{ "cells": [ { "cell_type": "markdown", "id": "intro", "metadata": {}, "source": [ "# pg_gpu Skills Demo\n", "\n", "A linear walk-through of the pg_gpu API, mirroring how the Claude Code skill at `.claude/SKILL.md` translates natural-language asks into pg_gpu function calls. Each section has three parts: the prompt, the skill's plan, and the executed code (collapsed by default \u2014 click to expand) plus its output.\n" ] }, { "cell_type": "markdown", "id": "q0", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Load this VCF, convert to zarr if needed, and import the first 10 Mb: `ag1000g.X.vcf.gz`\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. If the zarr does not yet exist, call `HaplotypeMatrix.vcf_to_zarr(VCF_X, ZARR_X, worker_processes=24)` (one-time, ~hours on a 326 GB VCF).*\n", "*2. Load 10 Mb with `HaplotypeMatrix.from_zarr(ZARR_X, region='X:1-10000000', streaming='auto')`.*\n", "*3. `streaming='auto'` returns an eager `HaplotypeMatrix` if the materialized matrix fits in <50% of free GPU memory, otherwise a `StreamingHaplotypeMatrix`. All downstream stat functions accept either type.*\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "a0", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:14:40.575015Z", "iopub.status.busy": "2026-05-26T01:14:40.574877Z", "iopub.status.idle": "2026-05-26T01:14:43.751284Z", "shell.execute_reply": "2026-05-26T01:14:43.750722Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using existing zarr: ag1000g.X.zarr\n" ] } ], "source": [ "import os\n", "import time\n", "from pg_gpu import HaplotypeMatrix\n", "\n", "VCF_X = 'ag1000g.X.vcf.gz'\n", "ZARR_X = 'ag1000g.X.zarr'\n", "\n", "t0 = time.time()\n", "\n", "if not os.path.exists(ZARR_X):\n", " print('No zarr found -- converting')\n", " print(f' src: {VCF_X}')\n", " print(f' dst: {ZARR_X}')\n", " HaplotypeMatrix.vcf_to_zarr(VCF_X, ZARR_X, worker_processes=24)\n", " print(f' conversion done in {time.time()-t0:.1f}s')\n", "else:\n", " print(f'Using existing zarr: {ZARR_X}')" ] }, { "cell_type": "markdown", "id": "ea643cbe", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Run QC inspection on a 10 Mb region.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. `fields=` on `HaplotypeMatrix.from_zarr` is eager-only \u2014 raises `NotImplementedError` whenever the load takes the streaming path. For regions too big to fit (`streaming='auto'` falls back to streaming above 50% of free GPU memory), skip pg_gpu's loader.*\n", "*2. Open the VCZ with `zarr.open(ZARR_X, mode='r')` and slice the `variant_` / `call_` arrays directly. They're plain zarr datasets; `[i0:i1]` returns numpy.*\n", "*3. Find the variant index range for the region by scanning `variant_contig` and `variant_position`.*\n", "*4. Slice `variant_MQ`, `variant_quality`, `call_DP`, `call_GQ` over `[i0:i1]`.*\n", "*5. Build a per-site DataFrame with `MQ`, `quality`, `DP_mean`, `GQ_mean`, `missing_frac` for the downstream plots.*\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "14e53912", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:14:43.752906Z", "iopub.status.busy": "2026-05-26T01:14:43.752625Z", "iopub.status.idle": "2026-05-26T01:22:30.428249Z", "shell.execute_reply": "2026-05-26T01:22:30.427538Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7,610,314 variants in X:1-10,000,000 (variant indices 0-7,610,314)\n", " index lookup: 17.7s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " field reads: 32.7s (call_DP alone is 22.37 GB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "site: 7,610,314 rows x 6 cols\n" ] }, { "data": { "text/html": [ "
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countmeanstdmin1%50%99%max
pos7610314.04928151.4422900390.0932.098310.1304894508.5009905511.8701.000000e+07
MQ7610314.059.8361.7810.054.24060.00061.2906.866000e+01
quality7610314.0517.745853.7350.00.010302.6203923.6201.025260e+04
DP_mean7610314.033.0064.3887.024.87133.07438.9152.500000e+02
GQ_mean7610314.079.7414.2659.064.59580.46686.1169.900000e+01
missing_frac7610314.00.0030.0160.00.0000.0000.0469.990000e-01
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" ], "text/plain": [ " count mean std min 1% \\\n", "pos 7610314.0 4928151.442 2900390.093 2.0 98310.130 \n", "MQ 7610314.0 59.836 1.781 0.0 54.240 \n", "quality 7610314.0 517.745 853.735 0.0 0.010 \n", "DP_mean 7610314.0 33.006 4.388 7.0 24.871 \n", "GQ_mean 7610314.0 79.741 4.265 9.0 64.595 \n", "missing_frac 7610314.0 0.003 0.016 0.0 0.000 \n", "\n", " 50% 99% max \n", "pos 4894508.500 9905511.870 1.000000e+07 \n", "MQ 60.000 61.290 6.866000e+01 \n", "quality 302.620 3923.620 1.025260e+04 \n", "DP_mean 33.074 38.915 2.500000e+02 \n", "GQ_mean 80.466 86.116 9.900000e+01 \n", "missing_frac 0.000 0.046 9.990000e-01 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import zarr\n", "import numpy as np\n", "import pandas as pd\n", "\n", "REQUESTED = ['DP', 'GQ', 'MQ', 'AC', 'AN', 'ExcessHet', 'InbreedingCoeff', 'MLEAF', 'quality']\n", "CHROM, START, END = 'X', 1, 10_000_000\n", "\n", "z = zarr.open(ZARR_X, mode='r')\n", "\n", "# 1. Find the contiguous variant index range for the region.\n", "contig_ids = list(z['contig_id'][:])\n", "ci = contig_ids.index(CHROM)\n", "mask = ((z['variant_contig'][:] == ci) &\n", " (z['variant_position'][:] >= START) &\n", " (z['variant_position'][:] <= END))\n", "idx = np.where(mask)[0]\n", "i0, i1 = int(idx.min()), int(idx.max()) + 1\n", "t_idx = time.time() - t0\n", "print(f'{len(idx):,} variants in {CHROM}:{START:,}-{END:,} (variant indices {i0:,}-{i1:,})')\n", "print(f' index lookup: {t_idx:.1f}s')\n", "\n", "# 2. Slice each QC array on the contiguous variant range.\n", "t1 = time.time()\n", "pos = z['variant_position'][i0:i1]\n", "mq = z['variant_MQ'][i0:i1]\n", "quality = z['variant_quality'][i0:i1] # NOTE: literal key, not 'QUAL'\n", "dp = z['call_DP'][i0:i1] # (n_var, n_samples)\n", "gq = z['call_GQ'][i0:i1]\n", "print(f' field reads: {time.time() - t1:.1f}s (call_DP alone is {dp.nbytes/1e9:.2f} GB)')\n", "\n", "# 3. Build the per-site DataFrame -- identical recipe to the pg_gpu path.\n", "def per_site(arr, how='mean'):\n", " a = np.where(arr < 0, np.nan, arr.astype('f4'))\n", " if how == 'mean':\n", " return np.nanmean(a, axis=1)\n", " if how == 'missing_frac':\n", " return np.mean(arr < 0, axis=1)\n", "\n", "site = pd.DataFrame({\n", " 'pos': pos,\n", " 'MQ': mq,\n", " 'quality': quality,\n", " 'DP_mean': per_site(dp, 'mean'),\n", " 'GQ_mean': per_site(gq, 'mean'),\n", " 'missing_frac': per_site(dp, 'missing_frac'),\n", "})\n", "print(f'site: {len(site):,} rows x {site.shape[1]} cols')\n", "site.describe(percentiles=[.01, .5, .99]).T.round(3)" ] }, { "cell_type": "markdown", "id": "q3", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Flag anything that looks broken \u2014 constant fields, all-NaN fields, etc.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. Walk each column of the per-site DataFrame.*\n", "*2. Compute `n_nan`, `n_unique` for each.*\n", "*3. Flag as ALL-NaN, mostly-NaN (>90%), constant (1 unique), or low-cardinality (\u22643 unique).*\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "a3", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:22:30.430386Z", "iopub.status.busy": "2026-05-26T01:22:30.430228Z", "iopub.status.idle": "2026-05-26T01:22:31.737191Z", "shell.execute_reply": "2026-05-26T01:22:31.736675Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "text/html": [ "
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coldtypen_nann_uniqueflag
0posint3207610314
1MQfloat3205175
2qualityfloat32019222
3DP_meanfloat320595720
4GQ_meanfloat320668193
5missing_fracfloat6401224
