETDVWlsQcewW4FzgTKAZeBZYaq29vrM6jCuYZm847899fSkiMgQYA378BE0Qa4JkJKW3Cva9CR68PmfxJXjwuGuvz4M3wcMnZSvYWLOBgPEzc9gMjho7F1+Sl8RkHwlJ3tZLsrNOTPaRlOLDeGLZOiAiIrFmjFlmrZ3T3rm4apnvgVFASdtA3rUDONoYk2itbXKP/RLIB1bhpB49DbQ7HaQx5lrgWoCx+VOjXW8RGaSsBS8+vG77SWNdz3LykxnBLEY4O7vhw5VF3brPGEhKTSA5PYGkVB/J6QkkpyaQnJZASmYC6dlJpOUku+skEhI1iJeISDwZrMF8KtBeIA/QEHFNE4C11o/TObbTlnj32vuA+wAmDRttc3yLu1ejbn8BEosWtIgyu/wmJsbP75TFBvzgb8AGg6HbbKsrAI8X60vGehPBmxi+F8C6a2zopdo25yP2nO3QMahrrm11zufxMSJ1JNlJ2fRcSzndeP3WxiS5qVU1onNZj2/qUbn+JmzpBvc+L+RPAeOlJSmmpSznR9aSdBN5LJRYE962EddEnrNtynSfQTCArS0JX5+UTRAvBALYYBAbCBJs9mONx128oW28PkxqOtbjJWjBBizBoMUG++8bUGuhobaZhtruDWmZlOojPSeJ9Nxksoelkj08lexhKWQPTyUtO5z+JiIiA8NgDebrgGEdnEuOuKZPcseN5It/vLmvxUhbwSDsWg7rFjrLro87vjYxAwpPhKmnw5RTIL2jH3v3bK7czK+W/IrFu1p/SJs9bDY3zb2JabnT+lS+dOHd38FrbleXaWfCJbf0Tz2eux4+esjZLjwJLn+m1elARQX1K1dS//EK6pYupW7JB63OZ19wPsNuuAFvejrgfGD89Qe/5tHVj+GxXq454FqunnU1wYAT6Af8QXdxt5uDrdf+IP7mIE+teZp1xevxWB9HFRzNwTmH0NwYoKkhQHOjuzT4Q9uN9X6aGwI9eumNdX4a6/yU7qhlC6WtziWl+cgfk0HB2HTyx2YwYlIWmfnJCvBFRPqRcub7YM6cOXbp0qV9LUa6UrUL1r/iLBvfgObajq8dfZgT2E89DUYc1KvOmdZaXt3yKrd/eDt76vaEjnuNl0umX8I3DvkG6YnpvXkl0pW/nAQ7ljnb5/zZGf+9P5RuhD/OgZZRY659C0Z13OG0+rXX2PXTnxEoDQe/yTNnMuGJf2ASnGE1v/rqV3lv53sA3HnCnZw8/uQeV+vFTS9ywztOBuCM3Bk8ueDJLu8JBII01vpDrfON7rqhxk9dVSM1FY3UljdSU95IbWUjwUDP/p+Qlp3EqCnZjJqSzbiZuWTmp/T4dYmISOc6y5kfrMH8/wNuBo6z1r4TcTwZKAXettZ2PY96FxTM94PmBtjyrttq/zJUbO342oyRMOVUJ7ifdDwkpnV8bTvqmuu4d+W9PLzqYfw2nN+cn5LP9+d8nzMnnqkWyWiq3A53znK2PT74/npndtb+8tSXwsNTHnA+nP/XTi/3l5Wx++e3Ur1wYejYiF/cSs4FFwDwuac+x966vQA8d85zTMya2OMqVTdVc9wTx+EPOr+PC89byKj0UT0upyM2aKmvaaamvIGqkgYq9tRRsbeOij11lO+qpakbrfx5Y9KZdHA+Ew8pIH9Muv5GRESiYCgG8wcCK4BnrLXnRRz/FnAXcLm19pG+1kHBfD+zForXOkH9+ldg6/tgOwg2vEkw8Vg3HedUyBnf7cdsqtjEL5f8cp+ZN+cMn8PNc29mck73hxiUTiy5F176obM96US44t/9W5+dH8N9xzvbxgvfWQlZYzq9xVpLyR/+QMmfnFGuEkaPpvClF6mmgXmPz3OOeRL44NIP8Hl6l+V43WvXsWjHIgBuOPwGLpt5Wa/K6SlrLdWlDRRvq6ZkWw17t1Sxa2Nlp2k8uaPSmHXsKKYeMYLktBhP/CUiMogNmmDeGHM50BKFfQtIBH7r7m+x1v494to/AN8EngFeBGbgdHBdBJxkbe9nXTHGLAAWTJ48+Zr169f3thiJtroy2Phfp9V+w6tQ38kkwQUznFScqafDmMPB23lgZa1lYdFCfv3hr9lbvzd03Gd8XDrjUr52yNdIS+hZy7+08eBZzrcuAPPvhDlX9299AP42H4rcL/eOvh5O/UWXtwRra9lw8ikEyp3fvxG3/pyiE6ZwxUtXADA1Zyr/PPufva7Sk2uf5BfvO/WYM3wOD57+YK/L6qtgIEjJ9hp2rq9g25pytq8tI+jf9/8p3gQPUw4bxuzTx5MzQn8nIiI9NZiC+TeB4zs4/Za19oSIa73Ad3CGkZwAlABPALdYa2uiUR+1zA9gAT9s/xDWu51o967u+NrkbKfz7NTTnc6OnaR21DbXcs+Ke3hk9SOtUm+GpQzjB4f/gNMmnKa0gt6oKYbfTnVz1A18by1kDO/vWsHal+Bxd8LopCz47ipIyujyttL772fvb5x2Bt+okaz4wzX8fOkvAThj4hncftztva5SSX0JJz15EhaLx3h4/YLXyU/J73V50dTU4GfrqjI2fVzM5hXF+Jtat5kYA1OPGMGcMyeQPTy1n2opIhJ/Bk0wP9AomI8j5VucVJx1C2Hz2xDoYORSTwLMvwNmX9FpcRvKN/C/S/6XpXta//znjpjLTXNvYlL2pGjVfGhY9jd4/tvO9rij4eqX+rU6IcGg0xG2zJ259fTb4Mjrur6tTev8x186il+O+BCA6w+9nmsOuqZP1frSy18K/e796IgfcemMS/tUXiw01ftZ9+EeVr2zg5JtrdtPjMdwwHGjOfKcSSQmD9ZB1UREoqezYN6zvysj0i9yxsMR18BlT8MNm+Hix+Gwq5xOspGCzfDKj6GxutPiJudM5oHTHuBXx/6qVavokt1LOO+587hj2R3UNfd59NOhY21E8D5jQf/Voy2PB476enj//T9BsOtOoJ60NPK+8uXQ/qR/f4TXHSWmMLuwz9U6Y2K4//6Lm17sc3mxkJji44DjRnPRzUdw7g8OY+zM8DdeNmj55M3tPP7zJRR9UtKPtRQRiX8K5mXoSUyD6WfCgt/Dd9fAV9+GE38Mae4Y9Q2VsLTrPGRjDPMnzee5c57jshmX4TXOzJl+6+fBTx/k7H+fzStFr6Bvv7ph96fh7cKT+q8e7Tn4EkjJcbYrtsBn/+nWbTmXXII31wlgM8sbOWmF83swObvvHaZPHX8qPuO0aK8sWcm26m19LjOWRhZmcfb1h3DuDw5j9LSc0PGa8kb+c/dKXn1wFU0NPZsRV0REHArmZWgzBkYeDMf/AE68KXx88d3g72gS4dYyEjO44YgbeGL+E8weNjt0fE/dHr731vf46qtfZXPl5iU3jCcAACAASURBVGjXfPBoqoWq7c62xwd5fW+5jqrEtNadcRff3a3bPKmp5H053Dr/hcVBUklkdProPlcpOzmbo0cfHdp/efPLfS5zfxhZmMXnv3MIp1w9k+T08Og265bs4en/W0r57k7mkBARkXYpmO8FY8wCY8x9lZWV/V0ViaZDvgjpI5ztmt3w8WM9un1a7jT+dvrf+N9j/pfc5HBKweJdizn3uXO566O7CHQjRWPIKd0Y3s6ZAN4BOIThEdc6/SkAtr0P27vXVybnkouxWU6H2fwqOKp2JF6PNypVOnPimaHtFzcPzFSb9hhjmHrECL74s7lMnRvu5Fy+u45/3r6MHes6GYVKRET2oWC+F6y1z1trr83Kyurvqkg0+ZLgqG+E9xf93hkVpweMMZxdeDbPf+F5vjj9i3iM8yfmD/r5yyd/4b6V90WzxoNDacTwrnlT+q8enckYAQdeEN5f/Mdu3eZJTaVqRrglflZtdtSqdOLYE0n2JgOwoWID68rXRa3s/SElPZFTvjSLk6+agS/B+TtprPPz3F0fs3ml8uhFRLpLwbxIpDlfcoaqBCjfDKt7N3FRZmImN869kSfmP8HBBQeHjj+y5hF1jG2rJCKYzx/AE3BFdoRd/SyUdS91and+uCV+fHn0vnVITUjlhLEnhPYHakfYrkw7ciTn/uAwUjMTAQj6LS/f+wmbPi7u55qJiMQHBfMikZIynJSKFu/+zplptpem507nodMfYmzGWACqmqp4duOzfa3l4NIqmJ/af/XoyogDYaI7zYUNwpu/6tZtGzIbQtsFxU1RrVJkqs3LRS/HbWfrgnEZnHfDYWTmO980BAOWV+5fxc71Ff1cMxGRgU/BvEhbc6+DBHdCmz2fwPpX+1Sc1+PlshmXhfYfWf2IcucjxUOaTYsTbgxvr3yy9Sg8HViXGe7UmbKzLKrVmTd6HhmJTk7+jpodrCheEdXy96fMvBS+8L3ZZBWkABDwB3nxzyvVKVZEpAsK5kXaSsuD2VeG99+9o89FnjP5nFDQtbV6K29tf6vPZQ4K1kLJhvB+/gAP5scf5cwUDICF12/t8pb1meG0Krt1BzYQvQ9yid5ETh1/amg/njrCtic9J5mzv31IKOWmsc7PS/d8omErRUQ6oWBepD1HfzM8esnWxbBlcZ+KS01I5YKp4Q6UD69+uE/lDRpVO6HZbXlNzobUvP6tT3d87hbAONvrF8KW9zq8tCnQRIm3jvI090BzM807dkS1OpETSC0sWog/GN+Bb2Z+CvO/eTBet1Ns+e463nzks7hNIRIRiTUF872goSmHgKwxcNBF4f0otM5/cfoXQxP9LNuzjFUlq/pcZtwrbZMvb0z/1aW7hs+Cgy8O77/60w77VVQ0OjnfO/LCr6tx06aoVmfO8DkUpBQAUNZQxge7Pohq+f2hYFwGJ1w6LbS/fule1i/d0481EhEZuBTM94KGphwijvkO4RbYV2D3J30qbnjacE6feHpo/6HVD/WpvEGhVefXAZ5iE+mEG8HrpIKw/QNY2356S0swvzPiC4emTdGdQMzr8XLahNNC+/GeatNi+pEjmTFvZGj/7cfXUVvRvYncRESGEgXzIh3JnwIzFoT3372zz0VePvPy0PYrRa+wu3Z3n8uMa5HBfN4AHpayrZzxMCc8uyuv3wrtdGquaNi3Zb5pc3Rb5qH1qDavb32dxsDgCHqPuWAKGXnOCDeNdX4W/XNDF3eIiAw9CuZFOnPsd8Pbq55pPVtpL8zMm8nhIw4HIGADPLamZ7PMDjpt02ziyXHfB7dTM8WfwYrH97mkvNGZzTSyZb5xc3Rb5gEOyD8gNPxpTXMN72x/J+rP6A+JyT5Ounx6aH/9h3vYvlYzxIqIRFIwL9KZUYfCpBOdbRuE9+7qc5FXzLwitP30uqepbR7CQ+/F00g2baXlw9HfCu+/9nOobx1ottsyH+U0G3BmHo7sCDtYUm0AxkzPZcrhw0P77z61HhtUZ1gRkRYK5kW6Etk6//FjUN231JjjxhzHhMwJAFQ3V/PM+mf6VF7caqqDym3OtvFCzsT+rU9vHPUNyHDzumv3wis/aXW6pWW+NBMCiU7n50BZGf7y6LcunzXxrND2G9veoKS+JOrP6C/zzpuML9H531Xp9ho2fLS3n2skIjJwKJgX6cqEY2H0HGc70ASL7+5TcR7jaZU7/8iaITqJVNlGwG1hzRkPvsR+rU6vJKXDmb8J7y//O2x+O7Tb0gHWGkPjqNzQ8abNRVGvyqTsSRxScAgA/qCff2/4d9Sf0V/SspM46KSxof0lz20iGAj2Y41ERAYOBfMiXTGmdev80gf2SafoqQWFC8hKckZD2lGzg/9u+2+fyotLJXGcLx9pxvzWHaWf/zY01wNQ3hD+PQmMC4/MEotOsAAXTAvPZfD0uqcJ2sET8B56yjgSU5xvNyr31rNxeXE/10hEZGBQMN8LGmd+CJp6BhS4HfGaauCD+/tUXIovhQunXhjaf3jVEJxEqjQiXz6eRrJpzxm/BvfDGWWb4K3bgXDLPIB3fLhlOdpjzbc4dfypZCZmAs6HxMU7+zbZ2UCSnJbAQSeNCe0vf2WrJpISEUHBfK9onPkhyOOBY/4nvL/kz07Odx9cMv0SfB6npfHj4o9ZUbyiT+XFnZJ14e146/zaVuZIOOXn4f1Fv4fdn7RqmU+aVBjajkUnWIBkXzJnF54d2n9y7ZMxeU5/OfD4MaGZYYu3VrNzXUUXd4iIDH4K5kW664DzIGucs11XCh/1rTW9ILWg1fjgf1/99z6VF3dajTEf58E8wOwrYdzRzrYNwHPfatUynz4lPMRiUwyGp2wRmWrz1va32FM7eGZOTc1MZPqRI0L7n7y1ox9rIyIyMCiYF+kubwLMuz68/94fwN/UpyIjh6l8dcur7KgZIsGJta3TbOI5Z76FxwNn3xWeGXbncirqwnnduVMOCG03bduGberb705HJmVNYs5wp8N2wAZ4ev3TMXlOfznwxHCqzeYVxdRXx+Z9FBGJFwrmRXri0MsgrcDZrtoOnzzVp+Km5U5j7si5AARtkEfXPNrXGsaH6t1O3wOA5CxnzPbBIH8KHPdDABqMod76AfB5fGRk5pEwapRzXSBA07ZtMavGRdMuCm0/uuZRalre60Egb1Q6wyc6/QKCAcvaJUN8FmURGfIUzIv0REIKHPm18P6i30GwbyOGXDnzytD2v9b/i+qm6j6VFxci8+XzpjgjBg0W874Nw2ZS4Qn/85qTlIMxhsRJk0LHYtUJFuDk8SeHZoStbqrmH2v/EbNn9YeZx4wKba95b1c/1kREpP8pmBfpqcO/AklOyyAl6+CzF/pU3LzR85iU5QR5tc21/Gv9v/paw4GvNHJYykGQLx/JlwgL7qLC6w0dyrbOh5XEieGJsWLVCRacbwKuOfCa0P7Dqx6mrrlvHbYHksmHDQtNIlW2s5bSnYPnmwcRkZ7y9XcF4tmm4louvGf/D/3m8UBqoo/URK+7+EhJ9JKW6CWlzfGOtpMTPJjB1Bq6PyVnwZyrnVZ5gHfvcMYZ7+X72TKJ1M8XO6OhPLrmUS6dcWlopJtBqSQyX36QBfMAYw+nfOYCqPwQgJyqXVBbStKkyGA+di3zAPML53PPinvYWbuT8sZynlr3FFfOurLrG+NAYrKPCQfms2GZMxPsxmV7yRuV3s+1EhHpH4M4Woi92iY/HxSV9Xc1esUYSE1oG/y3/8Ggqw8JKe52mrud6BsCX/gc+XV4/88QaISdy2HTm1B4Yq+Lmz9pPnd9dBfljeXsqt3Fa1te4/SJp0evvgNN6SAbyaYdFTPnw2InmM9uaoCFN5E48erQ+cYYjmgDkOBJ4MsHfplfvP8LAB789EEumnYRyb7kmD53fymcPSwUzG9YtpcjFkzq4g4RkcFJwfwQZS3UNgWobQpEvWyfx7QO+pO8pCa4HxKSvKQktD6emugNnUtN9JGe5CxpST4ykp11aoIXj2cAfZOQMdzpDLv0r87+u3f0KZhP9iVz0fSLuGfFPQA8tOohTptw2uD99mQwjTHfgfJAQ2g7JxiElf8gcdjRoWNNmzZhrY3pz/icyedw38r72FO3h9KGUl7a/BJfmPKFmD1vfxp/YB6+RA/+piDlu+so21lL7qi0/q6WiMh+p2C+F4wxC4AFYyZO5olrj9zvz/cHLXVNAeqa/NS7AXl9k9895hyvawq455xr2p5r9Mdumnd/0FLV4KeqwR+1Mo2B9EQnsE93A/yMJB9pSV7SkxJIT/K2OR7+UND2eGqiNzoB1LzrYdnfnDHFN78N25fBmMN6XdxF0y7igU8eoCnYxKeln/Jx8cccOuzQvtdzoGmuhwp3JBfjgdzB2aIaOcZ8VsD5e/O9/WNMYi62qYlgTQ3B2jq86bELQBO9iVw+83J+s/Q3gDOJ1GAJ5hMSvYyflcfG5c7wn1s+LVUwLyJDkoL5XrDWPg88P2fOnGvmTsrr7+r0SiBoW30YqGsV9Hf8wSC83f4HiLqmAIFg9KdYtxaqG/1UN/qhqm9leQytgv3QNwCJTuCfnZJAdmoCWamJZKckkOXuZ6ckkpWaQEaSz/mWIGeCM5HUJ+4sm+/eARf3fmjJ/JR85hfOD3WAfXjVw4MzmC/bBLi/I9njwZfUr9WJlcjZX3OSsoBKTFMVHl8GAXdo9GBdbUyDeYCzC8/mro/uCn1IXFW6ill5s2L6zP1l3AHhYH7r6lIOPXVcP9dIRGT/UzA/RHk9hozkBDKSE6JarrWWpkCw0w8GdU0B6hr91DW7HwwaA9Q3O+dqG/3UNPqpbQxQ427XNPipb45eOlDQQnWDn+pefnPgMZDlBvkHJp7AH3CD+c9e4G/Pvkwgb1roA0F2agJZKYnuOoEEb+f9CS6fcXkomH996+tsq9rG2MyxvarngDUEUmwAKhsrQ9vZh18LL/4cgs14PM0E3H96bV3sR5jJSc7h1Amn8sImZ9Slp9Y+xayjB0kwPzPcmLJzQwVNDX4Sk/W/NREZWvSvnkSVMYYkn5ckn5fs1OiV6w8EnRz/lgDfDfJr3db6Wne/pil8vKbRCdhr3WM1jQFqGptpaO5bilHQQnldM+V1zRSRzdkJsznF+xEAGUv/yPeav9bhvdmpCeSlJZKfnuQuieS523npieSn5zK74Eg+Kn4fi+WRNY9w49wb+1TfASdyJJtB2vkVoLwxomV+5Gw45VZYeCMeX/ibq0Bt7X6py4XTLgwF8y9ufpHvzfkeGYkZ++XZsZSek0Te6HRKd9QQ9Ft2rKtg4kGDZAIyEZFuUjAvccHn9ZCV4iErpe/fJPgDQaflPxTkt3wb4KeqvplKd6mob6ayrpmK+iYq6pqpqHOO1zS2btH/s//sUDB/tuc97uB8dlDQ7rNbytlY3HEQ502bSeq49wF4bPXTLPpwNsPTc91gP4mCjCSGZyYzzF0XZCSRnODtsLwBZzCPMR8hMmc+OznbmWys6B08ry0JHbfFW4HYt5IfUnAIk7Mns6FiA/X+el7Y9AKXTL8k5s/dH8bNyqV0hzPO/LY1ZQrmRWTIUTAvQ47P6yEr1UNWau8+GDQHglS5wb4T4M+h+NX/UFD6IQkmwB1j3ubx/G9FnG+mvK6JyvpmbDe6EwRqpxBoGI43eQ94mlhX9zqfbj++03uyUhIYnhkO7odnJjM8I4lhmckMz0xiWEYywzKTSPINgKC/ZGgE861z5nOcXtyfvxvPA/NCxwOv/waOO82ZPCKGjDFcOO1CfrnklwD847N/cNG0i/CY+B9Gdsy0HJa/shWAXRsqurhaRGTwUTAv0kMJXg956UnkpUd03PT9CB45D4C5Ff9h7lW3QXrr1vlA0FJW20RpbSMl1e66pomSmkZKa5zt0LryOLzJTznPy11EU9kxQMeBeMu3Cev2dDwTpjEwMjOZcXmpTMhLC69zUxmflxr1/hPtsrZ1MD9I02ysta1b5pOynY3UXDwT5sC2pc51Oz6F9++Go78V8zrNnzSf3y37HXX+OjZVbuL1ra9zyvhTYv7cWBsxKQtjnF+t0u01NNX7SUzR/9pEZOjQv3gi0VD4ORhxEOxeCf4GWPJn+NwtrS7xegwFGU6aDCM6L67BfzSnPv065Y1leBKq+OqZNYxLmkdJdRN7qxvYW93I3ip3Xd3YrRGErIWdlQ3srGzg/U37TnaWl5bI+LxUxueluWt3OzeV3LTE6AznWbMHmqqd7aRMSB/W9zIHoHp/PY2BRgCSvEmk+FJC5zwF4wAnmA80e+C1n8PE42HkQTGtU0ZiBhdPv5gHPn0AgHtX3MvJ406O+7kMElN85I1Jp2RbDdbC7k2VjJsVn6OMiYj0hoJ5kWgwBo79Ljx1lbP/wf0w7zuQnNmr4pJ9yXxxxiXc/fHdACyv/Dc/mn9Ju4FXMGgprXWD/KpG9lY3sKeqkT1VrYP+PVUNdBbzl9Y2UVrbxEdb901VyEjytWnRT2VcbhoT8lMZnpHc/Qm92qbYxHkg2ZG2rfKRPzdPWngoSus3EGyGf34Frn0TEqPYa7wdV8y8gsc/e5x6fz1ry9fy5rY3OXFc7yc7GyhGTs6mZJvzrdSujQrmRWRoUTAvEi0zzoa8yVC6ARorndlhj/mfXhd34bQLuf+T+2kMNLKmbA1L9yzl8BGH73OdJ6LFf9aojstr8gfZUVHPltJatpTWUVRay1Z3va2snqZAx6P8VDf6WbWzilU79x3kP8nnYXxeKpPy05lUkMakAmddmJ++b7+E0sGfYgOtR7IJpdi4PKnhgD0QTARqoWQtvHIzzL8zpvXKS8njgqkX8PDqhwG4d+W9nDD2hLhvnR9ZmMUnb2wHYOd65c2LyNCiYF4kWjxemPdteM7Nf178J5j7NUhI7lVxucm5LChcwNPrngbg4dUPtxvMd1eiz8PE/DQm5u87SVEgaNld1RAK9J2lNrSubep4nP9Gf5B1e2razdfPS0t0Anw30D99+wrGt5zMn9zr1zLQVTS0GckmQquW+bEnAM84O0sfgEknwsyzY1q3q2ZdxRNrn6Ax0Miq0lUs2rmIY0YfE9NnxtrIwqzQdvHWamzQYrr7bZGISJxTMC8STQddDG/8Cqp3Qu1e+PhROPzLvS7u8hmXh4L5t7a9RVFlEROyJkSpsmFej2F0dgqjs1M4urD1OWudNJ4tpbUUldSxpax1oF9e19xhuS2pOx8WOS3VUxOWM97tx/uz95rYvnkphQVp4Rb9/LTo5ef3o1ZjzCfltDoX2TIfzJgE08+GNc85B577Jow6FLJjN1FYQWoB5005j8c+ewyAv636W9wH82nZSaRkJFBf3UxzY4DK4nqyh8c2ZUlEZKBQMN8LxpgFwILJkwdvy6L0ki8Rjv4mLLzJ2V/0e5h9JXh796c2KXsSx44+lnd2vBOaROrHR/44ihXumjEmNMnVYeNz9zlfWd9MUUktm0pq2LjXWW8qrmVzSS2N/tapO5PMrtD2e5V5rKvYw2trWpeXlZLQqjW/0A30x+elDoyhNbuh1eyvbdNsIlrmg3W1cPZdsHM5VG6Dhkonf/6q//T6d6Y7rph1BU+sfYKADbBk1xJWl65mZt7MmD0v1owxFIzNYOtqp2N38bZqBfMiMmQomO8Fa+3zwPNz5sy5pr/rIgPQ7Cvh7V9DfTlUbIFVz8BBF/S6uCtmXcE7O94B4NkNz/KtQ79FVlJWF3ftP1kpCRw8NpuDx7YOWoNBy46KejaV1LKpuIate8oYu7LYOWcNW+zwdsurrG9m+dYKlrfpiOsxMCYnNRToFw5z1wVpFGQkDajW/FZjzCd30jJfVwcpOXDeX+HBM8AGYNv78Nb/wUmx+9A2On00p44/lZeKXgLgoVUPcdtxt8XseftDfkQwX7Ktmilz2v/9EhEZbBTMi0RbUjrMvQ7e/JWz/+6dcOD5vR65Ze6IuUzLmcba8rU0BBp4cu2TXHPQwP8c6fEYxuamMjY3leOnFsCeeljpDqeTM45/XnBSKNDfWOysN5fUUtdBfn7QwtayOraW1fHm2uJW5zKSfcwalckBo7KYNdpZTypIx9tPedPtjjHvatUyX+vOBDxuLpx4E/z3F87+27+Bicc5S4xcOevKUDC/sGgh35n9HUamj4zZ82KtYFxGaLt4W8fzLYiIDDYK5kVi4YhrYdFd0FwLe1fBuoUw7fReFWWM4YpZV3DzuzcD8NdP/8qyvcvIS84jNznXWafkkpucG95PziXBux8mgeqJiJFsPPlTOWB0FgeMbv0Ng7VOR9xNxRFBvhvw76io73AG3eoGP+9vKms1fn5KgpcZIzM4eGw2s8flMHt8DqOykvdLC363W+Zr68Injvkf2PwWbH4bsPCva+G6RZAWm2EWZ+XP4vARh/Ph7g8J2AB/X/N3fnj4D2PyrP0hf2x6aLtkWzXW2gH1bY2ISKwomBeJhdRcmPMlWPxHZ//dO2Dqab1unT9jwhn8btnvKK4vpra5lkU7FnV5T0ZiRjjgT3HW+Sn5FKQUUJBaQF5KHgUpBeQm5+Lz7Id/CtqOMd8OYwwjs1IYmZXCvMn5rc41NAcoKq0NBfqbimvZ6K6rG/37lFXfHOCjrRV8tLWCBxcVATA8M8kJ7MflMHdSLrNGZcWk9b7bLfN1tREnvPCF++CeeVBXCtW74NmvwyX/iNl4/FfNuooPd38IwJNrn+SyGZcxKr2T8U0HsKz8FBKTvTQ1BKivbqausom07KSubxQRiXMK5kVi5ahvwJJ7nUmBti2BLe/BhHm9KirBm8C3Z3+bW967haDteDz4SNVN1VQ3VVNUVdTpdR7jIScph4LUAvJT8lsF/CPTRjIqfRSj00eTlrDvkJY9EhnM5/W883hygpfpIzKZPqL1RFzWWnZVNvDpjko+3VnFqh2VrNpZxe6qhn3K2FPVyEuf7ualT3cDTnrO3Il5HFWYx1GT8pg+IqP7E2B1otVoNm1b5tM6aJkHyBwJ59wDj7l9LNa9DEvugSO/1uc6teeY0ccwM28mq0tX0xho5M5ld/Lr438dk2fFmvEYckamsWezMxdC+e5aBfMiMiQomBeJlcxRcMgl8JEzQQ/v3tHrYB7g85M/z7FjjmVH9Q5KG0opayijrKGM0npnO3SsvozyxvJuB/1BG6S0oZTShtJOr8tKymJUmhPYj0ofFQryR6WPYkz6GFITuhg9pLTrlvneMMYwKjuFUdkpnDprROh4cXUjn+xwOtIu21LOim0V+4yXX93g57U1e3htzR4AclITOHJSOLifPCy9V6karcaZ707OfKSpp8KR34D3ndl/efUWGHcUjDqkx/Xoisd4uOHwG7jy5SsBeLnoZS6Zfgmzh8+O+rP2h5wRqRHBfB1jpu87+pKIyGCjYF4kluZ9B5Y/AjYIG16DJy53gvz04c6SMRzSR0DGCEjJBY+n0+Ja8uK7EggGqGyqpKy+LBT0l9SXUFxfTEl9SXi7rqRVK3JnKhsrqWysZE3ZmnbPF6QUMCFrAuMzxzMhcwITMp3t0RmjSTA+KNkQvjh/aree2RcFGUmcNH04J013RjUJBC1rd1fz0dZyPiwqY/HGUvZWN7a6p7yuuVXLfX56EkcV5jGvMI+jC/MZl9f1cIfW2lbvaduRh/YZzaY9J/8UtrwLu1ZAoAmevhq++hYkZbR/fR/MHj6b0yacxsKihQDc9uFtPH7W43hM57+LA1HkcJQVezp4b0VEBhkF8yKxlFcIMz/vDE8J4cmB2uPxQdqwiAB/eETQP8I5lj7M2fcldvpYr8fb7cC/OdBMaUMpxXXFrYL9vXV72Vmzk521O9lZs5PmYMeTQwEU1zv3t+Rgt/AZH2PSRjA+O5EJzdmMD3qZULONCV4v+Sn5+62TotdjmDkqk5mjMrnsyPFYa9lUUsvijaUs3ljK+5tKKa1tanVPSU0jz6/YyfMrdgIwJieFeYX5HD3Zab0flrHv7L61zbX4g04Of4ovhRRfSqvzJjERfD7w+7HNzdimJudYJF8SnP8g3HscNNVA2UZ48QfwhXui+I6Effew7/LG1jdoCjaxunQ1z218jnMmnxOTZ8VSzojwtx7lCuZFZIhQMC8SayfcCOtfdYKyzgT9zsyx1Tu7LjMl1w3w27bwt3wAcLe70ZKb4E1gRNoIRqSN6PCaoA1SUl/iBPdugL+jZgc7a5z1jpodoQC2Lb/1U1SznaLUFN7CDWxfuRqAtIQ0xmeOb92an+Vs9zlHvwvGGAoL0iksSA8F9+v21LB4YwnvbSxlyeYyKutbf4DZXl7PE0u38cTSbQBMHZ7O0YX5HF2Yx9yJeWSlJrRqlW+bYtPyXE9qKsEqJx0kWFeHt20wD84HwbPugGeudfZXPA6TToSDL4rSOxA2Kn0UV866kr988hcAfv/R7zl1/Kldp07FSNP2Hez6yY8JVteQPHMmeVd/icQJE7q8L7Jlvnx3OylMIiKDkLEdjfUmXZozZ45dunRpf1dD4kFdGez+BGr2QPVuZx25Xb0HImYNjZqENKc1vyXwzxjpdLLMGOkca1n3MX3DH/Szq2YXm6s2s6VqC0WVRc66qog9dXt6VWZBSoET5GeFU3YmZE5w0nY8sR92MxC0rNlVxeKNpSzaWMIHm8s6HAMfnAFnpo/IZOq4cv5b5QwjOiN3Bk8ueHKfa9efeBL+Xc5suJNff42E0aM7rsgz1zmBPEBiOnz1bSfQj7K65jrmPzOf4npnDP9rDryG62dfH/XndMUGg2y59DLqly8PHfNmZzP+7w+TNKXzvhYBf5B7r38LG3T+v3btXceTkBgfswaLiHTGGLPMWjun3XMK5ntPwbxEVXN9OLCv2e2uI7d3Q81eqC12cvCjKTG9dXDfsp05GrLGQtZoJwWoi5z+9tQ117F14Q8pWvNPihJ8bBkzmy0paRRVFlHdXN3j8rzGy5iMMeEAPyLYL0gpiFnaTpM/yMrtFSza4AT3y7eW0xzYZqwtgAAAIABJREFU999Pb9paUsc9CEBS8wzOKriFuZPyOGJiLvnpzugqG8+aT9PGjQBMev65zoPUxhon3abMuZ5hM+HqhZCc2fE9vfTshmf58SJn5tlETyLPfeE5Rqd38kEjBir++S923XzzPsd9BQVMfOZf+PLz27kr7JFbFlO5tx6AC28+nIKx0e9nICKyv3UWzCvNRmSgSEiBnAnO0pmAH+pK2rTwtwT9bsDf8gEg0Nh5WS2aaqB0g7N0xJPgdN5tCe6zxrjB/pjwdnLWPmOipyakMr1yD9NbhmE85SqY9QWstZQ1lIVa8IuqithS6Wxvrd7aYdpOwAbYUrWFLVVb9jmX6ksNp+y4nXGn5ExhYtbEPrfmJ/o8zJmQy5wJuXz75CnUNwX4sKiMRRtLeH9TGZ/uqCQQtBhvOL2jpi6JhxZv4aHFTl2nDEtn7qRczsNHS7Z9uyPaREpKh/MfgL+e4nSG3bsanroSvvgkRHlisAWFC3j8s8dZVbqKpmATv//o99x+3O1RfUZngk1N7P3tb0P73oJ8bG0dwbo6/MXFlPzpT4y45ZZOy8gZkRYK5iv21A2YYD4YtOzeWEEgYBk1ORuvL/46GIvIwKRgXiTeeH3h1vPOWAsNFU5wX90S6Lvr6l3hddWu7gX9wWao2OIsHUnMaBPou4H/nlXha/KcVmhjDHkpeeSl5O0zFKI/6GdX7a5W6TpFVc727trdHT6+zl/HmrI1+4y4k+BJoDC7kKk5U5mWM41pudOYljON7OR9c9q7KyXRy3FTCzhuagEANY1+lhaV8bdP17DM7R5hA61zztfvrWH93hpmVQZoGWjy72+sYWrKKI6YmEtqYgf/JI86BBb8Hv7tjje/8b/w4vdh/u+iOqGUx3i44YgbuOKlKwB4afNLXDnzSmblz4raMzrT8OkqAmXOLL6+YcMoXPgytYsXs/3r3wCg/MmnyL3qKhLHjeuwjMz8cKfk6tJ95xroL68+sIoNS/cCMO3IEZx81cx+rpGIDBYK5kUGK2MgJcdZCqZ1fJ21UF++b5BfvQsqd0Dldqja7lzTlaZqKP7MWdqvVLfyvX0eH2MzxjI2YyzHcmyrc3XNdWyr3uYE+G6wv6VqC5urNlPd1H7aTnOwmc/KPuOzstb1GpY6jOm505mWM42puVOZmj2VsZlje9WKn57k44Rpw1hZm8iyT5xj5x48jdzmQpZsKmPF9opQWk69LzyZ0ZvLt/DLPR+S4DXMHpfDMZPzmTcln4NGZ+HzRrTeHvJFKC+Ct25z9pf9DXImwjHf6XFdO3PosP/P3n2HR1WlDxz/3plJb6QQSiAQEooC0jvSFURRRFFQEVFAFkHE8ls7rqDugqICgqKI0kERFBRFQHqR3iH0JJQkpPdMub8/bjIljTRIgu/neebZ3HPvPfcky+68c+Y972lF7+DebIzYCMAn+z9h3r3zbknVoYxDh6w/e3TujM7NDc+ePXFv25b0ffvAZCJ21iyCphb+bYGXn10wH185gvm0pCzO7o+xHp/efY27etYhsF75p0oJIf55JJgvBUVRBgADwsJKvoulEJWOooC7n/aqUcRsYXaaFtwnR2kBvn2gn3tsyij6WQGNtHSiMnB3ctdm1v0cP6Dk1nfPXYB7Mfki55POEx4fzpW0gisExaTHEJMew9aordY2g2Ig2DuYBj4NaFCtgfafPg2o71M/X5nJgthXs2lRuzZDmjQBICPbzIGIBPacj8P9pBfkfMHgatLKYRrNKnsuxLPnQjyf/BmOl6uBTg386dowgC5hATQI8EDp8YYW0B9Zrt28YRL41oOmDxf3z1csE1pPYHPkZsyqmb3X9rLt8ja61elWrs8oiH0w79ZS++5CURSqv/wyl554AoDkX38jcMKEQhcNe/lXvmD+0rE4yLO84vDGSO559tZ84yGEuL1JMF8KqqquAda0bdt2VEWPRYhbxtkDqjfSXgXJneFPiiw40FcU6PH6TRueoijW2vqtAls5nEvOTiY8PpzTCacJTwjnVPwpziacJduSna8fk2rifNJ5ziedhwi7/lGo7Vmb0GqhNPBpQIhPiPbyDnFI13HY/dWu3c1ZT5cwLTC/uqMeiad3A9C7nieXA704He34rUJKpon1J6JZf0KrBlTLx5XOoQF0qvdv7r9+Cbcr2v389LyW0lS3fen+cAUI8Qnh0UaPsvy09qHh0/2f0qV2F/S6m1cZRlVVx2C+lW3HW/fWrXDv0IH0PXvAbCbu+++p+eabBfbjMDNfSdJsIk/E52u7cPg6xmyzVNsRQpSZBPNCiPJhP8Nfq0VFj8aBt7M3bWu2pW1NWyEAk8XEpeRLnI4/zamEU4THh3Mu6VyhOfkqqrWmvv1MPmg7897hfwdN/ZtyLumctd3XxbfAvnQethr6/UK9eXJkN2KSM9l5Lo7tZ6+z/cx1riU7BqJXkzJZeSCKlQdgMs/yi2sE9bgC5iwsS4agG7UR/EJK/LcpzJgWY/jl3C9kmDI4m3iWX879wsMNy/cbAHumq1cxxWipKDoPD1zyfPPpP/I5LZgHEn/4keovvIDexydfP3nTbFRVvWUbkxUmKTb/N1bGLDORx+Np0Kp6BYxICHE7kWBeCPGPZNAZCK0WSmi1UPrT39qebkznQtIFziWd43zieessfWRKJJZCSoLGZ8az4/IOdlze4dBe0KZRADp328JYS7pW5SfQ25WBrYIY2CrIujvtjpzAfte5OFKybNV9kvBkWNZrrHJ+F38lBV1GHJFfDGBzt+X0bRVKoHf+nWlLKsAtgBHNRjD70GwAZh2aRb+QfsVKNSoN+1l517uao+gdZ6w9unbFpVEjssLDUTMySPr5Z/yefjpfP66eThicdJiMFoyZZrLSTbh63Px9CYqSmmD7YNaofQ3C/9a+bYk8JcG8EKLsJJgXQgg77k7uNA1omq+CS7Y5m0vJlziXdI4LSRe4kHTBmpufUchageruBQdq9jPzBZWmtN+d9ulO9TGZLRy5nMTu83Hsu5jAvovxRGTWYFT2Kyx1/gAXxUhdcyTVNrxMh9/H0zEkgAEtatOvWU38PArYXbaYht85nBWnV3A94zox6TEsPrmYkc1Hlrq/omQcPmz9OTdf3p6iKPg++STXJk0CIGHZcnyHDcs3664oCl7+riRc0z4kpcRnVmgwbzZayEgx5owNGneoaQ3mo04VY1G5EELcgATzQghRDM56Zxr6NqShr+MGTxbVQlRKFMeuH+NY3DGOXz9OZEok/UP64+fqV2BfBc3MF8Wg19E62JfWwVrajsWicuJqMlvPNOabQ6m8kPgxAAP0uzlgacj88/ex63wc7/x8jK5hWmB/b9MaeLuWLKh1d3JnbMuxvL/rfQC+OfoNgxoOKvT3KovsS7YFCq6NmxR4jff99xPzv/9hSU8n+/x50v/ei0eH/GsFvPxswXxqfGaF1ppPTbTNyntUc6F2Q63GvNlkITE6ndSELDx9XYroQQghiibBvBBClIFO0RHsHUywdzD9G/S/8Q3ceGb+hvfrFJoF+dAsyAd6vEPmquu4Hv4OgDcNSzhqCWGf2gSzRWVLeCxbwmNx/klHj8bVGdCiNr3vCCy8pn0eD4c9zMITC7mQdIE0Yxpzj8zl9fblv5A5N18ewKlmjQKv0Xt64P3gABKXaQtz4xcuKDCY96xEFW1S4217OHj6umBw1lMz1IfLp7VZ+ajT8TTpWKuihieEuA3IFnRCCHGLOczMp914Zv5GXAdMhaA2ADgpZhZ4zaF3HcdaiNlmC+tPRDN+6UHaTN7A+KUHWX/8Glkmc5F9G3QGJraeaD1efmo5EckRRdxROqbYWNszAwMLvc43p0QlQOrGTWRduJDvGi/fylPRxj5f3jNnXHWa2BZGS6qNEKKsJJgXQohbrKwz8/kYXGDw9+Cmpb+4Z8cyz2M221/tyhv3NaFZkOPmRBlGM2sOX2H0wv20nbKBV1YcZt3RqyRlGAvsvkfdHrQO1HbpNakmPj/wednHbEc1mTDFxdl+nYCAQq91bdQIj+45Ne9Vlfj53+W7xj5tJS0pf/nRWyk10TYz75EzrrzBvKqq+e4TQojikmBeCCFusZLmzBdLtbrw6DwgZ0HopR3U2T+V57uHsnb83Wx6pTsv39OIsEBPh9tSMk2sPBDFvxYfoPXkP3l0zk5mbDzDochETGateo+iKLzS9hXrPesvrWdb1LbyGTdgiosHi/YsvZ8finPRi3b9n33O+nPS6tWYrl93OO/ubbs/Pblig/nsDNs3H67u2pqFwGAvnF21aj1piVkkRpfTvwEhxD+SBPNCCHGLlfvMfK7QXtDrLdvxrllwfBUADap78mLvhvw5sRu/v3Q343qGEezn7nC72aKy71IC0/8MZ+AXO2j1/p+M/H4v87ZfwMlUn/4h91uv/c+u/5CanVouw7bPlzdUv3GpRvf27XBt1gwANTub+MWLHc/7VJ5g3phpKynqlBPA6/Q6ajeSVBshRPmQYF4IIW4xncdNmJnP1fUVaHSf7Xj1WLh2zHqoKApNanrzat/GbHmtBz+/0IXxvcJoUceHvHsrpWSZ2HAyhslrT3Df59v4Y2t7nNAqw0SnR/PJvk/KZcimWLtgvoh8efvfwf+5Z63HiUuWOvwd3bxswXxGRc/MZ9lm5nNn4wHq3iHBvBCifEgwL4QQt9hNm5kH0Ong4S/Br4F2bEyHZUMhLS7fpYqi0KJuNV65tzE/j+vKvrf68PmQlgxqHUTNAjaeSkx1ITlqgPX4xzM/MnzJUlbsjSQyvvQfSkwx9otfi7eJktc99+BUpw4A5qQkElf+ZD3n5uVs/WCSmWbEbCp4s69bwZhpC+adXGwVhOo0tpX3vByegMUiefNCiNKR0pRCCHGL6dxsu6haMjJQLRYUXTnOrbhVgyFL4Zs+kJ0CiRHww3AYtgr0hdea9/d04aGWQTzUUtuF9sL1NHadj2PnuTh2n4sjLi0bU0pzjCl34uR1AoC9qV+z5Sd3UA3U9XOjc4MAOoX60ynUnxrF3InWIc2mGDPzAIrBgN+IZ4iePAWA+O++w3foEBSDAZ1OwdXL2Torn5GSba0kc6sZ7XbutZ+Z963ljruPM+lJ2WSlm7gemUJgPe+CuhBCiCLJzLwQQtxiil6PkhvQqypqRsE7yJZJYBMYNNd2fHEb/DIeilk5RVEUGlT35MkO9fjiidbsfasPv790N5MGNKWD10iwaJVZ9C6xOPv/BUBkfAbL90Xy0vJDdPhwIw99sYOvt54nPq3oVBf7NBunYgbzANUGDUJfrRoAxsuXSVm/3nqusiyCzXaYmbcF84qiUKexpNoIIcpOgnkhhKgAN6WiTV5N+kOvt23Hh5fCpiml6kqn03LtR3QJ4fvh9/B6R1t1G9eALbi5X893z+HIRD747SQdP9rI6yuPEJVQ8O9pLOECWOuY3Nwc6s7HfTPPWuaxsgTzRruceSdXxy/DHUtUxt+yMQkhbi8SzAshRAW4qXnz9u5+FVoNsx1v+xj2fVvmboc0foy7qt8FgKqYaNd2Eyue78DL9zSiYwM/DDrbatpsk4VleyPp9fEW3l9zgrjULIe+HHPmiz8zD+D71JMoLtq3BJknTpC+Zw9QeYL57MyC02wA6jSx5c1fOZuE2Vhxuf1CiKpLgnkhhKgAt2RmHkBR4IFPIeweW9uvr8DpdWXqVq/TM6nTJAyKNtt8MPYAEcbNvNi7IctGd2Lf23343yPNaR7kY70n22zh2x0X6Db1L2ZuPENGtjZrXdzdXwti8PPD5+GB1uO4uV8DeYL5Ctw4ymEBbJ5g3svPFZ/qWrqV2Wjh2vmkWzo2IcTtQYJ5IYSoALdsZh60Ra+Dv4NaLbVj1QI/jICofWXqtpFvI55p9oz1+JN9nxCRHAFANXdnHm8XzC/jurB0VEdaBVezXpeWbeaTP8Pp9clmVu65iDl391dFweDvX+Jx+I8YoVXxAdJ27iRt927HYD6lkqTZuOjznXdItTktefNCiJKTYF4IISrALZuZz+XiCU/+AL71tWNTBix5DGJOlanb5+96nmCvYABSjam8vPllMk2Z1vOKotAp1J+f/tWZucPa0NBuB9qrSZl8tGSHdVGu3t8fxanwajuFca5Xz2F2PuaT6Q615itqZt5stGAxa7+bTqegN+R/y7VPtbl0LH/5UCGEuBEJ5oUQogLc0pn5XJ6B8ORKcMsJINPj4PsHIOZkqbt0NbgytftUnHRaEH464TQf7Pkg33WKonBv05qsm3A3Hz7cnABPLdj2zUyxXnNV58752NLtKlt93DgUZ63PzKNHIfyI9Vx6clZht91U2VmOu78qeXflAure6YdOr7XHRqSQHHcTKhsJIW5rEsyXgqIoAxRFmZuUJPmNQojSueUz87kCwrQZeuecGfK0WPjuAYg+Ueoum/o35Y0Ob1iPV59dzU9nfirwWoNexxMdgtn8Wk/G9QzDC6P1XIxZz72fbuW9X46TcINylnk51aqF77CnrMcZyxdYf85MNRZ0y01XVL58Lhc3g8Ps/IVD+asCCSFEUSSYLwVVVdeoqjrax8fnxhcLIUQBKiyYB6jTFp76CZy9tOP069oMffTxUnf5aMNHeTD0QevxB7s/4GRc4TP+ni4GXu3bmE8H3mFty9Y5YbKofLfzIt2n/cU3285jNBe/wkvAqFHovHM2Xoo4a23PTDcVcsfN5ZgvX/gejQ1aBlh/PncwptDrhBCiIBLMCyFEBaiQNBt7wR20HWFdcoLf9Dhthv7a0VJ1pygKb3d8m4a+DQHItmQzcfNEkrKK/gbT12DbxMrN2/Y3Sc40MeXXkzwwYzsHIoq3MFRfrRr+o0YCYDDZPiBlpRqt9edvJfsNo/KWpbQX0qI65GTgXD2XVKGlNIUQVY8E80IIUQEqdGY+V912jgF9Rjx8/2Cpc+jdDG5M7z4dDyctKL+cepm3t7+NRS18dl3NtOWzt29ci6+GtSEkwBbUn45O4dE5O5n6+ymyTOaCunDgN2wYhho10FuM6MxaUGyxqA6z5LeK6QaVbHK5eztTOyyn2o8KFw7HFnqtEELkJcG8EEJUgAqfmc9Vpy0MWw0uOWmDGfGwYCDEXyhVd/V96jOli22X2c1Rm/n2WOGbVKlZtso3OldX+jatyR8vdeOt/nfg7qwFwBYVZm8+x0OzdnDiSnKRz9e5ulJ9/DgAnIy2v2tm2q3PmzfbpQjp9EW/3TZoadv59ux+SbURQhSfBPNCCFEBHGbm0ypoZj5XnTbaDH3uotjUa7DgIUi6XKru+tTrw9N3Pm09nnlwJn9f/bvAay0Z9sG8tpOrs0HHqG4NWD+xG51DbXXnT11L4aEvtjNr05kic+l9Bg3CvW1bnEy2YD7t8q1fWJpblhKwVqwpTINWtlSbqFMJJFyrwA94QogqRYJ5IYSoAA4z8+mVIHCr0waGLgO9FlCTeAnm3wcJl0rV3UttXqJ1YGsALKqF17a+Rkx6/hln+5l5xcXVcUi+7ix6rgPvDbgTl5wa7Uazysfrwxn4xQ6OXyk4H1/R6aj10Yc4WWx9X/7fZ1gyMwu8/mYpSTDv5edK/ea2hbBH/oq6aeMSQtxeJJgXQogKUKlm5nOF3A2PLYCcmvFaQN8f4s6VuCsnnRPTuk/Dz1UruxifGc9rW17DaHFMd7HY5cwrOTPz9nQ6hWe6hPDbhLtpUde2i+zxK8k8NGsHn6w/XWAuvXPdunjdGWY9To24xtU330S1FL86TlmpFrtgXld0MA/Qolcd68+ndl8jK71iSmoKIaoWCeaFEKICVJqc+bwa94Mhi20z9MlR2qLYxIgSdxXoHsi0btPQKdpbzYGYA3y+/3OHaxxy5vPMzNsLre7JyjGdeP2+JjjnzNKbLCozN52l/+fb2HYm/6JRz/q1rT8bnTxI/m0dsTNmlPj3KC2LQ878jYP5oMa++NXW/l2Yssyc3Hn1po1NCHH7kGBeCCEqgM6jElSzKUyjvvDEcjC4ace5AX3KtRJ31b5We8a3Gm89/v7E92y4tMF6fKOZeXsGvY4x3UP5fcLdtKvva20/F5vGsHl/M3rBPiLibH9LVw8n688mg/b3jvvyK67P/brEv0dpWEo4M68oCnf1tM3OH/kryqEPIYQoiATzQghRASrtzHyu0J4wdAnonbXjhAvaoti