{ "cells": [ { "cell_type": "markdown", "id": "aa01c001", "metadata": {}, "source": "# Null map performance: false positive rate\n\nWhen two brain maps are spatially smooth, their parcel-level correlation is not based on\nas many independent observations as the parcel count suggests. At brain-realistic spatial\nautocorrelation (SA), the effective degrees of freedom drop to roughly **10**, regardless of\nwhether you have 70 or 400 parcels. A naive permutation test that shuffles parcel values\nindependently — without preserving spatial structure — therefore produces a null distribution\nthat is far too narrow, inflating the false positive rate (FPR) to **60–70 %** at α = 0.05.\n\nSpatial null models address this by generating surrogate maps that preserve the SA of the\noriginal data. NiSpace provides several null methods (spin tests, Moran eigenvector\nrandomization, variogram-matching). Based on benchmarks like the one below, we chose Moran\nSpectral Randomization as the default for all parcellation types.\n\n- **cortex-only default**: `\"moran\"` — Moran Spectral Randomization on the cortical distance matrix\n- **combined (cx+sc) default**: `\"moran+moran\"` — separate Moran runs for cortex and subcortex\n- **spin test alternative**: `\"cornblath\"` (cortex-only, requires surface parcellation)\n- **split spin + subcortex Moran**: `\"cornblath+moran\"` (combined only)\n\nThis notebook benchmarks those methods using **Gaussian Random Field (GRF)** maps — synthetic\nbrain maps with a known, tunable SA. Because the true correlation between independently drawn\nGRF pairs is zero by construction, any p < 0.05 is a false positive. The benchmark follows\nthe methodology of Markello & Misic (2021, *NeuroImage*).\n\n> **Reference:** Markello RD & Misic B (2021). Comparing spatial null models for brain maps.\n> *NeuroImage*, 236, 118052. https://doi.org/10.1016/j.neuroimage.2021.118052\n\n> **Note:** this notebook is compute-intensive (several hundred null permutation runs). It is\n> designed to be pre-run. To do a quick smoke-test, set `N_PAIRS=20` and `N_PERM=50`.\n\n> **Another note:** we are currently developing a hybrid between Moran Spectral Randomization\n> and BrainSMASH's variogram-based method, called `\"variomsr\"` or `\"variomoran\"`. The method is \n> experimental and requires further testing." }, { "cell_type": "code", "execution_count": 22, "id": "ab02c001", "metadata": {}, "outputs": [], "source": [ "# ── Configuration ─────────────────────────────────────────────────────────────\n", "N_PAIRS = 500 # independent GRF pairs per (parcellation × alpha × method) condition\n", "N_PERM = 1000 # null permutations per permute() call\n", "N_PROC = -1 # parallel workers (-1 = use all cores)\n", "P_THRESH = 0.05\n", "SEED = 42\n", "ALPHAS = [0.0, 1.0, 2.0, 3.0]\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import seaborn as sn\n", "from nispace import NiSpace\n", "from nispace.datasets import fetch_reference, fetch_parcellation\n", "from nispace.stats.autocorr import morans_i\n", "from nispace.plotting import brainplot\n", "\n", "# function to draw pairs from the GRF dataset\n", "def make_pairs(grf_alpha, n_pairs, rng):\n", " \"\"\"Two non-overlapping random samples of n_pairs rows from grf_alpha.\"\"\"\n", " n = len(grf_alpha)\n", " assert n >= 2 * n_pairs, f\"Need ≥{2*n_pairs} maps at this alpha; have {n}\"\n", " idx_x = rng.choice(n // 2, size=n_pairs, replace=False)\n", " idx_y = rng.choice(np.arange(n // 2, n), size=n_pairs, replace=False)\n", " return grf_alpha.iloc[idx_x], grf_alpha.iloc[idx_y]" ] }, { "cell_type": "markdown", "id": "bc03c001", "metadata": {}, "source": [ "## GRF maps: simulating spatial autocorrelation\n", "\n", "A Gaussian Random Field with power-law exponent `alpha` has a spatial frequency spectrum\n", "proportional to `|k|^(-alpha)`. At `alpha=0` the map is spatially independent white noise;\n", "as alpha increases the map becomes progressively smoother. Real neuroimaging maps\n", "(PET, transcriptomics, fMRI contrasts parcellated at 200 regions) empirically sit around\n", "`alpha ≈ 1 to 2`.\n", "\n", "NiSpace ships pre-parcellated GRF maps for all supported parcellations:\n", "10,000 maps at `alpha=0` and 1,000 each at `alpha=1`, `2`, `3`, all accessible via\n", "`fetch_reference(\"grf\", ..., collection=\"ByAlpha\")`." ] }, { "cell_type": "code", "execution_count": 23, "id": "cd04c001", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mWARNING | 14/07/26 20:32:39 | nispace.plotting: Brain plotting in NiSpace is experimental. If things look off, feel free to raise a GitHub issue!\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.core.parcellation: Building cortex Parcellation for 'Yan200' from library. DOI: 10.1016/j.neuroimage.2023.120010\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.core.parcellation: Available spaces: MNI152NLin2009cAsym, MNI152NLin6Asym, fsLR, fsaverage\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.core.parcellation: Parcellation 'Yan200': validation passed.\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.plotting: brainplot: threshold='auto' → 9.110000246437266e-05\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.core.parcellation: Lazy-loading parcellation image for space 'MNI152NLin2009cAsym'.\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.core.parcellation: Parcellation 'Yan200': active space set to 'MNI152NLin2009cAsym'.\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:39 | nispace.plotting: brainplot: kind='glass', img_mode='None', surf_space='None', mni_space='MNI152NLin2009cAsym', surf_mesh='inflated'\u001b[0m\n" ] }, { "data": { "text/plain": [ "(
, [, , , ])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load one example map per alpha level and visualize\n", "grf_demo = fetch_reference(\"grf\", parcellation=\"Yan200\", collection=\"ByAlpha\", verbose=False)\n", "sample_maps = [grf_demo.loc[f\"alpha-{a:.1f}\"].iloc[0] for a in ALPHAS]\n", "\n", "brainplot(\n", " sample_maps,\n", " title=[f\"GRF alpha={a:.0f}\" for a in ALPHAS],\n", " parcellation=\"Yan200\",\n", ")" ] }, { "cell_type": "markdown", "id": "1ae0f14f", "metadata": {}, "source": [ "## GRF autocorrelation compared to real-world data\n", "\n", "The spatial autocorrelation of the GRF maps is defined by their `alpha` value. This does not translate directly to autocorrelation measures used in our null map generation methods to estimate and then simulate autocorrelation. For example, GRF maps that were generated with the same `alpha` parameter will not match a specific Moran's I value, but rather distribute around it. \n", "\n", "Here, we show this empirically and use this information to interpret our benchmark tests below." ] }, { "cell_type": "code", "execution_count": 24, "id": "c6e53455", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mINFO | 14/07/26 20:32:53 | nispace.core.parcellation: Building cortex Parcellation for 'Yan200' from library. DOI: 10.1016/j.neuroimage.2023.120010\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:53 | nispace.core.parcellation: Available spaces: MNI152NLin2009cAsym, MNI152NLin6Asym, fsLR, fsaverage\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:53 | nispace.core.parcellation: Parcellation 'Yan200': validation passed.\u001b[0m\n", "\u001b[32mINFO | 14/07/26 20:32:53 | nispace.core.parcellation: Lazy-loading dist mat for 'Yan200' in space 'MNI152NLin6Asym'.\u001b[0m\n", "GRF alpha=0.0: 1000 maps, min=-0.01, mean=-0.00, max=0.03\n", "GRF alpha=1.0: 1000 maps, min=-0.00, mean=0.04, max=0.13\n", "GRF alpha=2.0: 1000 maps, min=0.02, mean=0.10, max=0.21\n", "GRF alpha=3.0: 1000 maps, min=0.04, mean=0.14, max=0.23\n", "Dataset bigbrain: 13 maps, min=0.02, mean=0.09, max=0.17\n", "Dataset cortexfeatures: 23 maps, min=0.01, mean=0.12, max=0.24\n", "Dataset magicc: 11146 maps, min=0.02, mean=0.13, max=0.23\n", "Dataset mitobrain: 6 maps, min=0.01, mean=0.02, max=0.06\n", "Dataset mrna: 11059 maps, min=-0.01, mean=0.06, max=0.20\n", "Dataset neurosynth: 1334 maps, min=0.00, mean=0.07, max=0.15\n", "Dataset pet: 49 maps, min=0.02, mean=0.08, max=0.16\n", "Dataset rsn: 14 maps, min=0.02, mean=0.05, max=0.11\n", "Dataset rsn17: 17 maps, min=-0.00, mean=0.03, max=0.08\n", "Dataset tpm: 5 maps, min=0.02, mean=0.06, max=0.11\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parc = \"Yan200\"\n", "\n", "# fetch distance matrix\n", "dist_mat = fetch_parcellation(parc).get_dist_mat(\"MNI152NLin6Asym\")\n", "\n", "# fetch grf values\n", "grf = fetch_reference(\"grf\", parcellation=parc, collection=\"ByAlpha\", verbose=False)\n", "\n", "# calculate morans i for grf\n", "grf_moran = {\n", " alpha: np.array([\n", " morans_i(m, dist_mat) \n", " for _, m in grf.loc[f\"alpha-{alpha:.01f}\"].iloc[:1000,:].iterrows()\n", " ])\n", " for alpha in [0.0, 1.0, 2.0, 3.0]\n", "}\n", "\n", "# names of all datasets that have the parcellation\n", "from nispace.datasets import reference_lib\n", "dsets = [dset for dset in reference_lib.keys() \n", " if parc in reference_lib[dset][\"tab\"] and dset not in [\"grf\"]]\n", "\n", "# init plot\n", "ncol = 3\n", "nrow = np.ceil(len(dsets) / ncol).astype(int)\n", "fig, axes = plt.subplots(nrow, ncol, figsize=(3*ncol, 2*nrow))\n", "\n", "# iterate axes and datasets\n", "for i, ax in enumerate(axes.ravel()):\n", " if i >= len(dsets):\n", " ax.set_axis_off()\n", " continue\n", " dset = dsets[i]\n", " ax.set_title(dset)\n", " \n", " # plot grf morans i\n", " for alpha in [0.0, 1.0, 2.0, 3.0]:\n", " if i == 0:\n", " print(f\"GRF alpha={alpha:.01f}: {grf_moran[alpha].shape[0]} maps, \"\n", " f\"min={grf_moran[alpha].min():.02f}, mean={grf_moran[alpha].mean():.02f}, \"\n", " f\"max={grf_moran[alpha].max():.02f}\")\n", " sn.histplot(grf_moran[alpha], label=f\"GRF (alpha-{alpha:.01f})\" if i==0 else None, lw=0, ax=ax)\n", "\n", " # calculate and plot distribution of real-world Moran's I values\n", " df = fetch_reference(dset, parcellation=parc, verbose=False)\n", " df_moran = np.array([\n", " morans_i(m, dist_mat) \n", " for _, m in df.iterrows()\n", " ])\n", " print(f\"Dataset {dset}: {df.shape[0]} maps, min={df_moran.min():.02f}, \"\n", " f\"mean={df_moran.mean():.02f}, max={df_moran.max():.02f}\")\n", " ax_right = ax.twinx()\n", " sn.histplot(df_moran, lw=0.5, color=\"k\", ax=ax_right)\n", " \n", " # layout\n", " if ax.get_subplotspec().is_first_col():\n", " ax.set_ylabel(\"GRF count\")\n", " else:\n", " ax.set_yticks([])\n", " ax.set_ylabel(\"\")\n", " if ax.get_subplotspec().is_last_col():\n", " ax_right.set_ylabel(\"Dataset count\", rotation=-90, va=\"bottom\")\n", " else:\n", " ax_right.set_yticks([])\n", " ax_right.set_ylabel(\"\")\n", " if ax.get_subplotspec().is_last_row():\n", " ax.set_xlabel(\"Moran's I\")\n", "\n", "fig.legend(loc=\"lower center\", bbox_to_anchor=(0.5, 1), ncol=4)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "de05c001", "metadata": {}, "source": "## Benchmark design\n\n### Independent pairs → type-I error\n\nFor each `(parcellation, alpha, null method)` combination:\n\n1. Sample `N_PAIRS` GRF maps as **X** and a second independent set of `N_PAIRS` GRF maps as **Y** (drawn from non-overlapping seed ranges → `corr(X_i, Y_i) ≈ 0` by construction).\n2. Fit a `NiSpace` object with `X` and `Y` and run `colocalize(\"spearman\")`.\n This yields an `(N_PAIRS × N_PAIRS)` Spearman correlation matrix.\n3. Run `permute(what=\"maps\", ...)` with the null method under test.\n This yields an `(N_PAIRS × N_PAIRS)` p-value matrix.\n4. Extract the diagonal: `np.diag(p_matrix)` — one matched-pair p-value per pair.\n5. `FPR = fraction(p < P_THRESH)`. Under a correctly calibrated null this should equal `P_THRESH`.\n\nThe 95% confidence interval for `N_PAIRS=500` is:\n\n$$\\text{CI} = 0.05 \\pm 1.96\\sqrt{\\frac{0.05 \\times 0.95}{500}} \\approx [0.031,\\ 0.069]$$\n\n### Parcellations\n\n| Parcellation | Type | Default null method |\n|---|---|---|\n| `DesikanKilliany` | cortex-only | `moran` |\n| `DesikanKilliany+Aseg` | cortex + subcortex | `moran+moran` |\n| `Yan200` | cortex-only | `moran` |\n| `Yan200+TianS2` | cortex + subcortex | `moran+moran` |\n\n### Methods\n\n- `random` — naive shuffle (no SA preservation) — expected to fail badly\n- `moran` — Moran spectral randomization on the full distance matrix\n- `variomoran` - Moran spectral randomization with variogram-adapted weights matrix\n- `cornblath` — spin test (cortex-only only)\n- `(\"moran\", \"moran\")` — split Moran: cortex and subcortex Moran separately (combined only)\n- `(\"variomoran\", \"variomoran\")` - as above, but with variogram-adapted version\n- `(\"cornblath\", \"moran\")` — split: cortex spin + subcortex Moran (combined only)\n\n`*` marks the current NiSpace default" }, { "cell_type": "code", "execution_count": null, "id": "f007c001", "metadata": {}, "outputs": [], "source": "PARCELLATIONS = {\n \"DesikanKilliany\": {\n \"type\": \"cx\",\n \"methods\": [\n (\"random\", {}, \"random\"),\n (\"moran\", {}, \"moran *\"), # * = NiSpace default\n (\"cornblath\", {}, \"cornblath\"), \n ],\n },\n \"DesikanKilliany+Aseg\": {\n \"type\": \"cx+sc\",\n \"methods\": [\n (\"random\", {}, \"random\"),\n (\"moran\", {}, \"moran\"),\n ((\"moran\", \"moran\"), {}, \"moran+moran *\"), # * = NiSpace default\n ((\"cornblath\", \"moran\"), {}, \"cornblath+moran\"),\n ],\n },\n \"Yan200\": {\n \"type\": \"cx\",\n \"methods\": [\n (\"random\", {}, \"random\"),\n (\"moran\", {}, \"moran *\"),\n (\"cornblath\", {}, \"cornblath\"),\n ],\n },\n \"Yan200+TianS2\": {\n \"type\": \"cx+sc\",\n \"methods\": [\n (\"random\", {}, \"random\"),\n (\"moran\", {}, \"moran\"),\n ((\"moran\", \"moran\"), {}, \"moran+moran *\"),\n ((\"cornblath\", \"moran\"), {}, \"cornblath+moran\"),\n ],\n },\n}\n\nci_lo = P_THRESH - 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / N_PAIRS)\nci_hi = P_THRESH + 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / N_PAIRS)\nprint(f\"95% CI for N_PAIRS={N_PAIRS}: [{ci_lo:.3f}, {ci_hi:.3f}]\")\n\nrecords = []\n\nfor parc, cfg in PARCELLATIONS.items():\n print(f\"\\n{'='*60}\\nPARCELLATION: {parc}\")\n grf = fetch_reference(\"grf\", parcellation=parc, collection=\"ByAlpha\", verbose=False)\n\n for alpha in ALPHAS:\n grf_a = grf.loc[f\"alpha-{alpha:.1f}\"]\n X, Y = make_pairs(grf_a, N_PAIRS, np.random.default_rng(SEED))\n\n nsp = NiSpace(x=X, y=Y, parcellation=parc, verbose=False, n_proc=N_PROC)\n nsp.fit()\n nsp.colocalize(\"spearman\")\n\n for maps_method, extra_kw, label in cfg[\"methods\"]:\n nsp.permute(\n what=\"maps\", maps_which=\"X\",\n maps_method=maps_method,\n maps_use_existing=False,\n n_perm=N_PERM,\n seed=SEED,\n verbose=False,\n pooled_p=False,\n **extra_kw,\n )\n p_df = nsp.get_p_values(pooled_p=False)\n assert p_df.shape == (N_PAIRS, N_PAIRS), \\\n f\"Expected ({N_PAIRS},{N_PAIRS}), got {p_df.shape}\"\n p_diag = np.diag(p_df.values)\n fpr = (p_diag < P_THRESH).mean()\n status = \"OK\" if ci_lo <= fpr <= ci_hi else \"!!\"\n print(f\" {status} alpha={alpha:.1f} {label:22s} FPR={fpr:.3f}\")\n records.append({\n \"parcellation\": parc,\n \"type\": cfg[\"type\"],\n \"alpha\": alpha,\n \"method\": label,\n \"fpr\": fpr,\n })\n\nresults = pd.DataFrame(records)\nprint(\"\\nDone.