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" ], "text/plain": [ " col dtype n_nan n_unique flag\n", "0 pos int32 0 7610314 \n", "1 MQ float32 0 5175 \n", "2 quality float32 0 19222 \n", "3 DP_mean float32 0 595720 \n", "4 GQ_mean float32 0 668193 \n", "5 missing_frac float64 0 1224 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Skill action: walk every column, count NaN / unique values, flag constants,\n", "# low-cardinality, and mostly-NaN fields.\n", "def flag_columns(df):\n", " rows = []\n", " for c in df.columns:\n", " v = df[c].to_numpy().astype('f8')\n", " n_nan = int(np.isnan(v).sum())\n", " finite = v[~np.isnan(v)]\n", " n_unique = len(np.unique(finite))\n", " flag = ''\n", " if n_nan == len(v):\n", " flag = 'ALL-NaN'\n", " elif n_nan > 0.9 * len(v):\n", " flag = f'mostly-NaN ({n_nan/len(v):.0%})'\n", " elif n_unique == 1:\n", " flag = f'constant @ {finite[0]:.6g}'\n", " elif n_unique <= 3:\n", " flag = f'low-cardinality ({n_unique} unique)'\n", " rows.append((c, str(df[c].dtype), n_nan, n_unique, flag))\n", " return pd.DataFrame(rows, columns=['col', 'dtype', 'n_nan', 'n_unique', 'flag'])\n", "\n", "flags = flag_columns(site)\n", "flags" ] }, { "cell_type": "markdown", "id": "q5", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Show me bivariate plots of all quality metrics against each other.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. Drop columns flagged constant / all-NaN.*\n", "*2. Render a lower-triangle hexbin matrix; diagonals are histograms.*\n", "*3. Hexbin (not scatter) because there are ~10\u2076 sites and scatter is unreadable past ~10\u2074.*\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a5", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:22:31.738950Z", "iopub.status.busy": "2026-05-26T01:22:31.738808Z", "iopub.status.idle": "2026-05-26T01:22:41.010832Z", "shell.execute_reply": "2026-05-26T01:22:41.010315Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting: ['MQ', 'DP_mean', 'GQ_mean', 'missing_frac']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_theme(context='notebook', style='whitegrid')\n", "\n", "\n", "# Skill action: lower-triangle hexbin matrix (scatter is unreadable past ~1e4\n", "# points; hexbin handles 1e5-1e6 cleanly). Diagonal = histogram of each\n", "# column. Constant / all-NaN fields dropped before plotting.\n", "def pairwise_hexbin(df, cols, gridsize=50, figsize=None, q_clip=(0.005, 0.995)):\n", " n = len(cols)\n", " figsize = figsize or (3.0 * n, 3.0 * n)\n", " fig, axes = plt.subplots(n, n, figsize=figsize, squeeze=False)\n", " lims = {}\n", " for c in cols:\n", " v = df[c].to_numpy().astype('f8')\n", " lo, hi = np.nanquantile(v, q_clip)\n", " if lo == hi:\n", " lo, hi = lo - 0.5, hi + 0.5\n", " lims[c] = (lo, hi)\n", " for i, ci in enumerate(cols):\n", " for j, cj in enumerate(cols):\n", " ax = axes[i, j]\n", " if i == j:\n", " v = df[ci].to_numpy().astype('f8')\n", " m = np.isfinite(v) & (v >= lims[ci][0]) & (v <= lims[ci][1])\n", " ax.hist(v[m], bins=40, color='steelblue')\n", " ax.set_yticks([])\n", " elif j < i:\n", " x = df[cj].to_numpy().astype('f8')\n", " y = df[ci].to_numpy().astype('f8')\n", " m = np.isfinite(x) & np.isfinite(y)\n", " ax.hexbin(x[m], y[m], gridsize=gridsize, mincnt=1, extent=(*lims[cj], *lims[ci]), cmap='viridis')\n", " else:\n", " ax.set_visible(False)\n", " if i == n - 1:\n", " ax.set_xlabel(cj)\n", " else:\n", " ax.set_xticks([])\n", " if j == 0:\n", " ax.set_ylabel(ci)\n", " else:\n", " ax.set_yticks([])\n", " ax.set_xlim(*lims[cj])\n", " ax.set_ylim(*lims[ci])\n", " fig.tight_layout()\n", " return fig\n", "\n", "drop = flags.set_index('col')\n", "drop = drop[drop['flag'].str.startswith(('ALL-NaN', 'constant'))].index.tolist()\n", "biv_cols = [c for c in ['MQ', 'AN', 'AC_total', 'DP_mean', 'GQ_mean', 'missing_frac'] if c in site and c not in drop]\n", "print(f'Plotting: {biv_cols}')\n", "if drop:\n", " print(f'Dropped (constant / all-NaN): {drop}')\n", "fig = pairwise_hexbin(site, biv_cols)\n", "fig.suptitle('Pairwise QC \u2014 Ag1000G X:1-10,000,000', y=1.005)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "77a4ce00", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Show me \u03c0 calculated in 10,000 bp windows. What are my missingness options?\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. `windowed_analysis(hm, window_size=10_000, step_size=10_000, statistics=['pi'], missing_data=mode)` for each mode.*\n", "*2. Two `missing_data=` modes are implemented:*\n", "* - `'include'` (default) \u2014 keep every site, use per-site `n_valid` for the SFS counts; unbiased under MCAR.*\n", "* - `'exclude'` \u2014 drop sites with any missing call before computing. Stricter, but on cohorts with ~75% per-site missingness the surviving site count can be zero in entire windows.*\n", "*3. For most analyses `'include'` is the right default; `'exclude'` is a sanity check \u2014 if the two diverge, missingness is structured and needs upstream investigation.*\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "fa8f5af4", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:22:41.012712Z", "iopub.status.busy": "2026-05-26T01:22:41.012559Z", "iopub.status.idle": "2026-05-26T01:27:56.857944Z", "shell.execute_reply": "2026-05-26T01:27:56.856703Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hm: HaplotypeMatrix variants=7,610,313 haps=2,940\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "include windows=1000 median pi=0.007287 mean pi=0.007035\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "exclude windows=1000 median pi=0.003166 mean pi=0.003123\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pg_gpu import windowed_analysis\n", "\n", "hm = HaplotypeMatrix.from_zarr(ZARR_X, region='X:1-10000000', streaming='auto')\n", "print(f'hm: {type(hm).__name__} variants={hm.num_variants:,} haps={hm.num_haplotypes:,}')\n", "\n", "results = {}\n", "for mode in ['include', 'exclude']:\n", " results[mode] = windowed_analysis(\n", " hm, window_size=10_000, step_size=10_000,\n", " statistics=['pi'], missing_data=mode,\n", " )\n", " print(f\"{mode:9s} windows={len(results[mode]):4d} \"\n", " f\"median pi={results[mode]['pi'].median():.6f} \"\n", " f\"mean pi={results[mode]['pi'].mean():.6f}\")\n", "\n", "fig, ax = plt.subplots(figsize=(13, 4.2))\n", "colors = {'include': 'steelblue', 'exclude': 'darkorange'}\n", "for mode, df in results.items():\n", " ax.plot(df['center'] / 1e6, df['pi'], lw=1.1, color=colors[mode],\n", " label=f\"missing_data='{mode}' (n={len(df)})\")\n", "ax.set_xlabel('Position on X (Mb)')\n", "ax.set_ylabel(r'$\\pi$ per window')\n", "ax.set_title('Nucleotide diversity in 10 kb windows \u2014 Ag1000G X:1-10 Mb')\n", "ax.legend(loc='upper right', frameon=True)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "q_pca", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Run a PCA and color the samples using the metadata file `ag1000g_metadata.csv`.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. `HaplotypeMatrix.from_zarr(region='X:1-2000000', streaming='never')` then `.apply_biallelic_filter()` \u2014 PCA assumes 0/1 coding.*\n", "*2. Filter sites with **MAF > 0.05** \u2014 compute AF per site from `hm.haplotypes` (numpy), mask `-1` missing, drop monomorphic and rare. Subsumes 'segregating only'.*\n", "*3. `hm.locate_unlinked(size=100, step=20, threshold=0.1)` \u2192 `get_subset()` \u2014 LD-prune so PCs reflect population structure, not LD blocks.*\n", "*4. `decomposition.randomized_pca(hm, n_components=10)` \u2014 faster than full SVD on big matrices.*\n", "*5. Average per-haplotype coords to per-sample. **pg_gpu's VCZ-loaded matrix lays out the haplotype axis as `[hap0 of every sample, then hap1 of every sample]`** \u2014 sample `i`'s haplotypes are at rows `i` and `i + n_samples`, NOT at `2i` and `2i+1`. Average: `(coords[:n_samples] + coords[n_samples:]) / 2`.*\n", "*6. Merge with the metadata CSV on `sample_id`, scatter PC1 vs PC2 colored by `country`, `taxon`, `rdl_gt`.*\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "a_pca", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:27:56.860866Z", "iopub.status.busy": "2026-05-26T01:27:56.860571Z", "iopub.status.idle": "2026-05-26T01:30:09.642548Z", "shell.execute_reply": "2026-05-26T01:30:09.641240Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "after biallelic filter: 243,900 variants\n", "after MAF > 0.05: 4,257 common variants\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "after LD prune: 3,172 unlinked SNPs\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "PC variance explained (top 5): ['10.1%', '3.0%', '1.1%', '0.5%', '0.4%']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pg_gpu import HaplotypeMatrix, decomposition\n", "import zarr\n", "\n", "META = 'ag1000g_metadata.csv'\n", "meta = pd.read_csv(META)\n", "\n", "z = zarr.open(ZARR_X, mode='r')\n", "sample_ids = list(z['sample_id'][:])\n", "n_samples = len(sample_ids)\n", "\n", "# Load eagerly and biallelic-filter.\n", "hm_raw = HaplotypeMatrix.from_zarr(ZARR_X, region='X:1-2000000', streaming='never')\n", "hm_bi = hm_raw.apply_biallelic_filter()\n", "print(f'after biallelic filter: {hm_bi.num_variants:,} variants')\n", "\n", "# MAF > 0.05. hm.haplotypes is a cupy array on a GPU-resident\n", "# matrix; numpy ops below dispatch to cupy via NEP-18 so the math\n", "# stays on the GPU. Convert with .get() only at the end.