0uBJ39WyzZ+lep7v1+J0d73ApWcvFVzMdq9kUR4Pqniwf3Yn/PNgUT7vNmNafiKbPp1uY9scpUjKNuHjYbdQU0sj6Y+z06Vz74ENU083dTKokOfO5GnWoaR13SlwmFw5JmUohRNEkmBdCiApQKerM30hoLxj8PSg5NdJjT8HCgZCRWKJudIqOD7p+QJBnEACpxlRe2PgCsemxWOwXwBYzmAdtpnt45/pserU7j7axzWZnmyx88dc5ekzbzMFrtgWyTu274t6hg/U4YeFCIseOxZyaWqLfpSTsg3nlBqUpczk562naNch6vPvn8w4lLoUQIi8J5oUQogJU+pn5XE36w6C5WOsmXjsCix6B9PgSdePj4sP0HtNx1mkz/ZeSLzFy/Uiy0lKs1xR3Zt5eoJcrHw9uwaqxnWlRx8faHpeWzdJDttKaWZkqdb/6Eq++fa1taVu3EfHsc5iTi65dX1qlmZkHaNmnrnXH2MTodI5tKV2JUCHEP4ME80IIUQEUZ2fQawGbajSiZmdX8IiK0PxReHCm7fjyPvjufkgu2QLNO/3vZGr3qehzZvrPJ53nyOW91vOKS9E580VpFezLqrFd+OzxlgRV03L9M+3e4Q6fT+BobCZBn07Hf8zz1vbMI0eIGPEs5sSSfdtQHCXNmc/l5uVMm/71rcd7114gPbkS//sQQlQoCeaFEKICKIqSp9Z8JU21ydV6GPT/2HYccwK+6QOXD5Som97Bvflvt/9aK9wYM2y/d2lm5u3pdAoDWwWx8ZXuvH5fE3Qutrc4Y4aJgbN38J+1J3H/1zhqvjfJei7z+HEujXgWU0JCmZ6fV0mr2dhr0bMuPtW1DyVZ6Sb2/XaxPIcmhLiNSDAvhBAVpErkzdtrPwoGfQ26nIWlyVHwbT84sLBE3fSr348pXaagoOBstM1eJ5FRLsN0ddIzpnsoS8d1sba5qQqqCt/tvEjfT7dyrE1vak5+HxQtyM46eZKI4c9giiv5At/ClLTOvD29k46ugxtaj49vv0xK/K3d9EoIUTVIMC+EEBWkyuTN27vrMa1spWtOfro5C34ZB2smgCmr6HvtDAgdwH86/wcXu4Iyk/Z/yNXU8qutXjPA9mHJDQVyYuvLiRkMm/c30wxN8Ht/si2gDw/XUm5SUgrqrsTMpcyZz1WvuT81QrwBsJhU9q+7WC7jEkLcXiSYF0KIClLlZuZzhfWBUX9BYFNb2/7vYP59kFT8xZoPN3yY2oYA63FE9jWe/v1pTsefLpdh6p10GJy0tzmdCp880hxfd1vt+SV7Ihh0zpeECW+CTrsuKzycqBdfLJc1DGoZg3lFUejwYAPr8ckdV0mKLZ9vL4QQtw8J5oUQooJUyZn5XP6hMPJPaPaore3yfpjbHS5sLXY3bhZbLfhsA1xLu8awdcMcNpYqC2d3W/99GwayfmJ3+jatYRtyYgZPXPTll77PWdvSd+3myltvo1rKVhLSsZpN6d5u6zTxpXbDalp/FpW/154v05iEELcfCeaFEKKCVNmZ+VzOHvDIN9D3I1st+rRYbbfYje+D2XjDLuw3jdK7ags+M0wZTNw8kdmHZmNRyxZQu9jNxGelm6ju5cKXT7Xh8yEtqWZ3bo5LYxbc2c96nLxmDdEf/RdVLf0OrPbVbJQS5sxb71MUOj5km50/83c0idFV8N+KEOKmkWBeCCEqSJWqZlMYRYFOY2H4L+BRPadRhW2faItj4y8Uebsly5ZnP6f/POp61bUdH57D6D9HE5MeU+rhubjZZuaz0k05Q1Z4qGUQG1/uzlMdg8mNs5c27M2v9TtZr09YuJDrs2eX+tkOpSlLkWaTq1ZYNYLv9ANAVWH/H5dK3ZcQ4vYjwbwQQlQQh5n5qpZmk1f9rvD8Ngjpbmu7vA++vBv+/hos5ny3qKrqMDMfVvNOlt6/lI61Olrb9lzdw0OrH2LF6RWlmqV38bAP5h2/KfD3dGHKwOasm9CNuxsGgKIwu8XDbAlqYb3m+sxZRH7zXYmfC3nSbEo5M5/Lvu58+O5rJMdJ7rwQQiPBvBBCVJDbYmbennctGLYa7nnfVr4yOwV+exW+7glR+xwuV41GbaoZwMkJxWDAx8WHOX3mMKr5KJScXWdTjalM3j2Z4euGcy7xXImG5DAzn2Eq8JrGNb1Y+FwHlozqQOv6/nzcZij7AxtZz6d+/D8WTfmKxPSSLYpVy1BnPq/aYdUccucP/hFRpv6EELcPCeaFEKKC3FYz87l0OugyAZ77E/zDbO1XD2ubTK2ZAOnxgGO+vM5u91eDzsCLrV9kXt951POuZ20/FHuIwWsGM/fIXIyWG+fjQ55gPq3gYD5X59AAfhjTiXkjO7P64Rc54Wd7dsvFM5gwYRafbzhDSmbxnm0pYzWbvNreV9/684kdV0iMuQ0+AAohykyCeSGEqCCO1Wxus8AsqDWM2QE93wJD7s6uqlbCcmYb2D0HS4ptx1WlgN1f29Vsx8oHVzL6rtEYcmb6jRYjMw/O5Ilfn+Bk3MkbDsPFw24BbCEz8/YURaF7o+r88FIvfD6bxRW/IAD0qoWJO+bz57J1dJv6F3O3niMjO3/qkD3HnPmyv93WucOXWmFafX+LWWXXqpJ9SyGEuD1JMC+EEBXEsZrNbTIzb8/JFbr/H4zdDQ372toz4uH311Hn9LI22c/M23PRuzC+1Xh+eOAHmgc0t7afij/F0F+HMufwHMwF5OPncnYrPGe+KIqi0Kd9GHevWoKxRi1tLBYT7+2ej9+VC3z42ym6T/uLBbsukmUq+PnlmTOfO6Yuj9qHMaBoAAAgAElEQVR2hT1/MJYrZxKKuEMI8U8gwbwQQlQQ+2A+68xZ0g8exJJxGy5s9AvRdo0dsgR8gq3Nalqi9WfFnGpNvylImG8YC+9byKttX8VFrwX+ZtXM7EOzGbtxLAmZBQe1LnZ15rPTbzwzn5dzjUCaLPoefXWtUo+HKZMpO78mKDWWmJQs3v35OH2mb+GvU/kr7pRXNRt7Nep707CdrU7+jh/PolpKXz5TCFH1STAvhBAVxD7NJuPQIS4NfYLTbdtxfsCDXHn9DeIXLiL9wMHbI59eUaDJ/TBuL/T/GLzrYDHZAlxdVix8dhdsmlJoUK/X6RnedDgrH1xJ68DW1vadV3YyeM1gDsUcynePfTCfWYpgHsC5bl2Cv/kGnbc3ANWy0/jvrrkEpGsfRiLjMxjx3V5eWHyAmGTbOgD7mfnS1pkvSKeHQ9Hn7GwbcymF8L3R5da3EKLqkWBeCCEqiFurlih2s/MAmM1knTlD0urVRH/wAZee0AL8c/3uI2riRK7P/ZrUbdswxcZWzKDLyskV2o+CFw+idpxobVb0qlb5Zus0LajfOg2MBX9LUc+7HvP6zmNU81HWtuj0aEb8PoKFJxY6bPRkv2lUdjFy5gvj2rgRdb/6EsVN29gqIC2BOScWU8PJVrHm16NX6f3JFhbuvoTFopb7AthcXn6utOhtq8e/e/U5TMai8/eFELevf3wwryjKY4qibFcUJVVRlIsVPR4hxD+HwdeX0LVrqPHG63g/OADn0FBtBjsvVSX74kVS1v1O7PTpRI4azZm7u3G2V28uv/oa8UuWkHn6NKq5CgV0Bmcswbaa9Do3uw812SnaDP0X7eHEz7bylfa351S8+aL3F3g7azPmJtXE1L1Tmbh5IsnZyUDeTaOKnzNfEPdWragzcyY4aR8QPKMusCT6Nx5tWdt6TUqWiXdWH2PQnJ2kZNhKWZZnMA/Qpm893Ly0caQmZHFsy+Vy7V8IUXX844N5IAGYBbxV0QMRQvzzONWujd/w4QRNnUror2tpvG8v9RYvosabb+Dz0IO4NGwIen2B9xqvXCF57Vqi35/MhYcGEt6hIxEjR3H966/JOHqs0gf3apYtJUUJ6waPzIOAxrYLEiNgxdOw6BFIKHjX0251uvHDgB9o5t/M2rYxYiOPr3mcE3EnHNJsskqZZmPPs2sXar03yXqcvXUz/76+kyWjOtAgwJY2dSgykSMRtjUB5VHNxp6zm4G2dhtJ7V93qVjVeoQQtx9FLWDG459IUZSBwGeqqtYv7j1t27ZV9+3bd+MLhRCiDCyZmWSdOUvmyRNknjxJ1slTZJ465VCnvSA6Hx882rfDvWNHPDp1wjkkBKWgmf8KkrT2V668+ioA3v3vI2j6dDCb4MD32sx8hl3uvJMH9H5XS9HR5f9wk23O5pN9n7Dk1BLbLTon/u+uN4ib429tG/VZN5xdDfnuL6noqdOI//Zb7UCno97336Fr2Zo5m88xZ/M5ss0WhqY4U8esjbXR0FDu6V6viB5LzmyysHjSblLitH8HbfvXp8ODDcr1GUKIykFRlP2qqrYt8FxFB/OKorwBtAbaACHApcICakVRdMAE4HmgPhALrADeVVW1TCvEJJgXQlQlqtFI5smTpB84QMaBg6QfPIA59nqR9xgCA/Ho1BH3jp3w6NQRp5o1b9FoC5a4ciVX33obAJ+HH6b2Rx/aTqbHw+aP4O+vAbv3qdqt4P7pWh37Avxx8Q8m7ZxEmjHnLUFVeH73p9bdZHV6hRa96tKqbzBuns6lHrtqMhHxzAjSc94DDDVqELJ6FQZfX87GpPLWqqOEHUmjtlmbkV/ilcmj94bxYu+G6MtxMezpPdfYMP+ENgZnHcOmdMbdu/S/lxCicqrswbwKxAMH0AL65CKC+c+BF4FVwDrgDmA8sA3oo6qqxe7aZcDjRTy6p6qqm+2ul2BeCFFlqaqKMSqK9L/3krZ7N2m7d90wuHeuXx/3jh3w6NQZj44d0Pv43KLRauIXLyZ68hQAqg0dQq1Jk/JfFLkXfhkHsafsGhVoOwL6vAeu+ccckRzBy5tf5nTCaQDG7Po83zVOLnpa9K5Lyz51HRbJloTx2jUuDHwYc6KWTuPZowd1Zn+BotOhqipz396JKS4LgAWemUQbVDqE+DFjaCtqeOffJKs0VIvK8g/2Enc5FYDm3YPoNrTxDe4SQlQ1RQXzlSFnPlRVVX9VVe8BrhR2kaIoTdEC959UVR2kqurXqqq+DLwM9ASG5LllFFC9iNeOcv9NhBCigiiKgnPdulR7ZBBB06bScOtWGqxdQ4233sKzd290Xl757sm+eJHEZcu5PGEC4Z06c3HIUGJnfUHGoUO3JN9ezcyy/qxzKSS4rdsOnt8KPd4Afe7GUirs+xZmd4Zzm/LdEuwdzKL+i3go9CEAMgyp+a4xZpnZ99tFFr69i32/XSQ7s+T55k41a1LL7tuE1M2bifvqK0D778PH1fYhwZIzGb/nQjz3z9jGznNFf9AqLkWn0HGgLbXm+LYrJMXehnsVCCEKVeHBvKqq54t56VBAAT7L0/41kA48laffFFVVrxfxKltZAyGEqMQURcElLAy/YU9R94tZNNq1k/orllN94kTcO3VEybvjqsVCxqFDXJ81i4tDhhLeuQtREyeSuHIlxuibU8fcYr8A1rXgHWABMLhAj9fhhd0Qdo+tPTkKFj4Ma16CrBSHW1wNrkzuMplJnSYR6XcSgEx9Gjvrrcbiawt2s9JN7PnlPIvf3c3xbZexmC2UhFfPnviNGGE9jp0xk9StW7Xfz66vpzrWJze75npqNk99s4fZm886bCxVWvWa+VMrTPuGwmJR2fNLcd9WhRC3gwpPs7GnKMoxwLOgVBdFUf4A+gDuqqpm5Tm3A2ikqmr1UjxTDzgBA4CPgcaAmvcZBZE0GyFEVWXJyiLj4EHSdu0mbedOMo8dK7AEZC6XhmF4dL0bj65dcG/bFl3eDwOlEDP9U+LmzgWg+ksTCBgz5sY3qSocXwW/vuK4QNYnGB78HEJ75bvl6LVjTFs1m3D9EdJcklBUhXtMj3LXpV6kxmY7XOtby4POg0Kp18y/2IuFVZOJiGefI/3vvwHQeXsT8sMKVsy7QlKM9sHhyf905GRqBuOXHuR6qu3tpc8dNfjksRb4uJUu1SfX1XNJ/DRtv/X4sbfaUb1u/m9jhBBVU6XOmbd3g2D+KBCoqmqNAs6tAAYDLqqqZuc9f4NnPgPMz9Nc1CLc0cBogODg4DaXLhVcLk0IIaoSU0ICaTt3krZ9B2nbtxe5KZXi6op7u3Z4du+OV88eOAUFleqZ0R99RPz3CwAI/Pe/8R/xTPFvTo2BtRPh1FrH9hZPQN8PwN3PoTkpK4nXt73O9svbrW2+Tn5M8HqXlB2upCU6zt8ENa5Gl0caUj24eAGxKS6OC48OxnT1KgAuDRuyvfm/SYnX+n1qcid8qrsRnZzJuCUH2HsxwXpvPX93Zj/Zmqa1y7Zm4dfZR7h4REvfCW7qx4DxLcvUnxCi8rhdgvlzgJOqqsEFnFsADAN8VVVNzHv+ZpGZeSHE7UhVVbLCw0nbvp3U7dvJ2Lcf1Vh4ZqJLkyZ49uyBV69euDZtiqIrXgbn1Unvkbh8OQA1J72L79ChJR0oHP0RfnsVMu3+r9+jOtw3FZo+7LAJl0W1MPfIXGYfmo1qVyHnkZDB9E0eytENVzBmOq4VaNShBh0fCsXL78YLVjOOHuPSk0+iZmtzSjt7fEwm2o6xT3/Y2dqH0Wzhf+tO8c32C9Z7XQw6pgxsxuC2dfN3XExxl1NZNuVva/GfB8a1oF4z/6JvEkJUCZV9AWxxpQOFfa/raneNEEKIMlAUBdfGjfF/7jnqzZ9Poz27qfvVl/gOG4ZzSEi+67NOnSJuzpdcHPwYZ7v34Op//kPa7t2opqIXlaqZttx1pbAFsEUPFO4aDOP2aoF7rrRY+HEELHsCkm11FXSKjjEtxjCv7zxquNu+5F154Qc+ME6k7Uu+NOsehGJXOjJ8TzSL393NrlVnb7gpk1vzZtR87z3rsSXb9gHIfgdYJ72Otx+4k9lPtsbDWatDn2Wy8NqPR3jjpyNkGku3+Ng/yJM7OtWyHm9bEY7ZWLI1AEKIqqcqBfNXgABFUQoK6IOA6yVNsRFCCHFjOnd3PLt3p+ZbbxK67jdCN2yg5qR38eh2N4qTY663KTaWxKXLiHhmBGfu7sbVd94ldfuOAmf2LfbVbNzKUKrRMxAGfwdDloKXLZjl9G/wRQfYPQfMtue3q9mOlQ+upG/9vta2S8mXeG7rcC7etZvH32lLSIsA6zmzycKBPyJY9PYujvwVhbmIRbLVBj2M79PDAFAV21usfTCfq3/zWvwyvisNAz2tbUv/juTRL3cSGV+6uamOA0NxdtM2xUqKyeDQxohS9SOEqDqqUprNFOAtoJuqqtvs2l2BOGCrqqr33aqxgqTZCCGEOTWNtJ07SN30F6mbN1trruel8/HBq3dvvPvei0enTijOzkQ+P4bULVsAqDN7Nl69epZ9QJlJsOE9rXSlPf+G0PdDaHSvtUlVVdacX8OHez60bTIFdA3qypQuU8iK0rHjx7PEXHKslONb050ugxtSr2nBKSyqyUTk6NH8pnsEs0FLsxn2YjDed4YVeH1alok3Vx3l50O2bxF83Jz47PGW9GwSWJLfHoDDmyLZvuIMAAYXPU++1wFP3/Kpay+EqBi3S858c+AwsEpV1Ufs2scDM4BhqqouulVjBQnmhRDCnmo2k75vPynr15Oyfn2hi2h1Xl549epFxpEjZF/Q8saDv52HR+fO5TeYiztgzYsQd9axPawP3PM+1GhqbYpMieT/tvwfx+KOWdtqe9Rm7r1zCfYM5uz+GHatPkdKXKZDV8FN/enyaBh+tTzyPd6cmMjX/7cbs07bjfWeKzMJW7YYnbt7gcNVVZVFuy/x/toTGM229+UXe4UxoU+jEu0aazFbWP7BXuKvaB9QGrYN5N6RzYp9vxCi8qnUwbyiKMOAejmH4wFn4JOc40uqqi60u3YmMA5tB9jf0HaAfRFtA6he9jvA3uQxDwAGhIWFjTpz5syteKQQQlQpak7d+pQ//iD5j/WYrl0r8vp6Sxbj3rp1+Q7ClAV7voKt0yAr2dau6KDlE9DzLfCuDYDRbGTmwZnMP24rbubn6seXfb7kDv87MBnNHNkUxb51Fx0WySo6hWbdgmj/QAiuno4pR3PGbsKS867UY8sE/B5/hFp2OfUFORiRwNjFB7iaZPvgcHfDAKY/1pLqXsUvB3o5PIHV0w9ajx96qSV1mvgVcYcQojKr7MH8ZqB7Iae3qKraw+5aPfASWmnI+sB1YDnwrqqq+bf4u8lkZl4IIW5MtVjIPHqU5D/Wk/LHHxgvX853TcjqVbg2aXJzBpAaC5smw4EFYFfFBoMbdHoBukwAV28AtkRu4dUtr5Jp1oJpTydPZvaaSdua2ntoenI2e9ac58T2Kw5dubgbaHd/CM26B6E3aLnyX/xrk/WanpvHoaBS96sv8exe2FueJi41i5eWH2LbGdsusQGeznw8uAU9Ghc/7Wb9N8c4sy8GgGo13Bnydnv0TlVpqZwQIlelDuarMgnmhRCiZFRVJfP4iZwZ+z8wRkTgcscdhPz4A4pef3MfHn0c/pwEZ/90bHf3h3sma7P1isKhmEOM3TiWlGwtV95V78rM3jPpWKuj9ZbrUSls/+EMl087rhHwDnClbf/6NGpXky/Hb85pVem1eRwA+oAAGqz5BYOvb5FDNVtUPt8QzoxNjmlCz3YJ4f/6NcbV6cZ/q7TELJa8t5vsnG8S2g8Iod39+asRCSEqPwnmbxIJ5oUQovRUVcUcF4fe2xvF2fnWPfj8Zlj/Dlw74tje6D4Y8Dl41eB0/GnGbBjD9QxtdtxF78KMnjPoHGTL61dVlQuHr7Nz5VmSYjMcuvIOcCX5uja7r9Mr9D78LubrWl9e9/QhaMaMYu0wu+1MLC+vOExsiq3yT6Mankx/rCXNgm68ydSRv6LYtjwcAL1Bx5B32lOtRsF5+0KIyut2qTMvhBDiNqIoCoaAgFsbyAM06AGjt8Cgr8HHbpOm8HUwtwdEH6exX2O+7/e9tR59ljmL8ZvGszVqq/VyRVFo0LI6Qyd1oMujYbh62HLmcwN50IL52h9MsR6n/LmBpNU/F2uodzeszu8T7qa3XVWb8OhUBn6xg882hGMsokwmQLPuQQTW03axNZssbFl6GpnEE+L2IsG8EEKIfx6dDu56DF7YA+2ft7WnXIFv+8H5zQR7BzO/33xqeWi167Mt2by46UVWnVnl0JXeoKNln2CGfdCJDg81wMXdkO+8Z/fuVBs6xNoWPWUKmadPF2uo/p4ufDO8LZMfaopbTnqNyaLy2YYzPDx7B+HRKYXeq9Mp9HiyiXUj3KhTCZzeXfRiZCFE1SLBfCkoijJAUZS5SUlJFT0UIYQQZeHsAf2nwlMrwUVbBEtWMix6FA4vo65XXeb3m0+QZxAAZtXMuzvfZc6hOflmuJ1dDbS9rz7DPuhMuwdCcHbVAu96zbR69DVeew3nelrxNktaGhHDnyl2QK8oCsM61WfdhLtpW8+Wb3/scjIPzNzO3K3nMFsKnnGvHuxF8551rMdbl4eTfD2jwGuFEFWP5MyXgeTMCyHEbeTaMVg8WJudz9Xzbej2KjEZsYzdMJbTCbbge1DDQbzd8W2cdE4FdAbZGSYSotOpHuyFLqdOfOaJE1wa/gyWFG02XV+tGsHfzS9RJR+zRWXe9vN8/Ec42XZpNm3r+fLp4y2p65c/Jz4708SKD/Zac/trhfkw8OXW1nEJISo3yZkXQgghbqRmMxj5JwTeaWv7awqseZFAF1++6/cdnWp1sp766cxPvLjpRdKN6QV25+xmoEZ9b4eA2fXOOwme9w06r5w89sREIp4ZQeapU8Uepl6nMLpbKGtf7EqzIG9r+75LCQz8Ygf7LyXkH4urgT7P3omSM5arZ5M4+ldUsZ8phKi8JJgXQgghcvnUgWd/hxC7WvAHFsCSx/FUVb7o8wUPhj5oPbX98nae+f0Za9Wb4nC76y6Cv51XpoAeoFENL1aN7cJLfRpiyAnS49KyGfr1bn49cjXf9TVDfGjbv771+O+1F0hPzi7RM4UQlY8E80IIIYQ9Vx948kdoMdTWdm4jzL8Pp9TrTOkyhdF3jbaeOhl/kqd+e4oLSReK/Qi35s3zB/TPjSTrQvH7AHDS63ipTyOWje6In4dWFSjbZGHc0gMs3nMp3/Vt+tbDJ9BNuy7DxO6fz5XoeUKIykeCeSGEECIvgzMMnAPd/21ru3YUvumDEnuK8a3G826nd9Ep2tvo5dTLDFs3jIMxB4v9iHwBfVwcEc8+h/HKlRvcmV/b+n6sGtuZBtU9AFBVeGvVMWZvdtx0Su+k4+7HGlmPT+68SvTF5BI/TwhReRQ7mFcUxVNRlE2Kojx3MwckhBBCVAqKAj3fhAdngZKz42pyFMzrC+e3MLjRYGb0nIGbQZvpTspKYuQfI/n94u/FfoRb8+bU/eorFDetD9PVq0SMeBbT9eKn7eSq5+/ByjGdaVHHtpnU1N9P8991pxwq79Rr5k/95lqFHVTYtjwctZBKOEKIyq/YwbyqqqlAu5s4lipDSlMKIcQ/SOth8OQKcPbUjrOSYNEjcHg53et259u+3+Ln6gdotehf2/Iasw/NxqIWvaFTLvfWragzayaKk1YVJ/vSJSKeG4m5FO8xvh7OLB7VkU4N/K1tX245x1urjzmUruwyuCE6g5ZnH30hmdN7pPa8EFVVSdNsDgF33IyBVCWqqq5RVXW0j8+Nt9IWQghxGwjrAyPWgWdN7dhihFWjYes0mvk3ZVH/RdT3rm+9fM7hObyw8QWSsooXkHt26ULt6Z+AXvsGIOv0aSJGj8acmlbioXq6GJg/oh197qhhbVuyJ4JxSw6QkW0GoFqgOy37BFvP71x1juwMU4mfJYSoeCUN5icBoxRF6XkzBiOEEEJUWrXugpEboLrdnNYmrXRlXfeaLOq/iA61OlhPbb+8nSFrhxR7Yaz3PfdQ64Mp1uPMw0eIGjMGS0bJN3hyddIz56nWDGxZ29q27tg1Hp+7i+jkTADa9KuHRzUXADKSs9n7a8kW3wohKoeSBvNPARHABkVRDiiKskxRlG/zvObdhHEKIYQQFa9a3ZzSld1sbTmlK30sFr7q8xUjm4+0nopKjWLYumHsj95fvO4HDqTGu+9Yj9P37ePyK6+iWoqXsmPPSa9j+mMtGdGlvrXtSFQSD87aztGoJJxdDXR+JNR2bnOU7AwrRBVUoh1gFUUpzv+bqKqq6ks/pKpDdoAVQoh/KFM2/DIejiyztVULhscWQO1WbIzYyBvb3iDDpAXHTjonPuz6If1C+hWr+7h53xIzbZr1uPpLLxEw5