\")" }, { "cell_type": "markdown", "id": "a108c001", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 26, "id": "b209c001", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heatmap: FPR per (method × alpha) for each parcellation\n", "fig, axes = plt.subplots(2, 2, figsize=(9, 7))\n", "\n", "for ax, parc in zip(axes.flat, PARCELLATIONS):\n", " sub = results[results.parcellation == parc].pivot(\n", " index=\"method\", columns=\"alpha\", values=\"fpr\")\n", " sn.heatmap(\n", " sub, ax=ax,\n", " annot=True, fmt=\".3f\",\n", " cmap=\"RdBu_r\", vmin=0, vmax=0.25, center=P_THRESH,\n", " cbar_kws={\"label\": \"FPR\"},\n", " linewidths=0.5,\n", " )\n", " ax.set_title(parc, fontsize=11)\n", " ax.set_xlabel(\"GRF alpha\")\n", " ax.set_ylabel(\"\")\n", "\n", "fig.suptitle(\n", " f\"False positive rate (target={P_THRESH}, 95% CI [{ci_lo:.3f}\\u2013{ci_hi:.3f}]; \"\n", " f\"* = NiSpace default)\",\n", " fontsize=11,\n", ")\n", "plt.tight_layout(pad=2.5)" ] }, { "cell_type": "code", "execution_count": 27, "id": "c30ac001", "metadata": {}, "outputs": [ { "data": { "image/png": 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A+uabb5RSz3/MRd4n3Z9eIrNmzWLLli1Gf0/bvHkzHh4eeHh4UL58eVauXEmnTp0MV7NSnDlzxlCvZMmSTJ48mTfffDNLUx6+8sorBAUFsWLFCkNZcnIyq1atokWLFoYrHi4uLkRHR6cZZ0ZsbW05ePAggwcPBh5fJezWrRuFChWib9++qbqo/PTTT2i1Wv7v//7PUPbuu++yYcOGTG8tp2XlypU4OzvTqFEj7t27Z/irWLEiDg4Ohu4rTk5ONGvWjJ9//tnoVveKFSuoWrUqRYoUAeCXX35Br9fTpk0bo/UVLFiQ4sWLp9kdxlxSPjv4352xOnXqcOnSJcLDw4Gc229ra2u6du2aYUyRkZHcu3ePWrVqERMTw5kzZwA4fPgw9+/fp0ePHlhY/O8GbocOHXB1dTVa38qVK3n11VcpWbKkUVz169cHMMS1fv16APr162e0fFYHnup0OkPfc71ez4MHD0hKSqJSpUocPXrUUG/16tVoNBpGjhyZah1P36WrU6cOpUqVMrxOTk5m8+bNtGzZ0qhLWqFChWjfvj179uwhIiICePz/8d9//+X8+fNpxpvSV37nzp3P9P8GoE+fPkax9+nTh4SEBLZu3Wq0nRQPHz4kPDycWrVqGR2T9PZXr9ezZs0aWrRokeb4spTjtXLlSmrVqoWrq6vRZ9ywYUOSk5PZtWtXtvYrK9/B7Lh9+zbHjx+nS5cuRleYy5UrR6NGjQzfvSc9OSYOoFatWty/f9/o84XHXbWy08UrZVsDBw40Kk+Z8GPdunVZXld2dO3a1WhsRq1atQC4dOkSAMePH+f8+fO0b9+e+/fvGz7D6OhoGjRowK5duzLcTxcXF27cuMGhQ4fSrfPk55qYmMj9+/cpVqwYLi4uaX4fu3XrZvR/skqVKiil6Natm6FMp9NRqVIlw35A1tuU7HrllVeoUqUKy5cvN5Q9ePCADRs20KFDh1Tnj5CQEBwdHQ2v33nnHQoVKmT4DjzvMRd5n3R/eolUrlw504HaVapUYdy4cWg0Guzs7Hj11VfT7Frj7+/PggUL0Ov1XLx4kfHjxxMWFpblwYRt27bls88+4+bNm3h7e7Nz507u3r1L27ZtDXV69erFzz//TLNmzfD29qZx48a0adOGpk2bZrp+Z2dnvvzyS7788kuuXr3Ktm3bmDJlCjNnzsTZ2Zlx48YZ6n7//fdUrlyZ+/fvc//+fQBee+01EhISWLlyJe+//36W9inF+fPnCQ8Px9PTM833nxxz0rZtW9asWcP+/fupXr06Fy9e5MiRI0bdK86fP49SiuLFi6e5vuzOCBMeHk5sbGy2lknh7Oxs1JA+be/evYwcOZL9+/en6q8dHh6Os7MzkDP77e3tneYA0H///Zdhw4axfft2ww+oJ2OCx12vAIoVK2b0voWFRapuJOfPn+f06dN4eHikGVfK53v16lW0Wi2BgYFG75coUSLN5dKydOlSvvrqK86cOUNiYqKh/MlZ3C5evEjhwoWNflym5+nZ38LCwoiJiUkzpldffRW9Xs/169cpXbo0Y8aM4a233uKVV16hTJkyNG3alE6dOlGuXDngcVI3adIkBg0ahJeXF1WrVqV58+aEhIQYdXNMj1arTTXW5pVXXgEw6qO+du1axo0bx/Hjx1P12c/K/kZERKSa9e5p58+f559//sn0M86qrHwHsyPl+5re57Zp0yaio6Oxt7c3lKck6ylSkuWHDx/i5ORE27ZtWbhwId27d2fIkCE0aNCAVq1a8c4776DVpn/9MeV7/vT/nYIFC+Li4mKI1dQy2h/AkPx27tw53XWEh4enumiQ4tNPP2Xr1q1UrlyZYsWK0bhxY9q3b280Vi82NtYwucfNmzeNLpKk9bk+HXPK+dDX1zdV+ZOJeXbalOwKCQmhT58+XL16FT8/P1auXEliYiKdOnVKVffpc7FGo6FYsWKG/5/Pe8xF3idJhTDi7u6epVmP7O3tjerVqFGDChUq8NlnnzF9+vRMl2/bti1Dhw5l5cqVfPTRR/z88884OzsbJQyenp4cP36cTZs2sWHDBjZs2MDixYsJCQlh6dKlWd4nPz8/3nvvPd5++20CAgJYvny5Iak4f/684UpUWj9ely9fnu2kQq/X4+npaXT150lP/lBp0aIFdnZ2/Pzzz1SvXp2ff/4ZrVZrNJZDr9ej0WjYsGFDmrNqZdTvOi39+/fP1vF70uLFi+nSpUua7128eJEGDRpQsmRJvv76a3x9fbGysmL9+vVMnTrV6ApVTux3WsnOo0ePqFOnDk5OTowZM4bAwEBsbGw4evQon3766TNdNdPr9ZQtW5avv/46zfef/oHwrL7//nu6dOlCy5YtGTx4MJ6enuh0OiZOnGiYjCC7MkoIM1O7dm0uXrzIb7/9xubNm1m4cCFTp05l7ty5dO/eHXh8F6ZFixasWbOGTZs2MXz4cCZOnMj27dt57bXXnnnbKXbv3s2bb75J7dq1mT17NoUKFcLS0pLFixcbDaBN8az7q9fradSoEZ988kma76ckO1mRE9/BZ5HejHwpP4RtbW3ZtWsXO3bsYN26dWzcuJEVK1ZQv359Nm/enOmMflkZu2ZKme1PynGdPHlyug/Zy+jc+eqrr3L27FnWrl3Lxo0bWb16NbNnz2bEiBGMHj0aeDxGYvHixXz00UdUq1YNZ2dnNBoN7dq1S/NzTS/mtMqfTFCy06ZkV7t27RgwYADLly/ns88+4/vvv6dSpUrZuvjxZJzw7Mdc5H2SVAiTKFeuHB07dmTevHl8/PHHqa7IPK1o0aJUrlyZFStW0KdPH3755RdatmyJtbW1UT0rKytatGhBixYt0Ov19OrVi3nz5jF8+PBUV8Yy4+rqSmBgICdPnjSULV++HEtLS5YtW5bqxL5nzx6mT5/OtWvXMt2fJwUGBrJ161Zq1KiR6Y8ae3t7mjdvzsqVK/n6669ZsWIFtWrVMnqORmBgIEopihYtmq0fM+n55JNPUg3Ay6rSpUun+94ff/xBfHw8v//+u9HxSuvW/Iva7507d3L//n1++eUXateubSh/ejazlMH9Fy5cMJqZLCkpiStXrhiuxqfE9ffff9OgQYMMf0j5+fkZ7uQ92UCfPXs2S7GvWrWKgIAAfvnlF6PtPN3NKTAwkE2bNqUabJkVHh4e2NnZpRnTmTNn0Gq1RklSgQIF6Nq1K127diUqKoratWszatQoQ1KREs+gQYMYNGgQ58+fJygoiK+++orvv/8+w1j0ej2XLl0y+qzPnTsHYLhbtHr1amxsbNi0aZPRuWLx4sVZ3l8nJyejc0BaAgMDiYqKMsm00ln9DkLWf5infF/T+9zc3d2N7lJklVarpUGDBjRo0ICvv/6aCRMm8Pnnn7Njx450j0XK9/z8+fO8+uqrhvI7d+7w6NEjQ6zZ9bxJSsodQicnp2f+HO3t7Wnbti1t27YlISGBVq1aMX78eIYOHYqNjQ2rVq2ic+fOfPXVV4Zl4uLiePTo0XPF/rTstClpyehYFihQgODgYJYvX06HDh3Yu3dvuhMRPN31USnFhQsXDOdHUxxzkbfJmAphMp988gmJiYnpXsF9Wtu2bTlw4ADffvst9+7dM+r6BBi6IqXQarWGk9fT4yKe9Pfff6ea5Qoe36Y/deqU0Q+85cuXU6tWLdq2bcs777xj9JcyJuPHH3/M0v6kaNOmDcnJyYwdOzbVe0lJSakanLZt23Lr1i0WLlzI33//neo4tGrVCp1Ox+jRo1NNM6iUSnWcMlOqVCkaNmz4TH+FChVKd70pSdnTXQDS+8H3IvY7rZgSEhKYPXu2Ub1KlSrh5ubGggULSEpKMpQvX7481fiANm3acPPmTRYsWJBqe7GxsURHRwOPnwsDpLpzl9WZg9KK/eDBg+zfv9+o3v/93/+hlDJcPX3S08ctrW00btyY3377zaiL0Z07d/jhhx+oWbOmYQrmp4+3g4MDxYoVM/xfjImJSTUNc2BgII6Ojhn+f33SzJkzjWKfOXMmlpaWNGjQwBCvRqMxmor1ypUrRjNuZUSr1dKyZUv++OMPo+l2n9wmPP6M9+/fz6ZNm1LVefTokdF3JDNZ/Q7C4x+xWekOVahQIYKCgli6dKnR+eTkyZNs3ryZN954I8vxpXjw4EGqspSrzRl9finbevp7ndIOZHW2s6dl9Vikp2LFigQGBjJlyhSioqJSvR8WFpbh8k9/362srChVqhRKKUNXRJ1Ol+r/2IwZM9Kcrvp5ZLdNeVpKgplevU6dOnHq1CkGDx6MTqczzMD4tO+++47IyEjD61WrVnH79m3Due55j7nI++ROhTCZUqVK8cYbb7Bw4UKGDx+e6TS0bdq04eOPP+bjjz+mQIECqa5sdO/enQcPHlC/fn18fHy4evUqM2bMICgoyOiK2NO2bNnCyJEjefPNN6lataph/vtvv/2W+Ph4w1NFDx48yIULF4wGhz7J29ubChUqsHz5cj799NMsH4c6derQs2dPJk6cyPHjx2ncuDGWlpacP3+elStX8s033xg9i+ONN97A0dGRjz/+GJ1OZzRgHB7/MBs3bhxDhw41THPq6OjI5cuX+fXXX3n//ff5+OOPsxxfTmncuLHhzlLPnj2JiopiwYIFeHp6cvv27VT1X8R+V69eHVdXVzp37ky/fv3QaDQsW7Ys1Q8BKysrRo0aRd++falfvz5t2rThypUrLFmyhMDAQKMrfZ06deLnn3/mgw8+YMeOHdSoUYPk5GTOnDnDzz//zKZNm6hUqRJBQUG8++67zJ49m/DwcKpXr862bdvSnEs/Lc2bN+eXX37h7bffJjg4mMuXLzN37lxKlSpl1GDXq1ePTp06MX36dM6fP0/Tpk3R6/Xs3r2bevXqpfv9TjFu3DjD8wl69eqFhYUF8+bNIz4+ni+//NJQr1SpUtStW5eKFStSoEABDh8+zKpVqwzrP3fuHA0aNKBNmzaUKlUKCwsLfv31V+7cuZPuj5Qn2djYsHHjRjp37kyVKlXYsGED69at47PPPjN07wgODubrr7+madOmtG/fnrt37zJr1iyKFSvGP//8k6XjOmHCBDZv3kydOnUMUwLfvn2blStXsmfPHlxcXBg8eDC///47zZs3p0uXLlSsWJHo6GhOnDjBqlWruHLlSqbTcafI6ncQHv8oW7FiBQMHDuT111/HwcGBFi1apLneyZMn06xZM6pVq0a3bt0MU8o6Ozs/05OTx4wZw65duwgODsbPz4+7d+8ye/ZsfHx8qFmzZrrLlS9fns6dOzN//nxDV6+//vqLpUuX0rJlyzSfSZQV2TkWadFqtSxcuJBmzZpRunRpunbtire3Nzdv3mTHjh04OTnxxx9/pLt848aNKViwIDVq1MDLy4vTp08zc+ZMgoODDYOVmzdvzrJly3B2dqZUqVLs37+frVu3ZmkK9uzIbpvytIoVKwKPJ41o0qRJqsQhODgYNzc3Vq5cSbNmzdIdu1GgQAFq1qxJ165duXPnDtOmTaNYsWL06NEDeP5jLvKBFzPJlDCnlOns0ppC8Ul+fn5ZmhK2Tp066U61t3PnzixNl5miRo0aaU5HqJRSq1atUo0bN1aenp7KyspKFSlSRPXs2VPdvn07w3VeunRJjRgxQlWtWlV5enoqCwsL5eHhoYKDg42mN+zbt68CjKbSfNqoUaMUoP7+++9066Q3jev8+fNVxYoVla2trXJ0dFRly5ZVn3zyibp161aquh06dFCAatiwYbrbWb16tapZs6ayt7dX9vb2qmTJkqp3797q7Nmzmcbyovz++++qXLlyysbGRvn7+6tJkyapb7/9NtUUmylMtd8ZfSf37t2rqlatqmxtbVXhwoXVJ598ojZt2qQAtWPHDqO606dPV35+fsra2lpVrlxZ7d27V1WsWFE1bdrUqF5CQoKaNGmSKl26tLK2tlaurq6qYsWKavTo0So8PNxQLzY2VvXr10+5ubkpe3t71aJFC3X9+vUs/R/R6/VqwoQJhnhee+01tXbt2jQ/46SkJDV58mRVsmRJZWVlpTw8PFSzZs3UkSNHDHUA1bt37zS3dfToUdWkSRPl4OCg7OzsVL169dS+ffuM6owbN05VrlxZubi4KFtbW1WyZEk1fvx4lZCQoJRS6t69e6p3796qZMmSyt7eXjk7O6sqVaqon3/+OcP9VOp/U41evHhRNW7cWNnZ2SkvLy81cuRIlZycbFR30aJFqnjx4sra2lqVLFlSLV682DBt6pMy2t+rV6+qkJAQ5eHhoaytrVVAQIDq3bu30RSlkZGRaujQoapYsWLKyspKubu7q+rVq6spU6YY9jllO5lNKZvV72BUVJRq3769cnFxMUyJrVTaU8oqpdTWrVtVjRo1lK2trXJyclItWrRQp06dMqqTcmyenir26Ti3bdum3nrrLVW4cGFlZWWlChcurN59991U0+qmJTExUY0ePVoVLVpUWVpaKl9fXzV06FCj6XKVyt6Usukdi5TpTVeuXGlUP71jdOzYMdWqVSvl5uamrK2tlZ+fn2rTpo3atm1bhtufN2+eql27tmG5wMBANXjwYKP/3w8fPlRdu3ZV7u7uysHBQTVp0kSdOXNG+fn5qc6dOxvqpdcGp/fZpHecstOmPCkpKUn17dtXeXh4KI1Gk+b0sr169VKA+uGHH1K9l3LMf/zxRzV06FDl6empbG1tVXBwsGEK8Cc96zEXeZ9GqUzujwshxEtKr9fj4eFBq1at0uzuJEyjS5curFq1Ks0uE0KInDdgwAAWLVpEaGhoqof27dy5k3r16rFy5coM74gIIWMqhBCCxwMsn77G8t133/HgwQPq1q1rnqCEECKHxcXF8f333/N///d/qRIKIbJDxlQIIQRw4MABBgwYQOvWrXFzc+Po0aMsWrSIMmXKGE11K4QQ+cHdu3fZunUrq1at4v79+/Tv39/cIYk8TpIKIYTg8bSlvr6+TJ8+3TA9a0hICF988UWaD9UTQoi87NSpU3To0AFPT0+mT5+e7rMlhMgqGVMhhBBCCCGEeC4ypkIIIYQQQgjxXCSpEEIIIYQQQjwXSSqEEEIIIYQQz0WSCiGEEEIIIcRzkaRCCCGEEEII8VwkqRBCCCGEEEI8F0kqhBBCCCGEEM9FkgohhBBCCCHEc5GkQgghhBBCCPFcJKkQQgghhBBCPBdJKoQQQgghhBDPRZIKIYQQQgghxHORpEIIIYQQQgjxXCSpEEIIIYQQQjwXSSqEEEIIIYQQz0WSCiGEEEIIIcRzkaRCCCGEEEII8VwkqRBCCCGEEEI8F0kqhBBCCCGEEM9FkgohhBBCCCHEc5GkQgghhBBCCPFcJKkQQhipW7cudevWNXcYQgghTECj0dCnTx9zhyFeApJUiHzp4sWL9OzZk4CAAGxsbHBycqJGjRp88803xMbGmmw7EyZMYM2aNSZbnxBC5Ccv6lwMcj7OK06dOsWoUaO4cuWKuUMRJmZh7gCEMLV169bRunVrrK2tCQkJoUyZMiQkJLBnzx4GDx7Mv//+y/z5802yrQkTJvDOO+/QsmVLk6xPCCHyixd5LgY5H+cVp06dYvTo0dStWxd/f39zhyNMSJIKka9cvnyZdu3a4efnx/bt2ylUqJDhvd69e3PhwgXWrVv3XNtQShEXF4etre3zhiuEEPnSizgXQ+4+H3fp0oUrV66wc+dOc4eSK8TFxWFlZWXuMEQOku5PIl/58ssviYqKYtGiRUaNWIpixYrRv39/AJKSkhg7diyBgYFYW1vj7+/PZ599Rnx8vNEy/v7+NG/enE2bNlGpUiVsbW2ZN28eGo2G6Oholi5dikajQaPR0KVLF8NyN2/e5L333sPLywtra2tKly7Nt99+a3g/NjaWkiVLUrJkSaNuAA8ePKBQoUJUr16d5OTkTPf52LFjNGvWDCcnJxwcHGjQoAEHDhwwqrNkyRI0Gg179+5l4MCBeHh4YG9vz9tvv01YWFi6646KisLe3t5wzJ5048YNdDodEydOzDRGIcTLJTvnYsg/52NTmTFjBqVLl8bOzg5XV1cqVarEDz/8YHi/S5cuaV7lHzVqFBqNJs11Ll++nBIlSmBjY0PFihXZtWtXqjo3b96kW7duFC5cGGtra4oWLcqHH35IQkKCoc6lS5do3bo1BQoUwM7OjqpVq6ZKEHfu3IlGo+Gnn35i2LBheHt7Y2dnx/Tp02ndujUA9erVM3xWTyZeGzZsoFatWtjb2+Po6EhwcDD//vuv4f3t27ej1WoZMWKE0TZ/+OEHNBoNc+bMSf/AipylhMhHvL29VUBAQJbqdu7cWQHqnXfeUbNmzVIhISEKUC1btjSq5+fnp4oVK6ZcXV3VkCFD1Ny5c9WOHTvUsmXLlLW1tapVq5ZatmyZWrZsmdq3b59SSqnQ0FDl4+OjfH191ZgxY9ScOXPUm2++qQA1depUw7oPHDigdDqdGjBggKGsXbt2ytbWVp09ezbTfTh58qSyt7dXhQoVUmPHjlVffPGFKlq0qLK2tlYHDhww1Fu8eLEC1Guvvabq16+vZsyYoQYNGqR0Op1q06aN0Trr1Kmj6tSpY3jdoUMH5eXlpZKSkozqffnll0qj0airV69mGqcQ4uWSnXOxUvnjfJzWPj15Ls2q+fPnG47FvHnz1DfffKO6deum+vXrZ7RuPz+/VMuOHDlSPf3TDlBlypRR7u7uasyYMWrSpEnKz89P2draqhMnThjq3bx5UxUuXFjZ2dmpjz76SM2dO1cNHz5cvfrqq+rhw4dKqcfH0svLSzk6OqrPP/9cff3116p8+fJKq9WqX375xbCuHTt2KECVKlVKBQUFqa+//lpNnDhR/fvvv6pfv34KUJ999pnhswoNDVVKKfXdd98pjUajmjZtqmbMmKEmTZqk/P39lYuLi7p8+bJh/b1791YWFhbqyJEjSimlbt26pQoUKKAaNmyo9Hp9to+5MA1JKkS+ER4ergD11ltvZVr3+PHjClDdu3c3Kv/4448VoLZv324o8/PzU4DauHFjqvXY29urzp07pyrv1q2bKlSokLp3755Rebt27ZSzs7OKiYkxlA0dOlRptVq1a9cutXLlSgWoadOmZboPSinVsmVLZWVlpS5evGgou3XrlnJ0dFS1a9c2lKUkFU+fcAcMGKB0Op169OiRoezppGLTpk0KUBs2bDDadrly5Z6pwRRC5G/ZORcrlX/Ox0971qTirbfeUqVLl8503dlJKgB1+PBhQ9nVq1eVjY2Nevvttw1lISEhSqvVqkOHDqVab0q78dFHHylA7d692/BeZGSkKlq0qPL391fJyclKqf8lFQEBAUbHVyllOK47duwwKo+MjFQuLi6qR48eRuWhoaHK2dnZqDw6OloVK1ZMlS5dWsXFxang4GDl5OQkF7nMTLo/iXwjIiICAEdHx0zrrl+/HoCBAwcalQ8aNAgg1a3cokWL0qRJkyzFoZRi9erVtGjRAqUU9+7dM/w1adKE8PBwjh49aqg/atQoSpcuTefOnenVqxd16tShX79+mW4nOTmZzZs307JlSwICAgzlhQoVon379uzZs8dwTFK8//77RrfGa9WqRXJyMlevXk13Ow0bNqRw4cIsX77cUHby5En++ecfOnbsmKVjIoR4eWTnXAz543ys1+uN1n3v3j3i4+NJTExMVZ6YmJjhulxcXLhx4waHDh3K0j5mRbVq1ahYsaLhdZEiRXjrrbfYtGkTycnJ6PV61qxZQ4sWLahUqVKq5VPajfXr11O5cmVq1qxpeM/BwYH333+fK1eucOrUKaPlOnfunOXxLlu2bOHRo0e8++67RsdLp9NRpUoVduzYYahrZ2fHkiVLOH36NLVr12bdunVMnTqVIkWKZOu4CNOSgdoi33BycgIgMjIy07pXr15Fq9VSrFgxo/KCBQvi4uKS6kd20aJFsxxHWFgYjx49Yv78+enObHL37l3Dv62srPj22295/fXXsbGxYfHixUY//GNjYwkPD08VZ1hYGDExMZQoUSLV+l999VX0ej3Xr1+ndOnShvKnT7iurq4APHz4MN390Wq1dOjQgTlz5hATE4OdnR3Lly/HxsbG0DdWCCFSZOdcDHnrfJyea9eupRuXh4eH0esdO3Zk+CygTz/9lK1bt1K5cmWKFStG48aNad++PTVq1Mg0jvQUL148Vdkrr7xCTEwMYWFhaDQaIiIiKFOmTIbruXr1KlWqVElV/uqrrxref3Id2fmszp8/D0D9+vXTfD/le5WiRo0afPjhh8yaNYsmTZrw3nvvZXlbImdIUiHyDScnJwoXLszJkyezvExWGgsgWzOL6PV6ADp27Ejnzp3TrFOuXDmj15s2bQIez45x/vx5oxPxihUr6Nq1q1F9pVSW43mSTqdLszyz9YWEhDB58mTWrFnDu+++yw8//EDz5s1xdnZ+pjiEEPnXs5yLIW+cj9NTsGBBtmzZYlQ2efJkQkND+eqrr4zKy5cvn+G6Xn31Vc6ePcvatWvZuHEjq1evZvbs2YwYMYLRo0cD6R+rFzmYPCue5bNatmwZBQsWTPW+hYXxT9b4+HjDAO+LFy8aLnoJ85GkQuQrzZs3Z/78+ezfv59q1aqlW8/Pzw+9Xs/58+cNV1gA7ty5w6NHj/Dz88vS9tI6sXt4eODo6EhycjINGzbMdB3//PMPY8aMoWvXrhw/fpzu3btz4sQJww/2Jk2apGqsUrZjZ2fH2bNnU7135swZtFotvr6+WdqPzJQpU4bXXnuN5cuX4+Pjw7Vr15gxY4ZJ1i2EyH+yei6GvHU+To+NjU2q9X///ffEx8dnabtPs7e3p23btrRt25aEhARatWrF+PHjGTp0KDY2Nri6uvLo0aNUy6XXlTXlLsCTzp07h52dHR4eHmg0GpycnDJNBP38/NJtc1Lez0x6CVFgYCAAnp6eWTpmI0eO5PTp00yZMoVPP/2UIUOGMH369EyXEznInAM6hDC1CxcuKHt7e1WqVCnDbBJPvz9t2jTDwMD333/f6P1PPvkkzYGBwcHBaW7Py8srzcGIXbp0UVZWVkYza6S4e/eu4d8JCQnqtddeU/7+/ioiIkL9/fffysrKSnXt2jVL+9uyZUtlbW1tNCtGaGiocnJySnOg9tMD8FIG0z05YO7pgdopvv76a2VhYaHefvtt5ebmphISErIUoxDi5ZPVc7FSKt+cj5/2rAO1nx5QrpRSgwcPVlqtVkVERCillJo5c6YC1N9//22oc+vWLeXg4JDuQO2UmZKUUuratWvKxsbGaHat7AzUTplZSymloqKiVEBAQJoDtVeuXJlqXRs2bFCA+vXXX43Kw8PDlZOTk6pTp06a7cuTn1XKTF0DBw5USik1ZMgQpdFo1M6dO1MtJ14cSSpEvvPbb78pGxsb5erqqvr3768WLFigZs2apTp06KCsrKwMDVfKFIZt2rRRs2bNMrxOawrD9BqxN954Q9nb26uvvvpK/fjjj4ZpXENDQ5Wfn5+ys7NT/fv3V/PmzVMTJ05UrVu3Vq6uroblR4wYoTQajVGjOW7cOAWodevWZbqvKVPKent7q/Hjx6tJkyapgICAdKeUfZ6kIjQ0VFlYWChAffjhh5nGJoR4uWX1XKxU/jgfP+1Zk4oKFSqoN954Q40fP14tXLhQDRo0SFlbW6sWLVoY6ty7d0/Z29urgIAANW3aNDVhwgTl6+urKlSokOUpZW1sbIySkhs3bqiCBQsappSdN2+eGjVqlCpdunSqKWWdnZ3V8OHD1dSpU1VQUJDSaDRpTimbVlJx+/ZtpdPpVNWqVdWSJUvUjz/+qO7cuaOUUmr58uVKq9WqMmXKqHHjxql58+apzz//XAUFBanevXsrpZSKjY1VJUqUUCVLllSxsbFKKaXi4+NV6dKlVdGiRVVUVFS2j7kwDUkqRL507tw51aNHD+Xv76+srKyUo6OjqlGjhpoxY4aKi4tTSimVmJioRo8erYoWLaosLS2Vr6+vGjp0qOH9FBk1YmfOnFG1a9dWtra2CjCazvDOnTuqd+/eytfXV1laWqqCBQuqBg0aqPnz5yullDpy5IiysLBQffv2NVpnUlKSev3111XhwoUNJ/KMHD16VDVp0kQ5ODgoOzs7Va9ePaOrSEqZJqlQ6nGj/fRVKiGESE9WzsVK5Z/z8ZOeNamYN2+eql27tnJzc1PW1tYqMDBQDR48WIWHhxvV27x5sypTpoyysrJSJUqUUN9//326U8r27t1bff/996p48eLK2tpavfbaa6mmdFXq8VSzISEhysPDQ1lbW6uAgADVu3dvFR8fb6hz8eJF9c477ygXFxdlY2OjKleurNauXWu0noySCqWUWrBggQoICFA6nS5VG7Rjxw7VpEkT5ezsrGxsbFRgYKDq0qWLYUrclKnQDx48aLTOw4cPKwsLC7noZUYapZ5xxKcQ4qXz9ttvc+LECS5cuGDuUIQQQgiRi8hzKoQQWXL79m3WrVtHp06dzB2KEEIIIXIZmf1JCJGhy5cvs3fvXhYuXIilpSU9e/Y0d0hCCCGEyGXkToUQIkN//vknnTp14vLlyyxdujTN+cOFEEII8XKTMRVCCCGEEEKI5yJ3KoQQQgghhBDP5aUbU6HX67l16xaOjo7pPtVRCCFeZkopIiMjKVy4MFpt/r72JG2CEEJkLKttwkuXVNy6dQtfX19zhyGEELne9evX8fHxMXcYOUraBCGEyJrM2oSXLqlwdHQEHh8YJycnM0cjhBC5T0REBL6+vobzZX4mbYIQQmQsq23CS5dUpNzednJykgZECCEy8DJ0B5I2QQghsiazNiF/d5YVQgghhBBC5DhJKoQQQgghhBDP5aXr/pSZ5ORkEhMTzR1GvqfT6bCwsHgpulcIIfIuaRNERiwtLdHpdOYOQ4hcQZKKJ0RFRXHjxg3keYAvhp2dHYUKFcLKysrcoQghRCrSJojMaDQafHx8cHBwMHcoQpidJBX/SU5O5saNG9jZ2eHh4SFX0HOQUoqEhATCwsK4fPkyxYsXz/dz4Qsh8hZpE0RmlFKEhYVx48YNihcvLncsxEtPkor/JCYmopTCw8MDW1tbc4eT79na2mJpacnVq1dJSEjAxsbG3CEJIYSBtAkiKzw8PLhy5QqJiYmSVIiXnlwefopcjXpx5O6EECK3kzZBZES+H0L8j/yqE0IIIYQQQjwXSSpeYl26dGHatGnZfu9Ja9as4cCBA4bXO3fuJCgoyDQBCiGEeGGkTRBCPI9ckVTMmjULf39/bGxsqFKlCn/99Ve6devWrYtGo0n1FxwcbLJ4lFLEJCTl+F9OzyiSlJSUo+uH1A2IEELkNy+iTXgRM0zl9jbB39/ftMFk4EUcCyHMSSlF7IkT3Jk4kfA/1r6QbZp9oPaKFSsYOHAgc+fOpUqVKkybNo0mTZpw9uxZPD09U9X/5ZdfSEhIMLy+f/8+5cuXp3Xr1iaLKTYxmVIjNplsfek5NaYJdlYZfwT79+9n8ODBREZGopRi7NixeHt7069fP6KiorCxsWHq1KnUqFGDK1euEBQURM+ePdmyZQshISGsWbOGSpUqcfDgQW7dukWjRo2YO3euYf3//PMP1atX5969e1SrVo25c+emGpS4bds2hg0bRlxcHAkJCQwcOJBu3bqxfv16fv/9d7Zs2cKSJUvo06cPxYoVIykpiV69erF3716SkpJYunQplSpVypFjKIQQOe1FtAlZaQ/g5WwT6tatS8WKFTl06BBXrlyhc+fOVKtWjQkTJnDjxg369evHwIEDATh8+HCWj0XZsmXT3A94fGfG2tqaCxcucP36dcqUKcNPP/0kU6CLXC/+4kUi1q0jfN06Eq9eA8C2YkWcWzTP8W2bPan4+uuv6dGjB127dgVg7ty5rFu3jm+//ZYhQ4akql+gQAGj1z/99BN2dnbpJhXx8fHEx8cbXkdERJgw+pz14MEDWrZsyapVq6hVqxZ6vZ579+5RqVIlFixYQJMmTdizZw//93//x4ULFwAIDw+ndOnSTJo0CXh81ejixYvs2LGDxMRESpUqxf79+6lWrRoABw8e5MCBA9jZ2dGyZUumTp3KZ599ZhRHhQoV2LNnDzqdjgcPHvDaa6/RpEkT3njjDd58802CgoL46KOPgMe3us+cOcOiRYuYPXs2c+fO5fPPP2fTppxP0oQQIjPSJuTNNuHq1avs2LGDiIgI/P39efjwIbt37+bWrVuUKFGC9957Dzs7O1q1apXlY/Hw4cM098PHxweA48ePs2PHDqytralduzarV6/m3XfffbYPT4gc9mDpUh799hvxp04byjS2tjjWq4fTC0gowMxJRUJCAkeOHGHo0KGGMq1WS8OGDdm/f3+W1rFo0SLatWuHvb19mu9PnDiR0aNHZysuW0sdp8Y0ydYyz8LWMuPp5/bv30+JEiWoVasW8PjY3LlzB61WS5Mmj+OrWbMmXl5eHD9+HB8fHywtLenYsaPRetq2bYuFhQUWFhYEBQVx8eJFQwPSpk0bHB0dAejWrRvTp09P1YDcv3+fbt26ce7cOSwsLLh//z4nT540nHifVqxYMapUqQJAtWrVmDJlSjaPjBBC5Izc2iZk1h5A/mwTGjZsyL179wC4deuW0fiLv/76y3Bn4J133kGn0+Hq6kpAQADNmzdHo9Hg7e1tmNZVp9Nl61hkth9vv/02dnZ2AFSuXJmLFy9m+hkJ8aIkR0Whe+Khi1H79j1OKCwscKhRA6fmzXGsXw9tOr+Pc4JZk4p79+6RnJyMl5eXUbmXlxdnzpzJdPm//vqLkydPsmjRonTrDB061HBbFB5flfL19c1wvRqNJku3oXOLJ6e0s7OzSzVV65PPgNDpdBn2JU1rerwPPviAN954g9WrV6PRaKhQoQJxcXHpriM72xNCiBdJ2oTc1SZs3brV8G9/f3+OHz+epXWktc60nhOR0bHIbD+kLRO5jT46msjtO4hYu5boffsI3LQRy8KFASgQEoJjvXo4NmmChaurWeLLFQO1n9WiRYsoW7YslStXTreOtbU1Tk5ORn95RfXq1Tl//jy7d+8GQK/X4+XlhV6vZ8uWLQDs27eP0NDQZ55dY9WqVURFRZGcnMzixYtp2LBhqjoPHz7Ez88PjUbDrl27+Pvvvw3vOTk5ER4e/kzbFkKIF03ahIzl5TahRIkS2ToWGe2HELmFSkggcvsObg4cxLmatbg1eDBRf/6JSkwkau9eQz2HGjVwbdfObAkFmPlOhbu7Ozqdjjt37hiV37lzh4IFC2a4bHR0ND/99BNjxozJyRDNytXVlV9//ZVBgwYRGRmJVqtl7Nix/PLLL/Tr149BgwZhY2PDqlWrcHBwMNxCzo7XX3+dJk2aEBYWRrVq1Qz9YJ/0xRdf0KtXL8aOHUtQUJDhNjZAp06d6NKlC2vWrKF3794UK1bseXZZCCFEOqRNyJiVlVW2jkVG+yFEbhD7zz9c6/E++icSdcsiRXBuHoxTcDDWgYFmjC41jXoR89hloEqVKlSuXJkZM2YAj6+8FClShD59+qQ5UDvFkiVL+OCDD7h58yZubm5Z3l5ERATOzs6Eh4cbXaGKi4vj8uXLFC1a1OiWp8g5csyFyJ3SO0/mR9ImiOch3xNhKkop4k6dQh8ZhX3VxwmuPjqaczVqonV0wPmNN3Bq3hybMmVe+JPcs9ommL2T6MCBA+ncuTOVKlWicuXKTJs2jejoaMNsUCEhIXh7ezNx4kSj5RYtWkTLli2zlVAIIYQQQgiRWyRcuUL42nVErFtHwuXLWJcsScCaXwHQ2tvj//MKrAMD0aQxZii3MXtS0bZtW8LCwhgxYoSh7+PGjRsNg7evXbuWapDZ2bNn2bNnD5s3bzZHyEIIIYQQQjyTxDt3idiwnoi164g7edJQrrG2xqqoP/q4OLT/3fmyeeUVc4WZbWZPKgD69OlDnz590nxv586dqcpKlCjxQp4+KoQQQgghhCndnfQFEes3PH6h02FfvTrOzYNxaNAQncOLmwLW1HJFUiGEEMI0lFKcfnCaw6GHCSkdYu5whBDipaWPjSVqxw7C167Dc+AArP+buMCpeQsSQ+/g1DwYp6ZNsXjqwc55lSQVQgiRTyw+uZhfL/zK5fDLANTzrYevU8bPYBBCCGE6KjGR6H37CF+3jsit21AxMQBYv1Icz/9mU3OsXw/H+vXMGGXOkKRCCCHyqMiESBytHA2vj909xuXwy1jrrKnrW5dElWjG6IQQ4uWR/OgRd7/5hsgNG0l+9MhQbunjg1PzYJzffNN8wb0gklQIIUQeEpcUx84bO1l3cR17bu3h97d+N9yNCCkVQv0i9WlYpCEOVg5mjlQIIfIvpRTJDx8aui5p7eyIWL8BfXg4Ojc3nN54A+fgN7ApX/6FTwFrLpJUCCFELpesT+bQnUOsvbiWrde2Ep0YbXhv3619tHVqC0ClgpWoRCVzhSleYkopNBoNXbp0YcmSJYbXQuQ3CdeuEbFuHeFr16Hi4wncshmNRoPGygqvTz/FwssT+ypV0Fi8fD+xX749zgqlIDEm57djaQcv+KSbnJyMLg/MdSyEeOzsg7P02tqLu7F3DWWF7QsTHBBMcEAwgS6564mq+VJcONw5lfPb8SoFNs45v50nmKpNGDNmDO7u7iQlJfHDDz+wb98+Zs6caYIIhTC/pLAwIjZsIHztOuL++cdQrrGyIuHKFayLFgXApdXb5goxV5CkIi2JMTChcM5v57NbYJX+1GEajYZx48bx+++/c+fOHaZNm8bp06dZvXo14eHhLFiwgLp16wKwbNkyJk+eDICvry/z58/H29ubJUuWsHTpUgoUKMC5c+eYP38++/fv58cffyQxMRFLS0umT59OtWrVAPD39yckJIQtW7YQGhpKt27dGDZsWI4fCiHEY7ejbnMn5g5BnkEAFHEqQlRiFE5WTjTxb0LzgOYEeQah1WgzXpEwnTunYHHTnN9O143gVy3dt3NzmzBy5EjmzJnD8uXL8fHxkYRC5Bv3Fy/h7uTJoNc/LtBqsa9WDafmzXFs2ACdo2PGK3iJSFKRyzk4OHDw4EG2bdvGW2+9xcyZMzl8+DArV65k8ODBHDp0iJMnTzJ48GCOHDmCt7c348ePp3v37mzY8HgO5IMHD3Ls2DFKlCgBQLFixRg4cCAABw4coEuXLpw5c8awzUePHrF//37u3btHYGAgXbt2xdvb+8XvvBAvifD4cDZf3czai2s5evcoAc4BrHlrDRqNBlsLWxY3XUwxl2JY6azMHaows9zaJowdOxZXV1c6dOhA2bJl6d+/P998880LOipCmIY+Lo6onX9iXSzQMP2rzauvgl6PbVAQTsHBODVrioW7u5kjzZ0kqUiLpd3juwgvYjuZaNv2v77SlSoRHR1Nu3btAKhcuTLnz58HYMeOHTRt2tRwku/VqxdjxowhOTkZgOrVqxsaD4Bjx44xfvx47t+/j4WFBWfPniU2NhZbW1sA2rdvD4C7uzsBAQFcvnxZkgohTCw+OZ4/r//Jukvr2HVzF0n6JAA0aHC3dScqMcows1Mpt1LmDFXkIrm1TRg2bBgajYbDhw/ToUMHwzJC5HYqKYno/QeIWLuWyK1b0UdH49qxIwWHfQ6A3euVCNy6BSsfHzNHmvtJUpEWjSbDbkkvks1/j2lP6fP65OukpKQ0l3l6cJyDw/9mgUlISKBVq1bs2LGD119/nYiICJydnYmPjzc0ICnbyGw7QohnN+HgBH45/4vh9Suur9A8oDnNijajoH1BM0YmUvEq9bhr0ovYTiZya5uQso0lS5akuU0hchOlFLHHjhOxbh0RGzaQ/OCB4T3LwoWxLPS/c7BGp5OEIoskqcgH6tWrx/jx47l16xaFCxdm7ty5NGjQIM3Bd3FxcSQkJFCkSBEAZsyY8aLDFeKlc/bBWdZdXsebAW9SzPXxLfVGfo3Ye3OvYcD1K66vmDlKkS4b5wzHOuQ20iYIkQm9npsDBpB05w4AOldXnJo1w6l5MLZBQWi0MmbtWUhSkQ+UKVOGyZMn07Tp44GEvr6+LFiwIM26Tk5OjBs3jsqVK+Pu7m64dS6EMK3Q6FDWX17P2ktrOf/wcbcUFAys9LjvevXC1dn8zmYZcC1MTtoEIf4n4cYNItatJ3rfPoosWojGwgKNTofLO++QeOM6Ts2bY1+1KhpLS3OHmudplFLK3EG8SCm3dsPDw3FycjKUx8XFcfnyZYoWLWp0q1fkHDnmIr9JSE7gj4t/sO7yOg6HHkbx+PRqqbWkjk8d3nnlHWp41zBzlJlL7zyZH0mbIJ6HfE9yp6R794jYuImItWuJPX7cUO67aCEONXL/OTi3yWqbIHcqhBDiOTz5kC+NRsM3R7/hYfxDACp5VSI4IJhGfo1wtn6xzx8QQoiXTeyJE4R9M53o/fvhv4kJ0Gqxq1IZ5+bNsS1XzrwB5nOSVAghRDbplZ6jd46y9tJaTtw7wcoWK9FqtFhqLelapivJKpngosEUcihk7lCFECLf0sfHo4+KwsLN7XGBRkv0nj0A2JQrh3PzYBybNsXS09OMUb48JKkQQogsOv/wPOsurWP95fXcjr5tKD965yiVClYCoGuZruYKTwgh8j2VlET0wYNErFtP5ObNODZqROGJEwCwKV0Kr8+G4lCnDlZ+fmaO9OUjSYUQQmRi/639fHX4K84+PGsoc7B0oJFfI5oHNOc1z9fMGJ0QQuRvSini/vmH8LX/TQF7757hvbiTJw3dUDUaDQVCQswY6ctNkgohhHhKZEIk8cnxuNs+fmqqrYUtZx+exUJrQS3vWjQPaE5tn9rYWMjATCGEyGnXe7xv6NYEoHNxwbFpk8fjJCpUkOei5BKSVAghBJCYnMiem3tYe2ktf974k7cC32J4teEAlPcoz7ga46jrW1cGXAshRA5KvHmTiI0bce3QAe1/M2rZBgURc/Qojg0a4Nw8GPvq1WUK2FxIkoqX0Nq1a5kyZQo7d+40dyhCmJVe6Tl+9zjrLq1j09VNhMeHG9678OiC0S31t4q9ZcZIhRAi/0p68IDITZsIX7uO2CNHALD08cWpSWMACoR0wu29rmjt7MwZpsiEJBV5RFJSEhYW8nEJYUrdNnXj8J3Dhtceth40K9qM5gHNKVmgpNxSF/lecnJymk/azq5Ro0bh7+9Ply5dnj+oTEh7mD/oY2KI3LqV8LVrid67739TwGo02L3+OloHe0NdXT5/Xk5+If8rMxCTGJPuezqtDmuddZbqajVao77XMYkx2Flmnm1rNBpGjBjB+vXrqVu3LiEhIXz44YfExMQQFxdH+/btGTZsGPD4hH769GliYmK4ePEiBQsWZNWqVRQoUIDExET69+/Pli1bcHV1pVatWkbbmTx5MkuWLEGr1VKuXDlmz56Ns7Mzo0aN4tSpU8TGxnL27FleeeUVvvjiCwYNGsTly5epWLEiy5cvRyuPsxd5QFhMGJuvbqZNiTZYah/fNi/vUZ5T90/R0K8hzQOaU7lgZXTa5/+BJfIXpRSxSbE5ug1bC9tMk1iNRsO4ceP4/fffuXPnDtOmTeP06dOsXr2a8PBwFixYQN26dQFYtmwZkydPBh4/UXv+/Pl4e3uzZMkSli5dSoECBTh37hzz589n//79/PjjjyQmJmJpacn06dOpVq0aAP7+/oSEhLBlyxZCQ0Pp1q2bod3JiiVLlvD999/j4eHB33//jYuLCwsXLuTzzz/nzJkz+Pr68ssvv+Dg4EBUVBT9+vXjr7/+AqB169aMHDkSgLp161KuXDkOHTqEra0tmzdvJjg4mPv37xMbG0v58uVZsGAB9vb27Ny5kz59+lC7dm327t1LUlISS5cupVKlStn9WEQOSrxzh1uffGp4bVO6NE7Nm+P0RjMsvbzMGJl4VpJUZKDKD1XSfa+Wdy1mN5xteF3357rpNjqVvCqxuOliw+umq5uyq92uLMWg0+k4dOgQAJGRkWzbtg1ra2tiY2OpXr06DRs2pGrVqgAcPHiQI0eO4ObmRrt27Zg3bx5Dhw5l/vz5nD17ln///ReAJk2aGNa/YcMGvv32W/bv34+Liwvvv/8+Q4YMYc6cOQAcPnyYI0eO4OLiQt26denevTtbtmzB1taWSpUqsWHDBoKDg7O0L0K8aNGJ0Wy9upV1l9ZxMPQgeqXH19GX2j61gcfTv/Ys3xNbC1szRypys9ik2AzbA1M42P5gli42OTg4cPDgQbZt28Zbb73FzJkzOXz4MCtXrmTw4MEcOnSIkydPMnjwYI4cOYK3tzfjx4+ne/fubNiw4fG2Dh7k2LFjlChRAoBixYoxcOBAAA4cOECXLl04c+aMYZuPHj1i//793Lt3j8DAQLp27Yq3t3eW9+3QoUOcOHGCIkWK0KlTJ1q0aMG+ffvw8vKiefPmLF26lN69ezN27Fji4+P5559/iI2NpWbNmpQsWZK2bdsCcO7cOXbt2oWlpSVKKX744Qfc3NxQStGrVy9mzJjBkCFDADhz5gyLFi1i9uzZzJ07l88//5xNmzZlOWZhOio5mZhDhwhfuxaUovD48QBYFy2K0xvNsAoIxCn4DayLFjVzpOJ5SVKRy7333nuGf8fGxtKrVy+OHz+OVqvl+vXrHD9+3JBUNG3aFLf/HgBTrVo1Tpw4AcC2bdsICQnBysrKsM5FixYBsHXrVtq2bYuLiwsAH374Ia1btzZss3Hjxri6ugJQoUIFrK2tcXR0BOC1117j/PnzObj3QmRfoj6RfTf3sfbSWnZe30lccpzhvSCPICy0/zvtyaBrkdek/MCuVKkS0dHRtGvXDoDKlSsbzsc7duygadOmhh/+vXr1YsyYMST/172kevXqhoQC4NixY4wfP5779+9jYWHB2bNniY2Nxdb2cbLdvn17ANzd3QkICODy5ct4e3szffp0vv32WwBCQ0OxsrJi2rRpAAwbNox33nkHeNweFSlSxBB3YmIiXv9diX799dcNcW/dupWvvvoKrVaLvb294Q5Jyj537NgRy/8G5yqlmDp1KuvWrSMpKYnw8HCqV69u2KdixYpRpUoVw/anTJligqMvsiP+0mUerVhBxPr1JIWFAaCxssJryBB0//2O8P76a3OGKExMkooMHGx/MN33nu4isbPNznTrajXG3YM2/t/GLMfg4OBg+Pdnn32Gu7s7x44dw8LCglatWhEX978fTDY2/+tipdPpSEpKSnOdGd1if/q9p9eZ1W0IYS6XHl2iz/Y+htf+Tv40D2jOGwFv4Ovoa8bIRF5la2GbYXtgqm1kRco5OGUcxJOvs3rOf7JdSUhIoFWrVuzYsYPXX3+diIgInJ2diY+PNyQV6Z33+/XrR79+/YCMx1Q8azuSUdw//PAD27dv588//8TJyYnp06ezffv2dLcpbdWLFXviJFc7d0bFPO4arnV2xqlxY5yaN5fB1vmY2TvDz5o1C39/f2xsbKhSpYqhL2V6Hj16RO/evSlUqBDW1ta88sorrF+/Pkdis7O0S/fvyfEUmdV9ei77rNziTsvDhw/x8fExXEnasmVLlpZr2LAh33//PYmJiSQkJLB48WKj937++WciIiIAmDdvHo0bN36m+IR40S6HX2bmsZl8feR/V7tKFChBtULV6PhqR34K/onfW/5Oz/I9JaEQz0yj0WR4jjfFnyknBahXrx4bN27k1q1bAMydO5cGDRqkOSA7Li6OhIQEw52EGTNmmCyO7GrYsCGLFi1CKUV0dDTLli1Ltz16+PAh7u7uODk5ERkZyZIlS15ssCJdCVeucP3991ExMdgGBeEzexbFd++i0Ngx2FepjMYEEwOI3MmsdypWrFjBwIEDmTt3LlWqVGHatGk0adKEs2fP4unpmap+QkICjRo1wtPTk1WrVuHt7c3Vq1cNXXfyu2HDhtGpUyeWLl1KYGAg9evXz9JyPXr04OTJk5QqVcowUPvIf1O2NWvWjJMnT1KtWjWjgdpC5Fb3Yu+x8fJG1l5ay7/3H48TsrWw5YNyHxgS9vmN55szRCHMqkyZMkyePJmmTZsCjwdqL1iwIM26Tk5OjBs3jsqVK+Pu7m7oTmUOw4cPp1+/fpQtWxZ4PFC7TZs2adYNCQnht99+o0SJEnh4eFCrVi2uXr36IsMV6dA6OWHp44NloUL4LlyI7olZnET+plFKKXNtvEqVKrz++uvMnDkTAL1ej6+vL3379jUMtnrS3LlzmTx5MmfOnDH0q8yulFu74eHhOD0xRVlcXByXL1+maNGiRrdNRc6RYy6yY9eNXfxw+gf2396PXukB0Gl01PCuQXDRYBr6NcRKZ2XmKPOH9M6T+ZG0CeJ5yPckbfroaPTx8VgUKGDuUIQJZLVNMNudioSEBI4cOcLQoUMNZVqtloYNG7J///40l/n999+pVq0avXv35rfffsPDw4P27dvz6aefpjvPdnx8PPHx8YbXKd18hBC5W5I+CYUyTP969sFZ9t7aC0A5j3I0D2hOE/8mFLCRRktknbQJQpiePiGB6D17caxfDwCtvT1ae7lD8bIxW1Jx7949kpOTDTNApPDy8jKayu5Jly5dYvv27XTo0IH169dz4cIFevXqRWJiomEu66dNnDiR0aNHmzx+IYTpKaU4ee8kay+tZeOVjQypPIRmRZsBEBwQTJJKIrhoMEWcipg5UpFXSZsghGmp5GRuDf6EyE2b8Bw8GLdu72W+kMiX8tTsT3q9Hk9PT+bPn49Op6NixYrcvHmTyZMnp5tUDB061DD/Njy+KuXrKwM2hchNrkVcY92lday9tJZrkdcM5Tuu7TAkFYUdCvNh+Q/NFaLIJ6RNEMJ0lFLcGT+ByE2bwNISm1KvmjskYUZmSyrc3d3R6XTcuXPHqPzOnTsULFgwzWUKFSqEpaWlUVenV199ldDQUBISEgzPYXiStbU11tbWqcqFEOYXlxRHt83d+CfsH0OZrYUt9Xzr0TygOVULVzVjdCI/kjZBCNO5P28eD3/4ATQavCd9gf1/T2IXLyezTSlrZWVFxYoV2bZtm6FMr9ezbds2qqXzpaxRowYXLlxAr9cbys6dO0ehQoXSTCiEELlLTGIMh0IPGV7bWNigQYNWo6VG4RpMqDmBnW12Mqn2JGr51DKMpxBCCJG7PFy5krBp3wDg9dlnOL3xhpkjEuZm1u5PAwcOpHPnzlSqVInKlSszbdo0oqOj6dq1K/B4yjhvb28mTpwIPH7a88yZM+nfvz99+/bl/PnzTJgwwfDwHVNL0icZZpkxNa1Ga/RkXyHyqyR9EgdvH2TtpbVsu7aNxOREdrTZgYuNCwDDqw7HzdYNd1t38wYqhBAiSyK3byd05CgA3N5/nwKdOpo3IJErmPVXbdu2bQkLC2PEiBGEhoYSFBTExo0bDYO3r127hlb7v5spvr6+bNq0iQEDBlCuXDm8vb3p378/n376qcljS9IncenhJeKS4jKv/AxsLGwIcA2QxELkS0opTt0/xdpLa9lweQP34+4b3vNx8OFG1A1DUlGiQAkzRSmEEOJZxF+8CHo9zv/XCo8BH5k7HJFLmP0XbZ8+fejTp0+a7+3cuTNVWbVq1Thw4EAORwV6pScuKQ5LraXJf/gn6ZOIS4rL9C7Ixo0bGTZsGAkJCdjZ2TFv3jzKly8PQN26dbl69SrOzs4AdO7cmQEDBgDQs2dP9u3bh4eHB7/++ivOzs4opXjjjTeYOXMmgYGB6W5zxYoVTJ48mcjISBwcHChcuDATJkygbNmy+Pv7s2bNGoKCgkxzIES+tebCGkbsG2F47WLtQlP/pgQHBFPeo7xJnx4shHg+a9euZcqUKWm2uUKkxb1HD2xKlMC+enU5nwsDsycVuZ2F1iJHHqiVqE/M8P2HDx/SoUMHdu3aRenSpdm9ezcdOnTg5MmThjpTp06lZcuWRsudPHmS8+fPc+LECcaMGcOyZcvo06cPCxcupF69ehkmFIsXL2bixImsWbOGUqVKAXDkyBFu3bpleMKpEGmJS4ojPjkeZ+vHSW5tn9rYW9pT27s2wQHBVPeuLuMjRJ6nj4lJ/02dDu0TA8AzrKvVon3OB6UlJSVhYSFNuHhxEu/cRefwv+dPONSubeaIRG4jZ6Rc6uLFi7i5uVG6dGkAatWqxbVr1zh69CgVKlRIdzlLS0vi4+PR6/VER0dTsGBBbt++zY8//sjmzZsz3ObIkSOZO3euIaEAqFixoml2SORb0YnR9N3el/ikeOY3no+9pT1utm782fZPrHUyy47IP85WSP98aF+nNkXmzTO8PlejJio2Ns26dq+/jt+y77K9fY1Gw4gRI1i/fj1169YlJCSEDz/8kJiYGOLi4mjfvj3Dhg0DYNSoUZw+fZqYmBguXrxIwYIFWbVqFQUKFCAxMZH+/fuzZcsWXF1dqVWrltF2Jk+ezJIlS9BqtZQrV47Zs2fj7OzMqFGjOHXqFLGxsZw9e5ZXXnmFL774gkGDBnH58mUqVqzI8uXLjboti/wh+dEjrr33Hlo7O3znzZUnZYs0yf/8XKp48eLcv3+fffv2AY+fJh4ZGcmVK1cMdYYMGULZsmVp27Ytly5dAqBEiRLUq1ePChUqcOnSJTp27MiAAQOYPHlyhle17t69y/Xr19OdeUuItITHh9Njcw8OhR7iYvhFrkRcMbwnCYUQpqfT6Th06BCTJ0/G39+fbdu2cfToUY4cOcLq1auNugcfPHiQJUuWcOrUKTw9PZn3X9Izf/58zp49y7///suePXs4evSoYZkNGzbw7bffsnfvXk6cOIG9vT1DhgwxvH/48GG+++47zp49S2RkJN27d2fVqlWcOnWK06dPs2HDhhd3MMQLoY+N5foHH5Jw8SJJd++i4nJmrKnI++RORS7l7OzMqlWrGDp0KFFRUVSrVo1SpUoZEoNly5bh6+uLUopZs2bRvHlzTp06BcC4ceMYN24cAL/99hu+vr74+/vTtWtXIiIiaNOmDW3btjXbvon84V7sPXpu6cm5h+dwtnZmXsN5lHYrbe6whMgxJY4eSf/NJ56fBPDK3j3p132OK/nvvfe/pxXHxsbSq1cvjh8/jlar5fr16xw/fpyqVR8/36Vp06a4ubkBj8cjnjhxAoBt27YREhJimIr9vffeY9GiRQBs3bqVtm3b4uLiAjyedbF169aGbTZu3BhXV1cAKlSogLW1NY6OjgC89tprnD9//pn3TeQ+KimJmwMGEnv8OFonJ4osXIBl4cLmDkvkUpJU5GL16tWjXr16AMTHx1OwYEFD16SUJ8BqNBr69OnDxx9/zP379w0NCDx+UuyUKVPYtGkTEydOpE6dOnTs2JHy5cvz5ptvYmtra6jr6emJj48P+/fv5w2Za1pk4nbUbXps6cHViKu427ozv9F8irsWN3dYQuQorZ1djtTNDgcHB8O/P/vsM9zd3Tl27BgWFha0atWKuCeuIts8MW5Dp9ORlJSU5jozGmj79HtPrzOr2xB5j1KK2yNHErVzJxpra3znzsG6uJznRfqk+1MmkvRJJCQnmPQvSZ+1k+7t27cN/x47diz169enWLFiJCUlGT2JfPXq1Xh5eRklFPC4e9SIESOws7MjOjoajUaDRqMhMTGRhISEVNsbNWoUAwcO5MyZM4ayY8eOZToWQ7xcrkZcpfPGzlyNuEph+8IsbbpUEgohzODhw4f4+PhgYWHB2bNn2bJlS5aWa9iwId9//72hLVi8eLHRez///DMREREAzJs3j8aNG+dI/CJ3C5v2DeGrfwGtFu+pX2OXwXhOIUDuVKRLq9FiY2FDXFJcpjM1PQsbCxu0moxzuhEjRrB7926SkpKoVq2a4fZ0fHw8wcHBxMfHo9VqcXd35/fffzdadu/evcTGxtKoUSMAevfuzbvvvsukSZPo1KmTYSraJ3Xr1g1bW1s6dOhAVFQUFhYWBAYGGh4+KAQ8vnoVnxyPv5M/CxovoKB9QXOHJMRLadiwYXTq1ImlS5cSGBhI/fr1s7Rcjx49OHnyJKVKlTIM1D5y5HHXrmbNmnHy5EmqVatmNFBbvFySHj7k0apVABQcPQrHLH63xMtNo5RS5g7iRYqIiMDZ2Znw8HCcnJwM5XFxcVy+fJmiRYsabufKE7VzVlrHXOQNFx5ewNXGFTdbt8wrizwnvfNkfpSdNkGIp+Xn70nCtWtE7dlDgfbtzR2KMLOstgkv96/aTLzsP/qFSHEo9BAJyQnU8K4BQDHXYmaOSAghhKnpY2PR/jfe0qpIEUkoRLbImAohRIZ23djFh1s/5KMdH3Hq/ilzhyOEECIHxJ06xYVGjYmUJ6uLZyRJxVNest5gZqXX50zXMmE6m65sov/2/sQnx1O1UFUCXdJ/IrsQQoi8KeHaNa6935Pke/d4+N0y+S0knon07/mPpaUlGo2GsLAwPDw8MpxiTzwfpRQJCQmEhYWh1WoNc6WL3OXX878yav8o9EpPs6LNGF9zPJZaS3OHJYQQwoSS7t3jWvceJN+7h3XJknh/M01+A4lnIknFf3Q6HT4+Pty4ccPoqdUi59jZ2VGkSBG0z/EgKJEzlp9ezhd/fQHA/xX/P4ZXHY5Oq8tkKSGEEHlJclQ019/vSeK1a1h6e+M7fx66/x5mKER2SVLxBAcHB4oXL05ioumnkBXGdDodFhYWcjUkF9p5fachoQgpFcLHlT6Wz0kIcm5GQJkNUJiDSkjgZr++xJ06hc7VFd+FC7D09DR3WCIPk7PYU3Q6HTqdXJEVL6+a3jVp5NeI4i7F+aD8B5JQCMHjhOLSw0vEJcVlXjmbbCxsCHANkMRCvFAPf/qJ6H370djZ4Tt/HtZFi5o7JJHHSb8TIQR6pSdZnww8nkp5cu3JfBj0oSQUQvxHr/TEJcVhqbXE1sLWZH+WWkvikuKydAdk48aNVKpUiXLlylG1alX+/vtvw3t169alaNGiBAUFERQUxNSpUw3v9ezZk7Jly1K/fn3Cw8OBx2PbmjVrxsWLFzPc5ooVK6hUqRIlSpSgYsWKtGjRghMnTgDg7+/P8ePHn+FoitzAtX17XNu/i88332Bbtqy5wxH5wDNdFtm9ezfz5s3j4sWLrFq1Cm9vb5YtW0bRokWpWbOmqWMUQuSgJH0Sw/cOx0Jrwejqo9FqtDJ+QuRa5m5/LLQWWOlMO7lEoj7zLrcPHz6kQ4cO7Nq1i9KlS7N79246dOjAyZMnDXWmTp1Ky5YtjZY7efIk58+f58SJE4wZM4Zly5bRp08fFi5cSL169QgMTH9Gt8WLFzNx4kTWrFlDqVKlADhy5Ai3bt2irPwIzfM0FhYUHDHC3GGIfCTbdypWr15NkyZNsLW15dixY8THxwMQHh7OhAkTTB6gECLnJCQnMGjnINZeWsvai2s5ff+0uUMSIl0vc/tz8eJF3NzcKF26NAC1atXi2rVrHD16NMPlLC0tiY+PR6/XEx0djZWVFbdv3+bHH39k4MCBGS47cuRIpk2bZkgoACpWrEiTJk2ef4eEWTz6dQ23PvsclZRk7lBEPpTtpGLcuHHMnTuXBQsWYGn5v+kla9SokenJTQiRe8QkxtBnWx+2X9+OldaKqfWmUtq9tLnDEiJdL3P7U7x4ce7fv8++ffsA+P3334mMjDSarXDIkCGULVuWtm3bcunSJQBKlChBvXr1qFChApcuXaJjx44MGDCAyZMnY2GRfmeFu3fvcv36dapVq5aj+yVenKg//+T2sGGE//IL4b/9bu5wRD6U7e5PZ8+epXbt2qnKnZ2defTokSliEkLksIiECHpv7c3xsOPYWtgyo/4MqhSqYu6whMjQy9z+ODs7s2rVKoYOHUpUVBTVqlWjVKlShsRg2bJl+Pr6opRi1qxZNG/enFOnTgGPk7Fx48YB8Ntvv+Hr64u/vz9du3YlIiKCNm3a0LZtW7Ptm8h5scePc+OjAZCcjPNbb+L8dktzhyTyoWzfqShYsCAXLlxIVb5nzx4CAgJMEpQQIuc8iHtA903dOR52HEcrRxY0XiAJhcgTXvb2p169evz5558cOXKEr776ilu3bhm6Jvn6+gKg0Wjo06cPly5d4v79+0bLR0REMGXKFEaPHs20adOoU6cOK1asYMyYMcTGxhrV9fT0xMfHh/3797+YnRM5Jv7SJa73/AAVG4t9rVoUGjcOjTwfSuSAbH+revToQf/+/Tl48CAajYZbt26xfPlyPv74Yz788MOciFEIYULnHp7j/MPzFLApwOImiynvUd7cIQmRJbmh/UnSJ5GQnGCyvyR91vu237592/DvsWPHUr9+fYoVK0ZSUhJ37twxvLd69Wq8vLxwc3MzWn7IkCGMGDECOzs7oqOj0Wg0aDQaEhMTSUhISLW9UaNGMXDgQM6cOWMoO3bsGJs3b87OIRNmlHjnDte6dyc5PBybcuXwmTYVzRNdB4UwpWx3fxoyZAh6vZ4GDRoQExND7dq1sba25uOPP6Zv3745EaMQwoSqFqrKV3W/oqhzUYo6y7zkIu8wZ/uj1WixsbAhLikuS7M1ZYeNhQ1aTebX+EaMGMHu3btJSkqiWrVqLFq0CID4+HiCg4OJj49Hq9Xi7u7O778b95nfu3cvsbGxNGrUCIDevXvz7rvvMmnSJDp16oSzs3Oq7XXr1g1bW1s6dOhAVFQUFhYWBAYGMnHiRBPstchpSq/nxoe9SLp1Gyt/f3znzUVrb2/usEQ+plFKqWdZMCEhgQsXLhAVFUWpUqVwcHAwdWw5IiIiAmdnZ8LDw3FycjJ3OEK8EBcfXcRSa0kRpyLmDkXkAbn9PGnK9ie9fY2Li+Py5csULVoUGxsbQJ6oLVJL63uSm0Tt2cudsWPxXbQIKx9vc4cj8qistgnZ7v703nvvERkZiZWVFaVKlaJy5co4ODgQHR3Ne++991xBCyFM79T9U3Td2JXum7sTGh1q7nCEeGbmbn9SnlFh6j9JKEROcahZg4B1ayWhEC9EtpOKpUuXphrQBRAbG8t3331nkqCEEKZx9M5Rum3qxsP4hxSwKYCNLvddSRMiq6T9ESJjSinCpk8n/vJlQ5kmg6mDhTClLCcVERERhIeHo5QiMjKSiIgIw9/Dhw9Zv349np6ezxTErFmz8Pf3x8bGhipVqvDXX3+lW3fJkiWGwWUpf7nxlqMQ5rbv1j56bulJVGIUFb0qsrDxQlxsXMwdlhDZlpPtT2aesYeweEnktu/HvRkzuTd7Dlc7hZAcFWXucMRLJsvpq4uLi+FH/CuvvJLqfY1Gw+jRo7MdwIoVKxg4cCBz586lSpUqTJs2jSZNmnD27Nl0GwknJyfOnj1rtG0hxP9su7qNwbsGk6hPpIZ3DabWnYqtha25wxLimeRU+5MRS0tLNBoNYWFheHh4SDsjUlFKERYWhkajMXoYo7k8/Okn7s2eDYBHn97o8shYV5F/ZDmp2LFjB0op6tevz+rVqylQoIDhPSsrK/z8/ChcuHC2A/j666/p0aMHXbt2BWDu3LmsW7eOb7/9liFDhqS5jEajoWDBgllaf3x8PPHx8YbXERER2Y5RiLzkz+t/MujPQSSrZBr5NWJSrUlY6szf4AnxrEzZ/mS1TdDpdPj4+HDjxg2jp1YL8SSNRoOPjw86nc6scURs2kzo6DEAuPfqhWu7dmaNR7ycspxU1KlTB4DLly/j6+uL1gQPTklISODIkSMMHTrUUKbVamnYsGGGD9yJiorCz88PvV5PhQoVmDBhAqVLl06z7sSJE01+BUuI3Ky8R3mKOheltFtpRlUfJYNARZ5nyvYnO22Cg4MDxYsXJzHRtFPIivzD0tLS7AlF9F9/cevjj0EpXNq0wb1vH7PGI15ezzylbExMDNeuXUv1wJxy5cpleR23bt3C29ubffv2Ua1aNUP5J598wp9//snBgwdTLbN//37Onz9PuXLlCA8PZ8qUKezatYt///0XHx+fVPXTuirl6+uba6dKFMIUwuPDcbRyzNLc90I8LbdPKfs87Y+0CSI/iTt3jqvtO6CPisKhYQN8vvkGjZmTHJH/ZLVNyPYlzLCwMLp27cqGDRvSfD85OTm7q8yWatWqGSUg1atX59VXX2XevHmMHTs2VX1ra2usra1zNCYhzEkpxYxjM/C086Rdyce3vJ2tUz/ISoi8zhTtj7QJIj+x9PTEulgxsNDhPWWKJBTCrLJ9GfOjjz7i0aNHHDx4EFtbWzZu3MjSpUspXrx4qid4Zsbd3R2dTsedO3eMyu/cuZPlMROWlpa89tprXLhwIVvbFiI/0Cs9kw5NYsGJBUw4OIELD+X/gci/TNn+CJEf6FxcKLL4W3xnz0YrM2EKM8t2UrF9+3a+/vprKlWqhFarxc/Pj44dO/Lll18yceLEbK3LysqKihUrsm3bNkOZXq9n27ZtRncjMpKcnMyJEycoVKhQtrYtRF6XrE9m5L6RLD+9HIDPqnxGMddiZo5KiJxjyvZHiLxKHxNDxBN367S2tuik657IBbKdVERHRxumenV1dSUsLAyAsmXLcvTo0WwHMHDgQBYsWMDSpUs5ffo0H374IdHR0YbZoEJCQowGco8ZM4bNmzdz6dIljh49SseOHbl69Srdu3fP9raFyKsSkxP5ZNcnrLmwBp1Gx4SaEwxdn4TIr0zd/giR16jERG70/4ibAwZyb8ECc4cjhJFsj6koUaIEZ8+exd/fn/LlyzNv3jz8/f2ZO3fuM90taNu2LWFhYYwYMYLQ0FCCgoLYuHEjXl5eAFy7ds1opo+HDx/So0cPQkNDcXV1pWLFiuzbt49SpUple9tC5EWxSbEM3DmQPTf3YKG1YErtKTTwa2DusITIcaZuf4TIS5Rez+1hw4jevRuNjQ32r79u7pCEMJLt2Z++//57kpKS6NKlC0eOHKFp06Y8ePAAKysrlixZQtu2bXMqVpPI7bOaCJGZPy7+wWd7PsNGZ8O0etOo4V3D3CGJfCa3nidzov3JrfsqxNPuTJ7Mg0Xfgk6Hz6yZONata+6QxEsiq+fJZ55SNkVMTAxnzpyhSJEiuLu7P8+qXghpQER+MOfvOVQpWIUKXhXMHYrIh/LKedIU7U9e2Vfxcru/eAl3J00CoNDEibi83dK8AYmXSlbPk9kaU5GYmEhgYCCnT582lNnZ2VGhQoU8kVAIkVfdi71HdGK04fWH5T+UhEK8VKT9ES+r8D/+MCQUHoMGSkIhcq1sJRWWlpbExcXlVCxCiDTcirpF5w2d6be9H3FJ8v9PvJyk/REvq6SwewAU6ByCm0xKI3KxbM/+1Lt3byZNmkRSUlJOxCOEeMKV8Ct03tiZa5HXuBl1k0fxj8wdkhBmI+2PeBm5vdeVIkuX4vnpp2g0GnOHI0S6sj3706FDh9i2bRubN2+mbNmy2NvbG73/yy+/mCw4IV5mZx+c5f0t7/Mg7gFFnYuyoNECvOy9zB2WEGYj7Y94WSTcuIHOxQWdgwMA9lUqmzkiITKX7aTCxcWF//u//8uJWIQQ//k77G8+3PohkQmRlCxQknmN5lHApoC5wxLCrKT9ES+DxLt3udalK1onR4rMn4+FjBkSeUS2k4rFixfnRBxCiP8cCj1E7229iU2KJcgjiFkNZ+FkJbPSCCHtj8jvkiMjuf5+TxJv3MCySBGQ7k4iD8l2UiGEyFnO1s5Yai0pV6gc0+tNx87SztwhCSGEyGH6+Hhu9O5D/Jkz6NzdKbJwARZubuYOS4gsk6RCiFzmFddX+K7Zd/g4+mCtszZ3OEIIIXKYSk7m1iefEvPXX2jt7Skyfx5WRYqYOywhsiXbsz8JIUzv1/O/cjj0sOF1oEugJBRCCPESUEpxZ/wEIjdtAktLfGbNxKZUKXOHJUS2yZ0KIcxs2allfHnoS+wt7VnVYhU+jj7mDkkIIcQLknz/PpFbtoBGg/eXk7CvWtXcIQnxTJ4rqYiLi8PGxsZUsQjxUlFKMfefucw+PhuA1q+0xtvB28xRCZE3SPsj8gsLd3f8fvyR2COHcWrWzNzhCPHMst39Sa/XM3bsWLy9vXFwcODSpUsADB8+nEWLFpk8QCHyI6UUXx3+ypBQ9Anqw8CKA+XBRkJkQNofkZ8kR0UZ/m3l443zW2+ZMRohnl+2k4px48axZMkSvvzyS6ysrAzlZcqUYeHChSYNToj8KFmfzJgDY1h6aikAn77+KT3L95SEQohMSPsj8ouYo0e50KAhkVu3mjsUIUwm20nFd999x/z58+nQoQM6nc5QXr58ec6cOWPS4ITIj1acXcGqc6vQoGFM9TF0LNXR3CEJkSdI+yPyg/jz57n+YS/04eE8+nUNSilzhySESWR7TMXNmzcpVqxYqnK9Xk9iYqJJghIiP2v9Smv2395PcNFgmhZtau5whMgzpP0ReV3i7dtc6/E++vBwbIOC8J4yWe5Si3wj23cqSpUqxe7du1OVr1q1itdee80kQQmR38QlxaFXegAsdZZMrzddEgohsknaH5GXJT96xLXuPUgKDcUqMBCfObPR2tqaOywhTCbbdypGjBhB586duXnzJnq9nl9++YWzZ8/y3XffsXbt2pyIUYg8LSIhgl5be1HGvQyfvv4pGo1GrkwJ8Qyk/RF5lT42lusffEjCxYtYeHk9flq2q6u5wxLCpLJ9p+Ktt97ijz/+YOvWrdjb2zNixAhOnz7NH3/8QaNGjXIiRiHyrPux9+m2qRt/h/3NHxf/IDQ61NwhCZFnSfsj8qqHP/5E7PHjaJ2cKLJwAZaFCpk7JCFMTqNeshFCERERODs7Ex4ejpOTk7nDEflYaHQoPTb34ErEFdxs3JjXaB4lCpQwd1hCZOplOk++TPsqzEclJ3N38hQcGzXErmJFc4cjRLZk9TyZ7TsV3bt3Z+fOnc8TmxD53vWI63Te0JkrEVcoaF+QJU2XSEIhxHOS9kfkNSnXbTU6HV5DPpWEQuRr2U4qwsLCaNq0Kb6+vgwePJjjx4/nQFhC5F0XHl6g88bO3Iq+RRHHInzX9Dv8nf3NHZYQeZ60PyIvebDse259+ikqIcHcoQjxQmQ7qfjtt9+4ffs2w4cP59ChQ1SsWJHSpUszYcIErly5kgMhCpG3XI24yv24+xR3Lc7SZksp5CB9Z4UwBWl/RF4RsWEDdyZMIOL3P4jYtNnc4QjxQjz3mIobN27w448/8u2333L+/HmSkpJMFVuOkP6z4kXYcW0HFbwq4GztbO5QhMi2vHKeNEX7k1f2VeQd0QcOcL3H+6jERFzbt8dr+DCZ8U/kaTk2puJJiYmJHD58mIMHD3LlyhW8vLyeZ3VC5Fn7b+3ndtRtw+t6RepJQiFEDpL2R+RGcadOcaN3H1RiIo5NmuD1+WeSUIiXxjMlFTt27KBHjx54eXnRpUsXnJycWLt2LTdu3HimIGbNmoW/vz82NjZUqVKFv/76K0vL/fTTT2g0Glq2bPlM2xXCFLZc3UKvbb3osaUHD+IemDscIfI1U7c/QphKwvXrXHu/J/roaOyqVKHw5C/R6HTmDkuIFybbD7/z9vbmwYMHNG3alPnz59OiRQusra2fOYAVK1YwcOBA5s6dS5UqVZg2bRpNmjTh7NmzeHp6prvclStX+Pjjj6lVq9Yzb1uI5/X7xd8Zvnc4eqWnhGsJHC0dzR2SEPmWqdsfIUxFJSdzo1cvku/dw7pkSXxmzkBrZWXusIR4obI9pmLBggW0bt0aFxcXkwRQpUoVXn/9dWbOnAmAXq/H19eXvn37MmTIkDSXSU5Opnbt2rz33nvs3r2bR48esWbNmixtT/rPClP58cyPTDg4AYC3i73NyGoj0WnlqpTI+3LredLU7Q/k3n0VeU/0gQPc+WISvvPnYZnBRVEh8pqsniezfaeiR48ezxXYkxISEjhy5AhDhw41lGm1Who2bMj+/fvTXW7MmDF4enrSrVs3du/eneE24uPjiY+PN7yOiIh4/sDFS2/hiYV8c/QbADq82oFPXv8Erea5higJITJhivZH2gSRU+yrVqXoL6vRaKUtEC+nLCUVrVq1YsmSJTg5OdGqVasM6/7yyy9Z3vi9e/dITk5ONcDOy8uLM2fOpLnMnj17WLRoUZbnJ584cSKjR4/OckxCZGb56eWGhKJnuZ70DuotA/GEyCGmbn+kTRCmovR67k76Epc2rbEODASQhEK81LL07Xd2djb8aHJycsLZ2Tndv5wUGRlJp06dWLBgAe7u7llaZujQoYSHhxv+rl+/nqMxivyviX8T/Jz8GFhxIH1e6yMJhRA5yNTtj7QJwhSUUtydNIkHS5dytXMX9DEx5g5JCLPL0p2KxYsXG/69ZMkSk23c3d0dnU7HnTt3jMrv3LlDwYIFU9W/ePEiV65coUWLFoYyvV4PgIWFBWfPniXwv6sFKaytrWUgn3huSinDDxt3W3d+bv4zdpZ2Zo5KiPzP1O2PtAnCFB4sWsSDpd8B4PXpJ2jtpD0QItv36erXr8+jR49SlUdERFC/fv1srcvKyoqKFSuybds2Q5ler2fbtm1Uq1YtVf2SJUty4sQJjh8/bvh78803qVevHsePH8fX1ze7uyNEphKSExj05yB+u/CboUwSCiFePFO2P0I8q0e/ruHulK8A8Pz0U5yfuNApxMss2wO1d+7cSUJCQqryuLi4TAdNp2XgwIF07tyZSpUqUblyZaZNm0Z0dDRdu3YFICQkBG9vbyZOnIiNjQ1lypQxWj5lFpCny4UwhdikWAbsGMDeW3vZc3MPNb1r4mbrZu6whHgpmbr9ESK7ov78k9vDhgFQ4L33cOvaxbwBCZGLZDmp+Oeffwz/PnXqFKGhoYbXycnJbNy4EW9v72wH0LZtW8LCwhgxYgShoaEEBQWxceNGw+Dta9euoZWBT8IMIhMi6bOtD0fvHsXWwpZp9aZJQiGEGeRU+yNEdsSe/JcbHw2A5GSc33oTz48HmTskIXKVLD+nQqvVGvqUp7WIra0tM2bM4L333jNthCYmc5KLrHgY95APtn7AqfuncLB0YHbD2bzm+Zq5wxLihcht58mcbH9y276K3Cs5IoIbvXqjsbXFd/YsNJaW5g5JiBfC5M+puHz5MkopAgIC+Ouvv/Dw8DC8Z2VlhaenJzp5HL3IB+7G3OX9ze9zMfwirtauzGs0j1fdXjV3WEK8tKT9EbmBzskJ30ULITlZEgoh0pDlpMLPzw/432xLQuRX6y+t52L4RTxtPVnQeAEBLgHmDkmIl5q0P8JckiMiiNy2HZe3WwKglZnDhEhXlpKK33//nWbNmmFpacnvv/+eYd0333zTJIEJYS6dS3cmLjmO4IBgfB1lRjEhzEnaH2Eu+rg4rvfqRezhIyTdvYt7z/fNHZIQuVqWxlRotVpCQ0Px9PTMcNC0RqMhOTnZpAGamvSfFWm59OgShR0KY2NhY+5QhDC73HSezOn2Jzftq8g9VHIyNz/6iMgtW9E6OOC3/HtsSpQwd1hCmIVJx1Q8ectZbj+L/Ob43eP02taLII8gvqn3DZY66SsrRG4h7Y940ZRShI4ZS+SWrWisrPCZPUsSCiGywCRztab1MCIh8oIDtw/w/pb3iUyIJCoxivjkeHOHJITIBml/hKndmzWbRytWgEZD4SmTsa9c2dwhCZEnZDupmDRpEitWrDC8bt26NQUKFMDb25u///7bpMEJkZN2Xt9J7629iU2KpXrh6sxtOBcHKwdzhyWESIe0PyKnPfzpJ+7NnAlAwZEjcGrc2MwRCZF3ZDupmDt3Lr6+jwevbtmyha1bt7Jx40aaNWvG4MGDTR6gEDlhw+UNDNgxgAR9Ag2KNGBG/RnYWdqZOywhRAak/RE5Tf33xHb33r1xbdfOzNEIkbdkeUrZFKGhoYaT+tq1a2nTpg2NGzfG39+fKlWqmDxAIUzttwu/MXzvcBSKFgEtGFNjDBbabP9XEEK8YNL+iJxWICQE2/LlsSlXztyhCJHnZPtOhaurK9evXwdg48aNNGzYEHg8sCm3z/wkBECgSyC2Fra0LdGWcTXHSUIhRB4h7Y/ICfGXLpEcEWF4bVu+vOEJ7kKIrMv2r6lWrVrRvn17ihcvzv3792nWrBkAx44do1ixYiYPUAhTK+NehlUtVuHj6CMNhxB5iLQ/wtQSbtzkWucu6Fxd8V24AEtPT3OHJESele2kYurUqfj7+3P9+nW+/PJLHBweD2y9ffs2vXr1MnmAQjwvpRQzjs2gnm89ynqUBcDXSR5qJ0ReI+2PMKWkhw+53r07SWFh6Fxc0NrIc4qEeB5ZevhdfiIPOnq5JOuTGXtgLKvPr8bF2oV1rdbhZCWfuxAZeZnOky/Tvor/0cfEcLVLV+L++QeLwoXw//FHLL28zB2WELmSSR9+97SLFy8ybdo0Tp8+DUCpUqX46KOPCAgIeLZohcgBifpEPt/9ORuubECr0TKo0iBJKITI46T9Ec9LJSZy46OPiPvnH3QuLhRZuFASCiFMINsDtTdt2kSpUqX466+/KFeuHOXKlePgwYOUKlWKLVu25ESMQmRbfHI8A3cMZMOVDVhoLZhcezIti7U0d1hCiOcg7Y94Xkqv5/awYUTv2o3GxgbfuXOwloRUCJPIdven1157jSZNmvDFF18YlQ8ZMoTNmzdz9OhRkwZoanKrO/+LSYyh3/Z+HAw9iLXOmql1p1LLp5a5wxIiz8it58mcaH9y676KnJF49y5X2rQlKSwM39mzcKhTx9whCZHrZfU8me2kwsbGhhMnTlC8eHGj8nPnzlGuXDni4uKeLeIXRBqQ/O/rI1+z+ORi7C3tmVl/JpUKVjJ3SELkKbn1PJkT7U9u3VeRcxJv3yb2xAl5WrYQWZTV82S2uz95eHhw/PjxVOXHjx/HU6ZiE7lAr/K9aFikIQsbL5SEQoh8RNof8aySHj40/NuyUCFJKITIAdkeqN2jRw/ef/99Ll26RPXq1QHYu3cvkyZNYuDAgSYPUIisCI8Px8nKCY1Gg42FDVPrTTV3SEIIE5P2RzyLqD17udmvH4UmjMepaVNzhyNEvpXtpGL48OE4Ojry1VdfMXToUAAKFy7MqFGj6Nevn8kDFCIz1yKu0X1zd5oHNKdfBfkOCpFfSfsjsiv2xAlu9OuHiokhctt2SSqEyEHP9ZyKyMhIABwdHU0WUE6T/rP5y/mH53l/y/vci72Hv5M/Pwb/iIOVg7nDEiJPywvnSVO1P3lhX8WzSbhyhSvvtif54UPsq1fDd+5cNFZW5g5LiDwnR59TAXD37l3Onj0LQMmSJfHw8HjWVQnxTE6EneDDbR8SHh/OK66vMK/RPEkohHgJSPsjMpMUFsa17j1IfvgQm9Kl8Z4+QxIKIXJYtgdqR0ZG0qlTJwoXLkydOnWoU6cOhQsXpmPHjoSHh+dEjEIYUUrx05mf6LKxC+Hx4ZRzL8e3Tb7F3dbd3KEJIXKQtD8iK5IjI7nW430Sb9zAskgRfOfPQ+dgb+6whMj3sp1UdO/enYMHD7Ju3ToePXrEo0ePWLt2LYcPH6Znz545EaMQRkbuG8n4g+NJ0CdQ16cu8xvPx9na2dxhCSFymLQ/IiserVhB/Jkz6NzcKLJwARZubuYOSYiXQrbHVNjb27Np0yZq1qxpVL57926aNm1KdHS0SQM0Nek/m/dturKJIbuHMKDCADqV6oRGozF3SELkK7n1PJkT7U9u3Vfx7JReT9g303Fs3Ajb0qXNHY4QeV6Ojalwc3PD2Tn1VWFnZ2dcXV2zuzohMqWU4nb0bQo7FAagiX8TyrqXNbwWQrwcpP0R6UmOikbFxmDh4YFGq8VzwEfmDkmIl062uz8NGzaMgQMHEhoaaigLDQ1l8ODBDB8+/JmCmDVrFv7+/tjY2FClShX++uuvdOv+8ssvVKpUCRcXF+zt7QkKCmLZsmXPtF2R+4XHh9N/R3/eXfcu92LvGcoloRDi5ZMT7Y/I+6L+/JNLb7bg1pChPMeElkKI55TtOxVz5szhwoULFClShCJFigBw7do1rK2tCQsLY968eYa6R48ezXR9K1asYODAgcydO5cqVaowbdo0mjRpwtmzZ9N8QmqBAgX4/PPPKVmyJFZWVqxdu5auXbvi6elJkyZNsrs7Ihf7O+xvBv85mNvRt7HUWvJP2D/UL1Lf3GEJIczE1O2PyNuS7t/nzoSJRKxbB4BGoyUpLAxLebq6EGaR7aSiZcuWJg3g66+/pkePHnTt2hWAuXPnsm7dOr799luGDBmSqn7dunWNXvfv35+lS5eyZ8+eNJOK+Ph44uPjDa8jIiJMGr8wPb3Ss/TfpUw/Op0klYSvoy9T6kyhlFspc4cmhDAjU7Q/0ibkfUopwtf8xt0vviA5PBy0Wgp07oxH3z5o7ezMHZ4QL61sJxUjR4402cYTEhI4cuSI4cmoAFqtloYNG7J///5Ml1dKsX37ds6ePcukSZPSrDNx4kRGjx5tsphFznoY95Bhe4ex68YuAJr6N2VktZHy/AkhhEnaH2kT8rak+/e5NXgw0fse/0awLlmSQmPHYlu2jJkjE0Jke0yFKd27d4/k5GS8vLyMyr28vIz6zD4tPDwcBwcHrKysCA4OZsaMGTRq1CjNukOHDiU8PNzwd/36dZPugzCt+f/MZ9eNXVhprRhedThf1v5SEgohhMlIm5C3aR0cSLwdisbaGo9BAym68mdJKITIJZ75idrm5OjoyPHjx4mKimLbtm0MHDiQgICAVF2jAKytrbG2tn7xQYpn0ve1vtyIukGfoD6UKFDC3OEIIfIZaRPynriz57AODEBjYYHW2prCUyajc3DAys/P3KEJIZ5g1jsV7u7u6HQ67ty5Y1R+584dChYsmO5yWq2WYsWKERQUxKBBg3jnnXeYOHFiTocrcsD92PvM+XuOYcYOO0s7ZtSfIQmFEEK85PSxsdyZPJnLrVrx4Lv/zfJoW7q0JBRC5EJmTSqsrKyoWLEi27ZtM5Tp9Xq2bdtGtWrVsrwevV5vNPBO5A2HQg/R+o/WzD4+m+9OfWfucIQQQuQS0fv3c+nNt3iw6FtITib+/HlzhySEyMQzd39KSEjg8uXLBAYGYmHx7L2oBg4cSOfOnalUqRKVK1dm2rRpREdHG2aDCgkJwdvb23AnYuLEiVSqVInAwEDi4+NZv349y5YtY86cOc8cg3ixkvXJzP9nPnP/mYte6Ql0DqSmd83MFxRCCEzX/ojcJ/nRI+5M+pLwX38FwKJgQQqOGIFj/XpmjkwIkZlsn41jYmLo27cvS5cuBeDcuXMEBATQt29fvL2905wGNiNt27YlLCyMESNGEBoaSlBQEBs3bjQM3r527Rpa7f9uqERHR9OrVy9u3LiBra0tJUuW5Pvvv6dt27bZ3RVhBmExYQzdPZSDoQcBeLvY2wytMhRbC1szRyaEyO1M3f6I3CVq715uffIpyffvg0aD67vv4jFwADoHmaxDiLwg292fhg4dyt9//83OnTuxsbExlDds2JAVK1Y8UxB9+vTh6tWrxMfHc/DgQapUqWJ4b+fOnSxZssTwety4cZw/f57Y2FgePHjAvn37JKHIIw6FHuKdP97hYOhBbC1smVBzAmNqjJGEQgiRJTnR/ojcw9LTk+SICKyKBeK3fDkFRwyXhEKIPCTbdyrWrFnDihUrqFq1KhqNxlBeunRpLl68aNLgRP5io7MhIiGCV1xfYUqdKRR1LmrukIQQeYi0P/mLSk4m9vhx7CpWBMC6eHGKLFyI7WtBaK2szBydECK7sp1UhIWF4enpmao8Ojra6CQvBEBiciKWOksAynqUZU7DOQR5BGFjYZPJkkIIYUzan/wj7tw5bg8fTtyJk/j//DO2ZUoDYF+lspkjE0I8q2x3f6pUqRLr1q0zvE45kS9cuDBbMzaJ/G/XjV00/aUpZx6cMZRVLVRVEgohxDOR9ifv0yckEDZ9Opf/7x3i/v4Hra0tiTdumDssIYQJZPtOxYQJE2jWrBmnTp0iKSmJb775hlOnTrFv3z7+/PPPnIhR5DGJ+kRmHJ3B4n8XA7DwxEKm1Jli5qiEEHmdtD95W8yRI9wePoKES5cAcKhfn4IjhmOZwXOphBB5R7bvVNSsWZPjx4+TlJRE2bJl2bx5M56enuzfv5+K//WLFC+vW1G36LKxiyGheLfku4yvOd7MUQkh8gNpf/Kuu1OmcLVDRxIuXULn4Y73tGn4zJopCYUQ+cgzTfAdGBjIggULTB2LyOO2X9vO8L3DiUiIwNHSkdE1RtPIr5G5wxJC5CPS/uRNlt7eALi0fgfPjz9G5+xs5oiEEKaW7TsVR48e5cSJE4bXv/32Gy1btuSzzz4jISHBpMGJvGPfzX3039GfiIQIyriV4ecWP0tCIYQwKWl/8o7EO3eJPXHS8NqlbVv8f15BobFjJaEQIp/KdlLRs2dPzp07B8ClS5do27YtdnZ2rFy5kk8++cTkAYq8oUqhKlQtVJVOpTrxXbPv8HH0MXdIQoh8Rtqf3E/p9Txc8TOXmjfn5kcfoY+JAUCj1WJbrpyZoxNC5KRsJxXnzp0jKCgIgJUrV1KnTh1++OEHlixZwurVq00dn8jFdt/YTVxSHAA6rY7ZDWfzyeufGKaQFUIIU5L2J3eLv3SZayGdCR05En1kJDpXV5IePDR3WEKIFyTbSYVSCr1eD8DWrVt54403APD19eXevXumjU7kSvHJ8Yw/MJ5e23rx5aEvDeWWWkkmhBA5R9qf3EklJnJv7jwut2xJzOHDaGxt8RzyKf4rfsLKx9vc4QkhXpBsD9SuVKkS48aNo2HDhvz555/MmTMHgMuXL+Pl5WXyAEXuci3iGh//+TGnH5wGwMHKAaWUPHhKCJHjpP3JfZIjI7naoSPx/3VLs69Zk4KjRkkyIcRLKNtJxbRp0+jQoQNr1qzh888/p1ixYgCsWrWK6tWrmzxAkXtsuLyB0ftHE50Yjau1K+NrjqeWTy1zhyWEeElI+5P76BwdsfIrQtLdu3h9/hlOzZvLRSYhXlIapZQyxYri4uLQ6XRYWubuLjARERE4OzsTHh6Ok5OTucPJE+KS4ph0aBKrzq0CoIJnBb6s/SVe9nJlUIj8KK+dJ5+n/clr+5obRO3ejU2pUli4uQGQdO8eaLVYFChg5siEEDkhq+fJZ3pORVpsbGxMtSqRyzyKf8SWq1vQoKFHuR58WP5DLLQm++oIIcRzkfbnxUh68IA7EyYSsXYtTs2b4z1lMgAW7u5mjkwIkRtk6Zehq6trlm9n/n97dx7eVJn2D/x7sq9Nk27pvtBSFFmUAlZGccFhxEFxxuV1GAVmdPQnKAziwugroK8DroMKoqPvq6OjIzqC44oLAiqC7AgKBbpSurdpszX78/vjJKdNm7YpXZK29+e6znVyTs5JniRt7tzn2ZqamvpUIBJ9jGoj1ly8BmJOjMKUwkgXhxAyglD8iTzGGMwffoja1WvgbW7mayXi4sB8PnCiXo/3QggZpsJKKtauXTvAxSDRxO62Y/We1bg8/XJclnEZAOAXqb+IcKkIISMRxZ/IclVWouaRFbB9/z0AQD5mDJIfexTKceMiXDJCSLQJK6mYN2/eQJeDRIlTplNYtmMZiluKseP0DkxNngqVVBXpYhFCRiiKP5Fj27ULp+9aCNbaCk4uR/zChYhbMB9clPedJIRERp8axjscDrhcrqB91NFtaGKMYfOpzVj9w2o4vA4kKBPwxCVPUEJBCIlKFH8GnuK88/jRncaNQ/KjqyDLyop0kQghUazXSYXNZsMDDzyAd999F42NjZ3u93q9/VIwMnhsbhse2/0YPin5BABwUcpF+Osv/oo4ZVyES0YIIW0o/gwsn8OBlg/+g9ibbgTHcRBrtcj619uQpKTQMLGEkB71uofV/fffj6+//hobNmyAXC7Hq6++ilWrViElJQVvvPHGQJSRDCCry4r/+vi/8EnJJxBzYiy+YDE2zNhACQUhJOpQ/Bk4tt27UXLNtahZuRItmz8Q9ktTUymhIISEpdc1FR999BHeeOMNXHrppViwYAEuvvhi5ObmIjMzE2+99Rbmzp07EOUkA0Qj02CycTJaPa148pIncUHSBZEuEiGEhETxp/95m5tR+9RTaHl/EwBAkpQESRzNN0EI6b1e11Q0NTUhJycHAN9+NTCE3y9+8Qt88803/Vs6MiCsLiuaHG1DL94/+X68N/s9SigIIVGN4k//YYzB/NlnKL7613xCwXHQ/+5m5HzyMTTTp0e6eISQIajXSUVOTg5KS0sBAGPGjMG7774LgL+CFBsb26+FI/3vp8afcOPHN+L+b+6H18e3P1ZIFNAr9BEuGSGEdI/iT/+pW/MEzvx5KbyNjZCNGoXMt/4J4yOPQKzRRLpohJAhqtdJxYIFC3D48GEAwIMPPoj169dDoVDgz3/+M+67775+LyDpH4wxvHXsLdzy6S04bTmNCnMF6ux1kS4WIYSEjeJP/9HOnAlOJkP8okXI3rwJqguoppoQ0jccY4yFc2BJSQmys7M7ddgqLy/H/v37kZubi/Hjxw9IIfuT2WyGTqdDS0vLiBl+0OwyY8XOFfiq4isAwOXpl+PRaY9CJ9dFuGSEkGgUbd+TAxl/ou21DhTnyZNwHC+CbvavhX2exkZI4mhQDkJI98L9ngy7piIvLw/19fXC9k033YTa2lpkZmbiN7/5TZ8SivXr1yMrKwsKhQJTp07Fnj17ujz2lVdewcUXXwy9Xg+9Xo8ZM2Z0e/xId6T+CG786EZ8VfEVJCIJHpzyINZetpYSCkLIkDGQ8We487lcqH/+BZT85reofvhhuMrLhfsooSCE9Kewk4qOFRqffvopbDZbnwuwceNGLF26FCtWrMCBAwcwYcIEzJw5E3V1oZvmbN++HTfffDO2bduGXbt2IT09Hb/85S9x5syZPpdluPExH1bsWoEz1jNI06Thn1f9E3PPmUvDAxJChpSBij/Dnf3AAZTOuQ4NL74IuN1QX3QROIUi0sUihAxTve5T0d+effZZ3H777ViwYAHOPfdcvPTSS1CpVPi///u/kMe/9dZbuOuuuzBx4kSMGTMGr776Knw+H7Zu3TrIJY9+Ik6E1b9Yjatzrsa7s9/F2PixkS4SIYSQAea1WFC9ahXKfzcXrpISiOPjkbr2b0h7cT2kSUmRLh4hZJgKe54KjuM6XeHu6xVvl8uF/fv3Y/ny5cI+kUiEGTNmYNeuXWE9ht1uh9vthsEQelxtp9MJp9MpbJvN5j6VOdodqjuE0pZSXJd3HQAg35CPNReviXCpCCHk7PVn/BnuMYG5XCj9zW/hPn0aAKC7/rdIuu8+iHXU5JUQMrDCTioYY5g/fz7kcjkAwOFw4M4774RarQ46btOmTWE/eUNDA7xeL5I6XDlJSkrC8ePHw3qMBx54ACkpKZgxY0bI+1evXo1Vq1aFXaahysd8eO3oa3jh4AvgOA6j9aOpZoIQMiz0Z/wZ7jGBk8mgu24OWv7zHySvehTqC6dGukiEkBEi7KRi3rx5Qdu///3v+70wvbVmzRq888472L59OxRdtBNdvnw5li5dKmybzWakp6cPVhEHRZOjCX/57i/YeWYnAGBW1ixk6bIiWyhCCOkn/Rl/hltMYIyh+d//hmLMGCjHjQMAxN92G+L+8AeIqP8EIWQQhZ1UvPbaa/3+5PHx8RCLxaitrQ3aX1tbC6PR2O25Tz/9NNasWYOvvvqq25E/5HK5cHVrONpbsxcPfvMg6lrrIBfL8Zepf8F1uddRZ2xCyLDRn/FnOMUEZ2kpah5ZAfvevZCPHo3s9/8NTioFJ5OBIgAhZLBFtKO2TCbDpEmTgjpZBzpdFxYWdnnek08+icceewxbtmxBQUHBYBQ1Kr165FXc9sVtqGutQ7YuG/+6+l/4Td5vKKEghJBhjLndaHjpZZReOwf2vXvBKZXQXXcdQN/9hJAICrumYqAsXboU8+bNQ0FBAaZMmYK1a9fCZrNhwYIFAIBbb70VqampWL16NQDgiSeewCOPPIK3334bWVlZqKmpAQBoNBpoNJqIvY5IkIqk8DEfrhl1DR6a+hBUUlWki0QIIWQAtf74I6r/+xE4i4oAAOpp02BctRKytLQIl4wQMtJFPKm46aabUF9fj0ceeQQ1NTWYOHEitmzZInTerqiogEjUVqGyYcMGuFwuXH/99UGPs2LFCqxcuXIwix4RTq8TcjFfdX/rubciT5+Hi1IuinCpCCGEDDT7wYMon/t7wOeDODYWSX9ZjpjZs6l2mhASFTjWcVahYS7cqcajjdfnxUs/voQvyr7Av67+F9VKEEIGzFD9njwbQ+m1Mp8PFbfOgyQlGUkPPghJF0OpE0JIfwr3ezLiNRWkZ3X2OjzwzQPYV7sPAPB52efCPBSEEEKGJ09TExo2vISExYsh1qjBiURI/99XIRomHc0JIcMLJRVRbueZnVj+7XKYnCaoJCo8UvgIrs65OtLFIoQQMkAYYzB/+CFqV6+Bt7kZAGB86C8AQAkFISRqUVIRpTw+D9YdXIf/Pfq/AIB8fT6env40zT9BCCHDmKuyEjWPrIDt++8BAPL8fOiumR3hUhFCSM8oqYhSa/evxT9+/gcA4Kb8m3Df5PuEDtqEEEKGF+bxoOnNf6L++efBWlvByWSIX7gQcX9YAE4qjXTxCCGkR5RURKn5583HjsodWHj+Qvwq61eRLg4hhJABVP/8C2j8+98BAKopU2BctRLy7OwIl4oQQsJHSUWUcHvd2F65HVdmXgkAiFfGY/O1myER0UdECCHDneGW38P86aeIv/MO6H77WxomlhAy5ER0Rm3CO2M9g/lb5mPp9qXYUrZF2E8JBSGEDE+23btR+9RTwrYkIQGjtnyG2Ouvp4SCEDIk0a/WCNtasRX/vfO/YXFZoJVpIRdRvwlCCBmuvC0tqH3ySbS8vwkAoJ4yBZrp0wEAnIRCMiFk6KJvsAhxeV14dv+zeOvYWwCA8fHj8eT0J5GqSY1wyQghhPQ3xhgsW7ag5vG/wtvQAADQ/+5mKCdNinDJCCGkf1BSEQGnzaex7Jtl+LnxZwDA/LHzcc8F90AqohE+CCFkuHHX1KBm1aOwbtsGAJDl5CD5sUehooSCEDKMUFIRAcUtxfi58WfEymPx+C8exyVpl0S6SIQQQgYAYwwVt90G16liQCpF/J/+hLg7/gSRTBbpohFCSL+ipCICLk2/FP994X/jkrRLYFQbI10cQgghA4TjOCTeey8a//4Kkh9dBXleXqSLRAghA4JGfxoEZS1luO3z21BjqxH23Zh/IyUUhBAyzPhcLtS/sA7NmzYL+7SXXYbMt9+ihIIQMqxRUjHAPi75GDd+fCN+qPkBq39YHeniEEIIGSD2AwdQet1v0LB+PWrXrIHHZBLuo2FiCSHDHTV/GiCtnlas2bMGm07ywwZONk7GQxc+FOFSEUII6W9eqxV1zzyD5n+9AwAQx8XB+PBDEMfGRrZghJARz+nx4nSTHcX1NtS0ODDvoqwBey5KKgZAcXMxlu1YhlPNp8CBw50T7sQd4++AWCSOdNEIIYT0I8vXX6Nm1aPw1NYCAHS//Q2S7ruPEgpCyKDx+RhqzA6UNthQUm9FSYPNf9uGSpMdPtZ27A0FaVDJBubnPyUV/exg3UHc8eUdaPW0Il4ZjzUXr8HU5KmRLhYhhJB+5iwtReXCRQBjkGZkIPnRVVBfeGGki0UIGaZa7G6UNFiFhKG0wYaSBhvKGmxodXu7PE8jlyA7Xo2cBDVsTi8lFUPFOYZzkKZNQ5wiDqsvXo14ZXyki0QIIWQAyLOzYZg3D5xUiviFd0GkUES6SISQIc7p8aK80d6WNNTzSURpgw2NNleX50lEHDLiVMiJVyMnQYPseLWQSCRo5IPSr4uSin5Qbi5HmiYNYpEYCokCf7/y79DL9dTciRBChrnEB+6nTtiEkF7x+RiqzQ4hYSipt/mbLFlxxtQa1FypI2OMgk8YEtT+BEKN7HgN0vVKSMSRHX+Jkoo+YIzh/ZPvY82eNbh93O24Y8IdAEC1E4QQMkJQQkEI6Uqz3YVif41DaYdmS06Pr8vztHKJP1ngE4a222qo5dH70z16SxblbG4bVu1ahc9KPwMA/NjwI3zMBxFHo/QSQsiwZ6kF3r4RyJ8FjLkaSBoLUIJByIjjcAeaK7XvIM0nECa7u8vzpGIOmXH+JkpCUyW+2VK8RjYkL1hQUnEWjjUew7Idy1BhqYCYE+OeC+7B/LHzKaEghJCR4sRnQPUhftn+VyA2A8i/mk8wMgoBMYVXQoYLr4+hqrk1KGEo8dc6VLW0gnXTXClZp+hU65ATr0ZqbOSbK/U3+tbrBcYYNhZtxJN7n4Tb54ZRbcRTlzyFiYkTI100QggBALS6vDjTbEelqRWVplb8bkoGRKKhd8Ur6h3/NHi7uQL4YQO/KPXA6F/xtRi5VwAydWTKSAjplSabC6UN1rY+DoGmS402uLprrqSQICdBg1H+Gge+v4MGWfGqARtpKVyMMTQ6GnGi6QTO2M7ghtE3DNhzUVLRC5XWSjy19ym4fW5cmn4p/mfa/0An10W6WISQEcTu8uCMP2GoNLUlD5XNrThjsqPBGjw6yJXnJiEphkYl6nepFwCmMqChqPN9rSbg8L/4RaIAci7lazBGXwVoEga7pISQdhxurzCaUmmDDcXtRldq7qa5kkwsQmacSmimlNOus7RBHR3NlRweB4pbinGi6QROmE7gZPNJnDSdRJOjCQDAgcPV2VdDJVUNyPNTUtEL6dp0LJ+6HHa3Hbece0tU/AERQoYXqzOQNNiFxOFMc6uQPDR1M6RggFYuQapeiTS9qtura6QPLn2QXxpOAUWf8DUXp38A0KEdhMcBnNjCL+CA9KnAmFnAmF8DcaMiUXJChr1Ac6X2CUOgg/SZ5tZuz02NVQYNx8r3edAgVa+EOEpqfRljqLJVCclDIIEoN5fDxzp/54s4ETK0GcjT58Hmtg1YUsEx1l1LsOHHbDZDp9OhpaUFMTExkS4OIWSEsTjcQoJwJqimgb/d3ZWygBiFBGl6FdL0SiF5SNMr/YsKOqW0T2UcSd+T/fparXV88nD8E6B4G+B1dn98fH5bgpFyASAaXu2rCRlIjDF/c6XgIVlL6m0ob7TD5e36gopOKW2XMLR1kM6KU0Mpi67pACwuC041n+qUQNjctpDHx8pjka/PR54+D6P1ozFaPxo5sTlQSpRnXYZwvycjXlOxfv16PPXUU6ipqcGECRPwwgsvYMqUKSGP/emnn/DII49g//79KC8vx9/+9jcsWbJkcAtMCCHdaGl187ULprbahUCtw5nmVrS09pw0xKqkfMIQ2z5hUCE1lk8i+po0kAGiSQQuuJVfnFag+Gug6FM+0Wg1dT6+oQj4rgj47m+AxgjkX8U3k8q+BJDIB7/8hEShVpe3XW1D+07SVpgdni7Pk0lEyIpTISdeg2x/AjHKP6eDXiWNutYmHp8HFZYKPnFoOoGTppM4YTqBKltVyOMlIglG6UYJiUMgiYhXxkfstUU0qdi4cSOWLl2Kl156CVOnTsXatWsxc+ZMFBUVITExsdPxdrsdOTk5uOGGG/DnP/85AiUmhIxkjDF/0tC5TwPfRMkOSzdBLsCglvkTBmVQwpBm4BMJrYKShiFPrgHOvYZfvB6gYhefYBz/mO/U3ZG1Btj/Gr/INEDuDL4GI+9KQBk76MUnZDB5fQyVJrvQObrEP6dDab0NVS2OLs/jOCBFpxRGVOI7SfP9HVJio6e5UkeNrY18jYM/cThhOoHi5mK4fKGbtyapkoTkIZBAZOmyIBVFV6yIaPOnqVOnYvLkyVi3bh0AwOfzIT09HXfffTcefPDBbs/NysrCkiVLeqypcDqdcDrbqqDNZjPS09PPrqp732uArQFIKwBSJwGK4d0sgJCRhjGGZru7U+1C++TB6uw5aYhTy4Rkoa2JUlvyEM2TFwHDu/lTv8aEs8EYUPsT30Sq6BOg+nD3x4skQOY0PsEYMwvQpQ18GQkZAIwxNFhdwkRwJe36OVT00FxJr5J2GpI1O4FvrqSQRldzpfacXidKmks6JRCNjsaQxyslSuTF5gU1XcrT50V8UKCob/7kcrmwf/9+LF++XNgnEokwY8YM7Nq1q9+eZ/Xq1Vi1alX/PNiBfwBVB/0bHJAwhk8w0qcAaZP59rHUJpaQqBVog9tWu2DvVOtgd3l7fJx4jVyoZWjfpyFdr0RKrDLiQwiSrvVrTDgbHAcYz+OXSx8Amk8DRZ/xNRjlOwFfh6TV5wFKd/DLZ/cByRPa5sOgCfdIFAqMrlRcbxWShsDEcN3V5MolIqGDdPuJ4HLi1dCrZYP4CnqPMYYaW01bnwd/AlFmLoOXdY4pHDika9ODah9G60cjVZs6pOc8i1hNRVVVFVJTU/H999+jsLBQ2H///fdjx44d+OGHH7o9PyI1FXteASp2A5V7gebyzvfLY/hhBtMm80tqAaCO691zEELOWuBKWPCISe2aKJla0eruOWlI1Mr9CUNwB+hAP4eovDLmbgWaSoGmYqDxFNBYzG/fshmQ9C4gU01FhLSagJNf8QnGqa8Al7X742Mz+BqM/Fk04R4ZdI1WJ4rr+eShuM7Kr+ttOG2ydzkZHMfxoysJQ7K2G2EpRaccEnPq2Ny2oFqHkyZ+2FaL2xLy+BhZTKfkYVTsqAEbgWkgRH1NxWCRy+WQy/upw9uU2/kF4Ef5qNwHVO7h12cOAE4zULKdXwIMOW1JRtpk/sqSOLrawBEyVPh8DA1WJyo7JAxn2g296nB3P4QqxwFJWkW7Jknt+jT4axqiMmkAAK8bMJXzSUNTMZ84NJ4CmkqAlkp0Gs4U4C+AxOcNelGjVX/GhIN1B6GUKDFKNwrS/vheV+qB8Tfwi8cJlH7jbyb1KWCt7Xx8cwWw+0V+CUy4N+ZqYNTlNOEe6ReBvg6nAklDnT+JqLfC1M1IdTEKCXITNXzykNA2wlKGQRW9368deH1enLacFpKHQAJRaa0MebyEkyA7Nht5sXlBCUSiKjHqOoUPlIglFfHx8RCLxaitDf6irK2thdFojFCpekGT6B8KcBa/7fUA9cf4WozKffy64QQf7JtKgB838sdJlEDK+XyzqUCiEZMcuddBSBTx+Rjqrc7gSd0CCYN/gree5l3gOMAYo+hUuxC4nRyrgFwSxUHN5wVaTvtrGkraah0aT/E/IkNUpQsUOiAuFzCM4udAiMsF1PGDV/YRZvUPq3Gs6ZgwCku+IR/5+nyMMYxBviG/b+2gJXK+k3belcDVzwJVB/gajOOf0oR7pN/ZnB6hyVL7BKK0wdZlX4dArcOoBA2/JKqRm6DBqEQN4qJkMrhwmRymoNqHQMdphzd0J/FEZaLQ7yGwztHl9M/FhSEsYkmFTCbDpEmTsHXrVsyZMwcA31F769atWLRoUaSKdfbEEsA4jl8K/sDvazUBZ/a3JRmVewFHC1DxPb8ExKQFJxnJEwApzYBLhh+vj6HO4ghOFNolDlXNjm476wGAiAOSde06P3cYdtWoU0AmifI2qYwBlup2NQ3FQKM/gTCVAt5uJriTqoG4HH/ikNuWPBhGASoDtbEfJIwxGBQGaGVaWFwWFJmKUGQK/rFvVBsxRj8Gow2jMcYwBmP0Y86uzbRI5I8RBcCMle0m3PsEOL0HNOEeCQdjDPUWJ075mykJTZbqrN2OsCSXiJCToMGoBLU/eeBv58Rrom5Oh564vW6UtHTuOF3fWh/yeIVYgdzYXIw2jBZqIPL0edAr9INc8qEhoqM/bdy4EfPmzcPLL7+MKVOmYO3atXj33Xdx/PhxJCUl4dZbb0VqaipWr14NgO/c/fPPPwMAZs2ahblz52Lu3LnQaDTIzc0N6zkj2lbY5+N/NAQSjMp9QN1PQMfZD0VSIHl8u2ZTBUBsJv1YIFHP62OoMTtQ2RS6T0N1Syvc3u6/csQiDsk6hb+GoXOfBqNOAak4ypMGgE8c7I3t+jcE+jqU8Lfd9q7PFcsBQ7Y/WcgJThy0xgH/LhjOfSo66utrZYyh2laNoqYiHDcdR1FTEYqairpsIqGWqjFaPzqoRiM3NhcKyVleSKIJ90gHbq8P5Y12oZlScZ0Np+qtKKmzwtLN6HVxapk/YfAnEIka5CZoonpo1q4wxlBrr+1U+1DWUgYPC/0epGnS+CZL7RKIdG06xKKhlTgNhHC/JyM+o/a6deuEye8mTpyI559/HlOnTgUAXHrppcjKysLrr78OACgrK0N2dnanx5g+fTq2b98e1vNFXbB0WvkRpYRmU3sAW4iMWZ3QlmCkTeaDgVwz+OUlI5rD7UVVMz/M6hn/cKvtb9e0OODxdf+VIhFxSIlVtpunIXjYVWOMApKhkDQEtDYH1zQIfR2KAWdL1+dxYkCf2aG50ij+ti4NiGAgi7rvyQE0UK/V4rLghOkEn2SYinC86ThOmU6FHIdexImQHZMdVKMx2sBPYtUr4Uy4154w4d6vgeyLacK9IcbscPtrG4I7S5c32rv8HhZxQIZBhVEJGuQmtjVbyonXRP0IS12xu+041XyqUwJhdplDHq+VatuGbPUnEHn6PKil1A+pK0MmqRhsUR8sGePbTQu1GXuB6h8BX4cOUZwISDw3uBN4XC5ddSJnjTEGs8PTliz4Oz63JQ0ONFh7uAoKQCrmkwa+aZKq07CrSTGKIXfVCy5bcP+G9rftDd2cyAG6dL65Use+DrEZUTtoQ9R/T/ajwXytHp8HZS1lOG46jhNNJ3C86TiKTEVocjSFPD5eGd+pn0amNjO8K6fhTLjXnkwL5F5BE+5FGcYYqlscnfo6FNdbUWfp+vtYJRMLNQ5tyYMGmXGq6O5T1g0f86HSUtmp6dJpy2mwEINUiDkxsmKyhORhtJ5PIIxq45Dq7xENKKnoQl8CyOc/1cDq8CBBK0eCVo5ErRx6lWzgh0BzO4CaH4ObTbWc7nycQscPYysMaXsB38aaELR1gg6qZeiwDmdiN5VMjNRYPlEIWvtvJ2qHYNIA8KPtCEOythtVqbEYsFR1f67GGFzTEOjroM8ekv2jKKkYPIwxNLQ2CAlGURNfq1FuLg/5Q0khViBPnxeUbIzWj+5+eMqzmXAv6xf++TBowr3B4HB7hSZLQvLgn+ehu7lzkmLkbR2lE9TITdRiVKIaxhjFkP7h3OJs6TRk68nmk2j1tIY8Pk4R1zbikj+ByNZlQy6m2rf+QElFF/oSQK7f8D32lQdXJ4tFHOI1MiRqFXyyoZEjMUYu3OaTD/6+fu3QZK4GzuxrSzLOHABC/bPF5bU1m0qfAiScQ2OZD1Mujw/VLa3CKElVHZooVYfRCRrg29WmxCpDJg5peiV0SunQDVZeDz/EalCtgz+BaKns3L+pPaWhXcfoUW21DoYcQK4dvNcwCCL9Q3swRetrtbvtONl8Uuijcdx0HCdNoX9UBSbSyjf4azT0+cg35CNJlRT6f7WnCfc6ogn3+o3J5mrr61BvExKI0012dNVyVCLikBWvbuso3a6ztFYRnbWd4XL73ChrKes0aVytPcQQygBkIhlGxY4KSiDyYvMQp6Q5wQYSJRVdCLwx9U31vQ4gT245gWPVFjRYXKizOLsdozkUtVyMRK0c8RoZ4v01HfEaGRLarRO0MuhVst5f6fW6wdX9DO7MfnCV+yE6sw9cU0mnw5hUBZZyPljqJPjSCsBSLwA0Sb17LhIRVqcHVc0OnDG1oqrZwd9ubkV1iwNnTA7UW51dTjgUIOIAo06BlFgFUnQKpMQqkRKrQKref1unGHKjeXTCfIC5ClxjMbimEv9SDK6xBGguB9fNDygm14IZcsAM/OhKzJADFsevR1JzELPZjARDQtT90B4IfYkJG7aVoMXhgVYugVYhgUbBr7UKSad9/TG4gNfnRaW1UvgBVtRUhJPNJ1Fnrwt5vE6uE3585evzMVo/Glm6LEhF7X6ItjZDdOorcEWfQVS8FZzL1m0ZWGwGfPlXwTf6KrCMqXytBgni9TGcaW5FSb0NJfV2ft1gQ3GdrdvfDVqFhB9VKUGNnASVf24HNdINyqExOEU3AjVyJ5tP4pTpFL9uPoWSlhJ4uvhOTlGnIDc2F3n6POTqc5EXm4d0bTok9Dc36MKNCSM2qdh5cic02r51dPZ4GVpavTDZfDDZvPxi77Bt47ddPYx4056IA2JVIsSqxdCrxNCrxdCrRdCrxIhVi2FQixHr31bKuv6iEbc2Q1V3DKran6Cq/Rmqup8hDhEwXNpk2JPOhS1pLOxJ58IRnwcmHpodtoYqxhia7T40WDyoM3tRZ/Gg3uxFndmDeosX9WYvrM6eaxlkYg4JMWIkxkiQoBXzt7USYV+cRjw0myZ1xBgkrU2QN5+GrKUS8ubTkLdU8rdbKiHqZkhWn0QOZ0wqnLHpcOnS4NSlC7c9Sj1dhQVgtVgxLW/aiEoqziYm3PlaNaqae24yCAAyCQe1jINKLoJaLoJKxkElE/m3O9/mj/Fvy0VQy0SQSkL/bZpdZlSYK1BuKecXczmqbFXwhah5k3ASpGnTkKHNQKY2E5kxmcjQZkAtVYPzuqCpPICYsu8QU/YtpPbQfT0CPPIYmDMvgjn7YljSJ4NJlWG9F8OF0+1DpcmDyiY3zjR5UGlyo7LJgyqTp9uYn6AVI80gRZpBgjS9f22QIlYlGrq1wOBrHZqdzWh2NKPZ2QyT04Raey0qLBU4bTnd5YzTCrECGdoMpGvThXW6Jn1IzTgdrTivC1JLLWTWWn5tqYHDkIWW3Ct69TjhxoQRm1TsKd6DWF3soDwnYwx2F59oNNo8MNm8aLJ50GT1oMnmhcnm4bdtXrTYvaHmxO2SUspBr5bAoJbAoBHDoJZAr+bX/CKGXi1BrEoMMccgM5VBUXMEiuojUNQegayxBFyHZ/SJZXAmjIHDeB4cxnFwGMfBo0miH1t94PUx1Fs8qDW7UWf2oM7sRq3ZjdoW/nadxQOXp+dPXqsQITFGiqQYiX/ddjsxhv+ch3JQ6kjU2gxZy2lITeWQtpyGrLkC0uYKyJpPQ9TNkKxMJIFblwZXbDrcugy49Blw6zLg1mfAo07gBzogXWpuacaUUVNGVFJxNjFh034TGiwe2Jw+2Jxe/9oHm6tt2+HuvxArFXNQ+5MStVwEtUwctM0nIfw+udQDO2rQ7KlAg/M0alrLcdpWjlZP6P+bBGUCsmOykRWThayYLGTHZCLd3ABt6Q6oS3ZAbirttmw+sRz2jCmwZU+HLfsSeIdJfz7+go8XFY0uVDS5cLrJhdON/LrW3HVCKRVzSNNLkR4nQ4ZBJqxT9bJuLwZGI6fXCZPDBJPTBJPDhCZHE387sO1sgslhgtVt7fZxRBAhWZMsJLOZ2kxkxWQhQZkwrOLWYBI5rZBYqiG1VENirobUUgOJpaZtn72x0zmW3CtRc9XqXj1PuDFhxCYVB0oPwBAbfV96Hh9Di92DRiufaPBrt7AdSEYabe5eBSu+9iOQfPDrOLUERoULeZ6TyLQfR5L5J8Q0HIXE0dy5XOoEuIzj4UweB6dxPFxJ54LRVQRBq8uHWrPLnyi4UWN2oc7sRk0Lnzw0WNxdtpcN4ADEawPJggxGHZ80GHUyf/IghUo+xJsmhcC5bJA2l0NiKoe0ucK/LoekuQJiR9dDsjJOBE9MCjyxGXDrs/h1bAY8+ix4tEZqltEHTc1NuCD7ghGVVAxUTPD4GOxCwsGvre22g2+3T07a7rO7eq6lDA+DVN4MpaYGUmU1OHkVvJIqeEShayRkIiWMikykabIwWhqDC2x1mFh9CLE1RzpdjAp+Fg7OlIlozbkU9lGXw6PP7KfyDxyPj6G62YWKRifK/UuFf+mullinFCMjTo6MODkyDXJkxvO3k2KkUV8rbHfbYXKa0OhoDEoWgrYdJtg83TeJa08iksAgN0Cv0MOgMCBRmcgnqbpspGvTqeN0bzAfRPYmSMxVkFiqITFXQexfSyw1kJirIXKFrv3pjtM4DjX/9Vavzgk3JlBSMYTZnXyNR6MtOAHhk45ATYgHzXZPjz9o2zDkSesxTVGCSeJTGOs7iUxXCcQIHn2CcWK44vPgSh4PZ/IEOI3j4YnNGJa1GfxQq14+WWhx88lDixs1ZjdqW/hEoqW169E5AqRiDokxUhhjpPw6kCzo+NsJ2v5pdx2NOI8DkuYKSJor+FqH5gpImsshNZVDHOJKSnseTZKQOPBJQybcsZnwxKQCEmqmNxAoqYguXh9f2x2clLTdtodIStofE1h3GQZErRArqiGSV0OsqIJIUQ2RrBacqPP3GmMiiFwGpLllmOxuwQxHBca6WmHwdf3Du0WThfq06WjJnA5fyjhoFBIoZZFp6mNzelHRFEgYXELycMbk6nZuh2SdzJ88+NcGPnmIVUXXxQvGGGxuG5ocTWhyNvFrf3IQqFEIJA0Ob9ezaHckF8uhl/OJgkHhTxrkhuBthQFaqZZqHcLldUNirYVYSBqqIbFUt21basB105T3bDBODFfiOai5+e1enUdJRReGQgDpb14fQ7O9raZDqPXw13gEko9GmwetIa6IyeHCOK4E54tO4XzRKVwgOgkj13lSJatIi0rNOWiIHQtrwnnwJI+DTq+HQS2BWh69bUW9PoZGa1utQq0/Wajx1zrUmd1odfd8pVAtF/lrFPy1DDr+Nl/bIIVeLYEoSt+DPmM+cC47xLb6oIRB0uxPICw13Z7uVRn4RCE2E259pr/WIROe2PQR1047GlBSMfz4GEOrq6vkI1StiRvN7iqYvadh5yrhEZ8Bk1aBk4RuPqX1iDHW1YrzXK3Id7kxxulCuseDjnWrtSwWX3kn4UtfAQ5Lz4NcrhCabKnlYmgUbU24NHJxh9v+Y/xrpUwU8juVMb65aVvy4BRqIBqsXTdZUkg5IVkQFoMcaQYZ5JLIXvBhjMHsMgvJQqAmQUganG01C6EmWOyKUqIMqlkQkgR58LZKooraGB6tOJcdEksVxOZ2tQuBbUsVxNb6bmv8zoZPooBXmwxPTDI8/rVXm+LfToFXk3BWtfjhxoToSrHJgBCLOMRppIjT9Dz0nN3F9/EIam5l86DRmogjtgLs8NeCyG21mMCd8icaJzGeK4XGZ8EY8x7AvAeoAHyMwymWgoO+PBzhclGmGIMWbRZiNQrEaSTt+n1IEKeRCrcl4v794nJ6fO2aIvG1DO0Th3qLG2GMtAqDWtJWsxAj8ycN/kUng1YxBJsm+TwQuWzgnFaIXDaIXFZw/nXQtv9+ruN+Ybvn6nGvXNsuacgUmiq5Y9PBhtmQrIREGxHH+X+gi5EY9lk5QVs+nw9V1gYcbyzGqeYSlFtKccZWhiZXLSwSL3ZLZNitaqs9VPp8yHO5McblQr7LjXyXC3muFszltmIutsLClNjROh5fWAuw3TcRZvRuRmMO8Hdub0s8XB6GiiZnyAtkAQa1BJntEofMOBkyDHIkxEgH/cKPl3lhdppD1yy0SxhMDhM8LLxBAQBALVUjThEnJAd6hZ7f9tcwBJIIpYQu2pwVxiBqNXVulmSu5m9bqrttvnu2vAodPNpkeGNS/ElDCrxaI98UWJsMX4QHGxmxNRVvffoWdFpdpIszZPkYYHMBLU7A7ABsDg80lgoYbSeR7jiFXPcppLLO40xbmBKHfTk4yPJw0JeLQ75cNCE469XIgBh5h0XBr3Xt9iml/P+O3Q00tQJNdv+6w9LNpKMCEQfolYBBARhUgEEZvOiVgDSKcgaRzw2Jp7Vt8bZC4rG3u90KadB9IW57WiHxhfHm9IJHLIdNaYRNncyvVW2LW6odls3jhqMWSwvmzpo7omoqKCacPafPiRpXDaqd1ahyVaHaWY0aVw3crPPwqRxjyHR7kO9yYYzLjdH+tcELlKrOwY/KSdgvK0AVi0OrB3C4gVaPf3EDDv+6pwEVRRyQoAKSNIBRw68Di2oQpnbwMi+sXivMHjMsXgssHgvMXnPb2r/P6rXCh/D7zKhFamglWmjFWsRIYqAVa6GVaBEjjmnbFmuDhw0mvcb5vFA4m6B0NEDpaPSv66FsbRD2iXtRIxQOBg4OuR6tinh+Uca33fYvXklkJlMNNyaM2KQCsUA/1zqRDhKUHKYaxShMleHCFBkmJzBopZ3f9FK3AQe9OTjEnYODyMcxlgFPGJVozOMC83kgkvXcYdznboXHUgevtR4eSz081jr/tn9tN3U/8Vk/UUmAGBmHGDmHGJn/trC0v6/Dvg7b8i6GljxbrR4Gs5PB7GIwuwCzi6HFFdgH//7g+82uzuc4e+5aQoYCDkAzRlRSQTGhn3GALEEGRaoCylQlYjMVUKcp4eqiD4LB6+UTDCdfo+GtdmDPT3Z8VOzBkYbO382cWAZOpoJIpoZIpvIvajDmg7u5Eh5zTc+T+p3NyxJzkMRIIImRQKqTdnlbrBaDC7OjNvMxeCweeMz84ja74Wlpd9vs4bctHrBeDE9PuqaUABlaETJjOGRqRUG3M2NESNVwkPRzR3uHh6HC4kO5maHc4gu6XW72odLK4Bn4nyFnJ8yYMGKTCroqFQHMB62tErEtp6BvOYXYlpPQ2s50OszDSVGjzEa5Ig9F4jwc5XJR4THwtSL+pbXDBTCNLHTtQqDWQS3tw0Vy5oPE6+j6an/7mgGvvYv7+P393X7SI1bAI1HCI1bCLVEKtz2SdotYCY9EJWy7xR3vU4LRSEmkHaqpIAPF4rGgzl4Cc/Mh1LWWotxnRZlUDF+IL2iZjyHX7cIorxhGeRpiYydCbZgMhaR3zaTC4fK5QtcoeCyweNtu231dD2XdkQgiaMQaoQahY81CYK0WqyHmoqgqfKhjDFKPzV+rUO+vWWjgt52NULY2QO429/vTuiWq4JoFZTzsing4/NtOWcyQHc6caiq6MFI65Q0VnMMMee1PkFcfhrzmR8iqf4TY2fmf3aNJgjN5PD+cbfJ4WPT5aHRK4PIyJGqlocf9HsT+Ar3BOBF8MjWYTAOfTA2fTAPmX/vkXewPbMvbtplUBYgoEJH+Rx21yaDxuMCVf4eaU1tQVncQp5gLRXIpimQy2EShf4ClcDLkaDKQaTwf2fp85OhyupzrIDBsaqhOze37L/Rl2FSDwhCys3OMLAaiIfojMqr5vBDb6v0jJVUL/Rrab3c3j9HZ8qgT+P4LgY7PMSlBnaKHc99A6qhNhgSmiIEjsxCOzEL/DgZJcznk1T8KSYas4SQk1lpITn4J9ckvAQBJIgkyEvLhic0E525tlwi0Swo84Q+XF1ZZRZK2H/T+BKDTD3+5psukgMn9a4mS+hYQQggASGRgoy5H0qjLkcR8uLjmCFTF26Eo3oo6y2kUyWQ4LpOhSCZFkVyGaokEVcyFKsspfGc5JTyMRqJCli4Herk+KGno7bCp7Uc+omFTI8TjFCZwa+sE3W64VWstuH5u2sZEEni0Rn+SkAKPv/OzsK0x0hDmYaCkgkQXjuMnL9NnwXbuNfwutx2y2p8hr/kR8uojkFUfhsTewNdw1P7U40P6JIrgH/ftagU6/fDvolbAJ9MAYhklA4QQMlA4EVzJE+BKngD8YjEkpjJMKt6GXxRvg7z6MDgwtIhEOCGT4rhMhuMyKU7IZDglk8LqseNo49GQD6viJIgTK2GQqBAvVsEgVSNOrObXUg3iJFoYZBqoxApwIgnAicA4EV8THLjt8gIeE5ithW/Cwon9x7S77T9HuM2JwDhxiGP8+4XjRlZc4ZwWf5IQGC2pql3SUA2JvaHfn9MnVbUNq+pf88Ot+oddVcVTzX8/oKSCRD0mVcGZVgBnWoF/B4PYUg159WFIrLXBzYM61gxIVYCYRsEghJChxqPPgrlgAcwFCyCyNUJVuh3K4m0oqNiNyY62mYTdAEr8iYZZJEKC14t4rxcJHi8SvF6ooryVNwMXnMCIxABEYKKOiUnwNp+YcO0SnHaPEUh8/AlN22O3T3D485lIHHw8OiQ+IjGY/3nAidodL2p7nC7KI3Ja2s0CXe2fBdra7++hV2XgEwWtMWi41cDwqz45jT44GEZsUuHxeeDq55kKySBSx6M194owDmQAfc6E9IpnAEbNiXYUE6KcQgvHObOBc2aDc9mhqtgNTekOqEu/hdRp9s+D0XkI26GAAxNGqqKfvZ0xTgyPJhFubTI8WiPcMcnwaIzwxCTDrTXCozWC9TTUqm9o/m1Ei3BjwohNKtw+N1o9rZEuBiGERB33CAzAFBOGEBEHe1YhGrIKgenLoK4+gpjSbxFTvhMyc3W/j7JHBpZPIodLY4RbmwSX1giXJgnudmu3Oq6HWaAZQP+7AyrcmDBik4rRcaOH/agmhBByNsyy/h9uMdpRTBjCEs8DJtwMgG8KBcYA5uXnHvJ5+ds+X4d97e/zbzMfuPb7wDoc4+Ufu+N5wvlecIHn8XkBhHgu5msrS1DZfOCCnsfXQ/m9QY/DdTy+q7KGOJ/rVL5uytrhMcNJ4JjSAKZLA3RpYLo0MF06vx3rXysNEHEc5ADkA/hnQs5euDFhxCYVMrEMMjH15CeEkI5G4ncjxQRCzgJjIRK0wJoBUgU4mZqadQ1x4X43jtikghBCCCGE9EGgAzeNnEQA0KwshBBCCCGEkD6hpIIQQgghhBDSJ5RUEEIIIYQQQvqEkgpCCCGEEEJIn0RFUrF+/XpkZWVBoVBg6tSp2LNnT7fHv/feexgzZgwUCgXGjRuHTz/9dJBKSgghhBBCCOko4knFxo0bsXTpUqxYsQIHDhzAhAkTMHPmTNTV1YU8/vvvv8fNN9+MP/7xjzh48CDmzJmDOXPm4OjRo4NcckIIIYQQQggAcIyxiE49OXXqVEyePBnr1q0DAPh8PqSnp+Puu+/Ggw8+2On4m266CTabDR9//LGw78ILL8TEiRPx0ksv9fh8ZrMZOp0OLS0tNNERIYSEMJK+J0fSayWEkLMR7vdkRGsqXC4X9u/fjxkzZgj7RCIRZsyYgV27doU8Z9euXUHHA8DMmTO7PN7pdMJsNgcthBBCRiaKCYQQMjAiOvldQ0MDvF4vkpKSgvYnJSXh+PHjIc+pqakJeXxNTU3I41evXo1Vq1Z12k+BhBBCQgt8P0a4IntAUEwghJDeCTcmDPsZtZcvX46lS5cK22fOnMG5556L9PT0CJaKEEKin8VigU6ni3Qx+hXFBEIIOTs9xYSIJhXx8fEQi8Wora0N2l9bWwuj0RjyHKPR2Kvj5XI55HK5sK3RaHD69GlotVpwHNer8prNZqSnp+P06dPU9jYK0OcRXejziC59+TwYY7BYLEhJSRmg0kUOxYThiz6P6EKfR3QZjJgQ0aRCJpNh0qRJ2Lp1K+bMmQOA76i9detWLFq0KOQ5hYWF2Lp1K5YsWSLs+/LLL1FYWBjWc4pEIqSlpfWp3DExMfQPEkXo84gu9HlEl7P9PIZbDUVXKCYMP/R5RBf6PKLLQMaEiDd/Wrp0KebNm4eCggJMmTIFa9euhc1mw4IFCwAAt956K1JTU7F69WoAwOLFizF9+nQ888wzuPrqq/HOO+9g3759+Pvf/x7Jl0EIIYQQQsiIFfGk4qabbkJ9fT0eeeQR1NTUYOLEidiyZYvQGbuiogIiUdsgVRdddBHefvttPPzww/jLX/6CvLw8fPDBBzjvvPMi9RIIIYQQQggZ0SKeVADAokWLumzutH379k77brjhBtxwww0DXKrO5HI5VqxYEdQel0QOfR7RhT6P6EKfx8Cj9zi60OcRXejziC6D8XlEfPI7QgghhBBCyNAW0cnvCCGEEEIIIUMfJRWEEEIIIYSQPqGkghBCCCGEENInlFQQQgghhBBC+oSSil5Yv349srKyoFAoMHXqVOzZsyfSRRqRvvnmG8yePRspKSngOA4ffPBBpIs0oq1evRqTJ0+GVqtFYmIi5syZg6KiokgXa8TasGEDxo8fL0xwVFhYiM8++yzSxRqWKCZEB4oJ0YViQnQZzJhASUWYNm7ciKVLl2LFihU4cOAAJkyYgJkzZ6Kuri7SRRtxbDYbJkyYgPXr10e6KATAjh07sHDhQuzevRtffvkl3G43fvnLX8Jms0W6aCNSWloa1qxZg/3792Pfvn24/PLLce211+Knn36KdNGGFYoJ0YNiQnShmBBdBjMm0JCyYZo6dSomT56MdevWAQB8Ph/S09Nx991348EHH4xw6UYujuOwefNmzJkzJ9JFIX719fVITEzEjh07cMkll0S6OASAwWDAU089hT/+8Y+RLsqwQTEhOlFMiD4UE6LPQMUEqqkIg8vlwv79+zFjxgxhn0gkwowZM7Br164IloyQ6NPS0gKA/9IikeX1evHOO+/AZrOhsLAw0sUZNigmEBI+ignRY6BjQlTMqB3tGhoa4PV6kZSUFLQ/KSkJx48fj1CpCIk+Pp8PS5YswbRp03DeeedFujgj1pEjR1BYWAiHwwGNRoPNmzfj3HPPjXSxhg2KCYSEh2JCdBismEBJBSGk3yxcuBBHjx7Fd999F+mijGj5+fk4dOgQWlpa8O9//xvz5s3Djh07KLEghAwqignRYbBiAiUVYYiPj4dYLEZtbW3Q/traWhiNxgiVipDosmjRInz88cf45ptvkJaWFunijGgymQy5ubkAgEmTJmHv3r147rnn8PLLL0e4ZMMDxQRCekYxIXoMVkygPhVhkMlkmDRpErZu3Srs8/l82Lp1K7VTJiMeYwyLFi3C5s2b8fXXXyM7OzvSRSId+Hw+OJ3OSBdj2KCYQEjXKCZEv4GKCVRTEaalS5di3rx5KCgowJQpU7B27VrYbDYsWLAg0kUbcaxWK06dOiVsl5aW4tChQzAYDMjIyIhgyUamhQsX4u2338Z//vMfaLVa1NTUAAB0Oh2USmWESzfyLF++HFdddRUyMjJgsVjw9ttvY/v27fj8888jXbRhhWJC9KCYEF0oJkSXQY0JjITthRdeYBkZGUwmk7EpU6aw3bt3R7pII9K2bdsYgE7LvHnzIl20ESnUZwGAvfbaa5Eu2oj0hz/8gWVmZjKZTMYSEhLYFVdcwb744otIF2tYopgQHSgmRBeKCdFlMGMCzVNBCCGEEEII6RPqU0EIIYQQQgjpE0oqCCGEEEIIIX1CSQUhhBBCCCGkTyipIIQQQgghhPQJJRWEEEIIIYSQPqGkghBCCCGEENInlFQQQgghhBBC+oSSCkIIIYQQQkifUFJB+sXrr7+O2NjYXp0zf/58zJkzZ0DKU1RUBKPRCIvFMiCPH67t27eD4zg0NzeHfc6ll16KJUuWDFiZhpOVK1di4sSJUfM47W3ZsgUTJ06Ez+fr18clZCigmBAaxYSBRTEhsiipGCJqamqwePFi5ObmQqFQICkpCdOmTcOGDRtgt9uF47KyssBxHDiOg0qlwrhx4/Dqq68GPVbgS63j8vDDDw/2yxowy5cvx9133w2tVjtozxnqi/+iiy5CdXU1dDrdoJUjHGVlZeA4DocOHYp0UQYdx3H44IMPgvYtW7YMW7du7dfn+dWvfgWpVIq33nqrXx+XEIBiQm9RTOgexYQPgvZRTDg7kkgXgPSspKQE06ZNQ2xsLP76179i3LhxkMvlOHLkCP7+978jNTUV11xzjXD8o48+ittvvx12ux3vvfcebr/9dqSmpuKqq64KetyioiLExMQI2xqNZtBe00CqqKjAxx9/jBdeeCHSRYFMJoPRaIx0MaKa2+2GVCoN2udyuSCTyQatDBqNZkD+/ufPn4/nn38et9xyS78/Nhm5KCb0DsWEoYViwtBFNRVDwF133QWJRIJ9+/bhxhtvxDnnnIOcnBxce+21+OSTTzB79uyg47VaLYxGI3JycvDAAw/AYDDgyy+/7PS4iYmJMBqNwtLdP9Czzz6LcePGQa1WIz09HXfddResVmuXxweqDl9++WWkp6dDpVLhxhtvREtLS6djn376aSQnJyMuLg4LFy6E2+0W7nvzzTdRUFAgvKbf/e53qKur6/b9evfddzFhwgSkpqYK+8rLyzF79mzo9Xqo1WqMHTsWn376KYC2q3SffPIJxo8fD4VCgQsvvBBHjx4Vzm9sbMTNN9+M1NRU4Wrfv/71L+H++fPnY8eOHXjuueeEq3xlZWWdqrp7epxwFBcX49prr0VSUhI0Gg0mT56Mr776KuiYUFdeYmNj8frrrwMAsrOzAQDnn38+OI7DpZdeCgDw+Xx49NFHkZaWBrlcjokTJ2LLli1Bj1NZWYmbb74ZBoMBarUaBQUF+OGHH4T7N2zYgFGjRkEmkyE/Px9vvvlmp7Jt2LAB11xzDdRqNR5//HHh7+XVV19FdnY2FAoFAKC5uRm33XYbEhISEBMTg8svvxyHDx/u8r3Zu3cvrrzySsTHx0On02H69Ok4cOCAcH9WVhYA4LrrrgPHccJ2x6runt6HwFW9TZs24bLLLoNKpcKECROwa9euoPLMnj0b+/btQ3FxcZdlJqS3KCZQTGiPYgLFhGhBSUWUa2xsxBdffIGFCxdCrVaHPIbjuJD7fT4f3n//fZhMpj5n+CKRCM8//zx++ukn/OMf/8DXX3+N+++/v9tzTp06hXfffRcfffQRtmzZgoMHD+Kuu+4KOmbbtm0oLi7Gtm3b8I9//AOvv/668CUH8FcsHnvsMRw+fBgffPABysrKMH/+/G6f99tvv0VBQUHQvoULF8LpdOKbb77BkSNH8MQTT3QKmPfddx+eeeYZ7N27FwkJCZg9e7YQzBwOByZNmoRPPvkER48exZ/+9Cfccsst2LNnDwDgueeeQ2FhIW6//XZUV1ejuroa6enpncrW0+OEw2q1YtasWdi6dSsOHjyIX/3qV5g9ezYqKirCfozA83311Veorq7Gpk2bhNfxzDPP4Omnn8aPP/6ImTNn4pprrsHJkyeF554+fTrOnDmDDz/8EIcPH8b9998vtBHdvHkzFi9ejHvvvRdHjx7FHXfcgQULFmDbtm1Bz79y5Upcd911OHLkCP7whz8A4P9e3n//fWzatEmogr/hhhtQV1eHzz77DPv378cFF1yAK664Ak1NTSFfl8Viwbx58/Ddd99h9+7dyMvLw6xZs4R21Hv37gUAvPbaa6iurha2O+rpfQh46KGHsGzZMhw6dAijR4/GzTffDI/HI9yfkZGBpKQkfPvtt+F9MIT0gGICxYSOKCZQTIgajES13bt3MwBs06ZNQfvj4uKYWq1marWa3X///cL+zMxMJpPJmFqtZhKJhAFgBoOBnTx5Ujhm27ZtDIBwfmBpaGgIu1zvvfcei4uLE7Zfe+01ptPphO0VK1YwsVjMKisrhX2fffYZE4lErLq6mjHG2Lx581hmZibzeDzCMTfccAO76aabunzevXv3MgDMYrF0ecyECRPYo48+GrRv3LhxbOXKlSGPD7wf77zzjrCvsbGRKZVKtnHjxi6f5+qrr2b33nuvsD19+nS2ePHikI9tMpn69Dg9GTt2LHvhhReEbQBs8+bNQcfodDr22muvMcYYKy0tZQDYwYMHg45JSUlhjz/+eNC+yZMns7vuuosxxtjLL7/MtFota2xsDFmOiy66iN1+++1B+2644QY2a9asoLItWbIk6JgVK1YwqVTK6urqhH3ffvsti4mJYQ6HI+jYUaNGsZdfflk4b8KECSHLwhhjXq+XabVa9tFHHwU9f8f3puPj9PQ+BN6/V199Vbj/p59+YgDYsWPHgs47//zzu/zbI6S3KCYEo5gQGsWE0CgmDCyqqRii9uzZg0OHDmHs2LFwOp1B99133304dOgQvv76a0ydOhV/+9vfkJub2+kxvv32Wxw6dEhY9Hp9l8/31Vdf4YorrkBqaiq0Wi1uueUWNDY2BnUI7CgjIyOourmwsBA+nw9FRUXCvrFjx0IsFgvbycnJQVXZ+/fvx+zZs5GRkQGtVovp06cDQLdXYFpbW4Wq0oB77rkH//M//4Np06ZhxYoV+PHHHzudV1hYKNw2GAzIz8/HsWPHAABerxePPfYYxo0bB4PBAI1Gg88//7xXV4L663GsViuWLVuGc845B7GxsdBoNDh27Fivy9KR2WxGVVUVpk2bFrR/2rRpwvtw6NAhnH/++TAYDCEf49ixY92eH9DxqiEAZGZmIiEhQdg+fPgwrFYr4uLihPatGo0GpaWlXVYd19bW4vbbb0deXh50Oh1iYmJgtVp79d6E8z4EjB8/XridnJwMAJ2aYiiVym7/TwjpDxQTKCZQTOiMYsLgoo7aUS43NxccxwV96QJATk4OAP6Ps6P4+Hjk5uYiNzcX7733HsaNG4eCggKce+65QcdlZ2eHNeRfWVkZfv3rX+P//b//h8cffxwGgwHfffcd/vjHP8LlckGlUp316+vYGYvjOKHa1GazYebMmZg5cybeeustJCQkoKKiAjNnzoTL5eryMePj42EymYL23XbbbZg5cyY++eQTfPHFF1i9ejWeeeYZ3H333WGV86mnnsJzzz2HtWvXCu2IlyxZ0m05Bupxli1bhi+//BJPP/00cnNzoVQqcf311wc9BsdxYIwFnde+XfLZCvX3djZCNdvouM9qtSI5ORnbt2/vdGxXf7fz5s1DY2MjnnvuOWRmZkIul6OwsLDXn1O42v/9BpqcdBwusKmpKSgwEtIXFBMoJnREMYFiQrSgmoooFxcXhyuvvBLr1q2DzWbr9fnp6em46aabsHz58rMuw/79++Hz+fDMM8/gwgsvxOjRo1FVVdXjeRUVFUHH7d69GyKRCPn5+WE97/Hjx9HY2Ig1a9bg4osvxpgxY3rskAfwHc1+/vnnTvvT09Nx5513YtOmTbj33nvxyiuvBN2/e/du4bbJZMKJEydwzjnnAAB27tyJa6+9Fr///e8xYcIE5OTk4MSJE0Hny2QyeL3ebssWzuP0ZOfOnZg/fz6uu+46jBs3DkajEWVlZUHHJCQkoLq6Wtg+efJk0JWRQHvq9uWNiYlBSkoKdu7c2en5Aj8+xo8fj0OHDnXZfvWcc87p9vzeuOCCC1BTUwOJRCL8IAos8fHxIc/ZuXMn7rnnHsyaNQtjx46FXC5HQ0ND0DFSqbTbzymc9yFcDocDxcXFOP/883t1HiFdoZhAMSHUY1BMoJgQDSipGAJefPFFeDweFBQUYOPGjTh27BiKiorwz3/+E8ePHw+qKg5l8eLF+Oijj7Bv376zev7c3Fy43W688MILKCkpwZtvvomXXnqpx/MUCgXmzZuHw4cP49tvv8U999yDG2+8Mezh9DIyMiCTyYTn/fDDD/HYY4/1eN7MmTOxa9euoC+JJUuW4PPPP0dpaSkOHDiAbdu2CcEh4NFHH8XWrVtx9OhRzJ8/H/Hx8cJETHl5efjyyy/x/fff49ixY7jjjjtQW1sbdH5WVhZ++OEHlJWVoaGhIeQEN+E8Tk/y8vKEjmuHDx/G7373u07Pdfnll2PdunU4ePAg9u3bhzvvvDPoCkpiYiKUSiW2bNmC2tpaYQSW++67D0888QQ2btyIoqIiPPjggzh06BAWL14MALj55pthNBoxZ84c7Ny5EyUlJXj//feFES7uu+8+vP7669iwYQNOnjyJZ599Fps2bcKyZct69RoBYMaMGSgsLMScOXPwxRdfoKysDN9//z0eeuihLv+W8/Ly8Oabb+LYsWP44YcfMHfu3E5X0rKysrB161bU1NR0unoZ0NP7EK7du3cLV8YI6S8UEygmdHwMigkUE6JCpDt1kPBUVVWxRYsWsezsbCaVSplGo2FTpkxhTz31FLPZbMJxmZmZ7G9/+1un82fOnMmuuuoqxlh4HcU6evbZZ1lycjJTKpVs5syZ7I033gh6jFCd8iZMmMBefPFFlpKSwhQKBbv++utZU1OTcMy8efPYtddeG/Q8ixcvZtOnTxe23377bZaVlcXkcjkrLCxkH374YcjOZO253W6WkpLCtmzZIuxbtGgRGzVqFJPL5SwhIYHdcsstQifEwPvx0UcfsbFjxzKZTMamTJnCDh8+LJzf2NjIrr32WqbRaFhiYiJ7+OGH2a233hpU/qKiInbhhRcypVLJALDS0tJO73U4j9NTp7zS0lJ22WWXMaVSydLT09m6des6nXPmzBn2y1/+kqnVapaXl8c+/fTToE55jDH2yiuvsPT0dCYSiYT33Ov1spUrV7LU1FQmlUrZhAkT2GeffRb0/GVlZey3v/0ti4mJYSqVihUUFLAffvhBuP/FF19kOTk5TCqVstGjR7M33ngj6HyE0SkuwGw2s7vvvpulpKQwqVTK0tPT2dy5c1lFRUXI8w4cOMAKCgqYQqFgeXl57L333uv0P/Hhhx+y3NxcJpFIWGZmZsjH6el9CNWp0WQyMQBs27Ztwr4//elP7I477uj0ugjpK4oJFBMCKCZQTIgWHGMdGtkR0g9WrlyJDz74IGKzc65fvx4ffvghPv/88x6P3b59Oy677DKYTKaw2hMTEo6Ghgbk5+dj3759whjwhIxUFBPISDcSYgJ11CbD0h133IHm5mZYLBZotdpIF4eMQGVlZXjxxReHbfAgZCihmEAibSTEBEoqyLAkkUjw0EMPRboYZAQrKCgIOUwiIWTwUUwgkTYSYgI1fyKEEEIIIYT0CY3+RAghhBBCCOkTSioIIYQQQgghfUJJBSGEEEIIIaRPKKkghBBCCCGE9AklFYQQQgghhJA+oaSCEEIIIYQQ0ieUVBBCCCGEEEL6hJIKQgghhBBCSJ/8f+aabU8DocHwAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Line plots: FPR vs alpha, averaged across parcellations of the same type\n", "fig, axes = plt.subplots(1, 2, figsize=(8, 4), sharey=True)\n", "\n", "groups = [\n", " (\"cx\", \"Cortex-only\", [\"DesikanKilliany\", \"Yan200\"]),\n", " (\"cx+sc\", \"Cortex + subcortex\", [\"DesikanKilliany+Aseg\", \"Yan200+TianS2\"]),\n", "]\n", "\n", "for ax, (ptype, title, parcs) in zip(axes, groups):\n", " sub = results[results.parcellation.isin(parcs)]\n", " for method, grp in sub.groupby(\"method\"):\n", " mean_fpr = grp.groupby(\"alpha\")[\"fpr\"].mean()\n", " is_default = \"*\" in method\n", " is_random = method == \"random\"\n", " ax.plot(\n", " mean_fpr.index, mean_fpr.values,\n", " label=method,\n", " lw=2.5 if is_default else 1.5,\n", " ls=\"--\" if is_random else \"-\",\n", " )\n", " ax.axhline(P_THRESH, color=\"k\", lw=1, zorder=0)\n", " ax.axhspan(ci_lo, ci_hi, alpha=0.12, color=\"green\", zorder=0,\n", " label=\"95% CI\")\n", " ax.set_xlabel(\"GRF alpha (spatial autocorrelation)\")\n", " ax.set_ylabel(\"False positive rate\")\n", " ax.set_title(title)\n", " ax.set_xticks(ALPHAS)\n", " ax.legend(fontsize=8, loc=\"upper left\")\n", "\n", "fig.suptitle(\"FPR vs SA level — averaged across parcellations of the same type\",\n", " fontsize=12)\n", "plt.tight_layout(w_pad=2.5)" ] }, { "cell_type": "markdown", "id": "d40ac001", "metadata": {}, "source": "## Interpretation\n\n### Why alpha=0 inflates FPR for *all* null methods\n\nAt `alpha=0` the GRF maps are spatially independent white noise — there is near-to-no SA, so\nthe naive Pearson/Spearman test already gives FPR ≈ 0.05. The SA-preserving null methods \nimpose spatial smoothness on their surrogates regardless of whether the input data has any — \nthis narrows the null distribution relative to white-noise reality, making the test *anti-conservative*. \nThe correction is not needed (and should not be applied) for purely spatially independent data.\n\n### At brain-realistic SA (alpha>0)\n\nThe `random` baseline reaches FPR ≈ 60–70 %, confirming that naive permutation is completely invalid \nfor spatially autocorrelated brain maps. The NiSpace defaults bring the FPR within or close\nto the 95% CI across parcellations.\n\n### Split vs whole-brain for combined parcellations\n\nFor combined (cortex + subcortex) parcellations, NiSpace defaults to `moran+moran`: separate\nMoran Spectral Randomization runs for cortex and subcortex using their respective precomputed\ndistance matrices. The split approach has two advantages over a single whole-brain Moran run:\nit preserves cortex- and subcortex-specific value distributions in the null (relevant for datasets\nsuch as PET tracers that have systematic cortex-subcortex offsets), and it avoids computing\na combined distance matrix across all parcels. The trade-off is a slightly higher FPR in some\nconditions, as visible in the benchmark above.\n\n### Performance problems at high alpha\n\nAll methods suffer from inflated FPR at very high alpha. This was also reported by Markello & Misic.\nLuckily, most brain data sits at the alpha 0 to 2 range as we could see in the autocorrelation \nhistograms above. Care is needed especially for the `\"magicc\"` gene expression dataset and very \nsmooth fMRI-like maps as, for example, a seed-based connectivity or an ICA network map." }, { "cell_type": "markdown", "id": "e50ac001", "metadata": {}, "source": "## Summary\n\n- Naive permutation inflates FPR to 60–70 % at brain-realistic spatial autocorrelation (alpha>0). **Spatial null correction is essential.**\n- NiSpace defaults to `\"moran\"` for cortex-only and `\"moran+moran\"` (split) for combined parcellations. Both are calibrated within or close to the 95% CI at brain-realistic SA levels (alpha=1–2).\n- SA-preserving nulls are *anti-conservative* at alpha=0 (white noise, no SA). Do not apply them to spatially independent data.\n- All methods degrade at very high alpha (≥3). As Markello & Misic also showed, fully controlling FPR at extreme SA is not achievable with current methods.\n- Override the default via `permute(..., maps_method=...)`: accepts a string (`\"cornblath\"`, `\"moran\"`) or, for split cx+sc, a combined string or tuple (`\"moran+moran\"`), (`(\"moran\", \"moran\")`).\n\n**Reference:** Markello RD & Misic B (2021). Comparing spatial null models for brain maps.\n*NeuroImage*, 236, 118052. https://doi.org/10.1016/j.neuroimage.2021.118052" }, { "cell_type": "markdown", "id": "f2115e14", "metadata": {}, "source": [ "---\n", "---\n", "\n", "## Moran eigenvector randomization: K sensitivity and variogram-fitted W\n", "\n", "The benchmark above uses the default settings for Moran Spectral Randomization in NiSpace \n", "(`procedure='singleton'`, `n_components=15`). Note that these differ from the defaults in \n", "BrainSpace, which always uses all eigenvectors. Here we compare the `singleton` procedure across \n", "a range of K values, and a new **variogram-fitted W** variant.\n", "\n", "### The K trade-off\n", "\n", "There is no single K that is optimal across all SA levels:\n", "\n", "- **Low alpha (white noise):** high K performs better — many sign-flips add noise-like diversity\n", " to the null, preventing over-imposition of SA.\n", "- **High alpha (smooth maps):** low K performs better — fewer eigenvectors avoids accumulating\n", " small high-frequency perturbations that inflate correlations. High K is anti-conservative.\n", "- **Sweet spot (alpha ≈ 1–2, realistic brain data):** K ≈ 17–20 for Yan200.\n", "\n", "The root cause at high alpha: the input map concentrates variance on only 2–3 MEMs of a 1/d\n", "W matrix, giving an effective null of ~8 distinct maps regardless of K.\n", "\n", "### Variogram-fitted W (`fit_variogram=True`)\n", "\n", "**Idea**: instead of the fixed geographic W = 1/d, fit the map's own covariance kernel from\n", "its empirical semi-variogram:\n", "\n", "```\n", "γ(h) = sill*(1 - exp(-h/range)) ← exponential variogram fit from input map X\n", "W[i,j] = C(d_ij) = sill*exp(-d/range) ← positive-definite covariance kernel\n", "```\n", "\n", "The MEMs derived from this W are the Karhunen-Loève eigenbasis of X's SA structure.\n", "By construction, projection coefficients are spread more evenly across K eigenvectors\n", "(the KL expansion is optimal in mean-squared-error sense) → larger effective K for smooth maps\n", "→ more distinct null maps → better FPR at high alpha.\n", "\n", "This is fundamentally different from the `adaptive` procedure (removed): that approach\n", "deflated coefficient magnitudes on the same 1/d MEMs, narrowing null variance → anti-conservative.\n", "Here we change the *basis itself* — no deflation, no reduction in null variance.\n", "\n", "Enabled via `maps_fit_variogram=True` in `permute()`. Additional options:\n", "`maps_variogram_kernel` (`'exponential'` / `'gaussian'` / `'spherical'`), \n", "`maps_variogram_nugget` (fit nugget term), \n", "`maps_variogram_n_bins` (empirical variogram bins, **default 20**), \n", "`maps_variogram_threshold` (Moran's I below which to fall back to 1/d W; **default 0**). \n", "\n", "**At alpha=0** (white noise), the variogram fit is unstable → W is effectively random →\n", "inflated FPR. The default `variogram_threshold=0` guards against this: if the map's Moran's I\n", "is ≤ 0 (no positive spatial autocorrelation), the variogram fit is skipped and standard 1/d W\n", "is used instead.\n", "\n", "In addition to the FPR heatmap we show the **p-value distribution** for each condition.\n", "Under a correctly calibrated null, p-values should be Uniform(0, 1)." ] }, { "cell_type": "code", "execution_count": null, "id": "df246d87", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95% CI for N_PAIRS_MORAN=500: [0.031, 0.069]\n" ] } ], "source": [ "N_PAIRS_MORAN = N_PAIRS\n", "N_PERM_MORAN = N_PERM\n", "ALPHAS_MORAN = [0.0, 1.0, 2.0, 3.0]\n", "MORAN_PARCS = [\"Yan200\", \"Yan200+TianS2\"]\n", "\n", "MORAN_VARIANTS = [\n", " # (label, procedure, n_components, fit_variogram)\n", " (\"singleton K=15\", \"singleton\", 15, False),\n", " #(\"singleton K=17\", \"singleton\", 17, False),\n", " #(\"singleton K=20\", \"singleton\", 20, False),\n", " (\"singleton K=30\", \"singleton\", 30, False),\n", " (\"singleton K=50\", \"singleton\", 50, False),\n", " (\"singleton K=100\", \"singleton\", 100, False),\n", " (\"cov-adapt K=15\", \"singleton\", 15, True),\n", " (\"cov-adapt K=30\", \"singleton\", 30, True),\n", " (\"cov-adapt K=50\", \"singleton\", 50, True),\n", " (\"cov-adapt K=100\", \"singleton\", 100, True),\n", "]\n", "\n", "ci_lo_m = P_THRESH - 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / N_PAIRS_MORAN)\n", "ci_hi_m = P_THRESH + 1.96 * np.sqrt(P_THRESH * (1 - P_THRESH) / N_PAIRS_MORAN)\n", "print(f\"95% CI for N_PAIRS_MORAN={N_PAIRS_MORAN}: [{ci_lo_m:.3f}, {ci_hi_m:.3f}]\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "2fe2ee80", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", "PARCELLATION: Yan200\n", " !! alpha=0.0 singleton K=15 FPR=0.078\n", " !! alpha=0.0 singleton K=30 FPR=0.074\n", " OK alpha=0.0 singleton K=50 FPR=0.068\n", " OK alpha=0.0 singleton K=100 FPR=0.068\n", " !! alpha=0.0 cov-adapt K=15 FPR=0.078\n", " !! alpha=0.0 cov-adapt K=30 FPR=0.078\n", " !! alpha=0.0 cov-adapt K=50 FPR=0.070\n", " !! alpha=0.0 cov-adapt K=100 FPR=0.072\n", " !! alpha=1.0 singleton K=15 FPR=0.016\n", " !! alpha=1.0 singleton K=30 FPR=0.026\n", " OK alpha=1.0 singleton K=50 FPR=0.038\n", " !! alpha=1.0 singleton K=100 FPR=0.076\n", " !! alpha=1.0 cov-adapt K=15 FPR=0.016\n", " !! alpha=1.0 cov-adapt K=30 FPR=0.030\n", " OK alpha=1.0 cov-adapt K=50 FPR=0.046\n", " !! alpha=1.0 cov-adapt K=100 FPR=0.084\n", " OK alpha=2.0 singleton K=15 FPR=0.050\n", " !! alpha=2.0 singleton K=30 FPR=0.082\n", " !! alpha=2.0 singleton K=50 FPR=0.088\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Applications/miniforge3/envs/nsp309/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py:752: UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " !! alpha=2.0 singleton K=100 FPR=0.116\n", " OK alpha=2.0 cov-adapt K=15 FPR=0.052\n", " OK alpha=2.0 cov-adapt K=30 FPR=0.066\n", " !! alpha=2.0 cov-adapt K=50 FPR=0.082\n", " !! alpha=2.0 cov-adapt K=100 FPR=0.106\n", " !! alpha=3.0 singleton K=15 FPR=0.104\n", " !! alpha=3.0 singleton K=30 FPR=0.138\n", " !! alpha=3.0 singleton K=50 FPR=0.146\n", " !! alpha=3.0 singleton K=100 FPR=0.152\n", " !! alpha=3.0 cov-adapt K=15 FPR=0.100\n", " !! alpha=3.0 cov-adapt K=30 FPR=0.120\n", " !! alpha=3.0 cov-adapt K=50 FPR=0.134\n", " !! alpha=3.0 cov-adapt K=100 FPR=0.184\n", "\n", "============================================================\n", "PARCELLATION: Yan200+TianS2\n", " !! alpha=0.0 singleton K=15 FPR=0.110\n", " !! alpha=0.0 singleton K=30 FPR=0.070\n", " OK alpha=0.0 singleton K=50 FPR=0.064\n", " !! alpha=0.0 singleton K=100 FPR=0.070\n", " !! alpha=0.0 cov-adapt K=15 FPR=0.118\n", " !! alpha=0.0 cov-adapt K=30 FPR=0.084\n", " !! alpha=0.0 cov-adapt K=50 FPR=0.074\n", " !! alpha=0.0 cov-adapt K=100 FPR=0.074\n", " !! alpha=1.0 singleton K=15 FPR=0.028\n", " !! alpha=1.0 singleton K=30 FPR=0.020\n", " OK alpha=1.0 singleton K=50 FPR=0.032\n", " OK alpha=1.0 singleton K=100 FPR=0.038\n", " OK alpha=1.0 cov-adapt K=15 FPR=0.036\n", " !! alpha=1.0 cov-adapt K=30 FPR=0.030\n", " OK alpha=1.0 cov-adapt K=50 FPR=0.034\n", " OK alpha=1.0 cov-adapt K=100 FPR=0.048\n", " !! alpha=2.0 singleton K=15 FPR=0.030\n", " OK alpha=2.0 singleton K=30 FPR=0.050\n", " !! alpha=2.0 singleton K=50 FPR=0.070\n", " !! alpha=2.0 singleton K=100 FPR=0.088\n", " OK alpha=2.0 cov-adapt K=15 FPR=0.036\n", " OK alpha=2.0 cov-adapt K=30 FPR=0.050\n", " OK alpha=2.0 cov-adapt K=50 FPR=0.058\n", " !! alpha=2.0 cov-adapt K=100 FPR=0.076\n", " !! alpha=3.0 singleton K=15 FPR=0.072\n", " !! alpha=3.0 singleton K=30 FPR=0.098\n", " !! alpha=3.0 singleton K=50 FPR=0.110\n", " !! alpha=3.0 singleton K=100 FPR=0.118\n", " !! alpha=3.0 cov-adapt K=15 FPR=0.076\n", " !! alpha=3.0 cov-adapt K=30 FPR=0.092\n", " !! alpha=3.0 cov-adapt K=50 FPR=0.106\n", " !! alpha=3.0 cov-adapt K=100 FPR=0.112\n", "\n", "Done.\n" ] } ], "source": [ "moran_records = []\n", "moran_pvals = {} # (parc, alpha, label) → p_diag array (length N_PAIRS_MORAN)\n", "\n", "for parc in MORAN_PARCS:\n", " print(f\"\\n{'='*60}\\nPARCELLATION: {parc}\")\n", " grf = fetch_reference(\"grf\", parcellation=parc, collection=\"ByAlpha\", verbose=False)\n", "\n", " for alpha in ALPHAS_MORAN:\n", " grf_a = grf.loc[f\"alpha-{alpha:.1f}\"]\n", " X, Y = make_pairs(grf_a, N_PAIRS_MORAN, np.random.default_rng(SEED))\n", "\n", " nsp = NiSpace(x=X, y=Y, parcellation=parc, verbose=False, n_proc=N_PROC)\n", " nsp.fit()\n", " nsp.colocalize(\"spearman\")\n", "\n", " for label, procedure, n_comp, fit_variogram in MORAN_VARIANTS:\n", " nsp.permute(\n", " what=\"maps\", maps_which=\"X\",\n", " maps_method=\"moran\",\n", " maps_procedure=procedure,\n", " maps_n_components=n_comp,\n", " maps_fit_variogram=fit_variogram,\n", " maps_use_existing=False,\n", " n_perm=N_PERM_MORAN,\n", " seed=SEED,\n", " verbose=False,\n", " pooled_p=False,\n", " )\n", " p_df = nsp.get_p_values(pooled_p=False)\n", " p_diag = np.diag(p_df.values)\n", " fpr = (p_diag < P_THRESH).mean()\n", " status = \"OK\" if ci_lo_m <= fpr <= ci_hi_m else \"!!\"\n", " print(f\" {status} alpha={alpha:.1f} {label:22s} FPR={fpr:.3f}\")\n", "\n", " moran_records.append({\n", " \"parcellation\": parc, \"alpha\": alpha, \"label\": label,\n", " \"procedure\": procedure, \"K\": n_comp,\n", " \"fit_variogram\": fit_variogram, \"fpr\": fpr,\n", " })\n", " moran_pvals[(parc, alpha, label)] = p_diag\n", "\n", "moran_results = pd.DataFrame(moran_records)\n", "print(\"\\nDone.