\n", "haps = hm_bi.haplotypes\n", "n_valid = (haps >= 0).sum(axis=0)\n", "alt = (haps == 1).sum(axis=0)\n", "af = np.where(n_valid > 0, alt / np.maximum(n_valid, 1), 0.0)\n", "maf = np.minimum(af, 1.0 - af)\n", "keep = np.where(maf > 0.05)[0]\n", "hm_common = hm_bi.get_subset(keep)\n", "print(f'after MAF > 0.05: {hm_common.num_variants:,} common variants')\n", "\n", "# LD-prune.\n", "unlinked = hm_common.locate_unlinked(size=100, step=20, threshold=0.1)\n", "unlinked_np = unlinked.get() if hasattr(unlinked, 'get') else np.asarray(unlinked)\n", "hm_pca = hm_common.get_subset(np.where(unlinked_np)[0])\n", "print(f'after LD prune: {hm_pca.num_variants:,} unlinked SNPs')\n", "\n", "# Randomized PCA.\n", "coords, explained = decomposition.randomized_pca(hm_pca, n_components=10)\n", "coords_np = coords.get() if hasattr(coords, 'get') else np.asarray(coords)\n", "explained = explained.get() if hasattr(explained, 'get') else np.asarray(explained)\n", "\n", "# pg_gpu layout: [hap0 of all samples, hap1 of all samples]\n", "# Sample i's two haps are at rows i and i + n_samples.\n", "coords_per_sample = (coords_np[:n_samples] + coords_np[n_samples:]) / 2.0\n", "\n", "df = pd.DataFrame(coords_per_sample, columns=[f'PC{i+1}' for i in range(coords_per_sample.shape[1])])\n", "df['sample_id'] = sample_ids\n", "df = df.merge(meta, on='sample_id', how='left')\n", "print(f'\\nPC variance explained (top 5): '\n", " f'{[f\"{v*100:.1f}%\" for v in explained[:5]]}')\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(18, 5.5))\n", "for ax, hue in zip(axes, ['country', 'taxon', 'rdl_gt']):\n", " sns.scatterplot(data=df, x='PC1', y='PC2', hue=hue, ax=ax,\n", " alpha=0.7, s=22, edgecolor='none')\n", " ax.set_xlabel(f'PC1 ({explained[0]*100:.1f}%)')\n", " ax.set_ylabel(f'PC2 ({explained[1]*100:.1f}%)')\n", " ax.set_title(f'PCA colored by {hue}')\n", " ax.legend(loc='best', fontsize=8, markerscale=1.2)\n", "fig.suptitle(f'Ag1000G X:1-2 Mb PCA ({hm_pca.num_variants:,} unlinked SNPs MAF>0.05, {n_samples:,} samples)', y=1.02)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "q_pops", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Set up populations from the metadata so the rest of the stats can compare groups.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. Load a fresh 2 Mb biallelic matrix that the next several stat cells share: `HaplotypeMatrix.from_zarr(region='X:1-2000000', streaming='never').apply_biallelic_filter()`.*\n", "*2. Map `country` in the metadata to haplotype indices. **pg_gpu lays the haplotype axis out as `[hap0 of every sample, then hap1 of every sample]`** \u2014 sample `i`'s haplotypes are at indices `i` and `i + n_samples`, never consecutive pairs.*\n", "*3. Keep the top 4 most-sampled countries.*\n", "*4. Attach as `hm_stats.sample_sets = {country: [hap_indices]}`.*\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "a_pops", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:30:09.645193Z", "iopub.status.busy": "2026-05-26T01:30:09.644758Z", "iopub.status.idle": "2026-05-26T01:32:09.007887Z", "shell.execute_reply": "2026-05-26T01:32:09.006040Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hm_stats: 243,900 biallelic variants x 2,940 haps\n", "populations attached:\n", " Cameroon n_haps=832 (n_diploids=416)\n", " Uganda n_haps=414 (n_diploids=207)\n", " Burkina Faso n_haps=314 (n_diploids=157)\n", " Mali n_haps=262 (n_diploids=131)\n" ] } ], "source": [ "hm_stats = HaplotypeMatrix.from_zarr(ZARR_X, region='X:1-2000000', streaming='never')\n", "hm_stats = hm_stats.apply_biallelic_filter()\n", "print(f'hm_stats: {hm_stats.num_variants:,} biallelic variants x {hm_stats.num_haplotypes:,} haps')\n", "\n", "n_samples = hm_stats.num_haplotypes // 2\n", "\n", "# pg_gpu layout: hap-axis = [hap0 of all samples, hap1 of all samples].\n", "# Sample i's haps are at indices i and i + n_samples, NOT 2i and 2i+1.\n", "sample_to_idx = {s: i for i, s in enumerate(sample_ids)}\n", "country_to_haps = {}\n", "for country, gdf in meta.groupby('country'):\n", " haps = []\n", " for s in gdf['sample_id']:\n", " if s in sample_to_idx:\n", " i = sample_to_idx[s]\n", " haps.extend([i, i + n_samples])\n", " country_to_haps[country] = haps\n", "\n", "top4 = sorted(country_to_haps, key=lambda k: -len(country_to_haps[k]))[:4]\n", "hm_stats.sample_sets = {c: country_to_haps[c] for c in top4}\n", "print('populations attached:')\n", "for c, h in hm_stats.sample_sets.items():\n", " print(f' {c:20s} n_haps={len(h):,} (n_diploids={len(h)//2})')\n" ] }, { "cell_type": "markdown", "id": "q_div", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Compute diversity stats (\u03c0, \u03b8_W, Tajima's D, expected heterozygosity) for each population in one shot.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. For each population in `hm_stats.sample_sets`, call `diversity.diversity_stats(hm_stats, population=pop, statistics=['pi','theta_w','theta_h','theta_l','tajimas_d'])`.*\n", "*2. Single GPU pass per population \u2014 much cheaper than calling each function separately.*\n", "*3. Tabulate per-pop into a DataFrame.*\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "a_div", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:32:09.010476Z", "iopub.status.busy": "2026-05-26T01:32:09.010170Z", "iopub.status.idle": "2026-05-26T01:32:09.105097Z", "shell.execute_reply": "2026-05-26T01:32:09.104124Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "text/html": [ "
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pitajimas_dtheta_ltheta_htheta_wn_diploids
pop
Cameroon0.00100-2.632670.000860.000710.00863416
Uganda0.00094-2.506510.000810.000690.00499207
Burkina Faso0.00101-2.619300.000850.000700.00608157
Mali0.00099-2.537130.000830.000680.00491131
\n", "
" ], "text/plain": [ " pi tajimas_d theta_l theta_h theta_w n_diploids\n", "pop \n", "Cameroon 0.00100 -2.63267 0.00086 0.00071 0.00863 416\n", "Uganda 0.00094 -2.50651 0.00081 0.00069 0.00499 207\n", "Burkina Faso 0.00101 -2.61930 0.00085 0.00070 0.00608 157\n", "Mali 0.00099 -2.53713 0.00083 0.00068 0.00491 131" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pg_gpu import diversity\n", "\n", "rows = []\n", "for pop in hm_stats.sample_sets:\n", " s = diversity.diversity_stats(\n", " hm_stats, population=pop,\n", " statistics=['pi', 'theta_w', 'theta_h', 'theta_l', 'tajimas_d'],\n", " )\n", " # Convert any CuPy scalars to plain floats.\n", " s = {k: float(v.get() if hasattr(v, 'get') else v) for k, v in s.items()}\n", " s['n_diploids'] = len(hm_stats.sample_sets[pop]) // 2\n", " rows.append({'pop': pop, **s})\n", "\n", "div_df = pd.DataFrame(rows).set_index('pop')\n", "div_df.round(5)" ] }, { "cell_type": "markdown", "id": "q_sfs", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Plot the unfolded and folded site frequency spectrum for each population side-by-side.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. For each population: `sfs.sfs(hm_stats, population=pop)` for the unfolded spectrum, `sfs.sfs_folded(hm_stats, population=pop)` for the folded.*\n", "*2. Each returns a length-`n_haps+1` count vector. Drop the fixed bins (index 0 and index `n_haps`) for readability.*\n", "*3. Plot all populations on log-y axes \u2014 side-by-side panels.*\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "a_sfs", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:32:09.107148Z", "iopub.status.busy": "2026-05-26T01:32:09.106889Z", "iopub.status.idle": "2026-05-26T01:32:10.085523Z", "shell.execute_reply": "2026-05-26T01:32:10.084018Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pg_gpu import sfs as pg_sfs\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4.5))\n", "for pop in hm_stats.sample_sets:\n", " s_un = pg_sfs.sfs(hm_stats, population=pop)\n", " s_fo = pg_sfs.sfs_folded(hm_stats, population=pop)\n", " s_un = s_un.get() if hasattr(s_un, 'get') else np.asarray(s_un)\n", " s_fo = s_fo.get() if hasattr(s_fo, 'get') else np.asarray(s_fo)\n", " # Drop fixed bins (0 and n) for readability.\n", " axes[0].plot(np.arange(1, len(s_un)-1), s_un[1:-1], label=pop, lw=1.2)\n", " axes[1].plot(np.arange(1, len(s_fo)), s_fo[1:], label=pop, lw=1.2)\n", "for ax, title in zip(axes, ['Unfolded SFS', 'Folded SFS']):\n", " ax.set_yscale('log'); ax.set_xlabel('Derived/Minor allele count')\n", " ax.set_ylabel('# sites'); ax.set_title(title); ax.legend(fontsize=8)\n", "plt.tight_layout(); plt.show()" ] }, { "cell_type": "markdown", "id": "q_div_pairs", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Compute pairwise FST and dxy between every population pair.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. For each `(p1, p2)` in `itertools.combinations(pops, 2)`: `divergence.fst(hm_stats, p1, p2)` (Hudson FST by default) and `divergence.dxy(hm_stats, p1, p2)`.*\n", "*2. Tabulate into a long-form DataFrame, pivot to a symmetric matrix.*\n", "*3. Render as two heatmaps side-by-side.*\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "a_div_pairs", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:32:10.087521Z", "iopub.status.busy": "2026-05-26T01:32:10.087245Z", "iopub.status.idle": "2026-05-26T01:32:10.692855Z", "shell.execute_reply": "2026-05-26T01:32:10.691430Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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pop1pop2fstdxy