vlSD3fh7ku898txa968q5OOjwY1Z2DLIH6atp9r57WKNg3b1eDe55qW+jlCiJuj3HaAVVVVV4zXPyKQF0II8Q9mcIaHv4Rur9naEiNg3r2wbz696/Zift/5+LtqC1GNFiOvbX2NeUfnUZxJNP/nnsVv+HDrceyMGaTu2FHq4Q7rWI/vR7TH29UAQKbRwsTlh3l79THaDWxgve7M3mhiLkmpSiGqEqkzL4QQQpSGokCvt+HxReDirbWZs2HtS7D6XzT1rs/i+xfTwMcWLH924DMm756MyXLjxaaBr76CW9s22oHFwpVXXi1VDfpcXRsGsPqFLoTm1KIHWLwngnHrT1CrqZ+1bedPspGUEFVJqYJ5RdNaUZRHc16tFUVRyntwQgghRKV3xwAYvRlqNLO1HV4Kc3sSlJbEgvsW0LaG7dvxH8J/4IWNL5CSnVJkt4qTE0HTp6OvHgBou8RGTXgJS3Z2qYfaoLonP4/rygN31bK2HYlKYkZsLOS8i18+nUDkyfhSP0MIcWuVOJhXFKUfcA7YCyzPee0FziqK0rd8h1c5SZ15IYQQDvxD4bk/oeWTtrbrp+HrnvgcW8VXfb7k/gb3W0/tvLKTp357isiUyCK7dQoMpM5nn4EhJz3m6FGiP/ywTEP1dDEwc2gr3htwJwadFsFfzM7mqLPt24Jdq87JRlJCVBElCuYVRekC/AL4Ap8Do3Nen+e0/aIoSufyHmRlI3XmhRBC5OPsDg99ob2c3LU2UyasmYDzj8/yUatXGNNijPXy80nneeLXJzgQfaDIbt3btKHGa69ajxOXLSdx9eoyDVVRFJ7pEsLy5zsS4KmVp9zuYsSEFsDHRqRwfHvpU3qEELdOSavZ/IG2aVQHVVWv5jlXC9gDnFBVtXjL9as4qWYjhBCiQDGn4McREHPC1uYeAAM+Z60LTNoxiWyLli7jpHPif93+xz317im0O1VVufLKKyT/tg4AxcWF+suW4npH2fdxvJKYweiF+zh2OZkuGQY6Z2k70Tq56nnyPx3x8HEp8zOEEGVTbtVsgA7A3LyBPEBO29dAx5IPUQghhLiNBDaBUZug7XO2tvTrsPxJHji8lnk9PsPPVVt0arQYeWXzK6w4vaLQ7hRFodbkyTiHanXh1awsol6cgLkc0j1rV3Pjh+c788BdtdjjaiJBp1WhNmaa+XXBiRvcLYSoaCUN5p2BolbsJOdcI4QQQvyzObnBA9PhqZXgZVtwyuGltPxhDEvavEl97/oAqKhM3j2Zrw5/VWjpSp2HB3VmzkDnrqXwGCMjufLv10u1oVRebs56Zg5txcR+jfnT3Whtjz2ewPJfwsvcvxDi5ilpMH8SGKIoiiHviZy2x3OuEUIIIQRAWB8YuwuaP2ZrS44iaNnTfB88iKb+tk2aZh2axaxDswoN6F0aNKCW3QLY1M2biZs7t1yGqSgKL/QMY9LI1oS72j4gnP09gv+uOWHdcEoIUbmUNJifg5Zqs1FRlPsVRQnJeT0AbMw5N7u8BymEEEJUaW6+8MjXMPh7cMkpnmDKxG/NS8zT16NjzQ7WS+cemcuMgzMKDei9+/XFb8QI63Hs5zNI3V76DaXy6tWkBs9PaEN2ToRQzaLj+IZIRi3YR3KmseibhRC3XIkWwAIoivI/4NVCTk9TVfX1Mo+qipAFsEIIIUos7hwsHaqVrsyRFdaHiYH+bLu6y9o2otkIJraeSEHbuKgmExHPjCA95z1IX60aISt/xCkoqNyGuX9zJLuXnQHAjMoCryx8arrzzfB2hAR43OBuIUR5Ks8FsKiq+m+0ijavA1/lvP4N3PFPCuSFEEKIUvEPhZEboHF/a5PL2Q18duYwPWq0t7bNPzafj/d9XOAMvWIwEPTpdAzVqwPahlJXXn+jXPLnc7XuVodaYdq3CHoU7k134lxMGg/N2s62M7Hl9hwhRNkUO5hXFMVTUZRvFUUZrKpquKqq01RVHZvz+lhVVVkhI4QQQhSHqzc8vhi6vmxtco49xfQjf9HTv4W1bcGJBUzdO7XAgN5QvTpBn30Kej0A6Xv3krBsWbkNUdEp9HiiCTq99s1AkFlPi2w9yZkmhn/7N/O2Xyg0FUgIcesUO5hXVTUVGAJ437zhVA2yA6wQQogy0+mgzyR4+CvQa4XgnNLj+OTA7/TxbmS9bNHJRYUG9O5t2uD/7LPW45iPPyE76nK5DdGvtget+9azHvfIdMLDAhYVJq89wWs/HiHLZC635wkhSq6kaTYngPo3YRxViuwAK4QQoty0GALP/AoeWsqMk8XI1MMbuNe1tvWSRScXMX3/9AID+oBxL9jqz6enc+3dd8t1xrxNv3r4VHcDwFlVGKTY8uV/3B/F8G//JilDFsYKUVFKGsxPBf6lKEqjG14phBBCiOKp217bZKpGMwCcgP+d3M09ej/rJd8d/45PD3yaL1DXubhQ+8MPtJl+IG3nTlI3by63oRmc9XR/srH1uGaShadCAq3Hu8/H8/hXu7iWlFluzxRCFF9Jg9qEhDcAACAASURBVPkmQCRwVFGUlYqi/FdRlHfzvN65CeMUQgghbm/VguHZP6wLYw3A/84eorfO9i3w/GPzeW/Xe5gsJodb3Vq0oNrjtjr2MdM+RjWW32x53SZ+NOpQw3rcIgH+3c8W4J+6lsKg2TsIjy5qX0khxM1QotKUiqIUZ5m8qqqqvvRDqjqkNKUQQohyZ7HAb6/Avm8BMAIvN2jKZtUWKPeo24Np3abhanC1tpni4jh3b18saWkA1Jz0Lr5Dh5bbsFITMln0zm7MJi0UeHBCS/ZlpvPaD0cw5Wwo5e1q4Jvh7Wgf4ldUV0KIEirP0pQhxXg1KP1QhRBCiH84nQ7unw4dXwC0lJvp54/zoFLNesnmyM08/+fzJGXZCjEY/P3xH/O89Th29mws6enlNixPX1fu6FLLenxs62UeblWH+SPa4eGszeElZ5p4at4efj92tdyeK4QoWklKU3oAw4EmqqpeKup184YrhBBC/AMoCvT9ALq8BGgB/ZTzRxih+FovORBzgGd+f4botGhrm9+wYRhqaOkw5tjrxC9eXK7Dat69jvXnC4evk5qQxd0Nq7P8+U4EeLoAkG2y8K/FB/hWSlcKcUuUpDRlGvAmUPfmDUcIIYQQgBbQ93kPuk7UDoGXzx/m1Sxn6yVnE88ybN0wziedB0Dn6krA2LHW83HfzMOcnFxuQ/Kr7UHthto3BKpF5cSOKwA0C/Jh1djONMjZGVZV4f21Jxi7+ABJ6VLpRoibqaRpNueAmjdjIEIIIYTIQ1Gg9yTobttgffiVs3yUlIVB0VJbrqZdZfi64RyJPQJAtUEP41QvGABLUhJx335brkNq1j3I+vPJHVew5OTL1/Vz58d/daZVsC0daN2xa/SfsY39l+LLdQxCCJuSBvOzgVGKovjfjMEIIYQQIg9FgZ5vwMAvrZtLPRAfzazoWNx0TgAkZiUycv1Itl/ejuLkRPXxL1pvj1+wENP16+U2nAYtq+PmpT03NSGLy6cSrOf8PJxZOqojT3eybTR1OTGDwV/u4uM/TpNtKk4dDSFESZQ0mE8B4oHTiqJ8oijKGEVRns77ugnjFEIIIf7ZWg6Fp38Bd20+rUtaKvMiI6mm0wL8DFMG4zeO59fzv+Ld/z5cGmulI9X0dK5/NbfchqE36GjUzvYl/cldjotdXZ30vP9QM758qg3ergZA2zF21l9nGfjFDk5fk/KVQpQnKU1ZBlKaUgghxC2XcBGWDIHYkwBccDLwfN16XFW13HSdomNat2l0uuBE1L+0/HnFyYnQ39fhFBRUWK8lcj0qheVT9gKgd9IxYmpXXNwM+a6LSkjnlRWH2XPBlmbjrNfx8r2NGHV3A/Q6pVzGI8TtrjxLU/YsxqtX6YdaNSiKMkBRlLlJSUk3vlgIIYQoT7714bn1EHYPACFGEwsvXSTMos2jWVQL/976bw6G6XBr1QoA1Wgk9ovZ5TaEgDpe+NfxBMBstHB2X3SB19XxdWfpqI68ff8dOBu0kCPbbOG/607x2Fe7uHA9rdzGJMQ/VYlm5oUjmZkXQghRYcwm+ONN+PsrAOJ0Op6pE8RFvTbb7axzZm7ABNwnfqRdbzAQtnEjTjUCy+XxhzdGsv2HMwDUbODDI//Xpsjrz8ak8PKKwxyJsk2EuTrp+L++TXimc310MksvRKHKc2bevlMXRVGCFEVxvvHVQgghhChXegP0nwr9PwZFj7/FwjeXrxCUs8g025LNv+JnYbmriXa9yUTCsqXl9viG7WpYA/Br55NIjC56g6qwQC9W/qszE/s0wpBzX6bRwvtrTzDk691ExJXfBldC/JOUOJhXFKW1oiib0BbDRgBdc9oDFUXZqChKn3IeoxBCCCEK034UPLkCXLypYTbzzdWrBJq1gD7DlMGXjSKtlyYuX4GanV0uj3X3dqZec1txu1O7brzrq5Nex4Q+Dfl5XBea1PSytv99IZ5+n29l4a6L1lKXQojiKVEwryhKS2AbEAossD+nqmoM4Ia2S6wQQgghbpWwPvDMWnCtRh2Tma+vXsMvJ6DfGppJoo+2ONUcH0/Kpr/K7bFNOtWy/nx6z7ViB+JNa/vwy7iuvNgrzLoINj3bzDs/H2fYt3uISpBZeiGKq6Qz8+8DV4CmwOtoG9LZ2wi0L4dxCSGEEKIkarWAp1eDqw8NjCbmXIvGVVWx6BT+bGa2Xpb444/l9sh6zfxx9bSrOX864QZ32DgbdLx8b2NWje1Mw0BPa/uOs3H0+2wbS/+OQNb1CXFjJQ3m7wa+VlU1FSjof2ERQO0yj0oIIYQQJVe7FQxbBS7e3JltZFJsHAB/tdCRW1s6bccO/p+9+w6PouoeOP6d3exm0zslEAIhQCgC0kIvGoKEIqDoiyJVwIoFBfFnQQULIijia6UICDawIAIvHZEWkCaBUEIvKZDey/z+WJhkSYD0TTmf59nnmbkze/fspJ3cPXNvxoWLpfJyehsdjTvU1PYLU2pzs5Z1XVn1bFee6NGQG/fAJqVnMXXlYUYuDOVyfGqpxCpEVVXUZN4E3G4+RucSxCKEEEKIkqrTFoavABsT/ZNTeCAhiRgXhUMNrmfKqkr8yhWl9nJ5S20i9keTnppV5D5MBj2v9A3g5yc74+floLVvOx5N8Jxt/LT3vIzSC3ELRU3mTwG3m3vqHiCs+OEIIYQQosR8OsBg85SVL1+LpU5mFhtb51bGxq1YiZqdfatnF4mXT+6c81mZOZzaF1XsvtrUc+PPid14vGsDlOvhJqZl8fLPh3j8271EJaSVRshCVClFTeaXAY/dNGONCqAoyiTgPmBJKcUmhBBCiOJqPgiCpuGgqrwdc5W9jRTi7c2HsiIjSfrrr1J7qaZ5RueLU2qTl8mg57X+zfhxQid8Pey19o3Houg9Zxu/7r8oo/RC5FHUZH4WsAtYB2zDnMjPURTlIjATWA+U3hJzQgghhCi+Ls9D60fpkJbOQ0lJbLkrd3Q+5oeymXP+8qk7zzlfGO3ru7PmuW6M6lxfa4tPzeT5Hw7wxNJ9RCeml/g1hKgKipTMq6qaAfQGXgJSgTSgMRADTAb6q6qac+sehBBCCFFuFAX6zQbvu3k+No6DLXJHtFO3/EXG2bOl8jL2zkbqtcidc/7E3sjS6ddow7SBzVk+riN13ey09nVHIgmes5U/Dl0qldcRojIr8qJRqqpmqao6R1XVdqqqOqiqaq+qaitVVT9SVbXod70IIYQQouwYTPDQEuzt3BmjxnLg+o2wiqpyYt6HpfYyjdvnzmpzsgR18wXp1NCDdc9359HAelpbbEomzyzbz9Pf/UNMkozSi+qryMm8EEIIISoZVx8Yuoig1AxOtcnUmtU/N5F2rnRG5+u39MTGaE4rrl1K5urFpFLp9wYHWxtmDL6LJWM74O1i0tpXH75M8Jxt/HHoktTSi2pJknkhhBCiOmjQHaX324wwXeNYXXOTPlvln/dfKZXuDbZ66t/lqe2XVqnNzbo18mLtC915uJ2P1nYtOYNnlu1nwpJ9snqsqHYkmS8GRVEGKIryVXz87abcF0IIISqYjk9Rr15nUtvmJrwumw8QE3agVLpv1C5Pqc3eqDIbKXc2GfjgwZZ8O8ZylP5/YZEEzd7K3I0nSMssnak3hajoJJkvBlVVV6mqOt7FxcXaoQghhBCFp9PBwHkMccniaP3rTSocfK90RufrtXDHYNIDEB+dSvS5xFLp91Z6NPZi3QvdGdYhd5Q+LTOH2euPEzxnG+vDIqX0RlR5kswLIYQQ1YmbL6beb+PeMkFr8g49y/Eda0rctY1Bj18rL23/5N7SvRG2IE4mA+8NacmKJzvR3Dt3Ifpz11IYt3gvj83fQ/iVsv2nQghrkmReCCGEqG7ajqZH01aEN8qdTfrUzLdLZRTbv10NbfvEvvIbGW/r687vz3TlnUEtcLEzaO3bT8bQ95NtvP7rv1xLziiXWIQoT5LMCyGEENWNTocSMouApgnkXF9Hqv6xOLav/rLEXfs0dcfW3gaApGvpRJ5OuMMzSo9ep/BYR182v9STxzr6cn0dK3JUWLLrLD0/3MyC7afJzJYlcUTVIcm8EEIIUR3VbEbAvWM41yR3iZjET78gI6tko9d6Gx1+d+eW2pwILZtZbW7H3cHIO4Na8Odz3ejin7uYVUJaFm//EcZ9H29j56mr5R6XEGVBknkhhBCiuuoxhfatFbKuZwMNzqazfvHbJe4276w2J/ZGkp1pnZHwgFrOLB0byFePtcXXw15rPxWdzLCvdzHl50PEpUjpjajcJJkXQgghqiuTM55DphPTNDehdf1iJfFxJbtxtU5jVxxcjACkJmZyYl/5j87foCgKwc1r8b8XujO1bwCOtjbasR/2nido9lZWHZQFp0TlJcm8EEIIUZ3dNZTAe+qTZGfedU9Q+fvd50vUpU6v465edbX9gxvPWz1ZtrXRM6FHQza82IP7mtfS2mOSMnh2+X7GLAqVBadEpSTJvBBCCFGdKQr2939ASrvcRNbnj/1EhZdsIanm3epgYzCnGTHnk7h0PK5E/ZWWWi4mvnisLV8+1pZazrkLTm0OjyZ4zjbmbz9Ndo6M0ovKQ5J5IYQQorqr246uQfdwrrY5ibXJgaOvv1yiLk0OBpp0qq3tH9h4vkT9lbY+zWux/sXujOjki3J91puUjGze+SOMQZ/9zb8XZZV3UTlIMi+EEEII9H3ewhSYqk1VWePQBS7v3lqiPlvdk1tqc+ZwDHFRFauMxclk4O37W/DzE51pXNNRaz98MZ6B87Yz/Y8wktOzbtODENYnybwQQgghwLUe3e8dzaGA3BKTY7NLNrONWy0H6jW/PjWkCoc2XShRf2Wlra8bfzzbjZf7NMFoY06NclT4ZvtpgudsY9Mx693AK8SdSDIvhBBCCACUbi/i0yqHGxNJ1jp4iQv7t5eoz9b3+mjbR3deJj0ls0T9lRWjjY6ne/mz7vnudG6YOzf9xbhUxizay4Qle7kUl2rFCIUomCTzQgghhDAzOdOl3xTC/XNH58M+mlaiLus2dcPd2wGArPRswrZfLlF/Za2BpwPfPR7IR0Nb4WZv0NrXHYkkaPZWvtp2SlaQFRWKJPNCCCGE0ChtRuLdwU7br7P3Iuf/3V38/hSFVnlG5w9tPk9OBU+GFUXhgbZ12TipJw+1y637T8nI5t0/jzHg0+3sPXPNihEKkUuSeSGEEELk0tsQOGwmp+qbE24dcHjW/5Woy8YdamLnZB7lTopN58Kx2JJGWS7cHYzMfLAVPz3RiSY1nbT2Y1cSefCLnUz++SDXkmUFWWFdkswLIYQQwoLSqDe1utXQ9n32XOR0+J5i92dj0NO4Q+5CTeG7r5QovvLWvr47f0zsytS+AdgZ9Fr7j3svcO9HW/gh9Bw5Mje9sBJJ5oUQQgiRT7sRszlXJ3fe+b/em0h6dnqx+2sSmJvMR+yPJiOtck35aNDrzCvITupBcLOaWntsSiZTVhzmoS93cuxKghUjFNWVJPNCCCGEyM+nPXV75ta637Uvnlmb3yp2d54+jrjVvn4jbGYOF45WjlKbm9VxteOrEe2YP7IddVxz7y3YezaWfnO38+6fR2VuelGuJJkXQgghRIGajZtDqns2AKZMuLrqN1YcX1GsvhRFwa+1p7Z/+lB0qcRoLfc2rcmGF3vwVM+G2OjMK21l56h8tS2CoNlbWfvvFVRVSm9E2ZNkXgghhBAFUmq1wLeTv7Z/74EcZuyeweHow8Xqr0FLL237zOGrlb7O3M6oZ/J9Aax5rhuBDdy19svxaTyxdB9jv93L+WsVa9VbUfVIMl8MiqIMUBTlq/j4eGuHIoQQQpQp1xfmoOjNSbdfJNS6ksHkbZNJySx6klrD1wl7FyMAaUmZXImoGn9HG9V04vvxHfloaCs8HIxa+6ZjUfSes5XPNp8kI6tiT8cpKi9J5otBVdVVqqqOd3FxsXYoQgghRJnS122CU7sm2n6H4yoXki4we9/sIvel6BTqt8wttTn779VSibEiyJ2bvgePBNZDMVfekJaZw4frwhk4bzsnoxKtG6SokiSZF0IIIcRtOT74uLbd7oR5hPnH8B8JuxpW5L58m3lo25VlvvmicLU38u7gu1jxZGea1XbW2o9dSWTAp3/zQ+g5qaUXpUqSeSGEEELclmOPHqA3z6/e8Aq4J6ioqMzc80GRE1Pvxq7aqHX02QTSUzJLO9wKoU09N35/pguv9WuK0cacbqVmZjNlxWGeXb6fhLSq+b5F+ZNkXgghhBC3pXd2xiEwUNvvcH10fl/UP2w4t6FIfZkcDHjVM6+mqqpw8Xhc6QVawdjodTzezY/fnu6Cfw1Hrf2PQ5fpN/cv9p+rep9MiPInybwQQggh7sjxnnu07X7HcudRn7vrXbJyijavet2muTO/XDh6reTBVXBNazvz+zNdGNYhd97+89dSGfrFTv675WSln9VHWJck80IIIYS4I8eePbTtmpds8Egzzz9/Ji2GVUe/L1JfPgFu2vb5Klg3XxB7ow3vDWnJvEfuxslkA0BWjsrMteGMWLCHqIQ0K0coKitJ5oUQQghxR8a6dTE2bGjeyVJ5+mTusc/3fUxGdkah+6rV0AW9wZyCxEWmkHit+iSy/Vt68+fEbtxdz1Vr234yhr6f/MXm8CgrRiYqK0nmhRBCCFEojj1yR+c7ZrTHPds8On9ZTeenHe8Vuh8bgx5v/9zpnavirDa34+Nuz48TOvF0r4bazcBXkzMYvTCU6X+EyZz0okgkmRdCCCFEoeQttUk7dJ7Hbetp+1+f/Jn0jORC91U3IE/dfHjVr5u/mUGv4+U+ASwdG0gNJ1ut/Zvtp3ng8x2cjin8tRTVmyTzQgghhCgU+7vvRudsnjs96/JlBvo8T41s8yjyVR38vvnVQvdVN0/d/IWjsdV27vUu/p6sea4bvZp4aW2HL8bTf+5frPznghUjE5WFJPNCCCGEKBTFYMC5T7C2n7JxFyO8Omj7iy9sICelcKPsnj5O2DqYbwRNScjg2uXqOxLt4WjLglHteb1/Mwx6c91NckY2L/54kBd/OEBSetFmCxLViyTzQgghhCg0l/vv17YT1qxhSNfpOF0v8T5jo2PzximF6kenU6jbxHJ0vjpTFIWxXRvwy1NdaODpoLWv3H+R/nP/4vCFeCtGJyoySeaFEEIIUWh2bdpgqFsXgJyEBHK2/8PQ2l204ysuboPkq4XqK2/d/OlD0aUbaCXVoo4Lq57tygNt6mptZ66mMOTzv/nmrwiZk17kI8m8EEIIIQpN0elwfWCIth+79Dse7JRbK7/DZCB6+8xC9dWgpac2m8vF8DgSrqaWaqyVlaOtDR891Io5D7fCwagHIDNbZfrqowz7ehfnr6VYOUJRkUgyL4QQQogicR06FMVgACD14EE8zyXQzrE+ANmKwupjPxVqdN7B1RafZrmj8+G7rpRJvJXV4LvrsnpiN+6qkzuN5+7T17jv420s33Ou2t40LCxJMi+EEEKIIrHx9MSp733afuzSpQy8a7S2/5u9AXXv/EL1FdCptrZ9dMdlKSO5SX1PB1Y82Zlnevmju/4pRnJGNlNXHmbMolAiZeXYak+SeSGEEEIUmfujj2rb8X/8QS99M+x05tH6k0YjYQe+hew7z8LSoJWnNqtN4tU0zhyMKZuAKzGjjY6X+jRhxZOd8fPKvTl2c3g0wXO28duBizJKX41JMi+EEEKIIrNr1Qr7wEDzTnY2KV8tJMi3t3b8dyUZTqy7Yz82Bj3Nu9XR9g9sPFfqsVYVd9dz48+J3RjTpYHWFp+ayXPfH+CZZfu5lpxhxeiEtUgyL4QQQohi8XpuorYd//sqBhly55z/09GezD1fF6qfu3rURXe9huTyyXiiziaUbqBViMmg540BzVg+riN1XO209tWHLxM8ZxtbwqOsGJ2wBknmhRBCCFEs9m3a4NC9m3lHVam9fBs1TZ4AxOn1bLuyG+LO37EfRzdb/NvX0PaPbLtYJvFWJZ0aerDuhe78p72P1haTlM7oRaHMXn+cbLn3oNqQZF4IIYQQxeY18TltO+l//+Nhx57a/ipHezj4faH6aZGn1ObEvigy07NLLcaqytHWhvcfaMnCUe2p4WQLgKrC3I0nGL0olFgpu6kWJJkXQgghRLHZtWiOY8+e2n6Pwzna9lZ7O64dXGrOMO+gVkMXXGvaA5CZlk3EfikXKaxeATVY81w3uvh7aG3bjkfT/9PtHDwfZ8XIRHmQZF4IIYQQJeL64APatrJmK63cmgOQpSiszL4G53besQ9FUQjoVEvbP7rzcukHWoV5ONqyeEwgT/dqqLVdjEtl6Bc7+XHvnUudROUlybwQQgghSsSxRw/07ubFn7IiIxmZ1lY7ttzZkcx/lhSqn4COtS1XhI2RFWGLQq9TeLlPAF+PaIeTyTzdZ0Z2DpN/PsS7fx6VOvoqSpJ5IYQQQpSIYjDgMmCAth+w8xLuBmcAomxsWHVmLaQn3bEf84qwuaUiMjpfPL2b1eSPZ7sSUMtJa/tqWwQTluwjKf3Oc/+LykWSeSGEEEKUmMuQIdp28sZNjGjwsLb/mbOJtCMrCtVP0865K8Ke2BNZegFWM74e5pVjg5rW1No2HI3kwc93cCE2xYqRidImybwQQgghSszUpDG2zZoCoGZkMOBybTz05nnQo2xsWLb/80LdCNugpSc2tnoA4qNTiYuUxLO4HGxt+PKxtkzo7qe1HbuSyKDPdnD4QrwVIxOlqVon84qi2CqK8rWiKBGKoiQqinJcUZRnrR2XEEIIURk59+2rbaet28CTd43X9r9REokvxIqweoOOuk3ctP1zYddKN8hqRq9TmBrSlJkPtsSgN9+QEJOUzn++2slfJ6KtHJ0oDdU6mQdsgCtAMOACPAS8pijKQ1aNSgghhKiEnPuGaNvJf+/gfp9B1NOZR+cT9Tq+2fF2oUbnfZrmJvOXT8nUiqXhoXY+LB0biIudAYDkjGxGLwzl1/2yQFdlZ2PtAKxJVdVk4PU8TQcURfkd6Ar8WFqvEx8fT0xMDBkZsniDEEJUZUajEU9PT1xcXKwdilUY69bB1KolaQcPQVYWqRs3M7H1M7z0z4cAfEcC/zm4lDqtH7ttP7UbumrbV05JOUhpCfTz4OcnOjFywR4uxaeRlaPy/A8HiExIY3x3P5QbUwmJSsXqybyiKFOBNkBboAFwVlXV+rc4Vwc8B0wA6gPRmJPuN64n5iWNxQB0A2aVtK8b0tLSiIyMpG7dutjZ2ckPihBCVFGqqpKamsqFCxewtbXFZDJZOySrcAkJMSfzQOKaNQQ/OJ+7Dn3F4ax4MhWFeaEf8l6Lh8DG9pZ9eNRxwMZWT1Z6Nkmx6SReS8PJvXpez9LWqKYTK57qzKgFoYRHJgLw3ppjnI9NYdqA5tjoq3vRRuVTEb5i7wL3AKeA2DucOweYDYQBzwI/AROBVdcTfY2iKN8riqLe5tGzgP7nAYnA4pK9pVzR0dF4eXlhb28vibwQQlRhiqJgb2+Pp6cn0dHVtxbZ6b77tO3kPaHkJCXxYtd3tLbVhhyObnv3tn3o9Dpq1nfW9mV0vnTVdrHjxwmd6FDfXWtbuuscY7/dS2JaphUjE8VREZL5hqqqeqiq2hu4dKuTFEVpjjmBX6mq6hBVVb9WVfVF4EWgF/Cfm54yDvC6zePvm/qfDXQC+qqqWmr1MGlpaTg6OpZWd0IIISo4Jycn0tLSrB2G1Rhq1sTUooV5JyuL5L/+op1vL3o61gdAVRTmnPgBkq/etp/aDXNLlS5HSDJf2lzsDSwe24EBrby1tq3Hoxn6xU4uxsliXZWJ1ZN5VVUjCnnqMEABPr6p/WsgBRh+U7+JqqrG3Oah/eupKMrHQG/gXlVVY4r/bvLLysrCxsbq1UxCCCHKiY2NDVlZ1XthHsdePbXtxM1bAHih1yx01+993WkysGP9S7fto5ZfbjIfKcl8mTAZ9HzycGuevcdfazNPXfk3+8/dqVhCVBRWT+aLoD2QA+zJ26iqahpw4PrxIlMUZS4QBNyjqmqZfC4q5TVCCFF9yO98cOrVS9tO2rYNNSsLP/cmDK7RQWufHb2T7Ohjt+wjb5lNzIUksjKzyybYak6nU5gU3IRZQ1tpU1dGJ6bz8Je7+CH0nJWjE4VRmZJ5byBGVdX0Ao5dBDwVRTEWpUNFUXwxl+74A6cVRUm6/lhT8nCFEEKI6sm2aVNsatQAICc+ntRDhwF4qse72KnmhDHcaGD1uhdu2YfJ0YBrTXtzH9kqMeeTyjjq6u3BtnVZPCYQV3vz1JUZ2TlMWXGY//vlMBlZOVaOTtxOZUrm7YGCEnmAtDznFJqqqmdVVVVUVTWpquqY59H3Vs9RFGW8oih7FUXZW51vcBJCCCFuRVEUHLp30/aTtm0FoIZDTUb4DdTav0w7Tfbpbbfsx+ImWCm1KXOdGnrw+9NdCajlpLV9t/scw77eRVRC9b0PpKKrTMl8CnCreaxMec4pU6qqfqWqajtVVdt5eXmV9cuJMrJo0SIURWHLli1a25YtW1AUhUWLFlktLiGEqCocu3fXtpO25SbsoztNxQk9AOcMBrZsmAw5BY/81myQm8xHnk4oo0hFXvU87Fn5VGf6t6ytte07G8uAedv5R+roK6TKlMxfwlxKU1BCXwdzCY6symRFN5LhvA+TyYSfnx+jR4/m6NGj1g5RCCFEOXHo3BmuTwCRHnaU9AjzfBcOBgceavSAdt63OVfh3xUF9lErz4w2F8Jjycm58+qxouTsjTZ8OuxuXg0JQHf9FpDIhHT+8+Uuvt8jdfQVTWVK5kMxx9shb6OiKCagNbDXGkGJ/IYNG8aSJUtYsmQJn376Kf369eP7778nMDCQs2fPWju8W+revTupqak89tjtVyYUQghxZ3pHR5zyzGoT98MP2vYjrSdggzlL3G8ycXLbu5CdfwYgzzqO2Dmbb4dLS8ok6qyMmYJh8AAAIABJREFUzpcXRVEY370h347pYFFH/8rKw7z5279kyz9WFUZlSuZ/AFTg+Zvax2Gulf+u3CMSBWrTpg3Dhw9n+PDhjBs3jk8//ZQPPviAxMREVq5cae3wbkmn02EymdDr9dYORQghqgTXhx7StuN++pnsuDgAatjX4F6fntqxVdlX4dAPNz8dRafg2zx3YaOzh28/N70ofd0aebHqGcs6+m93nmXCkr2kZFTvKVgrCqsn84qiPKYoymuKoryGeTEnlxv7iqJoQ6Sqqh4GPgOGKIqyUlGUxxVF+QjzirBbgWXlGPMARVG+io+Xm3EKy9vbvCiF0Zg74dB///tfgoODqVOnDkajkdq1azN8+HDOnDmT7/mrV6+mR48eeHp6YmdnR7169RgyZAjHjx+3OO/y5cs8+eST1KtXD6PRiLe3N+PHjycqKuqOMRZUM5+3beHChTRv3hxbW1t8fX2ZOXNmgf3s3buXwYMH4+npia2tLU2aNGHGjBnVft5pIUT149ClC7aNzHOY56SkELt8uXZsQJ5Sm9WODmRv+wBy8k8/6dvCU9s+d0SSeWvwcTfX0fe7K7eOfsPRKB7+chdRiXJjrLVVhNWMxgI9bmq7se7zVmBJnvbngTPAeKAfEAN8Cryhqmq5zZukquoqYFW7du3GlddrViYpKSnExJjX3kpNTeXff//l//7v//D09OSBB3J/ec+aNYuOHTsyceJE3N3d+ffff/nmm2/YtGkThw8fxsPDA4CtW7cycOBAWrRowdSpU3F1deXSpUts2LCBkydP0rhxYwDOnTtHp06dyMjIYOzYsTRs2JCTJ0/y+eefs3nzZvbu3YuLi0v+gAvhiy++IDIykrFjx+Lq6srSpUuZMmUKdevW5ZFHHtHOW716NUOGDMHf359Jkybh7u7Ozp07eeONNzhw4AA//fRTcS+rEEJUOopOh8fjj3NpyiuAeXTeY8IEFJ2OznU6427ryrX0OCJtbNiXeoUO4WugaX+LPnyauqHoFNQclaiziaQkZGDvXKSZqEUpuFFH7+NuzxdbTwFw+GI8Q7/YyfJxHfF2tbNyhNWX1ZN5VVV7FuHcbOCj649Krf4rq60dwi2deb9fiZ7/5ptv8uabb1q0NWvWjL/++otatWppbYcPH8bBwcHivIEDBxIUFMT8+fOZPHkyAL/99hs5OTmsX7+eGtfnLQZ4/fXXLZ777LPPkpmZyf79+6lbt67WPnToUDp27MicOXOYNm1asd7TuXPnOHr0qPbPwJgxY/D19eXTTz/Vkvm0tDTGjh1LYGAgmzZt0lb+nTBhAq1ateLFF19ky5Yt9OzZs1gxCCFEZeTUty+6Ge+Sk5BA5qVLpO7fj33bthh0Bvo06MvyY+bR+o329nTY9Xm+ZN7W3kAtP2cunzR/Gn4u7CoBHWvnex1R9nQ6hVf6BuDjbsfrv/5Ljgpnr6bw8FfmhL6uW5FmCBelxOplNqLqGT9+POvXr2f9+vWsWrWKDz74gJiYGEJCQixugL2RyOfk5BAfH09MTAytWrXCxcWF3bt3a+fdSKBXrFhxy1KV+Ph4/vjjDwYOHIjJZCImJkZ71K9fH39/f/73v/8V+z2NHj3aYlTf3t6ejh07cuLECa1t/fr1REZGMnr0aOLi4ixiCAkJAShRDEIIURnpjEac77tP249ftUrbvqfePdr2Zgc71LPb4fKhfH34tvDQts/9K6U21vZooC9fDG+rrRh7/loqj3y9m5ikWy0HJMqSJPOi1DVq1IigoCCCgoLo378/kydP5vfff+f06dNMmTJFO2/Tpk307NkTBwcHXF1d8fLywsvLi/j4eGJjc+eyfeaZZ7j77rt56qmncHd3JyQkhLlz55J30a7w8HBycnKYP3++1k/eR3h4OJGRkcV+T35+fvnaPDw8uHo194/Kjak3x4wZk+/1AwICAEoUgxBCVFbO/XM/8U3aug1VNc+E0rZmW5yM5hsrL9vYEG40wL6F+Z5fr1luMn/5lNyvVhEEN6/Fl4+1xag3p5LnrqUwZlEoyelyf1h5s3qZTXVV0lKWyiYwMBAXFxc2bdoEQGhoKMHBwfj7+/P+++/ToEED7OzsUBSF//znP+TkWUDEw8OD0NBQ/vrrL9avX8+2bdt44YUXePPNN/nzzz/p1KmT9odh+PDhjBw5ssAY7OyKX89XmBlubsTw4Ycf0rp16wLPuXEjsBBCVCf2bdqgc3QkJymJrMuXyThzBtsGDTDoDHSr040/T/8JwGZ7OwKO/AL3fQA2uXXxHnUcsLHVk5WeTVJsOkmxaTi6mW71cqKc3BNQk88ebcOEJXvJUeHQhXieXb6fb0a0Q3djgnpR5iSZLwZFUQYAA/z9/a0dSqWSlZVFerr5I7hly5aRnZ3NmjVraNCggXZOcnKyxaj8DXq9np49e2r15ocOHaJt27ZMnz6d1atX4+/vj6IoZGRkEBQUVC7v52aNGjUCzOVD1opBCCEqIsXGBvvAQJI2bgQgeedObK//7u9Vr1eeZN6eJ+OuwKmN0KSv9nydXkdNXycuHjdPbXklIgH/tpLMVwS9m9XknUEt+L9f/gVg07Eo5m0+ycR7G1k5supDymyKQVXVVaqqji/uzCjV0fr160lOTqZt27ZA7kj3jdHsG959912LUXlAmxknr4CAAOzs7Lh27RpgHr0PCQlh5cqV7Nq1K9/5qqpalOWUhT59+lCjRg3ef/99La68UlNTSUxMLNMYhBCionLo2FHbTt6xQ9vu6t0VG515bPGorZHLej0czj/zV80GuX9zI09LqU1F8migLxN65JajztlwnO0n8v/tFmVDRuZFqfvnn39YunQpAOnp6Rw5coSvvvoKg8HA9OnTARg8eDBz5swhJCSE8ePHYzQaWb9+PYcOHcLT09Oiv3HjxnHhwgWCg4Px9fUlNTWVH374gcTEREaMGKGd9/nnn9O1a1e6d+/OiBEjuPvuu8nJySEiIoLffvuNESNGFHs2m8JwcHBg8eLFDBo0iCZNmjBmzBj8/f2Ji4vj2LFjrFy5kl9++UVmsxFCVEsOnXKT+dTQvag5OSg6HY5GRwJrB/L3xb8B+J+DPSPD10JmKhhyyyNrNnDWtqPOysBIRfNycBMOno9jV8Q1VBWe+34/qyd2o5aLfIJS1iSZF6Vu+fLlLL++MIhOp8PDw4Pg4GCmTp1K+/btAejSpQsrVqzgnXfe4fXXX8fOzo6goCC2bt1K9+7dLfp77LHHWLRoEd9++y3R0dE4OzvTrFkzfv75Z4t56318fNi3bx8ffPABv/32G0uXLsVkMuHj48OAAQN4KM9KhGWlT58+hIaG8v7777N06VKio6Nxc3OjYcOGvPjii7Rs2bLMYxBCiIrI2LAhejc3smNjyY6PJ+PUKWyvlyf28e2jJfPrHOwZmRAJJzdA0wHa82v45knmzyWSk6NKXXYFYqPXMXfY3fSbu53oxHSuJmfw0k8HWTymg3ydyphyc5mDKLx27dqpe/fuve05R48epWnTpuUUkRBCiIpAfvcX7MKzz5K4fgMAtd58A7dhwwCIT4+n5w89yVLNM6GsPn+JegGD4MH5Fs9fOGU7KfEZAPznjQ54eDuWY/SiMHaeusoj3+ziRnr5Rv9mjOna4PZPEnekKMo+VVXbFXRMauaFEEIIUS7srt83BZCyd5+27WLrQpc6XbT9X50c4PhayEyzeL7F6PwZKbWpiDo19GBC94ba/vtrj3E8Ur5WZUmSeSGEEEKUC/t27bXtlL17LSZBGOw/WNv+3dGB7Iwk86w2edSs76RtR51NKMNIRUm82LsxzWqb//HKyMrhue8PkJ6VbeWoqi5J5oUQQghRLkwBTdDZ2wOQFRlJ5sWL2rHudbvjZusGQKSNDbvsTBD2m8XzLUfmJZmvqIw2Oj75T2tsbcxp5tHLCcxef9zKUVVdkswXg6IoAxRF+So+XqbGEkIIIQpLsbHBrk0bbT9l9x5t26A30L9hf23/F0cHCF9jUWqTN5mPuZBEdqblVMai4mhU04lX+gZo+19ti2B3xNXbPEMUlyTzxSDzzAshhBDFYx/YQdtO2rrV4ljeUptNDvbEZSbBsT+0NpOjAWdP81SHOdkqMReTyjhaURIjO9WnWyPzdNOqCpN+OkhSepaVo6p6JJkXQgghRLlxuucebTtp+3Zyrq8MDtDIrREtPFoAkKkorHa0h38WWzy/Rn0ptaksdDqFDx9shbPJPBP6hdhUZqwOs3JUVY8k80IIIYQoN0Y/P4y+vgCoKSkWq8ECDG5keSMsp7fCtdNaW608K8FeCI8t42hFSdVyMfHOoBba/vI959l8LMqKEVU9kswLIYQQotwoioJT7yBtP/733y2O39fgPmwU80humK0tMTod7F+iHa/b1E3bvhgeS06OrJdT0Q1s5U3IXbW0/SkrDhGXkmHFiKoWSeaFEEIIUa6cBw7UtpM2bCQ7Li73mNGZll65q2XvtDPB/u8g21xr7V7bAQcXIwDpKVlSalMJKIrC9EF34eloC0BUYjqv/3bEylFVHZLMCyGEEKJcmRo3xtTCXHqhZmYSv3q1xfGudbpq2zvs7SDpCpxcD5gTQ5/mHtrxiP3R5RCxKCl3ByPvD7lL21918BKbw6XcpjRIMi+EEEKIcucyJLc2Pn7lLxbHOtfprG3vsDORA7DvW62t4d1e2vap/VEWi0+JiiuoWU0eaFNX239nVRgZWTK9aElJMl8MMs+8EEIIUTIu/fqhGM3lMmlHjpAWnruoUFP3prib3AG4ptdzzGiAE+sg2TxPuU9Td4wmPQAJMWnERaaUc/SiuKaGBOB0fXabiJhkFu04fYdniDuRZL4YZJ55IYQQomT0Li44Bd2r7cf/kjs6r1N0dPLupO3/bWcHag4cX2t+ro2OOk0sb4QVlYOnoy3PBzXW9j/ZcIKoxLTbPEPciSTzQgghhLAKl/vv17aTtm2zONbFu4u2vd3evFAUx3Jr6/Mm8zJFZeUyopMv/jUcAUjOyOajdcfv8AxxO5LMCyGKbcuWLSiKwqJFi6wdSqW0aNEiFEVhy5Yt1g5FCKuwDwzUSm0yIiLIvHJFO9bZO7du/qCtLQk6BU5tggxzSU1di5H5OFSZorLSMOh1vNG/mbb/477zHLkkpcvFJcm8KDU3ErsbD71ej5ubGy1atGDkyJGsXbu22t2klJOTw5w5cwgICMBkMuHj48OkSZNITk4udB95r2neh6OjY4liu/H1mjVrVon6udmBAweYNm0aZ86cKXFf7733HkOHDsXPzw9FUahfv/5tzy+N610aUlJS+Pjjj+nWrRvu7u4YDAZq1qxJSEgIixYtIiur7Jczz/vz+MwzzxR4TlRUFEajEUVR6NmzZ5nHVJoq6/eGsKQzmbBr20bbT/47dwEpDzsPmns0ByBbUdhlMkFWqjmhB9y9HbBzMgCQlpzJ1UvytaxMujf2olcT843MqgrT/zha7XKE0mJj7QBE1TNs2DBCQkJQVZXExETCw8P59ddfWbx4MUFBQfz000+4urpaO8xy8cILLzB37lwGDx7MpEmTOHr0KHPnzmX//v1s2LABna5w/09369aN8ePHW7QZDIayCLlIunfvTmpqqkUsBw4c4K233qJnz553TLDu5NVXX8Xd3Z02bdoQl2ce6lspretdEidPnqRfv34cP36coKAgpk6diqenJ1FRUWzYsIHRo0cTFhbGzJkzyzwWAJPJxLJly/joo4+wtbW1OLZkyRJUVcXGpvL9KaiM3xuiYA6dO5OycxcAyTt24PrAEO1Y1zpdOXLVPB/5GkcHglNSzaU2TfujKAp1Grtxcp95esOL4bF41i3ZIIcoX//XrynbTsSQnaOyM+Iq68MiCW5e685PFBYq329wUeG1adOG4cOHW7TNnj2byZMnM3v2bIYNG8aaNWusFF35OXLkCJ9++ilDhgxhxYoVWnuDBg2YOHEi33//PY888kih+vLz88t3TSsCnU6HyWQqs/5PnTqFn58fAC1atCApKemW55bm9S6u1NRU+vfvT0REBCtWrGDIkCEWx6dMmUJoaCihoaFlGkdegwcPZvny5fz222889NBDFscWLlxISEgIGzduLLd4Sktl+94Qt+bQuTPRH80GIHnnTtScHJTr/1yFNAjhy0NfArDF3o5YnQ6342vMC0jpbajTJDeZvxAeS6t7fazzJkSx+NdwYnhgPb7deRaAd/88Ss8mNTDayD/XRSFXS5QLvV7PRx99RNeuXVm7di3bt2/XjqWnp/Puu+/SvHlzTCYTrq6uDBgwgP379+frJyMjg5kzZ9K6dWvs7e1xcXGhXbt2zJs3TzsnMTGR1157jcDAQDw9PbG1tcXf359XXnmFlJTc6ct++eUXFEXh66+/LjDm5s2b4+/vb/Gx36lTpzh27Fih3vPy5ctRVZXnn3/eon3cuHHY29uzdOnSQvVzQ0ZGxm0TltJwo4Z706ZNzJo1i4YNG2Jra0vjxo359ttv851/c838tGnTGD16NAC9evXSyjxGjRqlPaco1/BGslYYRb3eqqqyYMECunTpgoeHByaTCV9fX/r3709mZmahXzevb775hvDwcCZNmpQvkb+hffv2PPXUUxZtOTk5hbreZ86c4YEHHsDZ2RlnZ2fuv/9+Tp8+Tf369W9ZJtOmTRtatmzJwoULLdr37NnDkSNHtK/XzWJiYnj66afx8fHBaDTi4+PD008/zdWrVy3Ou/E9s3HjRt5++218fX2xs7MjMDCQXbvMo61bt26la9euODg4ULt2bd55550CX7OifG+I8mVq2hS9m7n+PfvaNdLDw7Vjfq5+tPQ0rwabpSisdnSA1Fg4Zy7HyVs3f+l4LDnZMmd5ZfN8UGOcr09VeeZqCot3nrFqPJWRJPOiXI0dOxaA1ddX+8vMzOS+++7jrbfeolOnTsyZM4dXXnmFsLAwunTpwt69e7XnZmRk0KdPH6ZMmULNmjV5++23mTFjBm3btmXlypXaeRcvXuSbb76hXbt2vP7668yePZs2bdowc+ZMBg/OXaRkwIAB1KpViwULFuSLc9euXYSFhTFmzBgURdHa7733Xpo2bVqo9xoaGopOp6NDhw4W7SaTidatWxdpdPbnn3/G3t4eJycnatSowbPPPktZrnPw6quvsmTJEiZMmMDMmTPR6XSMGjWKv//++7bPGzJkiFYOdKOPG/3cUJRrWBRFvd5PPPEEY8eOpXbt2kyfPp25c+fy2GOP4ezsXOwSpp9//hkgX0nUnRTmel+9epVu3bqxatUqRo0axQcffICDgwO9evW6Y933mDFj+N///sfFixe1tgULFlCjRg369++f7/z4+Hg6d+7M559/Tp8+ffj444+57777+Pzzz+natSuJiYn5nvPKK6/w66+/8txzz/Hmm28SERFBcHAwv/76K0OGDKFbt27MmjWLgIAA3njjjQIT6IryvSHKl6LT4dCpo7afvGOnxfH7/XNnvPnBydG8gNT1WW1catjh4GouH8tIyybmQtkOeIjS5+ZgZOK9jbT9Tzae4FpyhhUjqnykzKYYFEUZAAzw9/cvfifTKvAc9dPKLkls2dI8wnL8uHkaqnnz5rFlyxbWrl1Lnz59tPOeeuopWrRowUsvvaTN9PHxxx+zZcsWpk6dyrvvvmvRb05O7miMn58f58+ft0jInn76aV5//XWmT5/Onj176NChAzY2NowePZr33nuPsLAwmjXLvbN+/vz56PV6ixHlorp06ZL2ycDN6tSpw44dO8jIyMB4fSaHW+nQoQNDhw7F39+fhIQE/vzzT+bNm8fWrVvZsWNHiW+ELUh6ejqhoaFabA8++CB+fn7MmzePLl263PJ5LVu2pFOnTnz11Vf07t27XG+qLMr1jo+P55tvvmH8+PF8+eWXpRbDv//+i7Ozc5FGjaFw1/uDDz7gwoULLF26lEcffRSAJ598ksmTJ/Phhx/etv/hw4czefJkvv32W1599VVSU1P5/vvvefzxxwusl585cyYnTpzgs88+s/gUoXXr1jzzzDPMnDkz3+h6dnY2u3bt0t5Ds2bNuP/++xk6dCg7d+6kXbt2gPkfel9fXz777LNyKx0rrZ9FUXbsO3Ui4U9z+WXKvn14jB2jHevn1485++aQlJnEGaOBv+1MdDu2Gu57H0VR8G7kyonQSAAun4ynhq+zVd6DKL4Rnerz3e5znI5JJjEti483HOft+1tYO6xKQ0bmi0EWjSo+Z2fzL9mEhAQAli5dSkBAAG3btiUmJkZ7ZGRk0Lt3b7Zv305qaioA3333HW5ubrzxxhv5+s1785rRaNQS+aysLGJjY4mJiSEoKAiA3bt3a+eOGzcORVGYP3++1pacnMwPP/xA37598fb2tnidM2fOFPpu+5SUlAKTB0CrM89b9nMru3fv5qWXXmLQoEGMGDGC77//nhkzZnD48GE++eSTQsVSVE899ZRFYlOnTh0aN27MiRMnStx3Ua5hURTlehsMBpydndm3bx979uwhKiqqVD7pSEhIwMnJqcjPK8z1XrVqFbVr12bYsGEWz33ppZfu2L+HhwcDBw7UyqFWrlxJfHw8Y8aMKfD8X375BS8vr3yfMEyYMAEvLy9+ybO4zw1PPvmkxXvo1q0bAIGBgVoiD+afzw4dOhT4vVQRvjeEddi3yZ3RJvWffyy+DxwMDgxulPup6nfOThB/Hi4fBMDbP/dv8aWTd74ZWlQ8RhsdU/sGaPvf7T7Hicj8nwCKgkkyL8rVjST+RlJ/9OhRjh07hpeXV77HggULyM7OJiYmBoATJ05o08rdyX//+19atmyJra0t7u7ueHl5aaPEsbG5i4s0aNCAoKAglixZotVJ//jjjyQmJvL444+X6L3a29uTnp5e4LG0tDTtnOJ4+eWXMRqNWrlSaStoZNnDwyNfvXRFUpTrbW9vz++//86lS5cIDAykZs2ajBs3rsQxODs7F1iCcieFud6nT5/G398/36wrNWrUKNTsUKNHj+bEiRNs