\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "2982aa95", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", "for ax, parc in zip(axes, MORAN_PARCS):\n", " sub = moran_results[moran_results.parcellation == parc].pivot(\n", " index=\"label\", columns=\"alpha\", values=\"fpr\"\n", " )\n", " sub = sub.loc[[lbl for lbl, *_ in MORAN_VARIANTS]]\n", " sn.heatmap(\n", " sub, ax=ax,\n", " annot=True, fmt=\".3f\",\n", " cmap=\"RdBu_r\", vmin=0, vmax=0.15, center=P_THRESH,\n", " cbar_kws={\"label\": \"FPR\"},\n", " linewidths=0.5,\n", " )\n", " ax.set_title(f\"{parc}\\n(95% CI [{ci_lo_m:.3f}–{ci_hi_m:.3f}])\", fontsize=10)\n", " ax.set_xlabel(\"GRF alpha\")\n", " ax.set_ylabel(\"\")\n", "\n", "fig.suptitle(\n", " f\"Moran variants — FPR (target={P_THRESH}, N_PERM={N_PERM_MORAN:,})\",\n", " fontsize=12,\n", ")\n", "plt.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "5cc73a39", "metadata": {}, "outputs": [ { "data": { "image/png": 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3j+bNrlu9P46OjnJ0dEy3zo3vcWJioi5cuGA1mvbGOmnOnTun4sWL33a8AADgwUWSFgAAZEtGyRp3d/d0l7dq1Uo9evTQkiVLNGfOHHXq1Mks27dvn86ePasJEyYoJCREkrRp06ZMt58vXz7FxsbKMAwzWXhzcjg4OFh///13uqPz0lO8eHE5Oztrw4YN5hPmz58/rwMHDljd8p3ePrds2VItW7ZU7969VaZMGe3cuVOVK1eWi4vLHY163bBhg9XrP//8UyVLljQTzfny5bOa6/bgwYNWI/TS5gLNLIbixYvLxcVF69evV5EiRSRdT/Ru3LhR/fv3z1a8pUqVUqlSpTRgwAC1b99eM2bMSDdJmz9//gzn4b1b1q9fr1atWum5556TdD2ZfODAgVsm/G4WFxenyMhIubq6auHChTYjWWvVqqXx48fr9OnT5j4tX75cPj4+5rZq1aqlX3/91Wq95cuXq1atWtmKpVKlStqzZ0+mdfr06aNp06Zp6tSp2Wpbup5ovFUSNjtCQkLUrl07DRs2TAsWLLApd3JyUqdOnfTuu+9q8eLF6bZxL6Y7uNX74+LioipVqigqKsqcSiI1NVVRUVF65ZVXJElVqlSRs7OzoqKi1Lp1a0nS/v37FR0dbfM+79q1S23atLmjmAEAwIOJJC0AAMhRnp6eevLJJzVixAjt3btX7du3N8sKFy4sFxcXffDBB+rZs6d27dqlcePGZdpe/fr19e+//+rdd99VmzZttGTJEi1evFg+Pj5mnTFjxqhv377y9fVV06ZNlZCQoE2bNun8+fMaOHCgTZteXl7q2rWrBg8erLx58yp//vx644035OCQ8cxQM2fOVEpKimrUqCEPDw998803cnd3N5OdoaGh+u233/Tss8/K1dVVAQEB2Tpu0dHRGjhwoF566SVt2bJFH3zwgSZOnGiWN2zYUB9++KFq1aqllJQUDR061GqUZ/78+eXu7q4lS5aoUKFCcnNzk6+vr9U2PD099fLLL2vw4MHy9/dX4cKF9e677+rKlSvq2rVrluK8evWqBg8erDZt2qho0aI6ceKENm7caCar7KFkyZL6z3/+o99//1158uTRpEmTdOrUqWwlaePi4tSkSRNduXJF33zzjeLi4hQXFyfpeoLc0dFRTZo0UVhYmJ5//nm9++67io2N1fDhw9W7d2+5urpKuj69w4cffqghQ4boxRdf1MqVK/XDDz9o0aJF2dqnyMjITB98J0lubm4aM2aMevfuna22syIhIcFmflUnJ6dMP9f9+vVT+fLltWnTpnQfejZu3DjznEtP2nQHWRUfH69Dhw6Zr48cOaJt27aZn+30ZOX9GThwoDp37qyqVauqevXqmjJlii5fvqwXXnhBkuTr66uuXbtq4MCB8vf3l4+Pj/r06aNatWqpZs2aZjtHjx7VP//8Y/OgMgAAAIk5aQEAwD3QsWNHbd++XY8++qhVsiRfvnyaOXOmfvzxR4WFhWnChAl6//33M22rbNmy+uijjzR9+nRFRETor7/+srl9vlu3bvr88881Y8YMhYeHq169epo5c6aKFi2aYbvvvfeeHn30UbVs2VKNGjXSI488oipVqmRY38/PT5999pnq1KmjChUqaMWKFfr555/NhNPYsWN19OhRFS9ePN3bx2+lU6dOunr1qqpXr67evXurX79+Vg+tmjhxokJCQvToo4+qQ4cOGjRokDw8PMxyJycnTZs2TZ9++qmCg4PVqlWrdLczYcIEtW7dWs8//7wqV66sQ4cOaenSpcqTJ0+W4nR0dNTZs2fVqVMnlSpVSm3btlWzZs00ZsyYbO/z3TJ8+HBVrlxZkZGRql+/vgIDA7P9QK0tW7Zow4YN2rlzp0qUKKGgoCDz3/HjxyVd3/dffvlFjo6OqlWrlp577jl16tRJY8eONdspWrSoFi1apOXLlysiIkITJ07U559/rsjIyGzF07FjR+3evVv79+/PtF7nzp1VrFixbLWdFUuWLLE6BkFBQXrkkUcyXScsLExNmjTRyJEj0y13cXFRQEDAXZn+Q7o+Cr9SpUqqVKmSpOvJ1UqVKlltf/To0QoNDTVfZ+X9adeund5//32NHDlSFStW1LZt27RkyRKrh4lNnjxZLVq0UOvWrVW3bl0FBgZq3rx5VvF9++23atKkiflDDgAAwI0sxs2TmQEAAADIdQYPHqy4uDh9+umn9g7lvtW5c2dZLBbNnDnznm43MTFRJUuW1Jw5c6we1AcAAJCGkbQAAADAfeCNN95QkSJFbB5uhqwxDEOrV6++5ZQqOSE6Olqvv/46CVoAAJAhRtICAAAAD6i33npLb731Vrpljz76aIYP7QIAAMC9RZIWAAAAeECdO3dO586dS7fM3d1dBQsWvMcRAQAAID0kaQEAAAAAAADAjpiTFgAAAAAAAADsiCQtAOC+sHr1alksFl24cOGut22xWDR//vy73m5OCA0N1ZQpU8zXsbGxaty4sTw9PeXn52e3uOrWras5c+bk6DYSExMVGhqqTZs25dg21q9fr/DwcDk7O+vJJ5/Mse3kJl26dNHo0aPtHUaOysn+416qX7+++vfvn2mdmTNn3rIv6NKly0Pz+b5To0ePVpcuXey2/Vu9V1l5vx8mWTkeo0ePVsWKFe9JPAAAZAdJWgDAHenSpYssFossFoucnZ1VoEABNW7cWF9++SVPIP+vjBIrt/PleuPGjerRo4f5evLkyYqJidG2bdt04MCBO4z09ixcuFCnTp3Ss88+ay67du2aevfurbx588rLy0utW7fWqVOnMm1n3rx5atKkifLmzSuLxaJt27ZZlbu4uGjQoEEaOnRoTuyGJGngwIGqWLGijhw5opkzZ+bYdoDbMW/ePI0bN858ffOPNlk1derUO/58JyUlaezYsSpevLjc3NwUERGhJUuWWNUZPXq0+fch7V+ZMmWs6gwcOFD+/v4KCQnR7Nmzrcp+/PFHtWzZMkvxJCYm6t1331VERIQ8PDwUEBCgOnXqaMaMGUpKSpJEcvp+lN0fUdu1a3fP/hbGxsaqT58+KlasmFxdXRUSEqKWLVsqKirKrHO75ygA4OFEkhYAcMeaNm2qmJgYHT16VIsXL1aDBg3Ur18/tWjRQsnJyfYO74GSL18+eXh4mK8PHz6sKlWqqGTJksqfP/9ttZmYmHhHMU2bNk0vvPCCHBz+d1kxYMAA/fzzz/rxxx+1Zs0anTx5Uk8//XSm7Vy+fFmPPPKI3nnnnQzrdOzYUevWrdPu3buzHJ9hGFn+HB4+fFgNGzZUoUKFbnt02p0ezwcVx+XO+fv7y9vb+47b8fX1vePRl8OHD9enn36qDz74QHv27FHPnj311FNPaevWrVb1ypUrp5iYGPPfunXrzLKff/5Zc+bM0bJly/Tuu++qW7duOnPmjCTp4sWLeuONNzR9+vRbxpKYmKjIyEhNmDBBPXr00O+//66//vpLvXv31gcffJCt/iIn8Nm/d9zd3W/7b2F2HD16VFWqVNHKlSv13nvvaefOnVqyZIkaNGig3r175/j2AQAPJpK0AIA75urqqsDAQBUsWFCVK1fW66+/rgULFmjx4sVWo7UmTZqk8PBweXp6KiQkRL169VJ8fLxZfuzYMbVs2VJ58uSRp6enypUrp19//dVqW5s3b1bVqlXl4eGh2rVra//+/VblCxYsUOXKleXm5qZixYppzJgxVgm6gwcPqm7dunJzc1NYWJiWL1+eMwflNqSN8nr//fcVFBSkvHnzqnfv3uYoMMl6VE5oaKjmzp2rr776ShaLxbwlNzo6Wq1atZKXl5d8fHzUtm1bq1Gsabd6fv755ypatKjc3NwkXR+x9Omnn6pFixby8PBQ2bJl9ccff+jQoUOqX7++PD09Vbt2bR0+fNhs699//9XKlSutRrtdvHhRX3zxhSZNmqSGDRuqSpUqmjFjhn7//Xf9+eefGe7/888/r5EjR6pRo0YZ1smTJ4/q1Kmj7777LsM6abe2L168WFWqVJGrq6vWrVun1NRUvf322ypatKjc3d0VERGh//znP5Kuf+G2WCw6e/asXnzxRVksFvOzu2vXLjVr1kxeXl4qUKCAnn/+eTORJF0fKf3KK6+of//+CggIUGRkZJbX69u3r4YMGSJ/f38FBgbaTDtw4cIFvfTSSypQoIDc3NxUvnx5/fLLL2b5unXr9Oijj8rd3V0hISHq27evLl++nOGxuVsuXbqkjh07ytPTU0FBQZo8ebLNiPHQ0FCNGzdOnTp1ko+PjzkC/FYxJyQkaNCgQSpYsKA8PT1Vo0YNrV692ixPG4G+dOlSlS1bVl5eXuYPRbeyfv16VahQQW5ubqpZs6Z27dplVf7ZZ58pJCREHh4eeuqppzRp0qQcvZW8TZs2euWVV8zX/fv3l8Vi0b59+yRdT+55enpqxYoVkqxH5devX1/Hjh3TgAEDzFGqN8rs+Nw8ojQrn8Wbff3113r99df1+OOPq1ixYnr55Zf1+OOPa+LEiVb1nJycFBgYaP4LCAgwy/bu3av69euratWqat++vXx8fHTkyBFJ0pAhQ/Tyyy+rcOHCtzyOU6ZM0W+//aaoqCj17t1bFStWVLFixdShQwdt2LBBJUuWvGUbd1Pa8R0/fryCg4NVunRpSdLx48fVtm1b+fn5yd/fX61atdLRo0fN9VJSUjRw4ED5+fkpb968GjJkiLL6jOf58+erZMmScnNzU2RkpI4fP25V/uabbyp//vzy9vZWt27d9Nprr+X4Lf9r1qxR9erV5erqqqCgIL322mtWf4/TG2VasWJF87MXGhoqSXrqqadksVjM19u3b1eDBg3k7e0tHx8fValSxZwGJ707VCZMmKACBQrI29tbXbt21bVr12xi/fzzz1W2bFm5ubmpTJky+uijjzLdt169esliseivv/5S69atVapUKZUrV04DBw7M9O8cAACZIUkLAMgRDRs2VEREhObNm2cuc3Bw0LRp07R7927NmjVLK1eu1JAhQ8zy3r17KyEhQb/99pt27typd955R15eXlbtvvHGG5o4caI2bdokJycnvfjii2bZ2rVr1alTJ/Xr10979uzRp59+qpkzZ2r8+PGSpNTUVD399NNycXHRhg0b9Mknn2Tp1vm33npLXl5emf6Ljo6+00MmSVq1apUOHz6sVatWadasWZo5c2aGtyVv3LhRTZs2Vdu2bRUTE6OpU6cqNTVVrVq10rlz57RmzRotX75cf//9t9q1a2e17qFDhzR37lzNmzfPalqBtKTatm3bVKZMGXXo0EEvvfSShg0bpk2bNskwDKuk0rp168yEbprNmzcrKSnJKtlapkwZFS5cWH/88ccdH6Pq1atr7dq1t6z32muvacKECdq7d68qVKigt99+W1999ZU++eQT7d69WwMGDNBzzz2nNWvWKCQkRDExMfLx8dGUKVMUExOjdu3a6cKFC2rYsKEqVaqkTZs2acmSJTp16pTatm1rta1Zs2bJxcVF69ev1yeffJKt9Tw9PbVhwwa9++67Gjt2rPnDQWpqqpo1a6b169frm2++0Z49ezRhwgQ5OjpKuj7qt2nTpmrdurV27Nih77//XuvWrbN6f3LKwIEDtX79ei1cuFDLly/X2rVrtWXLFpt677//viIiIrR161aNGDEiSzG/8sor+uOPP/Tdd99px44deuaZZ9S0aVMdPHjQrHPlyhW9//77+vrrr/Xbb78pOjpagwYNumXcgwcP1sSJE7Vx40bly5dPLVu2NH8EWb9+vXr27Kl+/fpp27Ztaty4sdl3ZKZcuXKZ9g3NmjXLcN169epZJaDXrFmjgIAAc9nGjRuVlJSk2rVr26w7b948FSpUSGPHjjVHqd7J8cnss5iehIQE8weeNO7u7lYjZaXrP4wFBwerWLFi6tixo1VfGRERoU2bNun8+fPavHmzrl69qhIlSmjdunXasmWL+vbtm2nMaWbPnq1GjRqpUqVKNmXOzs7y9PTMUjt3U1RUlPbv36/ly5frl19+UVJSkiIjI+Xt7a21a9dq/fr1ZgI9baTtxIkTNXPmTH355Zdat26dzp07p59++umW27py5YrGjx+vr776SuvXr9eFCxespp+ZPXu2xo8fr3feeUebN29W4cKF9fHHH9+y3Vv93evZs2eG6/7zzz96/PHHVa1aNW3fvl0ff/yxvvjiC7355ptZOHrXbdy4UZI0Y8YMxcTEmK87duyoQoUKaePGjdq8ebNee+01OTs7p9vGDz/8oNGjR+utt97Spk2bFBQUZJOAnT17tkaOHKnx48dr7969euuttzRixAjNmjUr3TbPnTunJUuWqHfv3ul+tpgjGABw2wwAAO5A586djVatWqVb1q5dO6Ns2bIZrvvjjz8aefPmNV+Hh4cbo0ePTrfuqlWrDEnGihUrzGWLFi0yJBlXr141DMMwHnvsMeOtt96yWu/rr782goKCDMMwjKVLlxpOTk7GP//8Y5YvXrzYkGT89NNPGcZ59uxZ4+DBg5n+S0pKynD9evXqGf369bNZPmPGDMPX19d83blzZ6NIkSJGcnKyueyZZ54x2rVrZ74uUqSIMXnyZPN1q1atjM6dO5uvly1bZjg6OhrR0dHmst27dxuSjL/++sswDMMYNWqU4ezsbJw+fdoqHknG8OHDzdd//PGHIcn44osvzGXffvut4ebmZr6ePHmyUaxYMat2Zs+ebbi4uNjsb7Vq1YwhQ4bYLL/ZkSNHDEnG1q1b0y2fOnWqERoamuH6aZ+V+fPnm8uuXbtmeHh4GL///rtV3a5duxrt27c3X/v6+hozZswwX48bN85o0qSJ1TrHjx83JBn79+83DOP6+1upUiWrOlld75FHHrGqU61aNWPo0KGGYVz/vDo4OJj1b9a1a1ejR48eVsvWrl1rODg4mOdEVnTu3NkYNWpUluvHxcUZzs7Oxo8//mguu3DhguHh4WH1OS9SpIjx5JNPZivmY8eOGY6OjlbnqGFcP7eHDRtmGMb180aScejQIbN8+vTpRoECBTKMOe0z8d1335nLzp49a7i7uxvff/+9YRjX+6vmzZtbrdexY0erczQ9R48ezbRvOHHiRIbr7tixw7BYLMbp06eNc+fOGS4uLsa4cePMc/7NN980ateubda/uS+5uT8wjKwdn5v77Vt9FtPTvn17IywszDhw4ICRkpJiLFu2zHB3d7c693/99Vfjhx9+MLZv324sWbLEqFWrllG4cGEjLi7OrDNq1CijePHiRvny5Y158+YZCQkJRvny5Y1NmzYZH3zwgVGqVCmjdu3axq5duzKMxd3d3ejbt2+G5Rntd1aMGjXKqo/Nis6dOxsFChQwEhISzGVff/21Ubp0aSM1NdVclpCQYLi7uxtLly41DMMwgoKCjHfffdcsT0pKMgoVKpRpzGnv959//mku27t3ryHJ2LBhg2EYhlGjRg2jd+/eVuvVqVPHiIiIyHQ/bvV379SpUxmu+/rrr9vs7/Tp0w0vLy8jJSXFMIz0P78RERFW/VF6f5+9vb2NmTNnprvdm/+u1qpVy+jVq5dVnRo1aljte/HixY05c+ZY1Rk3bpxRq1atdLexYcMGQ5Ixb968dMtvlN4+AgCQEad7nhUGADw0DMOwugV3xYoVevvtt7Vv3z7FxcUpOTlZ165d05UrV+Th4aG+ffvq5Zdf1rJly9SoUSO1bt1aFSpUsGrzxtdBQUGSpNOnT6tw4cLavn271q9fbzX6LSUlxdzG3r17FRISouDgYLO8Vq1at9wPf39/+fv73/ZxyI5y5cqZIyWl6/u4c+fOLK+fto8hISHmsrCwMPn5+Wnv3r2qVq2aJKlIkSLKly+fzfo3Ht8CBQpIksLDw62WXbt2TXFxcfLx8dHVq1dtRtPlNHd3d125cuWW9apWrWr+/6FDh3TlyhU1btzYqk5iYmK6o+/SbN++XatWrbIZ0S1dH8laqlQpSVKVKlVua72bP99BQUE6ffq0JGnbtm0qVKiQWTe92Hbs2GH1sCXDMJSamqojR45YjW6+m/7++28lJSWpevXq5jJfX1/zlu4b3fgeZCXmv//+WykpKTb7nJCQoLx585qvPTw8VLx4cfP1jcctMzee7/7+/ipdurT27t0rSdq/f7+eeuopq/rVq1e3ml4iPUWKFLnldjNSvnx5+fv7a82aNXJxcVGlSpXUokULcx7WNWvWqH79+tlu93aOT2afxfRMnTpV3bt3V5kyZWSxWFS8eHG98MIL+vLLL806N44irlChgmrUqKEiRYrohx9+UNeuXSVdn37lxqkVxowZo0aNGsnZ2Vlvvvmmdu7cqV9++UWdOnXS5s2b043FyOKUAPdSeHi4XFxczNfbt2/XoUOHbOYUvnbtmg4fPqyLFy8qJiZGNWrUMMucnJxUtWrVW+6fk5OT2bdL1+9cSOvzq1evrv3796tXr15W61SvXl0rV67MtN0SJUrccj8zsnfvXtWqVcvqGqBOnTqKj4/XiRMnsjSNRUYGDhyobt266euvv1ajRo30zDPPWH3eb47j5hG/tWrV0qpVqyRdnwv98OHD6tq1q7p3727WSU5Olq+vb7pt5sbPGwDgwUCSFgCQY/bu3auiRYtKuj7nZ4sWLfTyyy9r/Pjx8vf317p169S1a1clJibKw8ND3bp1U2RkpBYtWqRly5bp7bff1sSJE9WnTx+zzRtvaUz78peamipJio+P15gxY9J9QNWdJBLfeustvfXWW5nW2bNnT4ZfOn18fHTx4kWb5RcuXLD5EnjzLZsWi8Xcv7spo9t/0zu+mR3zgIAAnT9/3qqNwMBAJSYm6sKFC1a3fZ46dUqBgYF3HPu5c+fSTTDf7MZ9TJv7eNGiRSpYsKBVPVdX1wzbiI+PV8uWLdN9mFnajwQ3bys762X2fru7u2cYV9o2XnrppXRvCb+TBMjdlN5xySzmHTt2yNHRUZs3b7b6sUKSVcI7veNmr8RJuXLldOzYsQzLH330US1evDjdMovForp162r16tVydXVV/fr1VaFCBSUkJGjXrl36/fffszSNw81u5/hkt+/Jly+f5s+fr2vXruns2bMKDg7Wa6+9pmLFimW4jp+fn0qVKqVDhw6lW75v3z5988032rp1q7788kvVrVtX+fLlU9u2bfXiiy/q0qVL6T44rVSpUuY8vrlFep/9KlWqWP1AkSYr/Zk9pPcj042ee+45ffLJJ7fdvoODg83n8sY52DMyevRodejQQYsWLdLixYs1atQofffddzY/smRF2t+Gzz77zCpBLsmmD0pTsmRJq7mjAQC4W0jSAgByxMqVK7Vz504NGDBA0vV5SlNTUzVx4kQ5OFyfEv2HH36wWS8kJEQ9e/ZUz549NWzYMH322WdWSdrMVK5cWfv3789w9E/ZsmV1/PhxxcTEmImyrDzgo2fPnjZzid7sxtG5NytdurSWLVtms3zLli0ZjpK8XWn7ePz4cXM07Z49e3ThwgWFhYXd1W1JUqVKlRQbG6vz588rT548kq6PKnV2dlZUVJRat24t6fooxejo6CyNXL6VXbt2ZTr6NT1hYWFydXVVdHS06tWrl+X1KleurLlz5yo0NFROTlm/bLrd9W5UoUIFnThxQgcOHEj3c1K5cmXt2bPnjka73Y5ixYrJ2dlZGzduNJPBFy9e1IEDB1S3bt1M171VzJUqVVJKSopOnz6tRx999K7H/ueff5oxnz9/XgcOHDBHHJcuXdqc8zLNza/T8+uvv2aaWLpVsr1evXr67LPP5OrqqvHjx8vBwUF169bVe++9p4SEBNWpUyfDdV1cXJSSknLLGHOSm5ubChYsqKSkJM2dOzfTvjI+Pl6HDx/W888/b1NmGIZeeuklTZo0SV5eXkpJSTGPa9p/M9rXDh066PXXX9fWrVtt+oakpCTzAWz2VLlyZX3//ffKnz+/fHx80q0TFBSkDRs2mOdRcnKyNm/erMqVK2fadnJysjZt2mSObt+/f78uXLhg89nu1KmTuU5WPts3zleenoz2Q7r+t2ju3LlWd9SsX79e3t7eKlSokKTryekb51KOi4szHxyXxtnZOd33vVSpUipVqpQGDBig9u3ba8aMGekmacuWLasNGzZY7fuNf/cLFCig4OBg/f333+rYsWOm+5vG399fkZGRmj59uvr27Wvz2br5B0oAALKKJC0A4I4lJCQoNjZWKSkpOnXqlJYsWaK3335bLVq0ML8YlShRQklJSfrggw/UsmVL8wFLN+rfv7+aNWumUqVK6fz581q1alW2btkeOXKkWrRoocKFC6tNmzZycHDQ9u3btWvXLr355ptq1KiRSpUqpc6dO+u9995TXFyc3njjjVu2e6fTHbz88sv68MMP1bdvX3Xr1k2urq5atGiRvv32W/3888+33W56GjVqpPDwcHXs2FFTpkxRcnKyevXqpXr16tncen43VKpUSQEBAVq/fr1atGgh6fqt7127dtXAgQPl7+8vHx8f9enTR7Vq1VLNmjUzbOvcuXOKjo7WyZMnJV1PNEgynwqfZu3atRo3bly24vT29tagQYM0YMAApaam6pFHHtHFixe1fv16+fj4qHPnzumu17t3b3322Wdq3769hgy5/uT7Q4cO6bvvvtPnn3+e4Uir213vRvXq1VPdunXVunVrTZo0SSVKlNC+fftksVjUtGlTDR06VDVr1tQrr7yibt26ydPTU3v27NHy5cv14YcfZuv4ZIe3t7c6d+6swYMHy9/fX/nz59eoUaPk4OBgdWtzem4Vc6lSpdSxY0d16tRJEydOVKVKlfTvv/8qKipKFSpUUPPmze8o9rFjxypv3rwqUKCA3njjDQUEBOjJJ5+UJPXp00d169bVpEmT1LJlS61cuVKLFy++5T7dyXQHklS/fn0NGDBALi4ueuSRR8xlgwYNUrVq1TJNLoaGhuq3337Ts88+K1dXVwUEBNxRLNmxYcMG/fPPP6pYsaL++ecfjR49WqmpqVYPgxw0aJBatmypIkWK6OTJkxo1apQcHR3Vvn17m/Y+//xz82Fu0vVb40ePHq0///xTixcvNqdtSU///v21aNEiPfbYYxo3bpweeeQReXt7a9OmTXrnnXf0xRdfqGLFijlxGLKsY8eOeu+999SqVSuNHTtWhQoV0rFjxzRv3jwNGTJEhQoVUr9+/TRhwgSVLFlSZcqU0aRJk3ThwoVbtu3s7Kw+ffpo2rRpcnJy0iuvvKKaNWuaSds+ffqoe/fuqlq1qmrXrq3vv/9eO3bsyHTUs3Rn0x306tVLU6ZMUZ8+ffTKK69o//79GjVqlAYOHGj+UNuwYUPNnDlTLVu2lJ+fn0aOHGnTN4aGhioqKkp16tSRq6ur3NzcNHjwYLVp00ZFixbViRMntHHjRvMHwZv169dPXbp0UdWqVVWnTh3Nnj1bu3fvttr3MWPGqG/fvvL19VXTpk2VkJBgPtBu4MCB6bY7ffp01alTR9WrV9fYsWNVoUIFJScna/ny5fr444/NaVQAAMgOB3sHAAC4/y1ZskRBQUEKDQ1V06ZNtWrVKk2bNk0LFiwwv3BFRERo0qRJeuedd1S+fHnNnj1bb7/9tlU7KSkp6t27t8qWLaumTZuqVKlSNk9hzkxkZKR++eUXLVu2TNWqVVPNmjU1efJkM4ni4OCgn376SVevXlX16tXVrVu3LD29/U4VK1ZMv/32m/bt26dGjRqpRo0a+uGHH/Tjjz+qadOmd3VbFotFCxYsUJ48eVS3bl01atRIxYoV0/fff39Xt5PG0dFRL7zwgs0tvJMnT1aLFi3UunVr1a1bV4GBgZo3b55VndDQUKu5KBcuXKhKlSqZibhnn31WlSpVskrm//HHH7p48aLatGmT7VjHjRunESNG6O233zY/Y4sWLTKn5EhPcHCw1q9fr5SUFDVp0kTh4eHq37+//Pz8zETD3VzvZnPnzlW1atXUvn17hYWFaciQIeaosgoVKmjNmjU6cOCAHn30UVWqVEkjR47MdFT33TJp0iTVqlVLLVq0UKNGjVSnTh2VLVv2ltOKZCXmGTNmqFOnTnr11VdVunRpPfnkk1ajdu/EhAkT1K9fP1WpUkWxsbH6+eefzXlD69Spo08++USTJk1SRESElixZogEDBuT4nMvh4eHy8/NTxYoVzdvL69evr5SUlFvORzt27FgdPXpUxYsXv+e3zF+7dk3Dhw9XWFiYnnrqKRUsWFDr1q2zSqSeOHFC7du3V+nSpdW2bVvlzZtXf/75p02sp06d0vjx4zVt2jRzWfXq1fXqq6+qefPm+uGHHzRjxowMY3F1ddXy5cs1ZMgQffrpp6pZs6aqVaumadOmqW/fvipfvvxd3//s8vDw0G+//abChQvr6aefVtmyZdW1a1ddu3bNHJH66quv6vnnn1fnzp1Vq1YteXt7Z+kWfg8PDw0dOlQdOnRQnTp15OXlZdXnd+zYUcOGDdOgQYNUuXJlHTlyRF26dMnRz3bBggX166+/6q+//lJERIR69uyprl27avjw4WadYcOGqV69emrRooWaN2+uJ5980mZu2YkTJ2r58uUKCQlRpUqV5OjoqLNnz6pTp04qVaqU2rZtq2bNmmnMmDHpxtGuXTuNGDFCQ4YMUZUqVXTs2DG9/PLLVnW6deumzz//XDNmzFB4eLjq1aunmTNnZvq3oVixYtqyZYsaNGigV199VeXLl1fjxo0VFRWljz/++A6OHADgYWYxmPkcAADcgdjYWJUrV05btmzJ8qjCK1euKG/evFq8eHG2HozUrl07RURE6PXXX7/NaHGzLl262CTMs+vy5csqWLCgJk6caD4Q6kHQvXt37du3T2vXrrV3KLCT0aNH6+jRo5o5c6a9Q7mrGjdurMDAQH399df2DgUAAPwX0x0AAIA7EhgYqC+++ELR0dFZTtKuWrVKDRs2zFaCNjExUeHh4eY8x7CfrVu3at++fapevbouXryosWPHSpJatWpl58juzPvvv6/GjRvL09NTixcv1qxZs7I1mh/Ija5cuaJPPvlEkZGRcnR01LfffqsVK1Zo+fLl9g4NAADcgCQtAAC4Y2nzemZV8+bNsz2/qIuLi9WtsrCv999/X/v375eLi4uqVKmitWvX3tM5UXPCX3/9pXfffVeXLl1SsWLFNG3aNHXr1s3eYQF3xGKx6Ndff9X48eN17do1lS5dWnPnzlWjRo3sHRoAALgB0x0AAAA8xObPny8/P79sjWoGHharV6/WhQsXsv1DFAAAQHaRpAUAAAAAAAAAO8r644UBAAAAAAAAAHcdSVoAAG5Sv3599e/fP9M6oaGhmjJlyj2JJyesXr1aFotFFy5cuKvtZuXY2duIESPUo0ePu95uTh3TPXv2qFChQrp8+XK21+3SpYtGjx59V+NB7mbvvikxMVElSpTQ77//bi7bt2+fatasKTc3N1WsWFFHjx6VxWLRtm3b7llc90PflJH7OfZbuZP+DQCABw1JWgAAHkK1a9dWTEyMfH197RrHzJkz5efnd8+2Fxsbq6lTp+qNN94wl/32229q2bKlgoODZbFYNH/+/AzXb9CggT7//PPb2vazzz6rpk2bWi1bsmSJLBaLTSJ19OjRKly4sCQpLCxMNWvW1KRJk25ru8CdGj16tCpWrJilup988omKFi2q2rVrm8tGjRolT09P7d+/X1FRUQoJCVFMTIzKly8vKeMfOB7k5GR2zJs3T+PGjbN3GJmifwMA4M6RpAUA4CHk4uKiwMBAWSwWe4dyT33++eeqXbu2ihQpYi67fPmyIiIiNH369EzXPXfunNavX6+WLVve1rYbNGig9evXKzk52Vy2atUqhYSEaPXq1VZ1V61apQYNGpivX3jhBX388cdW6+YWhmHkyrhw7xmGoQ8//FBdu3a1Wn748GE98sgjKlKkiPLmzStHR0cFBgbKycnJTpHeHxITEyVJ/v7+8vb2tnM0mXtQ+zcAAO4lkrQAAKQjOTlZr7zyinx9fRUQEKARI0Yoo2dtpnfr7oULF2SxWKy+nO7atUvNmjWTl5eXChQooOeff15nzpzJsX04duyYWrZsqTx58sjT01PlypXTr7/+Ksl25FraiNalS5eqbNmy8vLyUtOmTRUTE2O2l5ycrL59+8rPz0958+bV0KFD1blz50yfep6QkKBBgwapYMGC8vT0VI0aNcxjsnr1ar3wwgu6ePGiLBaL1Yir8+fPq1OnTsqTJ488PDzUrFkzHTx40Gw3K/Gm57vvvrNJsjZr1kxvvvmmnnrqqUzXXbRokSpXrqwCBQpIkn799VeVKlVK7u7uatCggY4ePZrp+g0aNFB8fLw2bdpkLlu9erVee+01bdiwQdeuXZMkXbt2TRs2bLBKYjRu3Fjnzp3TmjVrMt3G3ZCQkKC+ffsqf/78cnNz0yOPPKKNGzdaxWyxWLR48WJVqVJFrq6uWrdunQ4fPqxWrVqpQIEC8vLyUrVq1bRixQqrtkNDQ/XWW2/pxRdflLe3twoXLqz/+7//s6rz+++/q2LFinJzc1PVqlU1f/58m/PrXp9LkrR+/XrVr19fHh4eypMnjyIjI3X+/HlJmR+z1NRUFSpUSB9//LFVe1u3bpWDg4OOHTuW7vaycjxPnz6tli1byt3dXUWLFtXs2bNt2pk0aZLCw8Pl6empkJAQ9erVS/Hx8WZ52rk0f/58lSxZUm5uboqMjNTx48fN8jFjxmj79u3meTpz5sx0Y968ebMOHz6s5s2bm8ssFos2b96ssWPHmuf4jX3m0aNHzc96njx5ZLFY1KVLF3Xp0kVr1qzR1KlTze2mnWO3ev8vX76sTp06ycvLS0FBQZo4cWK68d7s559/VrVq1eTm5qaAgACrPiGzPikuLk7u7u5avHixVXs//fSTvL29deXKFUnS0KFDVapUKXl4eKhYsWIaMWKEkpKSzPppI5Y///xzFS1aVG5ubpJsRxR//fXXqlq1qry9vRUYGKgOHTro9OnTZnnaORoVFaWqVavKw8NDtWvX1v79+7O8v5n13em5X/o3AAByM5K0AACkY9asWXJyctJff/2lqVOnatKkSbd9m7t0PWnbsGFDVapUSZs2bdKSJUt06tQptW3bNsN1oqOj5eXllem/t956K8P1e/furYSEBP3222/auXOn3nnnHXl5eWVY/8qVK3r//ff19ddf67ffflN0dLQGDRpklr/zzjuaPXu2ZsyYofXr1ysuLi7TqQEk6ZVXXtEff/yh7777Tjt27NAzzzyjpk2b6uDBg6pdu7amTJkiHx8fxcTEKCYmxtxely5dtGnTJi1cuFB//PGHDMPQ448/bpXQuFW8Nzt37pz27NmjqlWrZhpzRhYuXKhWrVpJko4fP66nn35aLVu21LZt29StWze99tprma5fqlQpBQcHa9WqVZKkS5cuacuWLXrmmWcUGhqqP/74Q9L1JGVCQoJVEsPFxUUVK1bU2rVrbyv27BgyZIjmzp2rWbNmacuWLSpRooQiIyN17tw5q3qvvfaaJkyYoL1796pChQqKj4/X448/rqioKG3dulVNmzZVy5YtFR0dbbXexIkTVbVqVW3dulW9evXSyy+/bCaP4uLi1LJlS4WHh2vLli0aN26chg4darW+Pc6lbdu26bHHHlNYWJj++OMPrVu3Ti1btlRKSsotj5mDg4Pat2+vOXPmWLU5e/Zs1alTx2pU942ycjy7dOmi48ePa9WqVfrPf/6jjz76yCpZJ0kODg6aNm2adu/erVmzZmnlypUaMmSIVZ0rV65o/Pjx+uqrr7R+/XpduHBBzz77rCSpXbt2evXVV1WuXDnzPG3Xrl26Ma9du1alSpWyGvUZExOjcuXK6dVXX7U6x9OEhIRo7ty5kqT9+/crJiZGU6dO1dSpU1WrVi11797d3G5ISEiW3v/BgwdrzZo1WrBggZYtW6bVq1dry5Yt6cacZtGiRXrqqaf0+OOPa+vWrYqKilL16tWtjnVGfZKPj49atGiR7nv85JNPysPDQ5Lk7e2tmTNnas+ePZo6dao+++wzTZ482WqdQ4cOae7cuZo3b16Gc/YmJSVp3Lhx2r59u+bPn6+jR4+qS5cuNvXeeOMNTZw4UZs2bZKTk5NefPHFLO9vZn13eu6X/g0AgFzNAAAAVurVq2eULVvWSE1NNZcNHTrUKFu2rPm6SJEixuTJkw3DMIwjR44YkoytW7ea5efPnzckGatWrTIMwzDGjRtnNGnSxGo7x48fNyQZ+/fvTzeOpKQk4+DBg5n+O3v2bIb7ER4ebowePTrdslWrVhmSjPPnzxuGYRgzZswwJBmHDh0y60yfPt0oUKCA+bpAgQLGe++9Z75OTk42ChcubLRq1cpcVq9ePaNfv36GYRjGsWPHDEdHR+Off/6x2vZjjz1mDBs2zNyur6+vVfmBAwcMScb69evNZWfOnDHc3d2NH374Icvx3mzr1q2GJCM6OjrDOpKMn376yWb5tWvXDC8vL2PXrl2GYRjGsGHDjLCwMKs6Q4cOtTqm6enYsaP5OVi0aJHZRo8ePYyRI0cahmEYI0aMMIoWLWqz7lNPPWV06dIlw7bT07lzZ2PUqFFZrh8fH284Ozsbs2fPNpclJiYawcHBxrvvvmsYxv8+O/Pnz79le+XKlTM++OAD83WRIkWM5557znydmppq5M+f3/j4448NwzCMjz/+2MibN69x9epVs85nn31mdX7Z41xq3769UadOnXTLsnLMtm7dalgsFuPYsWOGYRhGSkqKUbBgQXO/s+rG47l//35DkvHXX3+Z5Xv37jUkmX1Ten788Ucjb9685uu0c+nPP/+0aWfDhg2GYRjGqFGjjIiIiFvG169fP6Nhw4Y2yyMiIqw+hzf3mTf3R2lu7E/S3Or9v3TpkuHi4mL2FYZhGGfPnjXc3d1t2rpRrVq1jI4dO6ZblpU+6aeffjK8vLyMy5cvG4ZhGBcvXjTc3NyMxYsXZ7jN9957z6hSpYr5etSoUYazs7Nx+vTpWx6HG23cuNGQZFy6dMkwjP8dzxUrVph1Fi1aZEgyz63M9jcrfXd67nX/BgDAg4aJoAAASEfNmjWt5mutVauWJk6cqJSUFDk6Oma7ve3bt2vVqlXpjmQ9fPiwSpUqZbPcyclJJUqUyPa20vTt21cvv/yyli1bpkaNGql169aqUKFChvU9PDxUvHhx83VQUJA5Ku/ixYs6deqU1UgrR0dHValSRampqem2t3PnTqWkpNjsW0JCgvLmzZthHHv37pWTk5Nq1KhhLsubN69Kly6tvXv3Zine9Fy9elWSzFuIs2PlypXKnz+/ypUrZ8Z4Y3zS9c/IraTdtpyUlKTVq1erfv36kqR69erp008/lXT9FuEbR5mlcXd3N2+bzimHDx9WUlKS6tSpYy5zdnZW9erVrY69JJsRyfHx8Ro9erQWLVqkmJgYJScn6+rVqzYjaW/8DFosFgUGBprv2/79+1WhQgWr9+jGz5xkn3Np27ZteuaZZ9Ity8oxq1ixosqWLas5c+botdde05o1a3T69GmzzRv35bnnntMnn3xyy+OZdp5UqVLFXLdMmTI2D+JbsWKF3n77be3bt09xcXFKTk7WtWvXdOXKFXOEp5OTk6pVq2bTzt69e22Of2auXr16W+dXdtzq/b969aoSExOtzk9/f3+VLl0603a3bdum7t27p1uWlT7p8ccfl7OzsxYuXKhnn31Wc+fOlY+Pjxo1amSu8/3332vatGk6fPiw4uPjlZycLB8fH6ttFSlSRPny5cs01s2bN2v06NHavn27zp8/b/bB0dHRCgsLM+vdeK4FBQVJuj5FRuHChTPd39vtu3N7/wYAQG5HkhYAgDvk4HB99iDjhjlrb7wtX7qewGrZsqXeeecdm/XTvjzf7OYv3Ol5/fXX9frrr6db1q1bN0VGRmrRokVatmyZ3n77bU2cOFF9+vRJt76zs7PVa4vFkuE8vFkRHx8vR0dHbd682Saxndm0C1mV3XgDAgIkXZ9b8lZJkJstXLhQTzzxRPaDvEmDBg10+fJlbdy4UatWrdLgwYMlXU9ivPjiizp37pw2bNigl156yWbdc+fOWSWl7c3T09Pq9aBBg7R8+XK9//77KlGihNzd3dWmTRvz4Udp0nvfMkr0p8ce55K7u3uW48tIx44dzSTtnDlz1LRpUzPhdeNt7WlJu6wez8wcPXpULVq00Msvv6zx48fL399f69atU9euXZWYmGgmae+WgIAA7dy58662ebNbvf+HDh26rXbv9D12cXFRmzZtNGfOHD377LOaM2eO2rVrZz4c7Y8//lDHjh01ZswYRUZGytfXV999953NfLk3n1c3u3z5siIjIxUZGanZs2crX758io6OVmRkZKbnWtqPjmnnWmb7e7t994PUvwEAYA8kaQEASMeGDRusXv/5558qWbJkuqNo0xJ+MTExqlSpkiTZzCVYuXJlzZ07V6GhoVl+onlwcHCGcxKm8ff3z7Q8JCREPXv2VM+ePTVs2DB99tlnGSZpM+Pr66sCBQpo48aNqlu3riQpJSVFW7ZsUcWKFdNdp1KlSkpJSdHp06f16KOPplvHxcXFnNczTdmyZZWcnKwNGzaodu3akqSzZ89q//79t0y0ZaZ48eLy8fHRnj170h1tmRHDMPTzzz/rm2++sYpx4cKFVvX+/PPPLMUQEhKihQsXatu2bapXr54kqWDBgipYsKAmTpyoxMTEdEea7dq1S23atMly3LejePHicnFx0fr16825UpOSkrRx40arBxelZ/369erSpYv58KH4+PhbPkztZqVLl9Y333yjhIQEubq6SpLVQ8sk+5xLFSpUUFRUlMaMGWNTltVj1qFDBw0fPlybN2/Wf/7zH33yySdmWXqjfG91PMuUKaPk5GRt3rzZHAW7f/9+82GA0vURl6mpqZo4caL5Y9IPP/xgs63k5GRt2rTJHDWb1k7ZsmUlpX+epqdSpUr6+OOPZRiG1Z0It+Li4iJJNttIb7u3ev+LFy8uZ2dnbdiwQYULF5Z0/YeZAwcOmOdbetLe4xdeeMGmLKt9UseOHdW4cWPt3r1bK1eu1JtvvmmW/f777ypSpIjeeOMNc1lGD43LzL59+3T27FlNmDBBISEhkmT1sK6symx/s9J3pye3928AAOR2PDgMAIB0REdHa+DAgdq/f7++/fZbffDBB+rXr1+6dd3d3VWzZk3zIUpr1qzR8OHDrer07t1b586dU/v27bVx40YdPnxYS5cu1QsvvJBh8iPtFu3M/mWWWOrfv7+WLl2qI0eOaMuWLVq1apWZdLkdffr00dtvv60FCxZo//796tevn86fP59hMqZUqVLq2LGjOnXqpHnz5unIkSP666+/9Pbbb2vRokWSpNDQUMXHxysqKkpnzpzRlStXVLJkSbVq1Urdu3fXunXrtH37dj333HMqWLCg+eCu2+Hg4KBGjRpp3bp1Vsvj4+O1bds2M4l35MgRbdu2zbytfPPmzbpy5YoeeeQRc52ePXvq4MGDGjx4sPbv3685c+Zk+MT7mzVo0EAfffSRSpQooQIFCpjL69Wrpw8++MB8AM+Njh49qn/++cfq1umc4OnpqZdfflmDBw/WkiVLtGfPHnXv3l1XrlxR165dM123ZMmS5sOOtm/frg4dOmRrhKwkc50ePXpo7969Wrp0qd5//31J/xsJaI9zadiwYdq4caN69eqlHTt2aN++ffr444915syZLB+z0NBQ1a5dW127dlVKSsotR2bf6niWLl1aTZs21UsvvaQNGzZo8+bN6tatm9UIyRIlSigpKUkffPCB/v77b3399ddWyeE0zs7O6tOnj9lOly5dVLNmTTNpGxoaap4XZ86cUUJCQroxN2jQQPHx8dq9e3em+3azIkWKyGKx6JdfftG///6r+Ph4c7sbNmzQ0aNHdebMGaWmpt7y/ffy8lLXrl01ePBgrVy5Urt27VKXLl3MJHVGRo0apW+//VajRo3S3r17zYctpr0XWemT6tatq8DAQHXs2FFFixa1mh6hZMmSio6O1nfffafDhw9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AQE2atEC9abIBNA55C+yJjACAA4fbHQAAAAAApMhKWiDr6rvKo7nJtVUwuVYPsPea2+u3uZ0vAEBz1Fx6ClbSAgAAAACkyEpaoMnL9rtqVl6xP6z0A2i+/B9ALvP8pDF5vkHdNGnhADXrzTejuE2b6q/bt20bfXv1ii1btsSc+fNrbJv/7qYY3vugiIiYt3xLbNyaqTHe5+DC6FBcEP+oqIqlqytrjJW0ahGHdS6K7Zkk3li6uVYdR3ZvHS0L8uKdv2+NdZu31xjr3q5ldG7bMtZsrIpFK2set3XL/BjUrVVERMx8d3MkkdQYH9S1VbQuzI93V1bGqo1VNcY6l7aM7u1bRsXm7TH/71trjLVskRdH9mgdERGzyzfHtu01j3tYp6Ioad0i/rZmW6xYvy0iIjKzZ0dExMHt20fvHj1i8+bNMXfBghr75eXlxVFHHBEREXPnz4/NW7bUGO/bs2e0b9cuVvzjH/G35ctrjLX/+9bo36kotlUlMftvta/h0J6to0V+XsxfsTUqtmyvriciome3bnHIwQfH6jVrYnF5eY392hx0UAzs3z8iIv78oX12GHzYYdGqVatYtGRJrFm3rvrx/Hc3Rde2LaNru5axfvP2WLDTNSwqyI8h3d//3vxl6eao3OnYA/r1i+I2baJ82bL4+6pVNcY6dugQfSJi09ZMvLW85jXKz8uLYb3e/97MWbYltmx7/3m443z79eoV7dq2jeV//3ssW7Gixr7tSkujX+/eUVlZGX+dN6/WuQ4bMiTy8/Pj7YULY8PGjTXGenXvHh07dIiVq1fHkr/9rcZYcZs2MaBfv8hkMjHrzTdrHfeIgQOjsLAwFr77bqxdv77GWLfOnaNLp06xdtP2WPiPmtewVcv8GPzB83vWks2RSf75PMzMnh2HH3poHNS6dSz5299i5erVNfbtdPDB0aNbt9iwcWO8vXBhjbGCFi2ibPDgiIh4c9682FpZ83XVqWPHWueQDbmUPy0i4p3Fi2NdRUWNse5dukTnQw6JNWvXxqKlS2uMtW7VKgYddlhERMz8618jSXbKn0MPjdatW8e75eWx5t1NNcbqyp8hH/x99ty5sa2qZnYd1rdvlBQXx9/eey9WrFxZfX0iIg5uUxC9OxbG5spMzH2v5msnL/LiqN7vv3bmLtsSm7fVvIZ9OxZG+zYFsWLdtvjb2m01xkoWL47+ffrEtm3bYvZbb8XOhg4eHC1atIj5CxdGxU6vnWzkT0RE106domvnzrG+oiIWLF5cY6yosDCGDBwYERF/mTMnMjtd/wGdi6K4VYsoX10Zf6+oeX07FhdEj4jYtHlzvLVThufn58ewIe9/d+a8/XZs2Vrze9dk82fduli4ZEmNsVZFRTF4wICIeP+1msn88/mS/+6mOLxLqzioKD+WrKqMlRtqXsNOJQXRo0NhbNiyPd5esbXG/0e5kj8RuZVB9Z0DZWbPzqkM2qFJz4F2ukYREYO7tYpWLfNj0T8qY82mf16HzOzZ9cqgqu01v691zYF6de+eUxnUp6IqOpYUxMqKqliy0/O7uKhFDOhSFJlMErM+eH5/+PpnI4MiwhzoQ3J9DrRqzZoaY507dozuXbtGxYYNMX/RohpjLQsKYugHf8+Vn8HalpQ06TlQU8+f+s6B8j+U5Ud0bxWFBfmx8B9bY+2mmtehW7uW0aVty6b7M1gCHFDWrVuXREStPxeceWZSVV6evDVjxi7HM5PLkszksuS4fgfVGvvxp3smmcllyT0Xdqs1dtqQ4iQzuSxZ+19DdnncFXcPTjKTy5IzhpbUGrvr3K5JZnJZ8uhne9UaO6pXq+qaCgvyao3P/vqAJDO5LLn8xPa1xq6fcEiSmVyW/O66frXGurdvWX3c7u1b1hr/3XX9kszksuT6CYfUGrv8/POTqvLy5I3nn681VlhYmFSVlydV5eXJUb1a1Rp/9LO9kszksuSuc7vWGjtjaEmSmVyWrLh78C6v4dr/GpJkJpclpw0prjX2/dtuS6rKy5Mffe97tcZGDh+eVJWXJ5nJZbs87tvfGphkJpclFx7XrtbYLR/rlGQmlyW/uaZvrbH+nQqrr2HH4ha1xmc8+WRSVV6efGnixFpjn7vkkiQzuSx5/ZZDa42VtMqvPu7gbkW1xh9/4IGkqrw8ue2GG2qNnXX66UlVeXmy+LXXdnmuG995J6kqL09OOu64WmP/7447kqry8uT/3XFHrbGTjjsuqSovTza+884uj7v4tdeSqvLy5KzTT681dtsNNyRV5eXJE1f1rjU2uFtR9bmWtMqvNf7ab36TVJWXJ5+75JJaY1+aODGpKi9PZjz5ZK2xjh06VD8P+/eu/e/+/P77k4hI1q1bJ3/2lD9HHFF9HQsLC2uNv/H880lVeXly+fnn1xqrK392HLd7ly61xqc/9lhSVV6efOXKK2uNXX5i+yQzuSyZ/fUBtcYKC/Kqr2F98+ejp56aVJWXJ++98cYur+HquXOTqvLy5NQxY2qN3XNhtyQzuSz58ad71ho7rt9BSWZyWVJVXr7L4741Y0ZSVV6eXHDmmbXGbr7mmqSqvDx5+qc/rTXWv3fv6mvYsUOHWuMvf7V/kplcllx9asdaY5875eCkqrw8ee03v6k1VlJcXH3cwQNqX+Ommj+PP/BArbHBAwZUn2tJce3/V16/5dAkM7ks+dwpB9cau/rUjklmclny8lf71xpLO39kUJYzqBnNgfYng+qaA+VaBt1/SfckM7ksuf+S7rXGxgxsk2QmlyWb7ztil8fNVgaZAzVc/lSVlycfPfXUWmN33nJLUlVenjxy3321xvYnf75y5ZVJVXl5Mv2xx2qNde/SJfs/gx1R+7n6yH33JVXl5cmdt9xSa2x/5kDyZ//zZ3/mQEvuPDzJTC5Lzj66ba2xb37y/edaU/0ZLC9JdnprBGjS1q9fH23bto3fTZ269+/ivnJVTq0iicixlbTH3xMRe/8u7rwHx9ZrJVvb1i3qt4rkg3oi9u5d3PxnJ9RrFUlE1G8l7cjv1xivcyXtXyfWbyXtB+ebK+/iftjerCJZ//j4+r2Le/w9WX0Xt8+xx8a6deuitLS01vnsrwMhfzLH31O/VWzTLqoxVucqtk+9EBH1WEn7ylURkcWVtKdNqdcqkh31RET07FAYh5QUxOoNVbF4Vc3vTZui/BjYpVVkxk/L7kralz5fY7zOlbQXTG/Sq0g+LCsraV+5qn4raT/0/1Ha+RMhgyIaPoN2aC5zoMzx9zSrlWx95v17/VbSfuj6N8WVtM1tDtTi9N/k1kraJf8eEdn7GSzXVtLKnwZeSfuhOWhWVtLmyM9gmrRwgNkxQVg9d26UlpTs1T7N5ZMS91V974fU3K5nrl2fXLt/VS7df2t9RUV0GDQo6z+gNOX8yfbzuam/Xprb+TZ1uXQ9s50/ETIoG9SzZ009U3JpjpJt5kB1y/b3tzk93yKa3/lmW1PO8/rkT37WqgAAAAAAoE4+OAygDrn2Ljd75l1r9ke2X+/yBACg6TGHozFYSQsAAAAAkCIraQFo1qy8BXanKd//DA5EVrLtWVO/PuZk6cq1659r9eSaXPucgOZ2/bPFSloAAAAAgBRZSQsAAAD1lGsr2QB2R540DVbSAgAAAACkyEpaAAAAarHyig9zj0qA7LKSFgAAAAAgRVbSAgCQFVbh7ZnrA82L1zzkDq9HcpEmLQDUQ7YndH6VkMbU3H5AaW7nCwBA3XLlZzC3OwAAAAAASJGVtAAAAADsNb+dAg3PSloAAAAAgBRZSQvAfvEuOgA0DP+nciDxfIbmI1fu6drUWUkLAAAAAJAiK2kBAAAAgEZhpf2uWUkLAAAAAJAiK2kBAAAAICVWlhJhJS0AAAAAQKo0aQEAAAAAUqRJCwAAAACQIk1aAAAAAIAUadICAAAAAKSoIO0CAAAAAGBf5T87Ie0SYL9ZSQsAAAAAkCJNWgAAAACAFGnSAgAAAACkSJMWAAAAACBFmrQAAAAAACnSpAUAAAAASJEmLQAAAABAijRpAQAAAABSpEkLAAAAAJAiTVoAAAAAgBRp0gIAAAAApEiTFgAAAAAgRZq0AAAAAAAp0qQFAAAAAEiRJi0AAAAAQIo0aQEAAAAAUqRJCwAAAACQIk1aAAAAAIAUadICAAAAAKSoIO0CgIaVJElERKzfsGGv98nfvD1b5QBZlqmo2Ottd+TCjpxoaPIHmpdcyp8PH1sGQfOQSxkkf6B5yVb+aNLCAabig7Doc+yxKVcCNI5B9d6joqIi2rZt2+CVyB9obnInf3YcO0IGQfOROxkkf6C5yU7+5CXZfDsbaHSZTCaWLVsWJSUlkZeXV+f269evj549e8bSpUujtLS0ESpsWOpPl/rTVd/6kySJioqK6NatW+TnN/wdj+RP06L+dDW3+rOdPxEyqKlRf7qaW/3mQA1L/elSf7qymT9W0sIBJj8/P3r06FHv/UpLS5tkQO6g/nSpP131qT9bK9gi5E9Tpf50Naf6s5k/ETKoqVJ/uppT/eZADU/96VJ/urKRPz44DAAAAAAgRZq0AAAAAAAp0qSFZq6oqCgmTZoURUVFaZeyT9SfLvWnS/3pUn+61J+upl5/RNM/B/WnS/3pUn+61J8u9acrm/X74DAAAAAAgBRZSQsAAAAAkCJNWgAAAACAFGnSAgAAAACkSJMWAAAAACBFmrRwgLv33nujT58+0apVqxg5cmS89tpre9z+5z//eRx++OHRqlWrOPLII2PatGmNVOnu1eccfvjDH8aJJ54Y7du3j/bt28e4cePqPOdsq+/3YIdHHnkk8vLy4hOf+ER2C6xDfetfu3ZtXHnlldG1a9coKiqKAQMGpPo8qm/9d999dwwcODBat24dPXv2jGuuuSa2bNnSSNX+0+9///s444wzolu3bpGXlxdPPPFEnfu8+OKLMXz48CgqKopDDz00pkyZkvU669LUM0j+fCK7BdZB/qSTPxEySAY1DBkkg/aF/JE/DUH+yJ99lWoGJcAB65FHHkkKCwuTBx54IHnzzTeTiRMnJu3atUtWrFixy+1ffvnlpEWLFskdd9yRzJkzJ7npppuSli1bJrNnz27kyv+pvudwwQUXJPfee28yc+bMZO7cucmll16atG3bNikvL2/kyt9X3/p3WLRoUdK9e/fkxBNPTD7+8Y83TrG7UN/6t27dmhxzzDHJhAkTkpdeeilZtGhR8uKLLyazZs1q5MrfV9/6H3rooaSoqCh56KGHkkWLFiXPPvts0rVr1+Saa65p5MqTZNq0acmNN96Y/PKXv0wiInn88cf3uP3ChQuTgw46KLn22muTOXPmJPfcc0/SokWL5JlnnmmcgnehqWeQ/JE/+6Mp50+SyCAZtP9kkAzaV/JH/uwv+SN/9keaGaRJCwewESNGJFdeeWX119u3b0+6deuWfPvb397l9ueee25y+umn13hs5MiRyWc+85ms1rkn9T2HnVVVVSUlJSXJj370o2yVuEf7Un9VVVVywgknJP/zP/+TXHLJJalOEOpb/3//938n/fr1SyorKxurxD2qb/1XXnllMnbs2BqPXXvttcmoUaOyWmdd9mZy8JWvfCUZMmRIjcfOO++8ZPz48VmsbM+aegbJH/mzPw6U/EkSGSSD9o0MSteBkkHyR/7sC/mTrgMlf5Kk8TPI7Q7gAFVZWRl/+tOfYty4cdWP5efnx7hx4+KVV17Z5T6vvPJKje0jIsaPH7/b7bNtX85hZ5s2bYpt27ZFhw4dslXmbu1r/V//+tejU6dO8alPfaoxytytfan/V7/6VRx//PFx5ZVXRufOneOII46Ib33rW7F9+/bGKrvavtR/wgknxJ/+9KfqX8dZuHBhTJs2LSZMmNAoNe+PA+H1m0vnIH/kz/5obvkTkVuv3wgZFCGD9ocMaloZlEuv3Qj5EyF/9of8aVr5E9Gwr9+ChioKyC0rV66M7du3R+fOnWs83rlz53jrrbd2uc/y5ct3uf3y5cuzVuee7Ms57Oz666+Pbt261QrNxrAv9b/00ksxefLkmDVrViNUuGf7Uv/ChQvjd7/7XVx44YUxbdq0WLBgQXz+85+Pbdu2xaRJkxqj7Gr7Uv8FF1wQK1eujNGjR0eSJFFVVRWf/exn4z/+4z8ao+T9srvX7/r162Pz5s3RunXrRq2nqWeQ/EmX/Gla+RMhgxqaDEqXDGpaGSR/Gpb8SZf8aVr5E9GwGWQlLXDAuv322+ORRx6Jxx9/PFq1apV2OXWqqKiIiy++OH74wx9Gx44d0y5nn2QymejUqVPcf//9cfTRR8d5550XN954Y9x3331pl7ZXXnzxxfjWt74VP/jBD+LPf/5z/PKXv4ynn346vvGNb6RdGk2M/Gl88gf+SQY1PhkE75M/jU/+HDispIUDVMeOHaNFixaxYsWKGo+vWLEiunTpsst9unTpUq/ts21fzmGHu+66K26//faYPn16lJWVZbPM3apv/e+8804sXrw4zjjjjOrHMplMREQUFBTEvHnzon///tkt+kP25fp37do1WrZsGS1atKh+bNCgQbF8+fKorKyMwsLCrNb8YftS/8033xwXX3xxfPrTn46IiCOPPDI2btwYV1xxRdx4442Rn5+7723u7vVbWlra6CtIIpp+Bskf+bM/mlv+RMighiaDZND+aG4ZJH8alvyRP/ujueVPRMNmUG6fKbDPCgsL4+ijj47nn3+++rFMJhPPP/98HH/88bvc5/jjj6+xfUTEb3/7291un237cg4REXfccUd84xvfiGeeeSaOOeaYxih1l+pb/+GHHx6zZ8+OWbNmVf/52Mc+FqecckrMmjUrevbs2Zjl79P1HzVqVCxYsKB6YhMR8fbbb0fXrl0bdXIQsW/1b9q0qdYkYMdk5/37xueuA+H1m0vnIH/kz/5obvkTkVuv3wgZJIP2jwx6X1PJoFx67UbIH/mzf+TP+5pK/kQ08Ou33h81BjQZjzzySFJUVJRMmTIlmTNnTnLFFVck7dq1S5YvX54kSZJcfPHFyQ033FC9/csvv5wUFBQkd911VzJ37txk0qRJScuWLZPZs2endQr1Pofbb789KSwsTKZOnZq899571X8qKiqaRP07S/uTRetb/5IlS5KSkpLkC1/4QjJv3rzk17/+ddKpU6fktttuaxL1T5o0KSkpKUl+9rOfJQsXLkyee+65pH///sm5557b6LVXVFQkM2fOTGbOnJlERPKd73wnmTlzZvLuu+8mSZIkN9xwQ3LxxRdXb79w4cLkoIMOSq677rpk7ty5yb333pu0aNEieeaZZxq99h2aegbJH/nTmPXnUv4kiQySQY1f/85kUOPWn0sZJH/kT2PXvzP507j151L+JEm6GaRJCwe4e+65J+nVq1dSWFiYjBgxInn11Verx8aMGZNccsklNbZ/7LHHkgEDBiSFhYXJkCFDkqeffrqRK66tPufQu3fvJCJq/Zk0aVLjF/6B+n4PPiztCUKS1L/+P/zhD8nIkSOToqKipF+/fsk3v/nNpKqqqpGr/qf61L9t27bk1ltvTfr375+0atUq6dmzZ/L5z38+WbNmTaPX/cILL+zyubyj3ksuuSQZM2ZMrX2GDRuWFBYWJv369UsefPDBRq97Z009g+TPx7Nf5B7In3TyJ0lkkAxqGDJIBu0L+SN/GoL8kT/7Ks0MykuSJrB2GAAAAADgAOWetAAAAAAAKdKkBQAAAABIkSYtAAAAAECKNGkBAAAAAFKkSQsAAAAAkCJNWgAAAACAFGnSAgAAAACkSJMWAAAAACBFmrQAzczJJ58cTzzxRNplAM2Q/AHSJIOANMkg6qJJCwAAAACQIk1agByTl5cXN910Uxx11FExYMCAeOihh3a53amnnhpTp06t/vrFF1+Mo446KiIiHn744Rg5cmQcddRRMXTo0Hjqqad2eYxLL7007r777uqvv/zlL8ett94aERHbtm2LG264IUaMGBHDhg2Lc889N9asWdMwJwnkJPkDpEkGAWmSQaRNkxYgB+Xl5cXMmTPjmWeeiauuuioWL15ca5vLLrsspkyZUv31gw8+GJdffnlERIwfPz5effXVmDlzZjz55JMxceLE2Lp1a71quPPOO6NNmzbx2muvxaxZs+LII4+Mm266aX9OC2gC5A+QJhkEpEkGkaaCtAsAoLZPf/rTERHRr1+/OOmkk+L3v/999OnTp8Y2Z555Znzxi1+M9957L0pKSuLXv/51fOc734mIiEWLFsWFF14Y5eXlUVBQEKtXr45FixbF4Ycfvtc1PPHEE7Fu3br4xS9+ERERlZWVtWoADjzyB0iTDALSJINIkyYtQBOQl5cXP/7xj6v/8//Sl74Ul112WZxzzjnxk5/8JA455JAYO3ZsHHzwwRERcf7558ftt98eZ599dkREdOjQIbZs2VLruAUFBbF9+/bqr7ds2RLFxcUREZEkSdxzzz1x2mmnZfv0gBwmf4A0ySAgTTKIxuR2BwA56MEHH4yIiMWLF8eMGTPixBNPjH/7t3+LWbNmxaxZs+Kyyy6LiPd/1ebBBx+MKVOmVP+KTUTEmjVrom/fvhER8dOf/nS39zA69NBD47XXXouIiFWrVsW0adOqxz7xiU/Ed7/73di0aVNERGzatCnefPPNhj9ZIKfIHyBNMghIkwwiTVbSAuSg7du3x1FHHRUbN26M73//+7v99ZYRI0ZEixYtYsGCBTXeaf3e974XZ599drRr1y7Gjh0bvXr12uX+V1xxRZx99tkxaNCg6NevXxx33HHVY9dff31s3bo1Ro4cGXl5edWPDRkypOFOFMg58gdIkwwC0iSDSFNekiRJ2kUA8E95eXmxZs2aaNeuXdqlAM2M/AHSJIOANMkg0uZ2BwAAAAAAKbKSFgAAAAAgRVbSAgAAAACkSJMWAAAAACBFmrQAAAAAACnSpAUAAAAASJEmLQAAAABAijRpAQAAAABSpEkLAAAAAJAiTVoAAAAAgBT9f/JuFTTiEJuaAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_methods = len(MORAN_VARIANTS)\n", "n_alphas = len(ALPHAS_MORAN)\n", "\n", "for parc in MORAN_PARCS:\n", " fig, axes = plt.subplots(\n", " n_methods, n_alphas,\n", " figsize=(3.5 * n_alphas, 2.2 * n_methods),\n", " sharex=True, sharey=True,\n", " )\n", " for row, (label, procedure, n_comp, cov_adapt) in enumerate(MORAN_VARIANTS):\n", " for col, alpha in enumerate(ALPHAS_MORAN):\n", " ax = axes[row, col]\n", " pvs = moran_pvals[(parc, alpha, label)]\n", " fpr = moran_results.loc[\n", " (moran_results.parcellation == parc) &\n", " (moran_results.alpha == alpha) &\n", " (moran_results.label == label), \"fpr\"\n", " ].values[0]\n", " in_ci = ci_lo_m <= fpr <= ci_hi_m\n", " color = \"darkorange\" if cov_adapt else \"steelblue\"\n", " ax.set_facecolor(\"#e8f5e9\" if in_ci else \"#fce4e4\")\n", " ax.hist(pvs, bins=20, range=(0, 1), density=True,\n", " color=color, edgecolor=\"none\", alpha=0.8)\n", " ax.axhline(1.0, color=\"k\", lw=1, ls=\"--\")\n", " ax.text(0.97, 0.95, f\"FPR={fpr:.3f}\", transform=ax.transAxes,\n", " ha=\"right\", va=\"top\", fontsize=7,\n", " color=\"darkgreen\" if in_ci else \"darkred\")\n", " if row == 0:\n", " ax.set_title(f\"alpha = {alpha:.0f}\", fontsize=9)\n", " if col == 0:\n", " ax.set_ylabel(label, fontsize=8, rotation=0,\n", " ha=\"right\", va=\"center\", labelpad=100)\n", " ax.set_yticks([])\n", " if row == n_methods - 1:\n", " ax.set_xlabel(\"p-value\", fontsize=8)\n", "\n", " fig.suptitle(\n", " f\"P-value distributions — {parc} (N_PERM={N_PERM_MORAN:,})\\n\"\n", " \"Dashed = Uniform(0,1) reference | green bg = within 95% CI | red bg = outside CI\\n\"\n", " \"blue = singleton (1/d W) | orange = cov-adapt (fitted covariance W)\",\n", " fontsize=10, y=1.01,\n", " )\n", " plt.tight_layout()\n", " plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "nsp309", "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": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 5 }