0CameroonUganda0.009550.00098
1CameroonBurkina Faso0.000880.00101
2CameroonMali0.001790.00100
3UgandaBurkina Faso0.010240.00098
4UgandaMali0.011390.00098
5Burkina FasoMali0.001680.00100
\n", "
" ], "text/plain": [ " pop1 pop2 fst dxy\n", "0 Cameroon Uganda 0.00955 0.00098\n", "1 Cameroon Burkina Faso 0.00088 0.00101\n", "2 Cameroon Mali 0.00179 0.00100\n", "3 Uganda Burkina Faso 0.01024 0.00098\n", "4 Uganda Mali 0.01139 0.00098\n", "5 Burkina Faso Mali 0.00168 0.00100" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pg_gpu import divergence\n", "from itertools import combinations\n", "\n", "pops = list(hm_stats.sample_sets)\n", "rows = []\n", "for p1, p2 in combinations(pops, 2):\n", " fst = divergence.fst(hm_stats, p1, p2)\n", " dxy = divergence.dxy(hm_stats, p1, p2)\n", " rows.append({'pop1': p1, 'pop2': p2,\n", " 'fst': float(fst.get() if hasattr(fst, 'get') else fst),\n", " 'dxy': float(dxy.get() if hasattr(dxy, 'get') else dxy)})\n", "pairwise = pd.DataFrame(rows)\n", "\n", "# Build symmetric matrices for a quick visual.\n", "fst_mat = pairwise.pivot(index='pop1', columns='pop2', values='fst').reindex(index=pops, columns=pops)\n", "fst_mat = fst_mat.fillna(0) + fst_mat.fillna(0).T\n", "dxy_mat = pairwise.pivot(index='pop1', columns='pop2', values='dxy').reindex(index=pops, columns=pops)\n", "dxy_mat = dxy_mat.fillna(0) + dxy_mat.fillna(0).T\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4.5))\n", "sns.heatmap(fst_mat, annot=True, fmt='.4f', cmap='viridis', ax=axes[0],\n", " cbar_kws={'label': 'FST'})\n", "sns.heatmap(dxy_mat, annot=True, fmt='.4f', cmap='viridis', ax=axes[1],\n", " cbar_kws={'label': 'dxy'})\n", "axes[0].set_title('Pairwise Hudson FST'); axes[1].set_title('Pairwise dxy')\n", "plt.tight_layout(); plt.show()\n", "pairwise.round(5)" ] }, { "cell_type": "markdown", "id": "q_win_div", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Run windowed FST and dxy across the 2 Mb region for one population pair.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. Pick the most-diverged pair from the previous heatmap (highest FST).*\n", "*2. Single GPU pass: `windowed_analysis(hm_stats, window_size=10_000, step_size=10_000, statistics=['fst','dxy'], populations=[p1, p2], missing_data='include')`.*\n", "*3. Plot FST and dxy across the region in two stacked panels sharing the X axis.*\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "a_win_div", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:32:10.694821Z", "iopub.status.busy": "2026-05-26T01:32:10.694571Z", "iopub.status.idle": "2026-05-26T01:32:11.013624Z", "shell.execute_reply": "2026-05-26T01:32:11.012529Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "windowed FST/dxy: Uganda vs Mali\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pg_gpu import windowed_analysis\n", "\n", "# Most diverged pair (max FST) from the previous step.\n", "p1, p2 = pairwise.sort_values('fst', ascending=False).iloc[0][['pop1', 'pop2']]\n", "print(f'windowed FST/dxy: {p1} vs {p2}')\n", "\n", "wdf = windowed_analysis(\n", " hm_stats, window_size=10_000, step_size=10_000,\n", " statistics=['fst', 'dxy'],\n", " populations=[p1, p2],\n", " missing_data='include',\n", ")\n", "fst_col = next(c for c in wdf.columns if c.startswith('fst'))\n", "dxy_col = next(c for c in wdf.columns if c.startswith('dxy'))\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(13, 5), sharex=True)\n", "axes[0].plot(wdf['center']/1e6, wdf[fst_col], lw=1, color='steelblue')\n", "axes[0].set_ylabel('FST'); axes[0].set_title(f'{p1} vs {p2} ({len(wdf)} windows, 10 kb)')\n", "axes[1].plot(wdf['center']/1e6, wdf[dxy_col], lw=1, color='darkorange')\n", "axes[1].set_ylabel('dxy'); axes[1].set_xlabel('X position (Mb)')\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "q_sel", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Run a selection scan (iHS + Garud's H) on the largest population.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. iHS and Garud's H are **single-population** statistics; pass `population=pop` per population, otherwise the scan mixes all four into one (rarely informative).*\n", "*2. `selection.ihs(hm_stats, population=pop)` returns per-site iHS scores (shape `(n_variants,)`); `selection.garud_h(...)` returns four **scalars** `(h1, h12, h123, h2_h1)` \u2014 for a position-vs-statistic curve use `windowed_analysis(statistics=['garud_h12'], populations=[pop])`.*\n", "*3. pg_gpu does not inspect or enforce phase \u2014 it treats every VCF `GT` as two haplotypes regardless of `/` vs `|`. iHS / Garud are only meaningful when the input is statistically phased upstream (Ag1000G Ag3.0 is SHAPEIT-phased, so the assumption holds).*\n", "*4. Plot |iHS| (per-site) and H12 (per-window) for the largest population.*\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "a_sel", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:32:11.015577Z", "iopub.status.busy": "2026-05-26T01:32:11.015304Z", "iopub.status.idle": "2026-05-26T01:32:16.583207Z", "shell.execute_reply": "2026-05-26T01:32:16.581349Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "selection scans (per-pop) for plotting: Cameroon (n_haps=832)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pg_gpu import selection\n", "\n", "biggest = max(hm_stats.sample_sets, key=lambda k: len(hm_stats.sample_sets[k]))\n", "print(f'selection scans (per-pop) for plotting: {biggest} '\n", " f'(n_haps={len(hm_stats.sample_sets[biggest])})')\n", "\n", "# Per-population iHS (per-site scores).\n", "ihs_arr = selection.ihs(hm_stats, population=biggest)\n", "ihs = ihs_arr.get() if hasattr(ihs_arr, 'get') else np.asarray(ihs_arr)\n", "\n", "# Per-population windowed Garud's H12 (selection.garud_h returns SCALARS;\n", "# for a position-vs-statistic plot use the windowed variant instead).\n", "h12_df = windowed_analysis(\n", " hm_stats, window_size=10_000, step_size=10_000,\n", " statistics=['garud_h12'], populations=[biggest],\n", ")\n", "h12_col = next(c for c in h12_df.columns if c.startswith('garud_h12'))\n", "\n", "pos = hm_stats.positions\n", "if hasattr(pos, 'get'): pos = pos.get()\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(13, 6), sharex=True)\n", "valid = np.isfinite(ihs)\n", "axes[0].scatter(pos[valid]/1e6, np.abs(ihs[valid]), s=2, alpha=0.4, color='steelblue')\n", "axes[0].set_ylabel('|iHS|'); axes[0].set_title(f'iHS ({biggest})')\n", "\n", "axes[1].plot(h12_df['center']/1e6, h12_df[h12_col], lw=0.8, color='seagreen')\n", "axes[1].set_ylabel(\"Garud's H12 (10 kb windows)\"); axes[1].set_xlabel('X position (Mb)')\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "q_ld", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Compute the proper 2-locus LD statistics (D\u00b2, Dz, \u03c0_2) binned by bp distance \u2014 the moments-LD curves used for demographic inference.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. moments-LD is O(n_var\u00b2) per pop per pair per bin. Restrict to a smaller region and two populations so this finishes in minutes, not hours.*\n", "*2. Load fresh 500 kb biallelic: `HaplotypeMatrix.from_zarr(region='X:1-500000', streaming='never').apply_biallelic_filter()`. Reuse the top-2 populations from `hm_stats.sample_sets`.*\n", "*3. `from pg_gpu.moments_ld import compute_ld_statistics; compute_ld_statistics(haplotype_matrix=hm_ld, pop_assignment=..., pops=..., bp_bins=np.logspace(2,5,10).astype(int), ac_filter=True)`.*\n", "*4. Output structure: `ld_stats['stats'] = [ld_names, het_names]`; `ld_stats['sums'] = [bin1_LD, bin2_LD, ..., het_sums]` \u2014 last entry has a different shape (the het summary).*\n", "*5. Filter `sums` to LD-shaped arrays only, stack to `(n_bins, n_ld_stats)`, plot the within-population curves `DD_i_i`, `Dz_i_i_i`, `pi2_i_i_i_i`.