376dBQsW0KFDB4tPo/I6ffo0TZo0yTdqb2NjQ+PGjYmIiLjje3C7XgPdoEGDfOe6ubmV6/dSWf4sitJh9PNDf/37ODsujozTpy2ODwsYhoK55PFvezsiDDaw5ysAavvnfv9fPhkn0xtWUr2b1aSTnwcA2Tkqr/36L9mydkChSJmNtZRhKUtFdujQIQCaNGkCmG9CvOuuu5g9e/Ytn+Pl5VWk15g9ezaTJk0iODiYiRMn4u3tjdFo5OLFi4waNcqiJAfM9c1Dhw7l999/54EHHmD+/PnUqlWLfv36FfHdWfL29iYsLIz09PR8o4IXL17E09Oz2B/rGwwGvL29tX90Sptery+wvSL/kSzK9V6xYgWjR49m0KBB9O/fH3d39xJPownmWVW2bdtGREREkUptyuN69+nThzp16vDWW2+xefNmPv/881LrG279Hm7VXp7K8mdRlA5FUbC7+26SNm8GzKPztnl+hnycfOjp05PN583Hlzk78dqhH6DHZNxr+2Jrb0N6ShapiZnER6fiWkP+OatsFEXhtf5NGfDpdnJU2H36Gl9ti+DJng2tHVqFJyPzolzdKGe5kSg3atSI6Oho7rnnHoKCggp83BiJb9y4MceOHbvlCNsNS5YsoX79+qxZs4bHH3+ckJAQgoKCqFmzZoHn33///dSoUYP58+cTHh7O33//zciRI0s893b79u3Jyclhz549Fu1paWkcOHDAovSgqNLS0rhw4cIt35M15b1huDwV9nrHxsYycuRIRowYweLFi3nooYcICgqiRPfAXPfAAw8A5lltSlv9+vU5efJkvn9Go6KiCjXPul6vZ8SIEWzYsAGTyZSvXCcvPz8/wsPD8y1ulZWVxfHjx4t8T4C1leXPoig9dm3u1rZT/sk/m9nwprn3WPzu6EA82bD1QxSdgle93PK2a7J4VKXV3NuFZ3rl/i7+6H/hHDgvpVN3Ism8KBfZ2dm89NJLbN++nZCQEO2mvhEjRnDlypVbjsxHRkZq248++iixsbFMnz4933l5RzD1ej2Koli0ZWVl8f777xf4GgaDgVGjRrFu3TreeustIHfWnZsVZeq8hx9+GEVR+Pjjjy3av/76a1JSUrSbGME8q8+xY8c4d+6cxbm3KkV4/fXXycrKYsCAAYWKpTzduCH32rVrBR4vyjUsisJe78OHD5OcnEzjxo1LPYbHH3+cJk2aMGvWLH777bcCz9m3bx///e9/i9z3gAEDuHz5MsuXL7doL8oKvk888QRvvvkmX3zxhVbqVpBBgwYRHR2d75+Sr7/+mujoaItZoUqTtb83hHXdXDd/s/a12tPYzfxzm6rT8YujIxxcBjEncavtoJ0Xe0WS+cps4r2NuLueuXQqK0flqaX7ZHabO5AyG1Hq/vnnH23aubwrwJ49e5bg4GCWLVumnfvcc8+xfv16Xn75ZTZt2sQ999yDs7Mz586dY+PGjZhMJjZf/9j1ueeeY9WqVUyfPp3Q0FCCg4MxmUwcOXKE8PBwNmzYAJhnApk6dSp9+/ZlyJAhJCQksGzZsttONzhu3Dg+/PBDli9fTo8ePWjUqFGB5917772cPXu2UOUPd911F08//TTz5s1jyJAhhISEaKtO9ujRw2KRmosXL9K0aVN69Oihzd4DMH36dHbt2kWvXr2oV68eSUlJ/Pnnn2zevJnAwECeffZZi9esX79+oeMrK+3bt0en0zFjxgxiY2NxcHCgQYMGBAYGAkW7hkuWLOHsWfNiItHR0WRkZGj/zPn6+vLYY49p5xb2ejdu3BgHBwdeffVVIiIiaN68Oenp6Zw6dYorV67kS5aLck3t7e35448/6NevH4MGDSI4OJjevXvj4eFBdHQ0mzdvZt26dUyePLlwFzOPKVOmsGzZMkaPHs2ePXsICAjgr7/+YseOHXh6ehbqE5F69eoxbdq0O543efJkfvrpJ55++mlnnnhSAAAgAElEQVT++ecf7r77bvbv38/8+fNp0qRJseIvDGt/bwjrMrVogWIwoGZmknHmDFnXrmHj7q4dVxSFRwIeYdrOaQCsdbRnVEIibHkX99q5sytduyzJfGVmo9cx9z9302/uXySkZXEpPo2Jy/fz7ZgO6HXW+eS3wlNVVR7FfLRt21a9k7CwsDueU1Vs3rxZBbSHTqdTnZ2d1WbNmqkjRoxQ16xZU+DzMjMz1U8++URt166dam9vr9rb26v+/v7qI488oq5bt87i3NTUVHX69Olqs2bNVFtbW9XFxUVt166d+tlnn2nnZGVlqe+++67asGFD1Wg0qvXq1VNffvllNSwsTAXUN998s8A47rnnHhVQFy9efMv36Ovrq5p/bAonKytLnTVrltq4cWPVaDSq3t7e6gsvvKAmJiZanHf69GkVUHv06GHR/uuvv6rBwcGqt7e3amtrq9rb26utWrVSZ8yYoaampuZ7PQ8PD9Xb27tQsd34en344Yda28KFC1VA3bx5c77ze/Toofr6+hbYx8KFCy3aFy1apDZt2lQ1GAwqoI4cOVI7VpRr2KNHD4vvqbyPm6+Vqhb+em/fvl0NDg5W3dzcVL1er3p6eqpdu3ZVFy1alK/PolzTG5KTk9XZs2erXbp0UV1dXVUbGxu1Ro0aakhIiLp48WI1KytLVdWiX++IiAh18ODBqqOjo+rk5KQOHDhQjYiIUD08PNS+fftanFvQ1/dWHBwc8l3PqKgo9cknn1Tr1Kmj2tjYqHXq1FGfeuopNTo62uK8272Hm7/2N4wcObLA74GK8L1RWqrT7/7SdPrh/6hhTQLUsCYBasLGjfmOx6XFqa2+baW2WNRCbbGohRr1tquqvumiXtx3VJ03YaM6b8JG9YcZe6wQuShtG49eUX2n/KE9Plx7zNohWRWwV71FPqqoFfiGtoquXbt2at5FjQpy9OjRMlkERZS+kJAQdu7cyaVLl7Czs7N2OEV26NAhWrVqxYIFC265qqcomspwTa9evYqnpycTJkzgiy++sHY44jr53V88ke+9x7VvFwPgOfFZvG5aLRlgzLoxhF4xL/Q1LfoqDyQlk9phKgt+Ny8KZmPUMf7jHigyilvpzf5fOHM3ndT2F4xqxz0BFe9esfKgKMo+VVULvMFHauaFAE6ePMm6desYPnx4pUzkAdatW0erVq0YOXKktUOpMiraNb2x5kJeN+4F6d27d3mHI0Sps81T4phx8mSB5/So20Pb3mJv/n1tF74Uk+P19UUycki8llaGUYry8lxQY7o3zp3RbvLPh7iadPtJMKojSeZFtbZ7924WLVrEQw89hNFoZNKkSdYOqdhefvllDhw4kG8eclF8Fe2ahoSEMGrUKObOncvHH3/MgAEDmDVrFp07d2bQoEHWDk+IEsubzKffYpG6nj49te3ddnakKQrEn8fNPbfSIDZSFgGrCvQ6hU8ebk0NJ/OUsjFJGfzfL/9W6GmSraFi/IUSwko+//xzxowZQ0JCAt99912pzDUuRFnp378/+/fv5/XXX2fy5MkcOXKESZMmsXbt2goxn7sQJWVsmDstYfrpM6gZ+Wcx8XX2pb5zfQBSdQp7TeZEz83monZO3BVJ5qsKNwcjMx9sqe2vPXKFdUcib/OM6keS+WJQFGWAoihflcby78K6Fi1aRE5ODidPnmTIkCHWDkeI25o0aRIHDx4kPj6ejIwMIiIimDVrFk5OTnd+shCVgN7RAYO3t3knK4uM6zMW3axrna7a9u7ra5G4ph3Q2uJkZL5K6dmkBsM61NP23/kjjNSMbCtGVLFIMl8MqqquUlV1vIuLi7VDEUIIIaoUY6M8o/O3qJsPrB2obe+2u57Mp+ROSCFlNlXPK/cF4O5gXqn5Ylwq/91S8PdGdSTJvBBCCCEqDFMh6ubb1WyHXjGXlh0zGonT6XC1uaQdl5H5qsfF3sCU+5po+19ui+BSXP5JAaojSeaFEEIIUWEY/fOMzJ8oePTV0ehIC88WAKgK7DXZ4qyPRKfkAJAcl05GWlbZByvK1dC2PrSsa66KyMjK4dNNBf+zV91IMi+EEEKICsPWP8/I/C3KbADa1myrbR+0tUWvZONsiNHa4qNk1Laq0ekUptwXoO3/uPcCF2LlUxhJ5oUQQghRYdg29APFvOBTxrlz5BQwow1AK69W2vbBG3XzyhmtTUptqqYu/p509HMHIDtH5Zu/Tls5IuuTZF4IIYQQFYbOzg5D3brmnexsMk4XnKy19MqdrvCIrS2ZgKs+t25eboKtup7smVuK9X3oOa4lF/wPX3UhybwQQgghKhTbhg217VvVzXvaeVLHsQ4AGagcMxot55qXZL7K6t7Ik2a1nQFIy8xh8c4zVo3H2iSZF0IIIUSFYmsxPeWtb3K0KLUx2eIqyXy1oCgKE3r4aftLd50jIyvHihFZlyTzQgghhKhQbP3vPNc8WCbzh+zsLcps4iJTUFW1bAIUVhdyV21qOZvvlYhJSufPw5etHJH1SDIvhBBCiAol7/SUGbcoswG06SkBwuwcsNPFY6skAZCZnk1yXPWupa7KDHodwzvmrgq7cMcZ6wVjZZLMCyGEEKJCsfXLM6PN+fPkpKcXeF5jt8ba4lFnlSySdMpNpTbJZR+ssJphHephtDGnsgfPx7H/XKyVI7IOSeaFEEIIUaHo7Oww+PiYd3JyyIiIKPA8k40Jf9fcUfxjtsZ8pTai6vJwtGVgK29tf1E1HZ2XZF4IUWRbtmxBURQWLVpk7VAqjEWLFqEoClu2bLF2KEJUCYWtm2/m0UzbDjMabxqZl4WjqrpRnetr238evkxUQpr1grESSeZFqbmR4N146PV63NzcaNGiBSNHjmTt2rXV7maknJwc5syZQ0BAACaTCR8fHyZNmkRy8p0/+p02bZrF9bz5YTAYihXTja/TrFmzivX8Wzlw4ADTpk3jzJkzpdLfrd63o6NjqfRfWCkpKXz88cd069YNd3d3DAYDNWvWJCQkhEWLFpGVVfZLxuf92XrmmWcKPCcqKgqj0YiiKPTs2bPMYypNx48f54033qBjx454eXnh5ORE69atmTFjRoE/KyX5uRKVh0Uyf5u6+bzJ/BEnN4vpKWWu+aqvRR0X2vm6AZCZrfLd7nNWjqj82Vg7AFH1DBs2jJCQEFRVJTExkfDwcH799VcWL15MUFAQP/30E66urtYOs1y88MILzJ07l8GDBzNp0iSOHj3K3Llz2b9/Pxs2bECnu/X/00OGDME/zx+zGw4dOsSHH37IgAEDyjL02+revTupqakW/1AcOHCAt956i549e1K/fv1SeZ1u3boxfvx4i7bi/hNTHCdPnqRfv34cP36coKAgpk6diqenJ1FRUWzYsIHRo0cTFhbGzJkzyyUek8nEsmXL+Oijj7C1tbU4tmTJElRVxcam8v1aX7BgAZ999hkDBw7k0UcfxWAwsHnzZl577TV+/PFHdu3ahZ2dnXZ+SX6uROVh659nrvlTp255nsXIvK3tTWU28g9edTCqS332njXXy3+3+xxP9/LXaumrg8r3W78CUBRlADCgoERLQJs2bRg+fLhF2+zZs5k8eTKzZ89m2LBhrFmzxkrRlZ8jR47w6aefMmTIEFasWKG1N2jQgIkTJ/L999/zyCOP3PL5LVu2pGXLlvnaJ0yYAMDYsWNLP+hC0ul0mEymMn8dPz+/fN9L5SU1NZX+/fsTERHBihUrGDJkiMXxKVOmEBoaSmhoaLnFNHjwYJYvX85vv/3GQw89ZHFs4cKFhISEsHHjxnKLp7Q8+OCDTJ06FRcXF63tiSeeoFGjRsyYMYP58+drn0iU9OdKVB6WI/O3nmu+sVtjbBQbstQszqrp6A1X/p+9O4+LqtwfOP45DAwDKsrqQgoigopbhvArNcIQEyUVr3lNUzB3K7uhpt7MJbWbqdfbRS0VXENbLc2UrooaLmGGuaC4YKKgAoqAoKzn98fIwMg6OjAgz/v1mtdrOPOcM885c87wzHO+z/cBCgEjMm8/oCCvEIVJ/WnY1Ud93ZrRzELFzYwHmjSVg561N3S1aow4ux+DLMs7ZVkeX/Ifj1AxhULBsmXL6NmzJ3v27CEqKkrzWk5ODosXL8bNzQ2VSkWTJk3w9/cnJiam1HZyc3NZsmQJXbt2xdzcnMaNG+Pu7k5ISIimTGZmJh988AGenp7Y2NhgamqKs7MzM2fOJDu7+Jbr9u3bkSSJtWvXlllnNzc3nJ2dtUKDLl++zPnz56u0z1u3bkWWZd59912t5ePGjcPc3JwtW7ZUaTslZWVlsW3bNp555hleeeUVndevSFHM9/79+1m6dClt2rTB1NQUFxcXNm7cqFX20Zj5efPmERQUBIC3t7cmJCQwMFCzji7HrqTc3Fzu3btXaTlZlgkLC6NHjx5YW1ujUqlwcHBgwIAB5OXl6fy+69atIy4ujuDg4FIN+SLdu3dn8uTJWssKCwsrPX5F/vrrL4YMGYKFhQUWFhYMHDiQK1eu4OjoWGaoTLdu3ejcuTPr16/XWh4dHc3Zs2c1n0FZUlNTmTJlCi1btkSpVNKyZUumTJnC7du3tcoVnQf79u1jwYIFODg4YGZmhqenJ8eOHQPg4MGD9OzZkwYNGtC8eXM++uijUu+ny+ft7u5OWd+nw4YNA+DMmTOaZdVxXQm1k7JNG3h4lyXv2jUKywmjUhmraNOkuBf/okqikSIFAFmGuyki1OZpV9/TVIrGvFCjinqTd+3aBUBeXh6vvPIK8+fP5/nnn+ff//43M2fOJDY2lh49evD7779r1s3NzaVv3768//77NG3alAULFrBo0SKee+45vv/+e025xMRE1q1bh7u7O3PmzGH58uV069aNJUuWMHjwYE05f39/mjVrRlhYWKl6Hjt2jNjYWMaMGYP0MD0awMsvv0z79u2rtK/Hjx/HyMgIDw8PreUqlYquXbs+Vo/uN998Q0ZGBoGBgSgUCp3Xr4rZs2ezefNmJkyYwJIlSzAyMiIwMJDDhw+Xu05AQIAmHKZo/aJtFNHl2BX59ttvMTc3p1GjRtjZ2fH222+Tnp5eZtmJEyfy5ptv0rx5cxYuXMhnn33GG2+8gYWFxWOF5nz77bcApcJ8KlPV43f79m169erFzp07CQwM5JNPPqFBgwZ4e3tXGPs9ZswYfvnlFxITi+OCw8LCsLOzY8CAAWWuk56ezgsvvMDq1avp27cvK1as4JVXXmH16tX07NmTzMzMUuvMnDmTH374galTpzJ37lzi4+Px9fXlhx9+ICAggF69erF06VLatWvHhx9+WKoR/Tif96OuX78OQNOmTTXLquO6EmonI1NTlK1bq/+QZR5cuFBuWa24eZUKS4WYCba+qc9pKkWYjYF02tjJ0FUo1+nRp6tt20VhIxcefimHhIRw4MAB9uzZQ9++fTXlJk+eTMeOHZk2bZomO8iKFSs4cOAAs2bNYvHixVrbLSwsnsbZycmJa9euaTXgpkyZwpw5c1i4cCHR0dF4eHhgbGxMUFAQH3/8MbGxsXToUPzPIDQ0FIVCodWzrKukpCTNnYFH2dvbc+TIEXJzc1EqlVXeZmhoKJIkMWbMmMeuV2VycnI4fvy4pl5/+9vfcHJyIiQkhB49epS5TufOnXn++edZs2YNffr00csATA8PD4YOHYqzszMZGRn8/PPPhISEcPDgQY4cOaI1EDY9PZ1169Yxfvx4vvjiiyd+b1D3BltYWODk5FR54RKqevw++eQTrl+/zpYtWxgxYgQAkyZNYsaMGXz66aflbn/kyJHMmDGDjRs3Mnv2bO7fv8+2bdsYO3ZsufHyS5Ys4eLFi6xcuVLrTkLXrl156623WLJkSane9YKCAo4dO6bZjw4dOjBw4ECGDh3K0aNHcXd3B9Q/0B0cHFi5cqVeQ6IKCgr46KOPMDY21gqbqY7rSqi9VK6u5D6Ml8+Ji8P82WfLLOdm7cb2S9sBiG1kg79xEgm53QDRmK8vitJUfntC3Qmw/vBfPNvK0sC1qhmiZ16oURYWFgBkZGQAsGXLFtq1a8dzzz1Hamqq5pGbm0ufPn2Iiori/n11arEvv/wSS0tLPvzww1LbLTngTalUahry+fn5pKWlkZqaio+PDwC//fabpuy4ceOQJInQ0FDNsqysLL766iv69etHixbF+WtBHRZR1Yw82dnZZTY4AE28ecmwn8rExcURFRVF7969aV3UW1UNJk+erNUQsre3x8XFhYsVxKxWhS7HDtSf07Rp0xg0aBCjRo1i27ZtLFq0iNOnT/Of//xHq6yJiQkWFhacOHGC6OhokpOTy+3Br6qMjAwaNWqk83pVPX47d+6kefPmDB8+XGv5tGnTKty+tbU1r776qibE6fvvvyc9Pb3CH3jbt2/H1ta21F2GCRMmYGtry/bt20utM2nSJK396NWrFwCenp6ahjyorzcPD49S+6fr5/2od999l6NHj7JgwQJcXV01y/V9XQm1m2m7dprnDyoI29JOT2msnZ7ypjgf6ouSaSp/OpVE3M3Sdx2fRqIxL9SookZ8UaP+3LlznD9/Hltb21KPsLAwCgoKSE1NBeDixYuaVHSVWbVqFZ07d8bU1BQrKytsbW01vcVpacW33lq3bo2Pjw+bN2/WxFV//fXXZGZmMnbs2CfaV3Nzc3LKmbXwwYMHmjJVVfSD40nrVZmyeqKtra1LxVYbwvTp01EqlZowrSLm5ubs2LGDpKQkPD09adq0KePGjXui97KwsCgz/KQyVT1+V65cwdnZuVTmFTs7u0qzPQUFBXHx4kWioqIICwvDw8ND687So65cuYKrq2upnntjY2NcXFyIL2NCnkf3w9JS3cNV1g9JS0tLvZ4fc+bMISQkhPHjxzNr1iyt1/R9XQm1m6pd8Q+5nPNx5ZZzsVIPggW4WngfU+PijDYiPWX90dG+MV4utgAUyvDJHt3HadVFIszGQKozlKU2O3XqFICmp02WZTp16sTy5cvLXcfW1lan91i+fDnBwcH4+vryzjvv0KJFC5RKJYmJiQQGBmqF5IA6Jnro0KHs2LGDIUOGEBoaSrNmzejfv7+Oe6etRYsWxMbGkpOTU6onMTExERsbmyqHAuTn57Np0yasra214v6rQ3mx+LVhjgATExNatGih+YFX5LvvviMoKIhBgwYxYMAArKysnjg9ZseOHTl06BDx8fE6hdrUxPHr27cv9vb2zJ8/n8jISFavXq23bRcpbz+qa6xGkXnz5rFw4UKCgoL4/PPPS72uz+tKqP1MXUv0zF+4gFxYiFRG6lFThSltmrQhLk3d4E82T4E76tfu3spGlmWt8U/C02tmv3YcupiCLMP+88kcuZzKC21sDF2taiV65oUaVdS7XNRQbtu2LSkpKfTu3RsfH58yH0U98S4uLpw/f77cXrkimzdvxtHRkd27dzN27Fj8/Pzw8fHRGkRX0sCBA7GzsyM0NJS4uDgOHz7M6NGjnzhfd/fu3SksLCQ6Olpr+YMHDzh58qRWqEJldu7cya1btxg5cmS5IQaGVhP/KB88eMD169e1Psu0tDRGjx7NqFGj2LRpE6+99ho+Pj5l5ujXxZAhQwB1Vpvq4OjoyKVLl0r9uExOTubu3bsVrqtQKBg1ahR79+5FpVKVCtV5lJOTE3FxcaUmuMrPz+fChQs6jwuoLvPmzWP+/PmMHj2adevWlXlO6fO6Emo/YztbFA/vCsnZ2eRdu1ZuWTcbN83ziw0eYCypQzRzsvO5n6l7Riuhbmrf3IIh3Z7R/L3453MUFhq+M6o6ica8UCMKCgqYNm0aUVFR+Pn5aQYCjho1ips3b5bbM3/r1i3N8xEjRpCWlsbChQtLlSvZ66lQKJAkSWtZfn4+//rXv8p8DxMTEwIDA4mIiGD+/PlA+TncdUm3N2zYMCRJYsWKFVrL165dS3Z2tmbQI6iz+pw/f56EhLJnriv6EWTI3PKVKRqQeufOnTJf1+XYlReyMWfOHPLz87UmzDp9+jRZWVm4uLjoWOOKjR07FldXV5YuXcqPP/5YZpkTJ06watWqx9q+v78/N27cYOvWrVrLqzoz78SJE5k7dy6ff/65JmytPIMGDSIlJaXUD5O1a9eSkpJSLXd7dE1FumDBAubPn88bb7xBWFhYuRM/6XJdCXWfJEmYlgi1eVBBqE0Hq+JQs3ONbbBSXNf8feeGmDyqPnmvjwumDzPbnEnM4Ns/rleyRt0mwmwEvfvjjz80aepKzgB79epVfH19CQ8P15SdOnUq//vf/5g+fTr79++nd+/eWFhYkJCQwL59+1CpVERGRmrK7ty5k4ULF3L8+HF8fX1RqVScPXuWuLg49u7dCxRPQNOvXz8CAgLIyMggPDy8wvSE48aN49NPP2Xr1q14eXnRtm3bMsu9/PLLXL16tUohE506dWLKlCmEhIQQEBCAn5+fZqZKLy8vrQwdiYmJtG/fHi8vL032niJJSUns2bMHDw8POnUqPwuSo6NjletWHbp3746RkRGLFi0iLS2NBg0a0Lp1azw9PQHdjt3ChQs5duwY3t7etGrVinv37vHzzz8TGRmJp6cnb7/9tqasi4sLDRo0YPbs2cTHx+Pm5kZOTg6XL1/m5s2bWo1lXY6Rubk5P/30E/3792fQoEH4+vrSp08frK2tSUlJITIykoiICGbMmPEYR0s96VR4eDhBQUFER0fTrl07fv31V44cOYKNjU2ldzpatWrFvHnzqvReM2bM4JtvvmHKlCn88ccfPPvss8TExBAaGoqrq+tj70NFdPm8V65cydy5c2nVqhU+Pj5a3xGgTk3Zp08fQLfrSng6qFzbkX1UPcdBTtx56OtbZjntQbAK+pokkJyv/i6/k5TFM671I7OJAC2amDHhRSc+238JgE8j4vDr1JyGpk9ns/fp3CvBoLZu3crWrVsxMjKiYcOGPPPMM3h5eTF8+PBSEx2ZmJiwa9cuVq1axebNm5k7dy6gjov18PBg9OjRmrJKpZJffvmFZcuWER4ezuzZs1GpVLRt21Zrspzp06cjyzKhoaFMnTqVZs2aMWzYMIKCgsodJOjs7Iy3tzf79+/Xa+/3ihUrcHR0ZM2aNezatQsbGxvefvttFixYUOUp5zds2EBBQUGlA1/v3btXKvtOTWrVqhVhYWF88sknTJo0iby8PEaPHq1pzOvipZdeIjY2lo0bN3L79m0UCoVmNtD33ntPaxB0s2bNiIiIYMGCBWzatImMjAwsLS1p165dqWOm6zFydnYmJiaGL774gu+++45FixZx7949rKyscHd3Z+PGjY/deLSxsSEqKorg4GDCwsKQJAlvb28iIyPp3r07ZmZmj7XdsjRu3JjDhw8zd+5cduzYwfr162natCkTJ05k/vz5j5W1R5+KcsMnJCRoXfNFvLy8NI150M91JdQdqvYl4ubPlX+3p2gQbL6cz9WCbBoYF4fk3EmqfOI54ekywasNX/1+jVsZOaRk5rAy8hLvv9Ku8hXrIKk2DGqrq9zd3eWSkxqV5dy5c088cYpQM/z8/Dh69ChJSUl6bUjVhFOnTtGlSxfCwsIqnAW0Pqsrx+j27dvY2NgwYcKEMgeACnWD+O7Xn5yLF4n3fxUAYzs72h46WG7ZoTuHcv6OusG//HIzLiSrsyE1b9OYgOnPVX9lhVrl+z+u897XfwKgVBix9z0vWlnXzWxXkiSdkGW5zEFBogtDEIBLly4RERHByJEj61xDHiAiIoIuXbqU2aspqNXGY1Q0h0JJRWM7SvZEC0J9pnRyQnp4Ny4/OZn8lJRyy5YMtbnWuDgN8Z2kzFqRkUuoWYO62tOlpTrVb25BIYt/PmfgGlUP0ZgX6rXffvuNDRs28Nprr6FUKgkODjZ0lR7L9OnTOXnypAgxqEBtPEZ+fn4EBgby2WefsWLFCvz9/Vm6dCkvvPACgwYNMnT1BKFWkBQKVCUnj4qNLbdsyUGw560UKCX1wNec+4Vk3c2tvkoKtZKRkcRc/+JzYs/Zmxy9bPg5U/St9vxXEwQDWL16NWPGjCEjI4Mvv/zyiXOTC4IuBgwYQExMDHPmzGHGjBmcPXuW4OBg9uzZU+353AWhLlG5FaedvH/2bLnlSqanPGsiYWVcnCFMxM3XT91aWTKoa/FYqQU/xVLwlKWqFI15oV7bsGEDhYWFXLp0iYCAAENXR6hngoOD+fPPP0lPTyc3N5f4+HiWLl1q8AGpglDblGzMPzhTfmO+rWVbzUywCQVZNDIpMQhWpKest97v1w4zE3UHybkbGXx1vPz5Cuoi0ZgXBEEQBKFWM+vUUfP8/smT5ca/mypMcbYsnjAuR5WoeX47UfTM11fNG5sx0auN5u9lv8SR8eDpmUhMNOYFQRAEQajVlG3aYNS4MQAFd+6Q+9df5ZYtOQj2lkW65vmdhLIntBPqh/EvOtGisXog9e2sXP6776KBa6Q/ojEvCIIgCEKtJhkZYf7ss5q/7//xR7ll3ayLQ3Iu2jzQPL9z6wHyUxYrLVSdmVLBTL/idLGbjl7l9r0cA9ZIf0RjXhAEQRCEWs/suW6a59knym/Ml+yZP2N2D5Wk7p3Pzzci4/aD8lYT6gH/zs3paG8BQE5+IeG/JVSyRt0gGvOCIAiCINR65s8VT/p0/8SJcstpDYLNz8RSeUXz2s349PJWE+oBSZJ4s2drzd9f/X6Nwqfgbo1ozD8GSZL8JUlak54uvhQEQRAEoSaoOnZEUioByL16lfzU1DLLmSpMaWvZVvO3ZHZB8zzpwtOXY1zQjV+n5lio1D/2rqfd5/eraZWsUfuJxvxjkGV5pyzL4xs/HIwjCIIgCEL1MlIqUXXqpPk7u4K4+ZKhNrdtihv9N+KSq6dyQp1haqzAv0tx3vnv/7huwNroh2jMC4IgCIJQJ5h3KzkINqbcciUb8+fs0jBCnYYwLVUmO0PMBFvfBXR7RvN816kbPMgrMGBtnpxozAuCIOy/KCQAACAASURBVAiCUCeYdSsxCLaCnvkutl00z08qsmhqUpyG8HqcSFFZ33Vr1QRHa3MAMnPy2Xeubt+xEY15QRAEQRDqhJLpKR/ExlKYnV1mOecmzjQwaQBAcn4WTcxOaV67dq7ux0gLT0aSJAZ2tdf8/dOpJAPW5smJxrwgCIIgCHWCokkTTNs+nOE1P5/7p06XXc5IQWebzpq/0yyKB8FeO5ta7gyyQv3h36W55vn+88ncy8k3YG2ejGjMC4IgCIJQZ5h1K5Gi8s8/yy3X1a6r5vn55g9QSlkAZKXnkXaz7B59of5wtmtEu2aNAHXO+b2xtwxco8cnGvOCIDy2AwcOIEkSGzZsMHRV6qQNGzYgSRIHDhwwdFUEoc5QdSge3Jpz8WK55Uo25v9UKXhGWdyLf+2ciJsX0Mpqs/PPuhtqIxrzgt4UNeyKHgqFAktLSzp27Mjo0aPZs2dPvbu1WVhYyL///W/atWuHSqWiZcuWBAcHk5WVVeVt3Lp1i4kTJ9KyZUuUSiWtWrVi6tSp3L1794nqVvR5LV269Im286iTJ08yb948/vrrryfe1scff8zQoUNxcnJCkiQcHR0rLK+P460P2dnZrFixgl69emFlZYWJiQlNmzbFz8+PDRs2kJ9f/bdzS16Pb731VpllkpOTUSqVSJLESy+9VO110qeS3zUlHw0bNiyzfG05N4QnpwmzoeLGfGebzhhJ6mZOXH4mNqriXvzEOBE3L4B/5+LG/KGLKdzNrpuZjowNXQHh6TN8+HD8/PyQZZnMzEzi4uL44Ycf2LRpEz4+PnzzzTc0adLE0NWsEf/4xz/47LPPGDx4MMHBwZw7d47PPvuMmJgY9u7di5FRxb+nk5OT8fT0JCkpiQkTJtCxY0fOnDnD6tWrOXToEIcPH8bc3LyG9qa0F198kfv372NiYqJZdvLkSebPn89LL71UaeO7MrNnz8bKyopu3bpV6cfLkx5vfbh06RL9+/fnwoUL+Pj4MGvWLGxsbEhOTmbv3r0EBQURGxvLkiVLqr0uACqVivDwcJYtW4apqanWa5s3b0aWZYyN6+a/gl69ejF+/HitZSXPxZJqw7kh6Iepc3FjPjc+Hjk/H6mMc7ihsiEdrDpw5vYZCpG51SgeHs71mJKQWVPVFWqxVtbmdGnZhD+v3SWvQGbPmZv83aOVoauls7r5DS7Uat26dWPkyJFay5YvX86MGTNYvnw5w4cPZ/fu3QaqXc05e/Ys//3vfwkICOC7777TLG/dujXvvPMO27Zt4/XXX69wG4sXL+bq1auEh4czfPhwzfIXXniB119/neXLl/PBBx9U2z5UxsjICJVKVW3bv3z5Mk5OTgB07NiRe/fulVtWH8f7Sd2/f58BAwYQHx/Pd999R0BAgNbr77//PsePH+f48ePVWo+SBg8ezNatW/nxxx957bXXtF5bv349fn5+7Nu3r8bqo09OTk6lvmvKUhvODUF/FBYWGDdtSv6tW8h5eeQmXMPUqXWZZZ9v8Txnbp8B4HebHJpdz6EAU+6l5XD/Xi5mDZU1WXWhFvLv3Jw/r6k7i3aeSqqTjXnRFSHUCIVCwbJly+jZsyd79uwhKipK81pOTg6LFy/Gzc0NlUpFkyZN8Pf3Jyam9IQgubm5LFmyhK5du2Jubk7jxo1xd3cnJCREUyYzM5MPPvgAT09PbGxsMDU1xdnZmZkzZ5JdIo3Z9u3bkSSJtWvXlllnNzc3nJ2dtUKDLl++zPnz56u0z1u3bkWWZd59912t5ePGjcPc3JwtW7ZUuo3IyEjMzMz4+9//rrV82LBhqFQq1q9fX6W6VFVRDPf+/ftZunQpbdq0wdTUFBcXFzZu3Fiq/KMx8/PmzSMoKAgAb29vTehDYGCgZh1djmFRQ74qdD3esiwTFhZGjx49sLa2RqVS4eDgwIABA8jLy6vy+5a0bt064uLiCA4OLtWQL9K9e3cmT56staywsLBKx/uvv/5iyJAhWFhYYGFhwcCBA7ly5QqOjo7lhsl069aNzp07lzpXoqOjOXv2rObzelRqaipTpkzRhHe1bNmSKVOmcPv2ba1yRefMvn37WLBgAQ4ODpiZmeHp6cmxY8cAOHjwID179qRBgwY0b96cjz76qMz31OXcKJKbm1vhjzzQz7Uo1C5avfNX4sst18O+h+b5EXMl1iYJmr9TEyo+b4T6wb9LCyRJ/fzo5dskZz4wbIUeg+iZF2rUm2++SVRUFLt27aJnz57k5eXxyiuvcOTIEd544w3eeust0tPTWbt2LT169ODQoUO4u7sD6n/affv25cCBA/j6+jJy5EhUKhWnT5/m+++/18QFJyYmsm7dOoYMGcLrr7+OsbExBw8eZMmSJcTExBAREQGAv78/zZo1IywsjHHjxmnV89ixY8TGxrJo0SKkoqscePnll7l69WqVYv+PHz+OkZERHh4eWstVKhVdu3atUu9sTk4OKpVKqw6g7hE3MzMjPj6e1NRUbGxsKt2WLmbPns39+/eZMGECpqamrF69msDAQJydnenRo0e56wUEBHDjxg3WrFnD7Nmzad++PQBt2rTRlNHlGOpC1+M9ceJE1qxZw5AhQxg5ciQKhYKEhATi4+PLDdWozLfffgtQKvSjMlU53rdv36ZXr16aMRTt27fn119/xdvbu9K47zFjxvDee++RmJiIvb06t3JYWBh2dnYMGDCgVPn09HReeOEFLl26xJgxY+jWrRsxMTGsXr2a/fv3Ex0dTaNGjbTWmTlzJgUFBUydOpXc3FyWLVuGr68vmzZt4s0332T8+PGMGDGCr7/+mg8//JDWrVuX6lXX9dz49ttv2bJlCwUFBdja2jJs2DAWLlxI48aNtcrp41oUaheTlsUzeOZdv15uuc62nWlg0oCsvCxuyDmYKq9AXlsAUq5l0rKDVbXXVajdmlqo8GxtxbH4OxTK8POpGwT2KPtOT20lGvMGcq5de0NXoVztz5+rtm137qzO+3vhgjrnb0hICAcOHGDPnj307dtXU27y5Ml07NiRadOmaTJ9rFixggMHDjBr1iwWL16std3CwkLNcycnJ65du6bVIJsyZQpz5sxh4cKFREdH4+HhgbGxMUFBQXz88cfExsbSoUSGhNDQUBQKhVaPsq6SkpI0dwYeZW9vz5EjR8jNzUWpLP82r5ubG3FxcZw8eZKuXYszM5w8eZK0NPUAroSEBL035nNycjh+/Limbn/7299wcnIiJCSkwsZ8586def7551mzZg19+vSp0UGVuhzv9PR01q1bx/jx4/niiy/0VoczZ85gYWGh0x0FqNrx/uSTT7h+/TpbtmxhxIgRAEyaNIkZM2bw6aefVrj9kSNHMmPGDDZu3Kj54bBt2zbGjh1bZrz8kiVLuHjxIitXrtS6i9C1a1feeustlixZUqp3vaCggGPHjmn2oUOHDgwcOJChQ4dy9OhRzY/yN998EwcHB1auXFmlEJnyeHh4MHToUJydncnIyODnn38mJCSEgwcPcuTIEa2BsPq4FoXaRflMcWM+93piueVMjEzwbObJ/mv7AbjZMBEe/va9fT2jWuso1B3+XVpwLF6d4WjHn0l1rjEvwmyEGmVhYQFARob6S3TLli20a9eO5557jtTUVM0jNzeXPn36EBUVxf379wH48ssvsbS05MMPPyy13ZKD15RKpaYhn5+fT1paGqmpqfj4+ADw22+/acqOGzcOSZIIDQ3VLMvKyuKrr76iX79+tGhRPNId1GEOVe01zM7OLrPxAGjizLPLmb2wyLvvvouRkRGvvfYaP//8MwkJCezevZthw4Zp9rGybTyOyZMnazVs7O3tcXFx4WIFmSOqSpdjqAtdjreJiQkWFhacOHGC6OhokpOTSU9Pf+I6ZGRklOqxroqqHO+dO3fSvHlzrbETANOmTat0+9bW1rz66quacKjvv/+e9PR0xowZU2b57du3Y2trW+oOw4QJE7C1tWX79u2l1pk0aZLWPvTq1QsAT09PTUMe1Nenh4dHmeeSLufGb7/9xrRp0xg0aBCjRo1i27ZtLFq0iNOnT/Of//xHq6w+rkWhdjGxL569My+x/MY8wEstX9I8P25Z3IBPS0jRe72Euqlfx+YYG6nvgP+RcJdrd+rW94FozAs1qqgRX9SoP3fuHOfPn8fW1rbUIywsjIKCAlJTUwG4ePGiJq1cZVatWkXnzp0xNTXFysoKW1tbTS9xUY82qAfA+fj4sHnzZk2c9Ndff01mZiZjx459on01NzcnJyenzNcePHigKVORXr16sW3bNjIzM+nfvz8ODg74+/vj7e2tCY8oOpb6VFbPsrW1dal46dpEl+Ntbm7Ojh07SEpKwtPTk6ZNm5YKtXocFhYWZGbqniWjKsf7ypUrODs7l8q6YmdnV6XsUEFBQVy8eJGoqCjCwsLw8PDQuhtV0pUrV3B1dS3Va29sbIyLiwvx8aVjlB/dB0tLS0B9jT3K0tKyWs6l6dOno1Qq2bVrl9ZyfVyLQu1i8kzVwmwAXnZ4GRMjdefHyYbFEwOlpeYjF9avdMlC2awaKOnZtvgO90+nbhiwNroTYTYGUp2hLLXZqVOnAHB1dQXUgxA7derE8uXLy13H1tZWp/dYvnw5wcHB+Pr68s4779CiRQuUSiWJiYkEBgZqheSAOr556NCh7NixgyFDhhAaGkqzZs3o37+/jnunrUWLFsTGxpKTk1OqVzAxMREbG5sq3dYfOnQoAQEBnD59mszMTFxdXbGzs9OECjmXGAimLwqFoszltXmeAF2O93fffUdQUBCDBg1iwIABWFlZPXEaTVBn3Dl06BDx8fE6hdrUxPHu27cv9vb2zJ8/n8jISFavXq23bUP5+1De8upgYmJCixYtNB0ARfR1LQq1x6ONeVmWS40tKmKhtKCnfU8ir0XywCQLFJlQ0Ij8AmPupT2gkbVZTVVbqMVe7dKCA3HquzU7/kxi0kttKlmj9hA980KNKgpnKWoot23blpSUFHr37o2Pj0+Zj6KeeBcXF86fP19uD1uRzZs34+joyO7duxk7dix+fn74+PjQtGnTMssPHDgQOzs7QkNDiYuL4/Dhw4wePfqJc293796dwsJCoqOjtZY/ePCAkydPaoUeVEahUNC1a1d69eqFnZ0dN2/eJCYmBi8vr1rXo1jeP9TqVtXjnZaWxujRoxk1ahSbNm3itddew8fHRy8/ioYMGQKos9rom6OjI5cuXSr1YzQ5OblKOfgVCgWjRo1i7969qFSqUuE6JTk5OREXF1dqcqv8/HwuXLig85iAmvLgwQOuX79e6lrX57Uo1A6KJk0wevjdV5idTUEl10C/1v00z9PMSvTOnz1dVnGhHurToSmmxupm8bkbGVxKrjtzEYjGvFAjCgoKmDZtGlFRUfj5+WkG9Y0aNYqbN2+W2zN/61bxl+6IESNIS0tj4cKFpcqV7MFUKBRIkqS1LD8/n3/9619lvoeJiQmBgYFEREQwf/58QD1Iryy6pM4bNmwYkiSxYsUKreVr164lOztbM4gRIC8vj/Pnz5OQkPDoZkopLCzknXfeoaCggH/+859VqktNKhp4eOdO2dOlP076waqo6vE+ffo0WVlZuLi46L0OY8eOxdXVlaVLl/Ljjz+WWebEiROsWrVK5237+/tz48YNtm7dqrVclxl8J06cyNy5c/n8888rDM8aNGgQKSkppX6UrF27lpSUFAYPHqxb5auoqudGeSE6c+bMIT8/H39/f63lulyLQt0gSZJOoTZez3hhqlDflblpnqxZnhZ7pnoqKNQ5jVQm9G5np/l7x591J9RGhNkIevfHH39o8jaXnAH26tWr+Pr6Eh4erik7depU/ve//zF9+nT2799P7969sbCwICEhgX379qFSqYiMjNSU3blzJwsXLuT48eP4+vqiUqk4e/YscXFx7N27F1BnApk1axb9+vUjICCAjIwMwsPDK0w3OG7cOD799FO2bt2Kl5cXbdu2LbOcLqnzOnXqxJQpUwgJCSEgIAA/Pz/NrJNeXl5ak9QkJibSvn17vLy8NNl7AO7du4eHhweDBw+mdevWpKens3XrVk6cOMGiRYvw9vbWek9HR8dqSfuoi+7du2NkZMSiRYtIS0ujQYMGtG7dGk9PT0C3Y7h582auXr0KQEpKCrm5uZofcw4ODrzxxhuaslU93i4uLjRo0IDZs2cTHx+Pm5sbOTk5XL58mZs3b5ZqLOtyTM3Nzfnpp5/o378/gwYNwtfXlz59+mBtbU1KSgqRkZFEREQwY8aMqh3MEt5//33Cw8MJCgoiOjqadu3a8euvv3LkyBFsbGyqdEekVatWzJs3r9JyM2bM4JtvvmHKlCn88ccfPPvss8TExBAaGoqrq+tj1b8qqnpuLFy4kGPHjuHt7U2rVq24d+8eP//8M5GRkXh6evL2229rldflWhTqDhN7e3IeZkbLu3YNs06dyi1rbmJOjxY92H9tv1bP/B0xCFYo4dUuLdh95iYAO/9M4h8+bQ12t1kXojEv6N3WrVvZunUrRkZGNGzYkGeeeQYvLy+GDx/OK6+8olXWxMSEXbt2sWrVKjZv3szcuXMBdYyrh4cHo0eP1pRVKpX88ssvLFu2jPDwcGbPno1KpaJt27ZaE99Mnz4dWZYJDQ1l6tSpNGvWjGHDhhEUFFTugD9nZ2e8vb3Zv39/ub3yj2PFihU4OjqyZs0adu3ahY2NDW+//TYLFiyo0vTxSqWSLl26EB4ezo0bNzA3N6d79+6lUnkWuXfvXqkMPDWtVatWhIWF8cknnzBp0iTy8vIYPXq0pjGvi9DQUA4ePKi1bM6cOQB4eXlpNeahase7WbNmREREsGDBAjZt2kRGRgaWlpa0a9euzEHPuh5TZ2dnYmJi+OKLL/juu+9YtGgR9+7dw8rKCnd3dzZu3PhYjUcbGxuioqIIDg4mLCwMSZLw9vYmMjKS7t27Y2amv7jfxo0bc/jwYebOncuOHTtYv349TZs2ZeLEicyfP/+xMvbo00svvURsbCwbN27k9u3bKBQK2rZty6JFi3jvvffKHCT/pNeiUPsoWxXP1JmbcK3S8j4OPuy/tp+7ZsU98xn3TOD2ZbCuO/HRQvXxbmdHQ1Nj7uXkcyU1i7NJGXS0b1z5igYm1eYBbbWdu7u7/Pvvv1dY5ty5c5qJc4Tazc/Pj6NHj5KUlKTXhlFNOXXqFF26dCEsLKzcWT0F3dSFY3r79m1sbGyYMGECn3/+uaGrIzwkvvur353wcG4tUM930HjwYFp8vLjC8hm5Gby47UWa3GvG0FPqu0uWxgm8/ve70PPdCtcV6o/3vjrJ9zHqdKfjX3Ritl/tuI4lSTohy3KZA3xEd4QgAJcuXSIiIoKRI0fWyYY8QEREBF26dNG6myE8mdp2TIvmXCipaCxInz59aro6gmBQylYOmue5VRhvZKG0wM3ajSxl8WDZrAJrOLezWuon1E3+XYrvxP70Z1KtzuJWRITZCPXab7/9pomdVSqVBAcHG7pKj2369OlMnz7d0NV4qtS2Y+rn54eDgwPdunWjsLCQffv28dNPP/HCCy8waNAgQ1dPEGqU0qFkmM3VKq3j3sydUymnKZDyUcjG5MoNyLt2GpOMJLAwbIiiUDv0bGtDYzMT0u/nkZT+gJPX7vJsK0tDV6tComdeqNdWr17NmDFjyMjI4Msvv9RLrnFBqC4DBgwgJiaGOXPmMGPGDM6ePUtwcDB79uyp0XzuglAbmDRvDg8TGxSkpFKYlVXpOh7NPECSyVYWz/icVWgFf0VVWz2FusVEYYRvh+L0trvqwARSojEv1GsbNmygsLCQS5cuERAQYOjqCEKFgoOD+fPPP0lPTyc3N5f4+HiWLl1q8AGpgmAIkrExSnt7zd+51yofBNvZtjMAWSYZmmVZhVZw9bD+KyjUWf07N9c8333mZq0PtRGNeUEQBEEQ6iSTkqE2f1UeatNI2QhHC8dH4uYt4eqRaqmfUDf1cFaH2gAk3r3PiatpBq5RxURjXhAEQRCEOsm0RGhkTvzlKq3TwboDD0yKQ3IeFFpA6gXILnuiO6H+MVEY0a9jM83f4b9VPsDakERjXhAEQRCEOknp7Kx5nnvpUpXW6WDdgfsm9zR/3y98mEf81lm91k2o20Z4FmdL+unUDe5k5RqwNhWr9415SZJWSZJ0TZKkDEmSEiVJWiFJktLQ9RIEQRAEoWKmJRrzOZeq1jPvZu3GA+PixvyDwodjTkRjXiih0zON6dKyCQC5BYV8dbzyMRmGUu8b80AI0E6WZQugy8PHbMNWSRAEQRCEypi2KZ65NffKFeT8/ErXaWfVTivMJlu2UD+5dUbv9RPqtjf+r7h3fsuxq+QXFBqwNuWr9415WZZjZVkuuqoloBBoa8AqCYIgCIJQBQoLC4ybqtMIynl55CZU3nvaUNkQs4bFN+DvyiLMRijbgM7NsWqgPlcS795nz9mbBq5R2QzemJckaZYkSd9IkhQvSZIsSdJfFZQ1kiTpH5IknZck6cHD8JhlkiQ1eMI6zJQk6R6QjLpnfsWTbE8QBEEQhJph2sZJ8zz3SnyV1rGzstY8v1f4sGc+JQ5qeQpCoWapTBSMLNE7Hxp1xYC1KZ/BG/PAYqA3cBmoLPfPv4HlQCzwNvAN8A6wU5IkrX2RJGnbwx8H5T1eKiory/K/ZFluCHQAPgdq/wwBgiAIgiCgbF2yMV+1xpa9bfGkQLlFPfN5WXAvWa91E+q+N/7PAaVC3cSMSbhbK9NU1obGfBtZlq1lWe4DJJVXSJIkN9QN+O9lWQ6QZXmtLMvvAe8B3sDfH1llHGBbwaPUDBGyLJ8D/gQ2P/FeCYIgCIJQ7ZROrTXPc+Kr1ph3tGupeS7nNyzukL9TtZ59of6wbWTKq11baP7ecOQvw1WmHAZvzMuyXNUrZzjqmPZHQ2DWAtnAyEe2mynLcmoFj7xy3scEcNFlHwRBEARBMAxTpxI98/FVa1I427Qh1+gBABIKcmVz9Qt3qpYRR6hfxvQo/sEYcfYmGQ/Ka0IahsEb8zrojnpwanTJhbIsPwBOPnxdJ5IkNZYkKVCSpCaSWmfgAyBCHxUWBEEQBKF6KVuX6Jm/cgW5CnHvrRq14kGJXPPZRbnmRc+8UIYOLSzo0Fw9tiI3v5Ddp2tXNHZdasy3AFJlWc4p47VEwOYx8sPLqHv044FM4AfgZ9ThPGWSJGm8JEm/S5L0e0pKio5vJwiCIAiCPhk3bYpkru5ZL0xPpyCt8phmK5UVucr7mr+TEY15oWIB3ew1z3efqV1ZbepSY94cKKshD/CgRJkqk2U5Q5ZlH1mWrWRZbijLspMsy9NKpKosa501siy7y7Lsbmtrq8vbCUK9duDAASRJYsOGDYauSq2xYcMGJEniwIEDhq6KINRZkiRhWqJ3viqhNpIkYd2kCRgXYtwwF5NChfoF0ZgXyvFq1xb0bmfHf4c/y+cjnzN0dbTUpcZ8NmBazmuqEmUEAylqrBU9FAoFlpaWdOzYkdGjR7Nnz54q3f58mhQWFvLvf/+bdu3aoVKpaNmyJcHBwWRllft7sZRbt24