*\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "a_ld", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:32:16.585877Z", "iopub.status.busy": "2026-05-26T01:32:16.585631Z", "iopub.status.idle": "2026-05-26T01:41:35.043664Z", "shell.execute_reply": "2026-05-26T01:41:35.041725Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hm_ld: 58,416 biallelic variants / pops: ['Cameroon', 'Uganda']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "output: 9 LD-stat bins x 15 stats\n", " first 6 stat names: ['DD_0_0', 'DD_0_1', 'DD_1_1', 'Dz_0_0_0', 'Dz_0_0_1', 'Dz_0_1_1']\n" ] }, { "data": { "image/png": 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HgoyS8xQVlPy+okKV2aadS91Xj43DD/VDDYo56Wi8djp0rh5wuDI4S/Y+VAa//uqtzhEOeqNbk+ev/pzhvpxLr90an8v4+ZJb+XKRsmoZiiroo/A+uBwBfW61+NX3us6El4m2BMubN2+uNhck23Tw4EFLd4GsbLJ99shB+JjRbktRLFKcAg1zP4k3q+uoKPX4ynMl94uN2jhA51Bs0l5ra3is3Ve38n1G5Y2VnCftHNyzqv7v+ywCkFLcCAW5RcgvLMla10LvMpZrIXknPeCsBxz1DnDSAU6OgKPc6h3UrSS4qVt1yL+j5DwlP17q/pVx1kG+g+VeNusLcNbJ/cDZo1d+tuT7hIOMVuo7Q8n3Ajmf9r3C8PgKD/m7fuWoKzIWnf3oIRTrna5OsFUA/+p9dcFdxltDoF+biMuF+pJb0/ZXnlMX67WJu3ZhoGw7Gce9Nn1rNZNtuUjvvmcpdLmXDc8VuXghK25grV2c54Vv28cL39arvufim88nA8eqbrcIvZHuGnJl/lnST7mj3ZfpqBprcPU5Qzv1XMnjkp/R2hfLK4bn1XzrynmF8SX0Fo5ncYP7rir7uSw7DkcKAuHkqIOLowOcnXRwlnHaUQdneXzlVj2W8Vo95wAnvU6N68a3anx3vDKmqwvnV/tvGHuNb4uLkXfhBPIObaqyn65+TeDoG1Bmrl9yX4sRFJaKD5TMy4sKCpCbkw1nJ6eSa/eGGEPZWEGFMYbCwqo/dPmusOe3qhvpna7MwZ2uzLmdSubWVx6X3K/4+fJ/ruR8hannkGk0HlYUM4j00sGlaRwsjXNxqs+5OAPmdUgm1DLZLu3y5cvXtIxbBnh3d3ez26d7RaGo0F3VDy3vu4GMF6lF7vjmSACcTuZBr5cJs8OVW8nyksHLQd2qzC8drtxefV7d1ztA73T1Z1UbBwc1EF49n1F7o5+VttnH3IGLVQfM/zjjiz1HZOAsuHLI/M8Bvp7O8PVyRSMvFzSSW28X+Gr35da75NbN5dqWq2cf24UzX/6zynZBtz4Jt2bxZp1TC/JrQfWszAzs37sHLaKj4OrirAbckuC6DMLGwfeCK8+VBN6LpV1xSbvsY7txeUvVA7BLYDicfIPUOYoLC4BCOX+Buq8e5+ep2yL1WM6df+W1K+2Lrt7XHtdFQODS1y/B0asxdC6u0Dm7wcG55Lbc+y5y39X0efmyUAtL48tbrib9k+drqw6dBMur8/84WReWY7F+9T3Z1smF79NVt4u6biBiu3SFpciy89Qf3qiyXafb7oZreCvDY7nwnpVTgPSsPKRn5uNyZp7h/sXMPFzOyke69lxGyf38grKXWd1c9PB2d4aXh9OVW2d4y30PZ3i5l9zK855ph4Cl71fZz8ZDHjPpp7lkTM/OzMSxo0fQrGnTknHcMIkuLDvxNlxIN7roX1SM3GM7kLnhlyp/n1tMZzg2DrsyfpuO5dDG7sJ8w9he8p0iHyjINmqjvVZyDuOfv1baZNt/4xzovRsbxmoHuXUqGbPV/StjtoOTGxxcXNWt4bVaGMMNy86vrGgzJsFzz20/XvOyc174tg+88G0dGspc3DeqHVI2Vj0X7zvqznorV2YcbFcl14qLsXfdWmBV1QHzoDbdEd4sHjm5BcjOK0BObiGy5X5uAVKMHudkXrmvnitATl7VAWQJtru5OsLV2VHN2V2d9XB1KXU/3RV9UHXAPL3FjWjdoydqQlYBSmJDXFxcjedk5sYM/AePg3NgMxTLOF2YXzL+FhQYHhcXaHPvK7fqccl9GN0vaXvlNj9bBf1Nz2nc7srPqwsw5kn9eQr07j7QubiXzLXVrTscjO5ffc3DpI2aj7u6lwTsrwHn4lQbqjOHY8C8DslAXHrJdl5eHo4fP15miXdd8vNxx9yszmqzLRkYjf/70BKhfszqjJcf7oGEaH9Yys79fkiZ+3OVXybuHT0MMRGNkXo5FymXc5CSnotUuVWPc5GSnoMT5y5jx8EL6nHpSbWzk14FzkuC6VcD6r5XAurac/K6tC3NtWkcCl19octOrbCfUopF2plL1VzX61TyltDJ3NnFE3pPPzjVcJDWe/iYFTD37T7M7MC+OUqy+q8E0LVJt1EQXpu8lzzOR/ahbUhdW3byWprKgndyRlFOJgrSLqIoPwfFudkoystBUV52SYChMnrHsgF2NSHXAuxakL30/ZLXoXfGxV+nW0XNWw03XyOyjcl2Qq/rsHP1F2rTrYrGnXR4qHZSw9xS3GLaI9mM8bFRTPsyfyc9PaWki/njjEy8JXCelpFruE3LkCC79jgPZy9lY//xNKRl5qqAvEayxP/pU3Xw4tNfM+DrvdPkIr+WPKCSAOS+ZOVfSRK4+roDCgoLkHwxGwdT0+Dq6mJ4/mqygB56neOVBAMtsaAkGUG1lec9suFixvvh02EQPCISUBeujunaRNs0wC5H5oFNSF1ZUmO/Mo4e3tC7uKE4L1tdaJaxuyg3S43jMp4bF/4pdwxXk24Zv0sm5GqM1sbvKxPykom76XOGoLuTCy6s+LLSPl5e+RUaJfS65nGcF75tGy98W4eGMhdvFR2Ad9ATI7G0wrn4Hw49MSE6oF7/Gy7ph0NJSVQArXt0x86V06v8rnHTiEE1+q4he53kSvA8r7Ak2H4liF5yWxJUz5L7uYXqsXreKOAuY7sKyqe7o42u6jF86l+X0TQpUc3t/WSe7+0KP28tia5k3l/eXL+2SCxANs0sqGAvOfnoHb0bw6ttP4vNHWWumHVkB87NnVxlW8/W10Hv7l0ybl85Ci5fQtHFq4/lqGxOLgFzFTh3LieoXioQX/o1OLngYhU14RvaXJysHwPmdah3796YOnUqUlJS0KhRI/Xc0qVL1UDdp08f1JdWkY1xyj0WMzOAEe4bVf1QjQwmEiw/7dFStbOk6nyZkMlkkJ+7Oqqa6GXmFBgC6qnpV4LsWrD9ci72HUtR92WyrZauGfFwczINqnu5wNvTGfvTOuIu5z8rvQAxATrDFxBLMHeQrk5g3+xJhLb8yxzFxWYFzP36jKo0sC9XytXkWybe6vZqMP1qYF177crzV+7nZ6YaPV8ycVdX46tJat5eWDgVrqHR0Ln7QC/BAbmVq/FuHnW6GW1p3OmcyHYm2zIxLeo8Ctg4o8JxR163ZLBcyAQl5OYxOPvDO+X30wHq9WudyMg4I9lmclT1PUAjF8+1YPqqbafw48qqEwkKvUqy7vLziwzl5NRmp1JG5srGp0WG26vPlWyCWoS8/AI47MsyalNya/a/08zAfmZ+EOomXG7emF6Um4lUM85V2TgumfXFebmlguhZVx4bPZcnE/IrY3xuFgqz0lGQctaoXTaK83Nq/O+VcTw18Re4R7WHo2cj6Ny96nXsLo0Xvomsfy4u89bew27BzK/zKpyL33zXLaqdJdX1dw3597m7OqnjWuw8eBFz/3uwyjE8PNpXjWFHzqRj677zat5fegz2lLn+laQ546C6h4sD0i7lwNs/EyGB0ufqr1CX7zoXY4fBV95PlN/PizHD0MyCwV3po3tEGxUzqGxvF1kd5n/TI1V+f1MrFwrzUZSTVTJe51wZx9WtFlSXsTrz6tiem4V8Gcdzs0rG/SttKr2IXskYnrZxETxadFL/Jp2TOWkHRBVjwLwOjRo1Cl9++SXGjx+vjuTkZLz55psYOnToNWWm1WRwemRYAt6YnYOdaU0R5Xge3rpspBe54VBBoNr4cuKt8RYfpOviy4QMbDIQyhEWWPnWpzKAymRaZa5L1npGSfa6FlyX54+cScOFlGzk5IUiJ69Phf3ckd8E5z5ciSaNPeDu5gQPV0cVfJcvCCb31WtyW7L0TDLLaos1DNLGgf2qBumqAvsOjk7Qy+Fett5wTagyNEYB9oy965C68tsqfy5z/wZk7F5Z9uq6lDdy91aZ/3KrU7c+Rs/5IF82wcu8VDLhd3OrcQaTBMtlR/OKdjqvrdIxRLauoUy2RcdBg7FZVttsnKs2+NRItpdMYOX1hkD+tgTf9g9c/H2myd91uUDrf8ODFvvbI7VUG/u4qSMjKx/z/myGmRmVjePN8PrQ+BqvvKtoObdh+bsE2FVg/Uog/kqQXQusy5G46wx+/O1ElUGB6P0X0DLSX/0brXUcl6C0lh0OL79r6o8qS3PlAnhJoL0kkJ51aDPSNyyq8udT/vpSHYqsBJAx2qMRHD19ofdspA4JphvuezWC3sO31srGaHjhm8g25uKiR5sQALfj4/kt4Jt+3DAXT/NshofvanPldcuzhu8a5iYD/vfBriZxAxlXL2fl4VK6NsfPKbl/OVfdnk/Jwr7jKWq1uqF8zJ8X1Y1koqvs9CtlX/28rgbXpSRsSbDdBT4esqF5ye+U8fyj9XqEZlX8XeP0Bkf8d2CxReMwEjOQ72flzR01/gMfNCvZQa1ccHSGzlM2VPStcZ9U4N1kDM9C5r4NSFv3U5U/e+mP2eoQOjcvOHr7q++g2q1ee+xVckgMoa7worf1cygu2SWC6siRI0cwefJkbN68Ga6urhgyZAgmTJig7tfEzp071W1CQvVzidbuOI1p83ciOe1q5o2/rxvG3BrfYAZprZ/T52+Hb2apLxO3NowvEyu2nMS7X202ZH+VdwFCRIf5qKB4Zk4+MrPlKEBWTn6F2WUyEXZ3KQmmS402FOUhwM8bXp6uV4LqJcF240C7u5uj4TW58u3ipDcEWeX3PDT5d4Rm7SszSKcUGn2ZeHGgxS+WVBTg1TSEAK+5deia3POKqnkrpWMk860wMw2FWWkoykxXtyWPTe8XZclGK8Vll6wZBdO1QLvhVrLW1ST+yv0rV9BlYD7+8bgqAxfhj07lcjULuZa/41S/pByLjNuhoaEmk+1evXrh3XfftcjnX1BQgH0b1iPr0kW4+/mrmuWWziy3tkmCNj7K96GKxnH5fnQt42Nt1D+VLLoXpq5BG6djFY7jEtgX8v2gc+tg9GwTgvaxger7QH2ypXE8cNjTcPQNVP/tylGgblON7qeo8bt07VcZs2V1WXaxI7yCQuHqG1BugN2cjDdreD/tGcdx69GQ5uLa+JN0OFkFaCXIKsFfS8/DrPG7hsQL3pi9scIxfOLoztcUN0hOScembUloHBiG7DwHXFJlYHNKBdtzVQDeWMm+alL2RUqx6bD/eEqVMYPXx/W0aFncSi/SSrLDQMslO9RkDA+45Qk4evmhIP0iCtKTDbeFl0tuZY5uTC54a4F0uPngYnYBmkS1hId/aMnzXn41+v7Ki94NV3X+jjNgbmXsZZBuyP3UJrBVKW/wk+tTuXmFKogu9VRVIF3uZxdcDazn5CM9IwenzyXDycUdufnFRu3yVW23ii5zyXukBdMlbn76YsmAwEH62tVlIFrOXZSdgYzkszi6dxfCAhrBsSDnSlC9JLheZBx8LzXQC6nFLsFzCbTnJ58yK7Bfm7XryXycaFuXhjbZptqdbFfkWifbtREwNy+w74qXH+yGdbvOqH/TsbOX1UX3TnFB6Nk2BB1bBqnSNfXBnsZxOZe6+F0qqJ6beh6pZ0/AQ1eE4qw09XzpjVMdXNwrzlZXZWB8cPab11CYcema+0l1g3/H7Rc/+4ajLpMBzR3DpdxbyZ5qV0q+qqB6SUD9wIkUHD5Vdh+c0ibc3RF9OoShIWjIyQ61NYZLxvrVQPpFFKZfKrl/+SLyUi+ovdIcCvNMV4l7SlD9amZ6SZb61cx1SWgz/p286G07f8cbzmVCqhcSUG0IVzCtuZ8SvG/s42oyOJcmg3V5NeEl+1t295ajsU/NBmlZTiYbnpQNumsB95JM9gMnUw0Bc5lUHywILvd3nU3ObBDvtUymZZOOhjpI1+ZytfLOLQOtk4MTChpnwC228i9nUhuuMOuyIYCuZbIXZaUh5+R+swLmyX/8D27NWsHRNwhOvkFwbBQEJ5/AOl2WRmSNIiIiMGNG5ZsMkfWRybQExRvyyrurJfU2VjiOj7k1ARGhPuq4a1BLnDx/GWt3nMGaHafx1v82wdlRh45xQeiR0ASdWwWri+p1xZ7GcWkjwW05Sn9/O7VnD8KvfH9TJXhyMq4E1lOvZqhrQfbLKcg7c1jdlxJw1anTKu8zL3wTkb2ScbprfBOLJtlJKbTARu7qqGmS3axFu7H32CW0axGg5uTXWuP9WsjY1lDHldoaw2UzcGf/MHWUG4NJSkJsZDM4F2QZZaknq4C63OadO6puiwuMguryncDLT5Wnk4z07ENbKu0DNye1HgyYE13DBLYiMtmuq8Fap2WRVzHplUF6x4GSumuV+XjeNvy56QQ6tgxEh9hARIb61Lh2ti0P0lowQJZBWzqDTrLIZVCWo6bL1WTzvawDm5CfegEo0rLfHNQg79QoyDSQLre+QSVXz+vgv42GnM1ARLarIUy2azuwL/u1/G2AHDHqgrhk4EkAfcrXW+Co16FdTIAq29I1Phhe7lJjtHZxHC/1fjg4QO/mpQ4EhFf63knNdRkHL+9cgdTV86p8r1PX/Kgy4VyaRMGpcQjHTSKyO9aeZOfl7qTm3xuSzmHh6iNqnh8b3ghtWwSo8Tq2WSM1dlM9zsUdHKBz9YCzewCcA0vK3pWmLoZnXy635Evu+WOq/npVF72zjyfBvTlXmzZ0DJgT2WhmmjmDtNRXu2NADLbuu4B5f+7H/xbvUbuES/1TCaC3iwmEt0ftT6itWUPPoDN387XQ+99QfVbLyi9fQn7qOeSnnEOB3Mpx8SSyDm5WpWA0Dk4uZQLp2n1Hn4Aa7UTO+m5EZEkNebJ9rYH94MYeGNGvhTpkw/J1O09j7c4z+PC7rdDNc0CbaH917m7xTeDrVf2/39aqoY7jOmdX6PyawK15vFkB87zkk7iw4CN138HZFS7BkSp4XnJEw7FRsMUSIIiI7J05SXaPjWynxmEJwJ5NzsK2/eex7cAFLFx9GHOX7oObix6tI/3RPiYAbWMCEB7kZfd/1xvCGK4uhqs9xbzhEhxh8lrG7lU4P/8/VZ5DMuXdI9qqvrs2bamC85b+HkJlMWBOZKOZaeYM0mOHl2ykenPPSFWDbc/RZGzZex6b957Hsk0nVB30mKaNSrLPWwYiummjBvPvsyRbWq6mlpX7BKijvH9TUW62CqBrgfSClJJbWWqWnnrepDar3rN0dnognHyDS7LTPX3LfMGrqL6bBPvleW5qRkRUO4H9gEZuuKV3lDrkO0virjNYs/00pv6wXR0yIe/Rpgm6JzRBYx83m3/bG/I4bu6Fb6nTKllsuWcPI/fMIXVk7luPtPULVBvJkJMgurME0EOiVSDd0TvA7oMtREQNLclO5khN/D3QxD8CN/WIUHuYHDqZiu0HLmDb/gv4YmESCgqL4OftYsg+l1t7GK+tbQyXAL453CPbqez05D9nq/m0XPh2DY1VwXPXsJZwCW2hyseQZTFgTmTDmWnVyYSXGmxtogPUcf+Q1khOy8bWfeexae95/LzqML7+fZ9aNtY+piR4LsvHGnnXbNM7sp7lajoXN7gENVdHacXFRar+an7qWUMgvSD1PPIvnUH24W0ozEw1tHVwdIajb6BJRrosJ68M67sREdU+ucA/uEeEOtIycpG46yzW7jyN//68C5//tBNxzf3U9wOpex7oV7MNS6l+Lnw7uHrArXmCOjSyx0nu2UPIPX1QBdEzdq1C2rr56jWdZMMZZaGrIHo55d2IiMhySXbyWkx4I3WMvD4GOXkFSDpyCdv3lwTQ/9p8UrVrGuSlgudyxEc2tmj9c6reRe/AW59U43hRQR7yzhxSGfM5J/YibcMipKz8Vm02KtnrLmEtS7LQw1rC0cu8YDzVHgbMiWxcTTPh5Yr1gC7N1FFYWIT9x1Oxed85lYH+wbdbUVwMVe9cq33esrkfa6zZ2XI1Bwfdld3BGwPhrcvfhTz1wtUM9ZSzquxL9uHt6j6KCis9Pzc1IyKqWz6eLhjUrZk6MrLysCHpLNZsP4PZi5Iw45ddaNHUtyR43qYJQvw9qzyfZMU11JV39nLhW+/upTLX5NDIpqJaFrpMzC9vXYrU1d+XtPf0uxpEl0z04Ei1Z0l1cC8SIqK6S7JzdXZU8205hFzslr3Ktu4/r1aMLVh12BBk18q3yH3WP2/4q711js5XyrLEGRLSpDSqBM9zTu5F1oGNSN+4SL0mq7a1Ei4SQHfyD1Xzcao7DJgT2YFrHaT1eh3iIvzUcc+NcWqQluzzzfvO4/f1xzDvzwNwc3FUV7fVYN4ysNzdwsm+lqupXcgDw9VR2uVdK3Hh5w+qPEdq4i9qIzT5UqB3qzpYQ0RENePp7oz+ncLVkZWTj41J57Bmx2l88/s+FUCPCPFWG4ZKAF2y2kqTDUZLr2iTvVSkPFxD2NvFni98O3o2gmOLTvBo0Uk9lnq5EojPPS1B9JJM9LQNC1GUk1HS3ifAkIEuh5R10bt6lHtu7kVCRFT/F7uvax+qDvl7fuZipqp9Ltnn2spwmZsnRPkbMtDDAj2rLMnFi96Wv+gtAXDngHB1eHe4QT1XcPmSCp6XZKHvQ8aulXKlGjo3TzVHVkfTODVeOzhWf5UBL3pXjAFzIqrRIN23Y1N1FBUV4/CpNGzee07VPpdaqEXFJUvEtOzz1pGN4exU9QSPg7T9MHcJeO6p/Th3cLN8fVCBd9fwViVH0zgVACAiotony7r7dAhTR05ugRrfJSD+w18H8OWve9UYL1nnEkBv3sQb63aeKXfPFAmey/NSHo5B84Zz4VuCJo7e/urwaNlVPSdBF1kNVpKJXhJET1nzA4rzstXrTn5NSuqha+VcgiPUijHuRUJEZDny9zwkwFMdg43qn0vwXI6ZC3ahoLBYXcA2rn8uq8CM8aJ3A77o7eUHz7ge6tD2GMs5vR+5J/Yh5+QepKz+HsX5OXDQO6lxWmWgqzIusdC7lU1wMMaL3pVjwJyIrolO54Dopr7quGNgrFrSvf3ARRVAX7XtFOavOAQXZ726wq1tHlresm4O0vbF3PpuTcd/isL0iyVX1I8nIevQVqRvWqJed/ILKfkycCWILhlxVWVOEBFRNf9euziiZ9sQdeTlF6oVZpJ5vnDVYXy7dD+CG7urlWeVmf7zLlUejuVZGi4ZP50aBavDs1XPq0vDL50x1EOXI2vfBhQX5JX8UBUTf+5FQkRUv4zrn/9tQIy66C31z6V8i2wiumzTCdWuWbCXKt0i+5PJ/H3K11vKnIsXvRvmRW/ZY8w9oq06tAzxvHPHVPBc5swZO1cY9i5x8g8z1ECXQLqUddHmyxIs50XvyjFgTkS1vqRbm1hLttKxs5ex5Ur2udRD/fynYjRp7FGycWjLQLSJ8seWfeeZmWZnzK3vptM7QndlAu/Vpt/VZWlXAug5J5Jwefuf6nm9tz/crmSfSwDdqbHUdWMAnYiotshqMQl8y5FfUIQdBy+o2qlnk7Mq/bmLqdmqtnlD3iidKlga3jhUHV4JfQwTc6mvennnSqQllkzIK8K9SIiILH/RW5t3i9TLuSpwLsfaHWfwy8rDVZ6DF70b/rzapUmkOnw631yyYiztvKGEiwTSZe8SoTLdw1rCJSwGqWsrH8MvLp2psuRrcw80a8OAORHVGQlWylJtOUb0a4Hs3ALsPHgRm/aew8Y957BozRF1FVyy1CvDQdo21bS+m1qW1qqnIQOuMOtySV03CaAfT0LG7tUldd3cvVXwXAXRw1vBObCZXQ/4RES1yclRh44tg5CRla8uildFNiYLaOSGID93Xsy0YjKOynjqEtzcrPa5Z49YdD8VIiK6ytfLxVByTQKrf20+ife/KZtdbowXva1wxZhvkDq8Evqq5wqzLyP35P4rWeh7cWnZl0BRYaXnKUxPVkF3ex7DGTAnonojm490aR2sDhmgT1/MxIJVh7BozdFKf46DtO2qjfpuencveMR0VocoystGjnwhuJKBLl8Iigvz4eDirq6oawF0uQovtd7MxQ1RiIjKKl0HtSK/rDqsDg83J0SF+iA6zBdRYSW3wY09qrx4Tg2LjNfmuPTHLGQmrYFnfG91oVvv4VPnfSMiIvMCq+aWSruUfnVDb7I+UsvcvUVHdYjLO5bjwoKPqvy5wowU2DMGzInIYgN0aIAn4po3rjJgLjhI267aru+mc3aDe2RbdYiigjxVf1ULoKes+R7Ff+XAwdEZLqExKnguQXS5r3NyKfec3BCFiKh8rSIbq83EpNZpRfx93fDu49fhyJl0tRnZoVNpWLX9FH5cflC97u7qiMhQH0SF+iI6zAdRYb5qAzPWPLfyvUi8GsPv+nuRuXsNkv+YheSlX8Atoi08E3rDI6YLdM7mXWwhIiLLXvReu/M0Wkc2VuM5WT9HH/NK5BUV5MOeMWBORFYxSGfm2Pcfa6o5naOzCojLYdgY5ewRZJ8oKeGSvmkxUld9pzYvc2kSDdfwOLg1bQWXpi2hd/XghihERJWQoPYjwxLK3YtEM+bWeDT2dVNHp7ggw/OyWagEz1UQ/WQa1u8+g59XHlKvuTrrERHiozYV1zLSwwI9odfr+HlYy14kN5SUV/NqfZ0qn5a5Zy0ydq/ChZ8/wEUnFxU0l8xzt8i2LJlGRNRAL3rLKvFt+y9gzOtL0a9jU9zev4W6qE22fdEbDg64uPATtYmod6cb1Zhtb+VNGTAnogY/SMtkfOoPO7BuxxmMHNACCVH+rH9K17YxSki0OtD1FhQXFyH/wkmVfZ4tNdANO4s7wCmwGQpSzlZ6Pm6IQkT2rkebEEwc3RnT5u80Gc8lE02C5fJ6eXw8XdAhNlAdmoysPJMgumwcLhuLapuORoR4G5V08UV4sBccqxlELywqVpuQyuo1uXAv30WYzV63e5FI+TTvjoPUkZ96XgXOM3atVLey54jamyS+N1xCWvA7HhFRA7ro/dSo9mgXE4Bf1x3F/BWH8OfG42pcH3l9jFodRrZ50Ttw2NNqX7C0Tb/i/A/vQu/lB+/2N8Cr/QA4mlmWzdoxYE5EFmXOID3hnpJaW/P+OIAXp65FbLNG+Nv1MSpLjTVP6Vo5OOjgHBiuDu+ON5bsLJ56TmWfX05ag/zzlZcM4oYoREQlQfOu8U2uORDt6e6Mti0C1KHJysnH4VNpOHgyDYdOpWLnoYtYsu4oiouhguXNQ7xLAuhXAunNmnjBybH8LKi1O06XCezLhXv5LlJRYJ9qdy8SJ99ANOp5G3x7jEDeuSPI2LVKbdidvmkJHBsFw7P1dSp47tyYnwcRUUO56D2iXwsM6RWpAuY//HUQT763HB1bBqrAuZRrIdu86O3Z+jq1gXf65l+Ruu4npKz+Hh4tu8Kn001wCWtp0xe5GTAnIqsZpHu2CcHmvecx78/9eG3mejRv4o3b+rfAdW1DuESbandn8UbB6nBwdELO4W1V/oy9b4hCRCQkOJ4QbV5dzOpwd3VCfJS/OjTZuQU4cloy0SWQnoq9Ry/h9/XHUFRUDEe9A8KDr2SiXynp0jzEB5v3nCv3Ar1895Dn5bsIg+b1txeJjLcuwZHq8Ot/D3KO7cblXauQtnERUlfPU2XSPOOvg0erXnD09K1Bz4iIqDYvestKr5t6ROCGrs2wavtpfP/nfjz/yWrENffD3wbEqAC6LQdQ7fWit0twBAJuHge/6+9Dxo6/VPD89P8mwTmwmUo4k4vctrgvCQPmRGQ1g7QMvpJVLsfuw8kqcD7lq8346tc9uK1fC1zfuWmFGWVENSFfGmqzHRER1Q6pqdoqorE6NLn5hTh6+kom+pXNRZdtOqFKsMj8XVfFJH76z7vUdxGWZ7FQ0D2ijTqKbnwYWQe3IGPXCiT/OQfJf8xWz6vgeUxX6Fy46RwRkSUvest+In07hKF3u1Bs2nMO3/25H6/8N1GVTZMa5z3bhnIstcGL3npXD/h0GQLvzoORfWQH0jf9iou/TselZXPg2aafCp7b0uowBsyJyCoHaVn21Tqyu5oQz1t2AJ/+sB3f/L4Pw/tGYVC35moiTVQfG6LIsjVpR0REluXipEdsMz91aPILCnHszGWs2HIS869sKFqRi6nZ6sJ9XWTJk/l0Ti7wjOuujsJs2Sx0nap3fuGXj3DR8XO4x3aBV+srm4Xq+X2PiMhSpDxql9bB6NwqCLsOlSS0vfPlZnz5617c1i8a/Tsxoc1WS5q6R7ZTR37aeVze8jvSt/2J9I2L4BbRVgXO3Vt0tPpNQvkNg4ismmz49fx9nXHy/GX8sOwgZi1Mwnd/7MfQXpEYcl0kvNydLd1FsvENUaTGm7V/GSAislWy8kzKspy6kGFWe1nlRg2H3s0L3h1uUIdMyjN3r8blXStxdvfrJZuFxvUo2Sw0NIZlAIiILERWgsvFZjkOnpCEtv345Pvt+Po3JrTZOiefQPj1uwe+1/0NmXvWqqzzc9+/BUdvf3h1GATvdtdD72Gdm8MyYE5ENiEs0AtPjmqPOwfF4qflB/H9Xwfx04qDuLF7BIb1iVIlXojqckMUIiJquMz9HsDvCw17Ui4bhfp0H46888dU1nnG7lWqlqqjb9CVzUKvg7N/WLk/X1xUWK3NSYmIqPrkIvXE0V1w4txl/PDXASa02QmdozO8EvqqI/fMIaRt+lXtR5Ky6lt1cdtbNgkNaWFVF7cZMCcimxLYyB1/H94GdwyIxS+rDmHRmiNYsOowBnYJx4h+0Qhu7GHpLpINb4hCREQNk+yL0tjH1WRz8dJks3FpRw2b2iw0qLk6/PrdjZzjScjYtQrpmxYjdc33cA6OUoFzT9ks1Ktkj5HMvYllL3x7NVaryHjhm4io9jUN8sJTozrgrkEtMX/FIZXQ9uNySWhrrhLaGvtwPwpb5dIkCoFDH0Xh9ffh8o5lSN/8m7rI7RwcWbJJaOteqvxaQ8eAORHZJF8vF9w3uJXaDHTx2iP4eeUh/Lb+mNqYRDYiadbE29JdJBveEIWIiBrePimPDEvAG7M3Vtjm/iGtuEmZNY7NzRPU0VhtFrpZBc8v/fUlLv35P/W8U+MQpG9aUuZnJXguJddkFRmD5kREdZfQJuPvHQNi8Muqw1i0+jAWrj6C6zs3VQltIf6efOttlN7dC77dboVP16HIPrRVZZ1fXDRVjc9ebfurcmtOfk3QUDFgTkQ2zcPNCSOvj8HQ6yKxdP1xdVV7+ZaT6No6GCOvb2GyMRgRERHZrh5tQjBxdGdMm7/TJNPc19MFGVl52JR0Tl1Yt6blwmS6HNyzZXd1FGZnIHPvOlzeubLcYLmxi0tnqlVkXDVGRFR3fDxdcO9NcRjRNxpL1h3FzysOYen6Y+jVNhS3X98CESHWWeeazNwkNLqjOvJTziJ9y2+4vH0Z0tb/Areo9vDpeBPcoto1uHGYAXMisguuzo4qaC5LwFZsOYnvlx3AhA9XoU20P/52fQzatPDnBJmIiMgOguZd45sg6XCy2uBTapZLGZY120/hnS83IyLEGyP6tbB0N+ka6d084d1+oMpcO/PlPyttW5ierEqucRUZEVH9JLTJim+Zm/+xoSSh7Ykpy9EpLkgltLWKYGk0W+bUKBiNrx+NRr1HITNpjco6P/vd63D0DYR3h0Hwanu9ykxvCPuQMGBORHbFyVGHAV3C0a9TUyTuPIPv/tyPSZ+vRUy4r8pE79IqGDodM8uIiIhsuTxLQrS/yXO924fh6Jl0zFqUhPBgbzVxJ+snE+vabEdERLXDxUmPm3tGYFC3Zli59ZRKaHvu49VoHdlYBc47xAYyoc2G6ZxcVFkWzzb9kHv6gNrA+9KKb5CyYi48WveCT8cb4RISbdF9SBgwJyK7nSz3bBuCHm2aYOu+Cypw/u8vNiA82Asj+7fAde1CodfrLN1NIiIiqif33BingubvfLkJ7z7RW21YRtZNstBqsx0REdUuR70O/Ts1Rd8OYdiQdBbz/tyPf01PRGSoj8pEl5VhMnfXFBYVl1klZvw6WRcHBwe4hsaoQzLPL2//E+lbfkfGjr/gEtJCBc0ttQ8JA+ZEBHv/A92hZaA6dh9OVle2p3y9BV/+uhe39W+B6zs1hbOT6VIfDtJERES2R1aYTbi7IyZ8uBL//mI93n2yDzzdnCzdLboGsmRbstCMs9JK03s3Vu2IiMiyY3C3+CZqr7EdBy+qwPnbczYhxN9Dzcv7dWyKjUlny+xD0tjHVW0qKoF1sm56Dx/49hgBn263IuvgFqRtWmzRfUgYMCciukKWf8lx+FSaGqCn/rAd3/y2F8P6ROPG7s3g7uqEtTtOc5AmIiKyUTLWT3qwK575z0qVaf7yQ92YuWbFZAItS7YlC60i/gMfbHAbjRER2XNCW9sWAerYfzxFJbR99N02fLFwNzKy8su0l+D5G7M3qk29GTS3DQ46PTxiOkPn4oYzR3ZYbB8S1hsgIipFln89d19nTH3uelXDdM6SJDw0eSne+t9GNRgbX9E2HqQlmE5ERETWLcTfE8/e2wnb9p3H7EVJlu4OXSNZqi1LtiXTvHRmeV0u5bZma9aswTPPPIMBAwYgNjYWr776aoVtZ8yYgf79+yMhIQG33XYb1q9fX6ZNRkYGXn75ZXTt2hXt27fH2LFjcerUqTLtjhw5goceegjt2rVD9+7dMXnyZOTkmH7vFitWrMCwYcPU7xw4cCC++uqrGveNiBqumPBGeOH+Lvjomb7Izy+qtO30n3epleBkOwotvA8JA+ZERBUIDfDEE3e0x7SJA9GvYxhWb688IM5BmoiIyDa0jw3Eg7fE46flB7Fs03FLd4eukQTFwx+biib3vILAYU+p2/BHpzJYXoGVK1diz5496Ny5M7y9vSt8XyUg/f777+Puu+/GtGnT0KxZM4wZMwb79u0zaSfB92XLluGll15S7c+fP48HHnjAJBienp6O0aNHIzMzEx9++CGee+45LFiwAJMmTTI519atWzF+/Hi0atUK06dPx/Dhw1Vgfd68eTXqGxE1fJez8pGbX1hpm4up2aq2OdkOvYX3IWFJFiKiKgQ0ckP3hBAsWH3ErEE6Idqf7ykREZGVu+W6SBw5nYaP521HWKCXynQj617iXRdLtm2RBKsnTpyo7leUlZ2Xl4epU6fivvvuU1nhokuXLhg6dCg+++wzFawW27dvx/Lly1XQuk+fPuq5mJgYlRn+008/4c4771TPzZ07VwXN58+fDz8/P/WcXq/HhAkTMG7cOERFRannPvnkExUsf/3119Xjbt264cyZM/jggw9UFrlOpzO7b0RkHWSDz9psR9bB1cL7kDDDnIjIDBykiYiI7K+O6qO3t0VUqI/aBDQ5LdvSXSKqFxJ0rsqWLVtw+fJlDBkyxPCcBLgHDx6sSqYUF5eURpD7kqXeu3dvQ7uQkBB06NBBvWac1S5lWLRguRg0aBCcnZ0N7SQQnpiYiJtvvtmkLxIIv3DhApKSkqrVNyKyDn7errXajqxrH5LK1OU+JMwwJyIyAwdpIiIi++PkqFf1U5/+zwq8PmsD3hjfC85O3CCS6NChQ+pNiIyMNHkzJBNcyqqcO3cOwcHBql1ERIS6AGUsOjoaq1evNjyWdpIhbkyC5eHh4Ybfdfz4ceTn55f5nXIu7Rzx8fFm960mJNielZXF/wBsWHZ2tsktWV5EsBv8vF1wKT23wjaebo6qXU3//+Tn3jA5hLeB75AnkL78SxRlXDI8r/P0g3ffe9Tr1fnM5W946fGoIgyYExGZoVVkYzT2cS2z4acxDzcnxEVczYohoqo9//zzakl2aVKX1DgbTatHKht7SRaZLOd+9tln1QZipTcWe/vtt/Hbb7+pTDR5XWqmhoaGltlYTGqebt68GW5ubipbTZZ9u7qaZqZIJpos3ZbJt0yu77//flUPlYjsRyNvV7z4QBc8//FqfDxvG56+s4PZky0iWyXlUySgXXrc9PHxUbepqalq3JR2Xl5eZX5ess7T0tJMzldevXTjdtpt6XbaY+11c/tWExKwl/ruZPuOHj1q6S6QkQFtPfHdqooD5hnZBZj180Z0b1n270118HNviDyBno/A8dIJOORmoNjFEwV+TZFcoANq8PdYxgdzMGBORGQGvc4BjwxLwBuzN1bYJjM7Hx99t00t32b2GZH5mjZtinfffdfkOa1WaenNu55++mlVu1Q295LNu+Q2NjbWZGOx3bt3qyC5p6en2jhMNhb75ZdfDBNnbWMxWRIur1+6dAlvvPGGmkAb90PbWOzWW29VgX1Z4i1BdvmSNXLkSH7ERHakRdNGePyO9pjy1WZEhPhgeN+SjFYiayDlSWSjTXPGY3MDCaK8C0dauRPj1yq6wGTOhafysgHNOZ+5fasuJycnQ0Y72SbJNJagafPmzVVSBTUMcXFAWOg5zFq8zyTTvLGPC0bfFIuDJ9Pxy+qjcPfywx3XR1X7/3N+7tag9TWf4eDBg2a3ZcCciMhMPdqEYOLozpg2f6dJprm/rxvG3Bqvdu7++LttOH7uMl4Y3UVtFkpEVZNAdrt27Sp8vSFvLEZE9qNvhzAcPZ2GWQt3o1mwNzq0DLR0l4jMsnTpUsMmnpWRcTFOolJmkKzu3Nxcdbi4uBiel/HVOJtb2snYWVrpjHK5r/1s6WC/Ni5r5zTOTDf+ndr5zO1bTUgQzt3dvcY/T9ZDguX8rBuWfp0j0LtjcyQdTlZ7jEnZVFkJLslt/ToDjX098MXC3cjOK8bYEW3U89XFz922OVTjQgoD5kRE1Qyad41vUu4gLZoGeakap0//Zzmeu7czEqL9+f4SXaPKNu+aOXOmIfusqo3FtIB5RRuLvfDCC6qdTMy1jcUkiG5MgvTfffed2lhM6qQSkX25d3ArHDt7GW/P2YgpT/VBaICnpbtEVKURI0aoozZpQWwpWSYXlzXy2MPDA0FBQYZ2a9euLZMpLll+xqvJ5L5We1wjY7HULddqm0s9c8nwPnz4sMlYr2UMauczt29EZH1k3l3RHHtEv2h4ezjho3nbcTkzD8/c3UHtRUJUEwyYExHV4iAdHeaL95/qg7fnbMKkz9fioaGtMfS6SNY6JaqETIY7deqEnJwclREuZVAGDBhgFRuL1QQ3DLN93DjKtj06Ig4vfr4Rr/53Hf799y5wd3VSz/Nztw/V2TDMlsnFaKlNvnjxYkNQurCwEEuWLFGrvLT3SO7Liq1Vq1YZgtyScS4XwydNmmQ4n7wmq8lSUlLQqFEjQ2a8BM21VWMyVstqL/kdsqeIZuHChQgICDD0w9y+EZHtGdClGbzcnfHWnE145b+JauNubZwmqg4GzImIapmPpwtefaQ7Zi1KwvSfd+HgyVQ8OrIdXJx4dZuoNFn6nZCQoALRkkX+zTff4NFHH1VlT2688cYGv7FYTXDDMPvBjaNs14hunpj+23n8e2Yi7urTGDqjZd/83G1fdep8W6NTp05h586dhgtBchH5119/VY+1sVneAyljJmXRZMWWtr/IiRMn8N577xnO1bZtW/Tt2xcvvvii2g9E9heRMV424x4+fLih3ahRo/Dll1+qi+ZyJCcn480331Qru4wz0eU7wj333KOC7fKaBN7l97766quGUmnm9o2IbJOsCH/lke6YPHM9XvxsLf71cDc1RyeqDgbMiYjqgF6vw0O3xCMqzFdtBKrVNQ/0Y81Dsm3V3VhMNt801r9/fzVpls04tUl5Q99YrLq4YZjt48ZR9sHL7yLenLMV20464e5BLfi524nqbBhmrdavX29S81yyw+UQ+/btMzz/4IMPqrFzzpw5uHjxololJvuIGG/GLaZMmYK33noLr7zyirpo3LVrV3z00UcmF8LlgvTs2bPV5tqPP/64ek1KsZUujda+fXt8+umnKvAtNdflgrkEz0tvxm1u34jINiVE+eP1cT3xr+mJeO7j1Xj1790R2IhzcTIfA+ZERHW8QVh4kBf+reqar8Bz93VCm+gAvudks651YzHJDrvhhhvwzjvvqBItMmFuyBuL1QQ3DLMf3DjKtvVoG44HU/Mw45fdaBHuhy5xjdXz/Nxtmz2U8zC35rm8Fw8//LA6KiNZ5a+99po6KiNl1WbMmFHl75WyKlqZlmvtGxHZLklee+vxXnjp83V47qNVePXvPdSeY0TmKFmzREREdSYy1EfVNY8I8VaD9fwVhwyZsUS2RibYkn1W1VFesFxT+v8P4827jJW3sdiRI0fK/Hx1NhbT2hlvLFb6XMZ9IiL7dmvvKPTv1FStJjt4sualmoiIiKj2hfh74u3HesHDzQnPfbwK+45d4ttMZmHAnIioHnh7OOOVMd0xrHcUZvyyC+99vQU5eQV874lKKSoqwm+//YYWLVoYlmobb96lqWhjMckA15aNG28sZpyJJhuLJSYmqo3FNJVtLGas9MZiRGTf5O/Po7e3RUSID979ejsuZxdauktERERkpLGPG958tBfCAr0w6bO12LKv6vKRRHYRMJdJ9fTp09XmIDL57dy5M+6++26sW7eu3PayDExqqMomZLfddpuq4VZaRkYGXn75ZVV/TeqojR07Vm2OUppkuj300ENo164dunfvrmqyyRJzIrLPuuYPDG2Nf9zTEWt3nsFzH63GuUtZlu4WkcXIuHnvvffi22+/VWOybCj2wAMPYNeuXXjyyScN7bTNu2bNmoWZM2eqYPezzz6rNu+S8be8jcUWLVqEFStWqM3ByttYTALwsqmYBNelPIwsEy9vYzHpi9RGle8CU6dOVZuGSd+0jcWIiJyd9Jh4f2f1Rny7Mhl5+QyaExERNSSe7s6qjnl8lD9em5GIVdvKxu+IjNnFbE8C1J9//jlatmyJN954Q20QIsu3ZVL+119/lQmWy27aElCXTUGaNWuGMWPGmGxuIp555hksW7YML730kmovG5zJ+YyD4ZLlJpuZZWZmqs3LnnvuOSxYsEBNvInIfvVuH4Z3n7gOmTn5ePr9Fdi2n1e4yT5JORWpa/rJJ5+osVZqn0uGuVzkHjhwYJnNu5566im1eZe0PXr0aIUbi0nQXDYWk/aBgYH44osvyt1YzN3dXW0s9uabb6qNxeSidnkbi+3cuVNd/P7hhx/K3ViMiEiy1ybc1RZnUvLw3wV7WXqNiIiogXF1dsSLD3RBr3aheOfLTVi05oilu0QNmEOxHRTSlQxzyQjXNvAS8s+W7HGZrMvkW8hS7B49euBvf/ubylzTflYyzmRCLoFxsX37dtVGJura0u3Tp0+ryb1MpO+88071nLwuE20JrPv5+annJGAuO33LsvKa1D+VSbuQ7HeyXVlZWdizZ4+q8SsBHbJNl7Py8M6cTdh+4ALuH9IaN3Rugr179/Jzt3H8O27f+PnbB47j9vu5z128CT+tS8HDt8ar+uZke/h33H7xs7cPHMNtX1FRMWYs2IVfVh7GXYNaYtTAGGRnZzMGYwd2ViOmahcZ5nq93iRYrtUblIxzyQzXSI3Ty5cvqywz458dPHiwWtatXVuQ+5KdJjVQNSEhIarGqrymWblypSrDogXLxaBBg9TScuN2RGSfvNyd8c8x3TG8bzRmLtiNj+btQl5BkaW7RURERDXUNsIDQ3s2w8xfdrFGKhERUQOk0zng4Vvice9Ncfj6t72Y9tNOFUQnMuYIOyVLvrdu3WqS5X3o0CF1GxkZadJW2khZlXPnziE4OFi1i4iIMGwypomOjsbq1atNzidZ7MYkWB4eHm74XTUhgXu56km2S65uGt+Sbftb/wg0DXDDpz/txsETekzwT0F4E0v3iuqK/A0vPX4QEZHtuOuGFjiVnI2352zCe0/2RkiAp6W7REREREZkPva3ATHw8nDG1B+2IyU9G/1a6fkekYHdBsylDItsyPnqq6+a1ByXgLZxnVOhZaenpqaqgLm0k83CSpOs87S0NJPzyXNVtauu/Px8tVSEbJ/U6CX74OsIPDQwAHNXXsTL/92C23v6IaqJ6d8ish0y1hARke1mrv3jnk6Y8MFKTP5iPd59ojfcXZ0s3S0iIiIq5abuzeHt7ox3v9qEcxed0SKmEKyKS1YdMJfSKcblVCrStGnTMoGJDRs24J133lEbiHXuXLKjvaa8rD+tFIvxaxVlB5qTNXit2YVOTk4qm51sl2SWS7C8efPmcHNzs3R3qJ40z86Gt7sei7dk48vlF3HnwBa4pVczZiPbmIMHD1q6C0REVMc83Zww6cEuKmj+zpebMenBrtDruLqIiIiooenZNgR6XXu8/eVW/HvWZvzrkR6qfCrZN6sNmC9duhQTJ06sst38+fPVBnoa2VBv/PjxGDBgAP7xj3+UyfzOzc1Vh4uLi0mmuHGmubQ7c+ZMmd9VOqNc7ms/WzrYX5MNPzUSbOdGkPZBguX8rO2Lm7MOL4zuiB9XHsPXvx/A8XOZePKO9nB1sdo/11QKy7EQEdmHsEAvTLinE16dkYgvl+zB6JtbWbpLREREVI42UY1x//UBmLsqBc9/shqvPtIdjX2YvGjPrHbTzxEjRmDfvn1VHsbB8uPHj+Phhx9Gq1at8Pbbb5cJWmhB7NL1xeWxh4cHgoKCDO2knIuWeW6cNWgcCJf7pc+Vl5en+nEtAXMisv2l3PcNboXn7+uMTXvO4R8frcKZi5mW7hYRERFVU6e4INx/c2t8v+wAVmw5yfePiIiogQpt7IxXHu6MrJwCPPvRKpy6kGHpLpEFWW3AvLouXLigSrD4+/vj008/Lbd+bIcOHVRt8sWLFxueKywsxJIlS9CnTx9DgF3uS+b4qlWrDO0k43zLli3qNU3v3r2RmJiIlJQUk8x4CZobtyMiqmhp2LtP9kZufiH+7z8rsGVv1WWoiIiIqGEZ3jcKfTuG4cNvt+LgiVRLd4eIiIgqEBrggbcfuw4uzno89/EqHDzJcdte2UXAPCcnR2WWJycn47HHHlOZ4Nu2bTMcGgmijxs3DrNmzcLMmTNVsPvZZ5/FiRMnMHbsWEO7tm3bom/fvnjxxRexaNEirFixAo8++ihCQ0MxfPhwQ7tRo0apALyUgJHgupSHee211zB06FBmmBORWZoFe+O9p/qgZXM//Ou/6zDvz/1lVrcQERFRwyVJN4+NbIdmTbzx7y/WIyU9x9JdIiIiogoENHLDm49ehyA/d7zw6RrsOHiB75UdsouiuBcvXlS1y4UEtkuT0i0ayUKXYNScOXPUz8XExGDatGmIjY01+ZkpU6bgrbfewiuvvIL8/Hx07doVH330EVxdXU1qmM+ePRuTJ0/G448/rl4bMmQIJkyYUKf/XiKyvY3DXnqwK77+bS/+t3gPDp1Mw5Oj2sONdc2JiIisgouTHi8+0EWtGHtj9kb8e1wPODnqLd0tIiIiKoe3hzMmj+2J12dtwD+nJeLZezuie0II3ys7YhcB87CwMJOgeFUZIJKNLkdlPD09Vba4HJWJiIjAjBkzqtVfIqLy6prfc1McosJ88P43WzDhw5Vq4h3i78k3i4iIyArI5mEv3N8FEz9dg6k/7MDjf2vHjaCJiIgaKElQe/mhrnjv6y14c/ZGPDqyHW7o2szS3aJ6YhclWYiIbIVc1X73id4oLCzC//1npdoUlIiIiKxDbDM/PDayLZZuOI4Fqw9bujtERERUCVkNNuGeThjUvTk++m6b2sSbJVLtAwPmRERWJjzYG1Oe7INWEX54dUYivvuDdc2JiIisRf9O4RjWJwozftmN7ftZF5WIiKgh0+scMG5EG4waGIvZi5Iwc8FuFBVxXzFbx4A5EZEV8nBzwqQHuqpBe86SPaoealZOvqW7RURERGa4/+ZWaBvtjzf/txFnLmbyPSMiImrApHzz3Te2xCPDEjB/xSF88O1WteqbbBcD5kREVlzX/K5BLVUt8237L2DCh6tw+kKGpbtFREREVdDrdXj23k5qU7HXZq7nRW8iIiIrMPS6SDxzd0es2HISr8/aiNz8Qkt3ieoIA+ZERFauW3wTTHmyt1oW9n//WYGNSWfV84VFxdh58KIazOVWHhMREVHD4OnujEkPdkVyWjamfLWFy7uJiIisQN8OYWr83nbgAv45bR0ys7nS2xY5WroDRER07ZoGeeG9p3qrHbwlU61X21AkHUlGclqOoU1jH1e1hKxHmxC+5URERA1k/P7HPZ3UniRf/bYX994UZ+kuERERURU6xQXh32N74JX/JmLip6vxypjuaOTtyvfNhjDDnIjIRri7OuGF+7uoYPmqbadMguVCHkut87U7Tlusj0RERFR20n3f4FZqE+9VW0/x7SEiIrICLZv74c1HeyEtIw/PfbwaZ5O5J4ktYcCciMiGSNEVySyvzPSfd7E8CxERUQNyW79o9Gkfhv98uxUHT6ZaujtERERkhmZNvPH249fBwQF49qNVOHI6TT3P8qjWjyVZiIhsSNJh0zIs5bmYmq3aJUT711u/iIiIqGIODg54/I52OHUxA//+YoMqs+bt4aLG60vpOfDzdkWryMbQ6xz4NhIRETUgQX7ueOux6/DP6esw8ZPVGN43GkvWHWV5VCvHgDkRkQ2RSXVttiMiIqL64eKkx4v3d8HT/1mBiZ+sQU5eASfbREREVsDXywVvjO+Jf3y4Cl/+urfM61p51ImjO3NPMSvBkixERDZEMtBqsx0RERHVH39fN9zSKxKnLmRwLxIiIiIr4uLsiMyc/ErbsDyq9WDAnIjIhshy7cY+rlVOxqUdERERNSxS83TR2iOVtuFkm4iIyLrLo1LDx4A5EZENkdqmjwxLqLTNmFvjWQOViIioAeJkm4iIyDqxPKptYcCciMjG9GgTomqjlc40l23COsUFsWYaERFRA8XJNhERkXVieVTbwoA5EZGNBs1nTLoBr4/riQl3d1S3d94Yi237L+D8pSxLd4+IiIjKwck2WVphYSGmT5+Oe+65B926dUPnzp1x9913Y926deW2nzFjBvr374+EhATcdtttWL9+fZk2GRkZePnll9G1a1e0b98eY8eOxalTp8q0O3LkCB566CG0a9cO3bt3x+TJk5GTU7a8wYoVKzBs2DD1OwcOHIivvvqqxn0jIqotLI9qWxgwJyKy4fIsCdH+6NMhTN0O6x0NDzdHzF26z9JdIyIionJwsk2WJgHqzz//HC1btsQbb7yB9957D0FBQXjggQfw119/lQlIv//++yqgPm3aNDRr1gxjxozBvn2m3zWfeeYZLFu2DC+99JJqf/78eXU+42B4eno6Ro8ejczMTHz44Yd47rnnsGDBAkyaNMnkXFu3bsX48ePRqlUrFdgfPny4CqzPmzevRn0jIqotLI9qWxwt3QEiIqofbi6O+Nv1MZixYDdG9ItGWKAX33oiIqIGONl+Y/bGCttwLxKqS66urvjzzz/h4+NjeK5Xr144evQoZs6ciX79+qnn8vLyMHXqVNx3330qK1x06dIFQ4cOxWeffaaC1WL79u1Yvny5Clr36dNHPRcTE6Myw3/66Sfceeed6rm5c+eqoPn8+fPh5+enntPr9ZgwYQLGjRuHqKgo9dwnn3yiguWvv/66eixZ8GfOnMEHH3ygssh1Op3ZfSMiqqvyqNPm7yyzAWjvdqEsj2pFmGFORGRHbuzeXC33/vo3ZtcQERFZ1V4kDsAzd3XgZJvqlASpjYPlJf/tOaiMc8kM12zZsgWXL1/GkCFDTH528ODBqmRKcXGxek7ue3t7o3fv3oZ2ISEh6NChg3pNs3LlSlWGRQuWi0GDBsHZ2dnQTgLhiYmJuPnmm036J4HwCxcuICkpqVp9IyKqr/Kow/tEIXH3WVxIyeabbiWYYU5EZEecnfQYNTAWH8/bhtv7t0BkqOmEiIiIiBrGZLtrfBMkHU5WG4FKsPy9r7fgTDL3IaH6V1RUpEqhaFne4tChQ+o2MjLSpK20kbIq586dQ3BwsGoXERGhgu7GoqOjsXr1apPzSYa4MQmWh4eHG37X8ePHkZ+fX+Z3yrm0c8THx5vdt5qQYHtWFv8/tGXZ2dkmt2Qf6uJzjwpxV4do4heOvzafwPT52/HUHW1q7XdQ9f+Glx6PKsKAORGRnbm+c1P8+NcBzFmyB/98uJulu0NERESV7EWiOXAiFT8tP4CbujeHr5cL3zOqN3PmzFEbcr766quG56R8igS0pYSLMS07PTU1VQWlpZ2XV9kygJJ1npaWZnI+ea6ydtpt6XbaY+11c/tWExKw37NnT41+lqyLlCEi+1OXn3vfeA/MTzyH2OBtaB7IcdxSZHwwBwPmRER2xlGvw903tsQ7X25G0pFktIpobOkuERERURX+NiAGS9cfU5t3jx3B7DQyn5QnMS6nUpGmTZuWCSRs2LAB77zzDh588EF07tzZ5LXysvS0cifGr1WUzWdOll952YDmnM/cvlWXk5OTIaOdbJNkGEvQtHnz5nBzc7N0d8iGPvfY2GLsOrkRy3Zm481xbaDXs0p2fTt48KDZbRkwJyKyQ73ahmLenyVZ5lJT7VomDkRERFT3vNydcfv1MfhyyR7c0jsSIf6efNvJLEuXLsXEiROrbCcbbsbFxRke7927F+PHj8eAAQPwj3/8o0xWd25urjpcXK5mSkp2t3E2t7STTTlLK51RLve1ny0d7NdKwWjnNM5MN/6d2vnM7VtNyHdmd/eSEgtk2yRoys/a/tT15z7utrZ45oOVWLXzAgb3iKiz30Plq07cg5cziIjskE7ngHsHx2HXoWRs23/B0t0hIiIiMwy9LlKVY5mzmCUhyHwjRozAvn37qjyMg+VSL/zhhx9Gq1at8Pbbb5cJMmhBbK1euEYee3h4ICgoyNBOyrmU3mhTsvyMa6LL/dLnkk0+pR9aO6lnLhnehw8fLnMu4z6Z2zciovoWE94IA7uEq4vfl7Py+AE0YAyYExHZqc5xQWjZrBH+t2RPmUkM0bVas2YNnnnmGZWVFhsba1L3tLQZM2agf//+SEhIUBt+rV+/vkybjIwMvPzyy+jatSvat2+PsWPH4tSpU2XayaT8oYceQrt27dC9e3dMnjwZOTk5ZdqtWLECw4YNU79z4MCB+Oqrr2rcNyKi+uLipMfdg1pi9fbT2H88hW881YkLFy6oEiz+/v749NNPy6332qFDB1WbfPHixYbnCgsLsWTJEvTp08cQYJf7ktm9atUqQzvJON+