xceJEWrZsiVKppFWrVkydOpW7d+8+UVldFH22S5cufaLtPOrkyZPMmzePv/7664m3deHCBT788EP+7//+D1tbWxo1akTXrl1ZtGiRTsdbH7Kzs1mxYgW9evXCysoKExMTmjZtip+fHxs2bCC/ChPbPKmS1+Nbb71VZpnk5GSUSiWSJPHSSy9Ve5306eOPP2bo0KE4OTkhSRKOjo4VltflWtTHdSvUrAYvPE+jPj5YjxuHwtq68hWAyTP9mRLiw4R5z+HUPBfa9gVnn2quqVBX2TVSERbYHf8uLVCZKAxdHS3Ghq6ADpKADpIkmZYRamOPOgQn1wD1Eh4xfPhw/Pz8kGWZzMxM4uLi+OGHH9i0aRM+Pj588803NGnSxNDVrBH/+Mc/+Oyzzxg8eDDBwcGcO3eOzz77jJiYGPbu3YuRUcW/p5OTk/H09CQpKYkJEybQsWNHzpw5w+rVqzl06BCHDx/G/OHtZV3KGsKLL77I/fv3MTEx0Sw7efIk8+fP56WXXqq0MVaZsLAwVq5cyauvvsqIESMwMTEhMjKSDz74gK+//ppjx45hZmb2hHtRuUuXLtG/f38uXLiAj48Ps2bNwsbGhuTkZPbu3UtQUBCxsbEsWbKk2usCoFKpCA8PZ9myZZiaaveHbN68GVmWMTauS/8K1GbPno2VlRXdunWr0o9VXa7FJ71uhZpnFxys8zpGD9MN0tAW3v5dzzUShBoky3KteQBngL/KeW0h6hj3Xo8sVwFZwO6aru9zzz0nVyY2NrbSMk+LyMhIGZA//fTTUq/l5+fL7733ngzIr7zyigFqV/POnDkjS5IkBwQEaC3/7LPPZED+8ssvK93G1KlTZUAODw/XWh4eHi4D8kcfffRYZXVV0Wf7JNavXy8DcmRk5BNv6/jx4/Ldu3dLLf/nP/8pA/J///vfJ36PymRnZ8uurq6ysbGx/N1335VZJjo6Wl65cqUsy/rd/0cVfWbDhw+XAfmrr74qVcbNzU1+9dVX5QYNGsheXl56r0N1unz5sua5m5ub7ODgUG5ZXa5FfVy3sly/vvsFQah+wO9yOe3RutS98BXqxvy7jywfhzpW/suaqogkSf6SJK1JT0+vqbes8xQKBcuWLaNnz57s2bOHqKgozWs5OTksXrwYNzc3VCoVTZo0wd/fn5iYmFLbyc3NZcmSJXTt2hVzc3MaN26Mu7s7ISEhmjKZmZl88MEHeHp6YmNjg6mpKc7OzsycOZPs7OJIrO3btyNJEmvXri2zzm5ubjg7O2uFBl2+fJnz589XaZ+3bt2KLMu8+672KTtu3DjMzc3ZsmVLpduIjIzEzMyMv/9dexqFYcOGoVKpWL9+/WOV1ZeimO/9+/ezdOlS2rRpg6mpKS4uLmzcuFGr7KMx2pcjDgAAG41JREFU8/PmzSMoKAgAb29vTUhIYGCgZh1djre7uzuNGzcutXzYsGEAnDlzRmu5LMuEhYXRo0cPrK2tUalUODg4MGDAAPLyHi/t2Lp164iLiyM4OJiAgIAyy3Tv3p3JkydrLSssLKz0+AH89ddfDBkyBAsLCywsLBg4cCBXrlzB0dGx3DCZbt260blz51Kff3R0NGfPntV8Bo9KTU1lypQpmpCtli1bMmXKFG7fvq1Vrugc2LdvHwsWLMDBwQEzMzM8PT05duwYAAcPHqRnz540aNCA5s2b89FHH5X5nrp83k4l0hFWRpdrUR/XrSAIQk0y+L1VSZLeAIrmyrUFlJIkffDw76uyLG8GkGX5tCRJK4G3JEn6HnXWmfaoZ4A9CITXVJ1lWd4J7HR3dx9XU+/5tHjzzTeJiopi165d9OzZk7y8PF555RWOHDnCG2+8wVtvvUV6ejpr166lR48eHDp0CHd3d0DdkO/bty8HDhzA19eXkSNHolKpOH36NN9//70mLjgxMZF169YxZMgQXn/9dYyNjTl48CBLliwhJiaGiAh15lF/f3+aNWtGWFgY48Zpf5THjh0jNjaWRYsWIUmSZvnLL7/M1atXqxT7f/z4cYyMjPDw8NBarlKp6Nq1K8ePH690Gzk5OahUKq06ABgZGWFmZkZ8fDypqanY2NjoVFbfZs+ezf3795kwYQKmpqasXr2awMBAnJ2d6dGjR5nrBAQEcOPGDdasWcPs2bNp3749AG3atNGU0eV4l+f69esANG3aVGv5xIkTWbNmDUOGDGHkyJEoFAoSEhKIj4/XCgXSxbfffgvA+PHjdVqvKsfv9u3b9OrVSzMuon379vz66694e3tXGss9ZswY3nvvPRITE7G3V2dkCAsLw87OjgEDBpQqn56ezgsvvMClS5cYM2YM3bp1IyYmhtWrV7N//36io6Np1KiR1jozZ86koKCAqVOnkpuby7Jly/D19WXTpk28+eabjB8/nhEjRvD111/z4Ycf0rp1a0aO1JoeRC+fd1l0uRb1cd0KgiDUJIM35oE3Aa9HlhV12xxEezbWd4G/gPFAfyAV+C/woSzLhdVbTf1aOXG/oatQrimf9662bXfu3BlQD1YECAkJ4cCBA+zZs4e+fftqyk2ePJmOHTsybdo0TaaPFStWcODAAWbNmsXixYu1tltYWPzxOzk5ce3aNa0G2ZQpU5gzZw4LFy4kOjoaDw8PjI2NCQoK4uOPPyY2NpYOHTpoyoeGhqJQKLR6iXWVlJSkuTPwKHt7e44cOUJubi5KZfkZVd3c3IiLi+PkyZN07dpVs/zkyZOkPUy/lpCQgI2NjU5l9S0nJ4fjx49r9uVvf/sbTk5OhISElNuY79y5M88//zxr1qyhT58+1TIAs6CggI8++ghjY2Nef/11zfL09HTWrVvH+PHj+eKLL/T2fmfOnMHCwkKnXmOo2vH75JNPuH79Olu2bGHEiBEATJo0iRkzZvDpp59WuP2RI0cyY8YMNm7cqPnhsG3bNsaOHVtmvPySJUu4ePEiK1eu1LqL0LVrV9566y2WLFlSqne9oKCAY8eOafahQ4cODBw4kKFDh3L06FHNj/I333wTBwcHVq5cWaoxX110uRb1cd0KgiDUJIOH2ciy/JIsy1I5j5ceKVsgy/IyWZZdZVk2lWXZXpbl92RZvlfO5oVaxsJCPelCRkYGAFu2bKFdu3Y899xzpKamah65ubn06dOHqKgo7t9X5wL+8ssvsbS05MMPPyy13ZID0pRKpaYhn5+fT1paGqmpqfj4qLMU/Pbbb5qy48aNQ5IkQkNDNcuysrL46quv6NevHy1aFE/hDOowh6r2GmZnZ5fZIAB1L19RmYq8++67GBkZ8dprr/Hzzz+TkJDA7t27GTZsmGYfi7ahS1l9mzx5slbjxt7eHhcXFy5evPhE29XleJfl3Xff5ejRoyxYsABXV1fNchMTEywsLDhx4gTR0dEkJyejj7C5jIyMUj3WVVGV47dz506aN2/O8OHDtdadNm1apdu3trbm1Vdf1YQ4ff/996SnpzNmzJgyy2/fvh1bW9tSdxgmTJiAra0t27dvL7XOpEmTtPahV69eAHh6emoa8qC+Pj08PMo8N5708y6PLteiPq5bQRCEmmTwxrxQvxQ14osa9efOneP8+fPY2tqWeoSFhVFQUEBqaioAFy9e1KSKq8yqVavo3LkzpqamWFlZYWtrq+n5TSsxoUjr1q3x8fFh8+bNmjjpr7/+mszMTMaOHftE+2pubk5OTtlTIzx48EBTpiK9evVi27ZtZGZm0r9/fxwcHPD398fb21sTHlF0LHUpq29l9URbW1uXiq+uSXPmzCEkJITx48cza9YsrdfMzc3ZsWMHSUlJeHp60rRp01KhVo/DwsKCzMxMnderyvG7cuUKzs7OpTKp2NnZVSk7VFBQEBcvXiQqKoqwsDA8PDy07kaVdOXKFVxdXUv12hsbG+Pi4kJ8GXm8H90HS0tLQH2NPcrS0rJGzw1drkV9XLeCIAg1qTaE2dRL1RnKUpudOnUKQNNLKssynTp1Yvny5eWuo+vkXMuXLyc4OBhfX1/eeecdWrRogVKpJDExkcDAQK2QHFDHNw8dOpQdO3YwZMgQQkNDadasGf3799dx77S1aNGC2NhYcnJySvX0JSYmYmNjU6Vb9UOHDiUgIIDTp0+TmZmJq6srdnZ2mlAhZ2fnxyqrTwpF2Tl3q6OXtSrmzZvHwoULCQoK4vPPPy/1+nfffUdQUBCDBg1iwIABWFlZPXFqTICOHTty6NAh4uPjdQq1qYnj17dvX+zt7Zk/fz6RkZGsXr1ab9uG8vehvOU1SZdrUV/XrSAIQk0RjXmhRhWFsxQ1lNu2bUtKSgq9e/euNHezi4sL58+fL/OfbEmbN2/G0dGR3bt3a21zz549ZZYfOHAgdnZ2hIaG0rFjRw4fPsz777//xLm3u3fvzi+//EJ0dLQm5ADUvXsnT57kxRdfrPK2FAqFVhz8zZs3iYmJwcvLq1QvoS5lDe3Rwbr6MG/ePObPn8/o0aNZt25dqfdIS0tj9OjRBAYGamVB0ochQ4Zw6NAh1q1bV2pcx5NydHTk0qVLFBYWap3XycnJVcqzrlAoGDVqFB9//DFmZmalwnVKcnJyIi4ujvz8fK3rID8/nwsXLug8JsDQdLkW9XndCoIg1AQRZvMYRGpK3RUUFDBt2jSioqLw8/PTDOobNWoUN2/eLLdn/tatW5rnI0aMIC0tjYULF5YqV7IHU6FQIEmS1rL8/Hz+9a9/lfkeJiYmBAYGEhERwfz58wH1IL2y6JI6b9iwYUiSxIoVK7SWr127luzsbM0gRoC8vDzOnz9PQkJCpdstLCzknXfeoaCggH/+8596K2sIDRs2BODOnTtlvq7L8QZYsGAB8+fP54033iAsLKzMH4inT58mKysLFxeXx6t0BcaOHYurqytLly7lxx9/LLPMiRMnWLVqlc7b9vf358aNG2zdulVruS6z8k6cOJG5c+fy+eefVxhyNWjQIFJSUli3bp3W8rVr15KSksLgwYN1q3wV6fp5V5Uu16IuZQVBEGoD0TP/GERqyor98ccfmlzMJWeAvXr1Kr6+voSHF2cRnTp1Kv/73/+YPn06+/fvp3fv3lhYWJCQkMC+fftQqVRERkZqyu7cuZOFCxdy/PhxfH19UalUnD17lri4OPbu3QuoM4HMmjWLfv36ERAQQEZGBuHh4RWmGxw3bhyffvopW7duxcvLi7Zt25ZZTpfUeZ06dWLKlCmEhIQQEBCAn5+fZiZJLy8vrewqiYmJtG/fHi8vL032HoB79+7h4eHB4MGDad26Nenp6WzdupUTJ06waNEivL29H6tsEUdHx2pJBVhV3bt3x8jIiEWLFpGWlkaDBg1o3bo1np6egG7He+XKlcydO5dWrVrh4+OjdZ6BOjVlnz59cHFxoUGDBsyePZv4+Hjc3NzIycnh8uXL3Lx5s1RjWZdjZG5uzk8//UT//v0ZNGgQvr6+9OnTB2tra1JSUoiMjCQiIoIZM2bocJTU3n//fcLDwwkKCiI6Opp27drx66+/cuTIEWxsbKp0l6NVq1bMmzev0nIzZszgm2++YcqUKfzxxx88++yzxMTEEBoaiqur62PVvyp0+bw3b97M1atXAUhJSSE3N1fzQ9/BwYE33nhDU1aXa1GXsoIgCLVCebNJiYeYAVZXRTNOFj2MjIxkCwsLuUOHDvKoUaPk3bt3l7leXl6e/J///Ed2d3eXzc3NZXNzc9nZ2Vl+/fXX5YiICK2y9+/flxcuXCh36NBBNjU1lRs3biy7u7trZtSUZfVss4sXL5bbtGkjK5VKuVWrVvL06dPl2NhYGZDnzp1bZj169+4tA/KmTZvK3UcHBwdZfdlUTX5+vrx06VLZxcVFViqVcosWLeR//OMfcmZmpla5K1euyECpWThzcnLkv//977Kjo6NsamoqW1payr6+vvKePXtKvZcuZYtYW1vLLVq0qHQ/ypsBtqIZTL28vLRm5Szaxvr167XKbdiwQW7fvr1sYmIiA/Lo0aM1r+lyvEePHq11/j36KHlso6KiZF9fX9nS0lJWKBSyjY2N3LNnT3nDhg2ltlvVY1RSVlaWvHz5crlHjx5ykyZNZGNjY9nOzk728/OTN23aJOfn58uyrNvxk2VZjo+PlwcPHiw3bNhQbtSokfzqq6/K8fHxsrW1tdyvXz+tsrrM2lvWDLDJycnypEmTZHt7e9nY2Fi2t7eXJ0+eLKekpGiVq2gfHv08ixR9Vo/S5fP28vKq0mddpKrXoq5ly1OfvvsFQah+VDADrCQbqEfuaeDu7i7//vvvFZY5d+6cZjIcoXbz8/Pj6NGjJCUlYWZmZujqVLtTp07RpUsXwsLCyp0FtL6rC8fo9u3b2NjYMGHChDIH+wqGIb77BUHQJ0mSTsiy7F7WayJmXhCAS5cuERERwciRI+tFQx4gIiKCLl26MHr0aENXpdaqbceoaM6FkorGgvTp06emqyMIgiDUAqJn/gmInvm677ffftPEw547d45z587pJUWhIFQHb29vHBwc6NatG4WFhezbt4+ffvqJF154gUOHDtWKNJCCmvjuFwRBnyrqmRcDYIV6bfXq1WzatAknJye+/PJL0ZAXarUBAwawadMmtm/fzv3793nmmWcIDg5m7ty5oiEvCIJQT4me+ccgSZI/4O/s7DyusunqRe+MIAhC/SO++wVB0CcRM69nsizvlGV5fOPGjQ1dFUEQBEEQBKEeE415QRAEQRAEQaijRGNeEARBEARBEOoo0ZgXBEEQBEEQhDpKNOZrgBhkLAiCUH+I73xBEGqSaMxXM2NjY/Lz8w1dDUEQBKGG5OfnY2wsMj8LglAzRGO+mqlUKu7du2foagiCIAg1JDMzE5VKZehqCIJQT4jG/GOQJMlfkqQ16enplZa1tbUlJSWF7OxscetVEAThKSbLMtnZ2aSmpmJra2vo6giCUE+ISaOegLu7u/z7779XWi49PZ3bt2+Tk5NTA7USBEEQDMXU1BRra2vEPCSCIOhTRZNGiaC+GtC4cWPxxS4IgiAIgiDonQizEQRBEARBEIQ6SjTmBUEQBEEQBKGOEo15QRAEQRAEQaijRGNeEARBEARBEOoo0ZgXBEEQBEEQhDpKNOYFQRAEQRAEoY4SjXlBEARBEARBqKNEnvnHIEmSP+APZEiSdBFoDFQ+HaxaVcpWVsYGSK3i+9U1uhzLuvb++tr2425H1/Vq+rwGcW7X1ffXx7afZBu1/dwW53XdfH/xnS2+s2vTue1QbklZlsXjCR/AGn2WrawM8Luh97k2HMu69v762vbjbkfX9Wr6vH5YRpzbdfD99bHtJ9lGbT+3xXldN99ffGeL7+y68v4izEY/duq5rC7be9oYet+r8/31te3H3Y6u64nzWr8Mvf+1/dx+km2Ic9twDL3vtf28fpLtiPPasAy9/1V+f+lh61+oQyRJ+l2WZXdD10MQ9E2c28LTSJzXwtNKnNu1g+iZr5vWGLoCglBNxLktPI3EeS08rcS5XQuInnlBEARBEARBqKNEz7wgCIIgCIIg1FGiMf+UkiTJWJKk/0iSdEeSpLv/3969x8hVlnEc//6gN4VCgTZEBCkKFSQikJSEGKRU0ARQqWgBKaEoVwUiiQEKVZZoyiUKBdtaqEpDBVEQG/AKCaUIQuQiYrlV2HIJilBiobUthfL4x/tuMp3O1p3dmTl7zv4+yWZ2znnnzLO7z+w++57nvCPpJ5JGFR2X2UBJmirpfklrJL1QdDxmAyVppKQFkrolrZa0XNI5Rcdl1gqS5kl6WdJbkl6RNFvSiKLjqhIX89V1EXAY8HFgL+BjwJWFRmTWGv8B5gAXFx2IWYsMA14FPkNaW3oqMFPS1EKjMmuNOcDeEbEd8In8cVGxIVWLe+YrStJLwPkRcUu+/1ngVmCHiNhYaHBmLSDpGGB2RIwvOhazVpO0AFgXEecWHYtZq0gaB9wCvBoRJxYdT1V4Zr5gkmZIujWfXo0ttQ1I2krSeZKekbQ+n7b6gaRt6saNAXYDHq/Z/BgwGhjfhi/DbDPtyG2zonUiryUNBw4Bnmhx+Ga9amduS7pQ0hrgNdLM/Oz2fBVDk4v54s0CJgPPk9oHtuRq4CrgKeAc0kz7ucCdkmp/lqPz7aqabavq9pm1Wzty26xoncjrOcBq4MYBR2vWd23L7Yi4PCK2JbX8zgf+1cK4h7xhRQdgfCQiugEkLQO2bTRI0r6kF8ztEXFszfYVwLXA8cDNefPqfLs9qQ8TYEzdPrN2a0dumxWtrXkt6SrgYGByRGxoffhmvWr77+yIeFrS34BFpOv6rAU841WwnhdOH5wAiM1PTS0A1gLTao65CngZ2L9m3AGkQv6F/sZq1ox25LZZ0dqZ15JmA0cAn46IlQOJ06xZHfydPRyY0Fx0tiUu5stjIvAe8JfajRGxntQbP7Fu/I+BGZJ2yRecdAELffGrDUJN5bakrfMyq8PTXY2SNLJTwZr1UbN5fS1wOGlG/vVOBWnWD33ObUnbS5ouaYyS/YCZwB87GXDVuZgvj12AlRHxdoN9rwBj69ZtnQXcBzwJPAc8DVzQ9ijNmtdsbp8ErAN+CXwof/5s26M0a06f81rS7qS2hT2BFfk9FNZI+n3nwjXrs2Z+Zwdppr6b1B2wGPgdKd+tRdwzXx7vBxq9cADW14zZABAR75IuRvGyZjbYNZvbC4GFbY/KbGD6nNcR8SKpbcGsDJrJ7bdIZ5ysjTwzXx5rgd5aCUbVjDErG+e2VZHz2qrKuT3IuJgvj3+STl01egF9kHTKyysfWBk5t62KnNdWVc7tQcbFfHk8TPp5HVS7MV8IuD/wSBFBmbWAc9uqyHltVeXcHmRczJfHL0gXknyzbvtppN60mzoekVlrOLetipzXVlXO7UHGF8AWTNJJwO757jhghKSZ+f6LEbEIICL+LmkucLak20lXg+9DusB1KX5THRtknNtWRc5rqyrndnkpIoqOYUiTdC9waC+7l0bEpJqxW5P+Ez4dGA+sJP2H/J2IWNPWQM2a5Ny2KnJeW1U5t8vLxbyZmZmZWUm5Z97MzMzMrKRczJuZmZmZlZSLeTMzMzOzknIxb2ZmZmZWUi7mzczMzMxKysW8mZmZmVlJuZg3MzMzMyspF/NmZmZmZiXlYt7MrCIkTZIUkqYXHUt/SJqe459UdCxmZmXhYt7MrKIkjZfUJWn/omPpkf/h6JI0puhYzMyqQBFRdAxmZtYCkrYCRgDvRMTGPMO9BDglIhYWGVsPSV3AJcAeEfFC3b6tgeHAhoh4r/PRmZmVz7CiAzAzs9bIBfD6Tj2fpNERsbpVx4uIjcDGVh3PzGwocJuNmVlF1PbM5775JXnXDXl7SLq3ZrwknSXpUUlrJa2RtETSYXXHHZ8f2yXpuDx+HfDDvH9vSfMkPSlpdT7Wo5JOrTvOQtKsPMCKmpi68v6GPfOSxkqaK+llSRvy7VxJO9WN63n8ZEnfkvS8pLclLZd0coPv11GSlkpaKWmdpJck3S5pQrPfezOzonhm3sysmu4DZgEXAdcDf8rb/10zZhFwAnAbcAMwEjgRuFvSFyPijrpjHgOcC/wImA+8lbdPAj4F/AZYAWwDfBlYIGlcRFyWx10HbAdMAc4DVubtT/T2RUjaHvgzsCfwU+Ax4ADgLGCypIManB2YBbwvP9/beexCSc9FxAP5uIcCdwDLgMuAVcAuwOH5uZb3FpOZ2WDiYt7MrIIiolvS3aRi/sGI+FntfklTSIX7GRFxfc32a4CHgGsk3RmbXli1L7BfRDxd93SLImJ+3fGvBu4BLpT0/Yh4JyIelPQEqZhfXN8z34vzgb2Ab0TEvJrjPw7Myfu/XfeYkcDEiNiQx94GdANnAw/kMV8gnZ0+IiJeq3nsd/sQk5nZoOE2GzOzoWkasBpYnNtYxkoaC4wB7gTGk4roWr9tUMgTEf/t+VzSqNz+siNwF2kmfu8BxDkFeJ10dqHWdXn7lAaPmddTyOf4XiHNtNd+PW/m22MleWLLzErLv8DMzIamfYDRbNp2U29nNm03adh6ImlboAuYCuzWYMgO/QsRgD2ARyLi3dqNEfGupOXAgQ0e091g2xvA7jX355Bm5+cBV0i6H/gD8POIeH0A8ZqZdZSLeTOzoUmkme2vbGHMsrr7a3sZdzNwNGn2/D5S4bwROJLUG9/ps8C9rYijnk8i4g1JE4FDgCNIPf9XA5dKOjIiHmx/mGZmA+di3sysurb0RiL/ACYAD0XEmv4+QX7zp6NJffNn1u07vMmYGukGPippWO3sfG6NmUDjWfg+yUth3ps/kLQf8CgwEziqv8c1M+sk98ybmVVXT5G+Y4N9N5L+BlzWYB+Sdu7jc/TMgqt2o6QPAKduPnyLMTWyGBjX4Fin5e2/7uNxNpGvD6j3DLCuidjMzArnmXkzs+p6inSR69clrSUtv/haRNwTEbdJugE4W9KBpGUlVwK7AgeTlmf88P97gohYLekuYFpee/5hUm/6GaRlKneqe8hD+fYKSTeR3uRqWUTUt/T0uJK0zOXcHOdfSUtTfg14Nu/vjwWSdiVdpPsiaSnL40jXEdzYz2OamXWci3kzs4qKiHWSjge+B8wmLdm4lLRkJBHxVUlLgNOBGcAI4FXSWu4zmniqacDlwOeAk0ktPBcD75DWr6+N6QFJFwBnAgtIf4cuZfP+/J7xb0r6ZB7zeeAU0kW784FLBvAOtIuA6TnecaQ1858CvhQRv+rnMc3MOk6bLiFsZmZmZmZl4Z55MzMzM7OScjFvZmZmZlZSLubNzMzMzErKxbyZmZmZWUm5mDczMzMzKykX82ZmZmZmJeVi3szMzMyspFzMm5mZmZmVlIt5MzMzM7OS+h/pOikpjJNpBwAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, epsilon in enumerate(epsilons):\n", " plot_results(\n", " out_mixed[i],\n", " leg_mixed[i],\n", " title=rf\"Mixed strategy, $\\varepsilon$=\" + str(epsilon),\n", " xlabel=\"iterations\",\n", " ylabel=\"error\",\n", " )" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "One_Sinkhorn.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 1 }