yZYt6TdO7d28kJiYiJSXFJDNeguZaO+lHt27d1O8wtnDhQgQEBKjgfnX6RkRkCZK4VlhUjK9+3csPoAFjwJyIyE7JZOG+wa1w8EQqEneVXSpLdC1WrlypNsWSeqflbeJlHJB+//33cffdd2PatGlo1qwZxowZozLdjEnwfdmyZXjppZdUe6nF+sADD5gEw2VCPnr0aGRmZuLDDz/Ec889hwULFmDSpEkm59q6dataYi4T6+nTp2P48OEqsD5v3rwa9Y2IqD717xyO8GAvzF6UxAveVOtkXJXM8uTkZDz22GMqe3vbtm2GQyPB63HjxmHWrFmYOXOmCnY/++yzOHHihLqorWnbti369u2LF198EYsWLVIXrB999FGEhoaq8VczatQoFeSW8VmC61Ie5rXXXsPQoUNNMtHlZ3ft2qXGdrmIPXXqVDV+P/nkk9DpdNXqGxGRJTTycsWdN8RiydojOHLatMQUNRysYU5EZMcSov3RrkUA5izZiy6tm0CvY8YN1Q4JVmv1UivKypasMZno3nfffSorXHTp0kVNjj/77DMVrBbbt2/H8uXLVdBayzKLiYlRmeE//fQT7rzzTvXc3LlzVdBcJtl+fn7qOb1ejwkTJqiJszbh/uSTT1Sw/PXXX1ePJVtNst0++OADlUUuE25z+0ZEVN9krB59cyu8NmM9Nu89j05xLC9BtefixYuqdrkWnC7N+KKxZKHLKsU5c+aon5OxWcZqWVlmbMqUKXjrrbfwyiuvID8/X60W++ijj+Dq6mpoIxfXZ8+erS5gP/744+q1IUOGqDHcmKwyk6z39957T433wcHBKng+cuRIk3bm9o2IyBJu7hmJ3xKPYdr8ndxTrIFiwJyIyM7JkjDZeGTFlpPo36mppbtDNkLL8qqMLMeWzbxkQqyRAPfgwYNVRphMdGUlhGSjyURalmtrQkJC1JJreU0LmEtWu5Rh0YLlYtCgQXjhhRdUOwmYSyBcMs1KT8AlEP7dd98hKSkJ8fHxZveNiMhSZdVaRzZWWebtYwN5wZtqTVhYmNkrqWQclGx0OSrj6empssXlqExERIRa3VUVuXhuXM7lWvpGRGQJTo46jBmWgH9OW6fKrF3XLpQfRAPDgDkRkZ2TjUe6xQfj69/2qoFaBm+i+qBtxhUZGWnyvAS2pazKuXPnVOaYtJNJdOkAdXR0NFavXm1yPskQNybLsmWTMO13yeZhkt1W+nfKubRzSMDc3L7VhATbs7KyavSzZB2ys7NNbsk+1PfnPmpAJF6athG/rzuEPu1D6uV3UsnfcF4wJSKia9UhNhBdWwdj5oLd6NwqCK7ODNE2JPw0iIgI99wYh8en/IWlG45hcI8IviNUL6R8igS0jZdkCx8fH3WbmpqqgtLSTuqaliZZ52lpV+v+Sbvy6qUbt9NuS7fTHmuvm9u3mpCAvdR3J9t39OhRS3eBbPxzj2vqpjYNa+SUCic9V73Ul/I2wSQiIqquh26Jx/i3l+GHZQdx940t+QY2IAyYExERmjXxRp8OYfh26T5c3zkcLk56vitkQsqTyEabVWnatGm1AgnlZelJ9l7p1yrK5jMny6+8bEBzzmdu36rLycnJkNFOtkkyjCVo2rx5c7i5uVm6O2TDn/sj/pl45uN1OJbmjqE9m9fL77R3sgkmERFRbWji74HhfaPww18HcH3npghu7ME3toFgwJyIiJS7bmiJVVtPYdHqIxjRj8E8MrV06VLDJp6VkQ244uLizHr7JKs7NzdXHS4uLobnJbvbOJtb2smmnKWVziiX+9rPlg72axt+auc0zkw3/p3a+cztW01IsN3d3b3GP0/WQ4Km/KztT31+7tHN3DGoazPMX3EUN/eMhqc7M5/rGsuxEBFRbRp5fQyWbTqhSrO8cH8XvrkNBAvVEhGR4er2DV2b4ftl+5GVk893hUyMGDFCbQJW1WFusFxoQWytXrhGHnt4eCAoKMjQ7siRI4bsbuMsP+0cWrvS55JNPqVuudZO6plLhvfhw4fLnMu4T+b2jYjI0kbdEIv8wiJ8v+yApbtCRERE1eTm4ogHhrTGup1nsH3/Bb5/DQQD5kREZHDHwBjk5hVi/grTICFRXejQoYOqTb548WLDc4WFhViyZAn69OljyOKT+5LZvWrVKkM7yTjfsmWLek3Tu3dvJCYmIiUlxSQzXoLmWjspF9OtWzf1O4wtXLgQAQEBaNWqVbX6RkRkaX7erhjWJwoLVh3GhRRuNEtERGRtercPRasIP0z7eScKCoss3R1iwJyIiIw19nHD4J4RmL/iINIycvnmUI2dOnUKv/76qzqkrq9keWuPNRK8HjduHGbNmoWZM2eqYPezzz6LEydOYOzYsYZ2bdu2Rd++ffHiiy9i0aJFWLFiBR599FGEhoZi+PDhhnajRo1SQe7x48er4LqUh3nttdcwdOhQk0x0+dldu3Zh0qRJWL9+PaZOnYp58+bhySefhE6nq1bfiIgaghF9o+Hq4ohvft9r6a4QERFRNUkyziPDEnDi3GUsXnuE718DwBrmRERk4vb+LfBb4lG1tFt27SaqCQlEG9c8lwC2liEupVs0Dz74oCq1MmfOHFy8eBExMTGYNm0aYmNjTc43ZcoUvPXWW3jllVeQn5+Prl274qOPPoKrq6uhjdQdnz17NiZPnozHH39cvTZkyBBMmDDB5Fzt27fHp59+ivfee08F1YODg1XwfOTIkSbtzO0bEZGlubs6YdTAWPz35524tU8UmgVf3d+BiIiIGr6oMF8M6tYcX/+6F33ah8HH8+o+SlT/GDAnIiITMjAP6xONH5YdUEu8JeucqCY1z+UwJ5vi4YcfVkdlPD09Vba4HJWJiIjAjBkzqvy9UlbFuJzLtfSNiKghuLF7c/yy6hBmL0rCyw91s3R3iIiIqJruubElVm07hTlL9uCxke34/lkQa5gTEVEZEih3cdbj26X7+e4QERFZASdHHe69KQ4bk85h16GLlu4OERER1SB57e5BLfH7+mM4eDKV758FMWBORETlLu2+vX+MGqjPXMzkO0RERGQFerUNRXSYD2YtSlIlpYiIiMi6DO7RHE2DvDDtp50cyy2IAXMiIirXzb0i4OPpjK+5gRgREZFV0OkccP/NrbHvWArW7Txj6e4QERFRNen1OrUB6J6jl7Biy0m+fxbCgDkREZXLxUmPOwbGqkH62Jl0vktERERWoG1MADrEBuJ/i5NQUFhk6e4QERFRNbVtEYCebULwxcIkZOcW8P2zAAbMiYioQgO7NENgI3d8+esevktERERW4v4hrXD6YiaWrj9m6a4QERFRDTw4tDUysvIw70/uK2YJDJgTEVGlG4jdNaglEnedxf7jKXyniIiIrEBEiA/6dAjD17/vY2YaERGRFQr0c8dt/Vvgp+WHcPpihqW7Y3cYMCciokrJhFs2HZmzhFnmRERE1uKeG+OQkZWPn1cesnRXiIiIqAZG9ItGI28XzPh5N9+/esaAORERVUqvc8C9N7XEtv0XsOPgBb5bREREViDIzx1DekXgx78OIC0j19LdISIiompydXbEQ0PjsSHpLDbtOcf3rx7ZZcB8165diIuLQ/v27ct9fcaMGejfvz8SEhJw2223Yf369WXaZGRk4OWXX0bXrl3VecaOHYtTp06VaXfkyBE89NBDaNeuHbp3747JkycjJyenTv5dRER1pVt8E0Q39cWcxXtQXFzMN5qIiMgKjLw+BjoHB8xdus/SXSEiIqIa6NGmCdpE++O/P+9EfgE3864vdhcwl0DPa6+9Bj8/vwqD5e+//z7uvvtuTJs2Dc2aNcOYMWOwb5/pl8xnnnkGy5Ytw0svvaTanz9/Hg888IBJMDw9PR2jR49GZmYmPvzwQzz33HNYsGABJk2aVOf/TiKi2uTgIFnmcdh7LAUbeWWbiIjIKnh7OKv6p7+uO4ozFzMt3R0iIiKqwVx8zLAENY4vXH2Y7189sbuA+Q8//ICUlBSVOV5aXl4epk6divvuu09lhUtG+DvvvIOwsDB89tlnhnbbt2/H8uXL8e9//xtDhgxB37598fHHH6sM859++snQbu7cuSpo/umnn6J3794YNmyYCpZL0PzQIdYSJCLr0j4mAPFRjVWWeVERs8yJiIiswdDrIuHj6YIvuRcJERGRVWrexBuDe0Tgm9/3ISWdVSvqg10FzCV4PWXKFEycOBFOTk5lXt+yZQsuX76sguAavV6PwYMHY8WKFYYyBHLf29tbBcE1ISEh6NChg3pNs3LlShV0N85mHzRoEJydnU3aERFZU5b50TPpWL29bAkqIiIiapj1T+8a1BIrt53CgRMplu4OERER1cBdN7aEo16H2YuT+P7VA0fYkf/85z9o3bo1+vXrp+qYl6ZlfUdGRpo8HxUVpcqqnDt3DsHBwapdRESECh4Zi46OxurVq03OVzqTXYLl4eHh15RhLoH7rKysGv88NXzZ2dkmt2QfrOFzbx7khg4x/ipLrX20L/R6u7ruWivkb3jp8YOIiKguXd+pKeavOIRZC5MweWwPjkNERERWxsvdGfcOjsOn32/HTd2bI7ZZ+aWmqXbYTcB8z549+P77701KppSXgS4BbVdXV5PnfXx81G1qaqoKmEs7Ly+vMj8vWedpaWkm55PnqmpXXfn5+erfQ7bv6NGjlu4CWUBD/9w7R+nw+f4szF2yBR2iPCzdHaskYw0REVF9kQvcowfHYfIXG7B13wV0aBnIN5+IiMjK3NC1GX5dexTT5u/EO4/3hk7HRKy6YrUBcymdIhttVqVp06aq/Mqrr76Ku+66S2WLV6a8rD+tFIvxaxVlB5qTNXit2YXy75FsdrJdkmEsQdPmzZvDzc3N0t2hemItn3scgB0ndmDN3jSMHNQezk56S3fJqhw8eNDSXSAiIjvUpXUwWkX4Ydai3WgXE8BJNhERkZXR6xzwyPAEPP/JaizbdAIDuoRbuks2y2oD5kuXLlW1yKsyf/58HD58WJVAeffdd1XWt8jNzVW38tjFxUUdkvktz8shjzXaz2iZ5tLuzJkzZX5X6Yxyua/9bOlgf1WB+8pIsN3d3b3GP0/WQ4Km/KztjzV87qOHxGP828uwcvt53NK75n/P7BHLsRARkaXGn/tvbo1nP16FFVtPol/HpvwgiIiIrEzryMbo3T5U1TLvntAEHm5l92gkOw6YjxgxQh3m+OOPP1QJlP79+5d5rXPnzhgzZgwmTJhgCGJLcL1Vq1aGNvLYw8MDQUFB6rG0W7t2bZlMcckaNA6Ey/3Stcrz8vJw/PjxMrXNiYisSWiAp6qH+t2f+zGwazO4uVjtcEJERGQ34iL81ORa9iLp2SaEq8SIiIis0ANDWmPsW39i7tJ9eOiWeEt3xybZxW5tw4cPx//+9z+TQ56TLHK5f8cdd6h2HTp0ULXJFy9ebPjZwsJCLFmyBH369DEEx+W+ZI6vWrXK0E4yzrds2aJe0/Tu3RuJiYlISUkxyYyXoLlxOyIiazRqYCwyswvwy6qab2JMRERE9eu+wXG4mJaDxWsb9p4pREREVD5/Xzf87foYLFh1GCfOXebbVAfsIiUwLCxMHcY2bNgAvV6Prl27mmzCNm7cOLz//vvw8/NTWebz5s3DiRMn8N577xnatW3bFn379sWLL76I559/Hp6envjggw8QGhqqAvGaUaNG4csvv8T48ePVkZycjDfffBNDhw69ppIsREQNQaCfO27q0Rw//XUQN/eIgKc7N7IkIiJq6MICvTCwSzi++2Ofqn3qyaXcREREVmdYnygs3XAM//15F/41phtLf9Yyu8gwr44HH3wQTz31FObMmaNKtcgGfNOmTUNsbKxJuylTpqig+SuvvKLaBwYG4osvvoCrq6tJDfPZs2erWsSPP/64CpYPGTIEkydPtsC/jIio9o28vgUKiorx43JuZElERGQt7hrUEnkFRfhh2QFLd4UaoJkzZ2LYsGHo1KkT2rVrpxK+JBFMSpKWNmPGDFX6NCEhQZUdXb9+fZk2GRkZePnll1WyWvv27TF27FicOnWqTLsjR47goYceUr+ze/fuat6ck5NTpt2KFStU/+R3Dhw4EF999VW5/w5z+kZEZK2cnfSqHMuWfeexMemcpbtjc+wiw7w8EsCWozQpu/Lwww+rozKSVf7aa6+pozIRERFqoCYiskWNvFxxy3WR+GXVYQztFYlG3lcvGhIREVHD5Oftilt7R2H+8oMY0isCjX3cLN0lakAuX76sEr1atGgBJycnrFu3TgWvJfAtwW6NzHNldfbTTz9tWJ0tSWdya5xw9swzz2D37t146aWX1Dz6ww8/xAMPPIBffvnFkHAmJU9Hjx6NkJAQ9fqlS5fwxhtvIDU1Fe+++67hXFu3blWrt2+99Va12lvKokrfZLX4yJEjq903IiJr1rV1MNrHBGD6zzvRLiaAe5PUImaYExHRNRnRNxqOep3aAJSIiIisw239ouHq4oivft1r6a5QA/Pkk0+qBDLZd6tHjx4q4H3zzTfjp59+MrSRfbmmTp2K++67T2WFS0b4O++8o0qhfvbZZ4Z227dvx/Lly/Hvf/9bBeFllfbHH3+sMsyNzzd37lwVNP/000/VXmCSQT5p0iQsWLAAhw5d3S/nk08+UQHw119/Hd26dVPB89tvv12VSC0qKqpW34iIrJ0k/Y4ZloALKdn4eSX3FqtNDJgTEdE1kdrlEjT/dd1RnL+UxXeTiIjICri7OuGOgTH4c+NxHD+bbunuUAPXqFEj5OfnGx5LZreWia6RPcIGDx6sSqZo5VvkvpQqlSC4RrLIO3TooF7TrFy5UgW2ZS8xzaBBg1TmuNZOAuGJiYkqeG9MSsZcuHABSUlJ1eobEZEtaBrkhSG9IvHdH/uRnJZt6e7YDLstyUJERLVn6HWRaofub37fhydHtedbS0REZAVu6t4cv6w8jP8t3oNJD3a1dHeogSkoKEBubi42btyI+fPn47HHHjO8pmV9R0ZGmvxMVFQUMjMzce7cOQQHB6t2UqZUsiCNRUdHY/Xq1SbnkzrjxiRYHh4ebvhdx48fV0H70r9TzqWdIz4+3uy+1YQE27OymCBiy7Kzs01uyT5Y++c+7LqmWL75BP47fwceH5lg6e40WPI3vPR4VBEGzImI6Jq5uThi5IAWmPHzLtzWPxphgV58V4mIiBo4J0c97r0pDu9+tRm7DyejdWRjS3eJGohjx47hhhtuMDweN24c7r//fsNjKZ8iAW2tBrnGx8dH3UrtcQlKSzsvr7LfCyXrPC0tzeR88lxl7bTb0u20x9rr5vatJiRgv2fPnhr9LFmXo0ePWroLZAHW/Ln3iffAL+vPIiaoEOEBLpbuToMl40OdB8xlQPrrr7+wbNkyteO0XM0dMGCA2ok6KCjoWk5NRERWmKX20/JDqhbqc/d1tnR3iIiIyAzXtQvFTysOYtbC3Xj78evMzrwi6yHlSc6fP19lu6ZNmxoCCU2aNMH333+vsqklw3z69OnQ6XR44oknDO3L+29FK3di/FpF/02Z899aedmA5pzP3L5Vl2yCqmW0k22SDGMJmjZv3hxubtwQ2V7YwuceG1uMXSc3YNmuHLwxti10Oo7npR08eBDmqnbA/OTJk/jjjz/w559/qh2qZdCUWmN///vfsXPnTkyZMgWvvvoqWrdujeuvv14dMTEx1f01RERkhVlqd90Qiw+/24bbT6YiKszX0l2yW7ygTURE5pIJ9f03t8JLn69D4q4z6J4QwjfPxixduhQTJ06ssp2UXYmLi1P3JXCekFCyrL9r165wd3fHu+++izvvvBMBAQEqq1vKtcjh4nI1k1Gyu42zuaXdmTNnyvyu0hnlcl/72dLBfimlYnxO48x049+pnc/cvtWEBNvlvSDbJ0FTftb2x9o/93G3tcU/PlyFNbsuYFC35pbuToNTnQum1QqYyw7Ta9euVQOQ7G597733olevXib/MckSpXXr1qmsc9npWnarlivVMkgTEZFt69+pKX746wC+/HUv/vlwN0t3x67wgjYREdVUu5hAtI8JwOxFe9ClVTD0eh3fTBsyYsQIdVwLSYgrLCzEqVOnVMBcC2JLvfBWrVoZ2sljDw8Pw4pzaScxhNKZ4pLlp51Da6fVHtfIJp9St1yrbS71zCXD+/DhwyabiGoZg9r5zO0bEZGtadnMT83JZW+Snm1C4OluXvkRKqta34S6deuGWbNmqQHvrbfeUjXNSl95kQFMBq9//etfagfq7777rswu1kREZJtkgn33jXHYtOecqoVK9UMuaA8cOBBTp05FSEgI3nvvPSQmJuLzzz/Hgw8+iPfff19dzJbHUj5NLmjfcsst6meIiIjE6Jtb4dSFDCzdcJxvCJWxefNmFfAOCwtTjzt06KBqky9evNjQRgLqS5YsQZ8+fQzBcbkvmd2rVq0ytJOM8y1btqjXNBJDkO8uKSkphuck6U6C5lo7yXqXmIT8DmMLFy5UQXwtOG5u34iIbHU8zy8oxNe/77N0V6xatTLMx4wZU+1f0KZNG3UQEZF9kCvZESHemLNkD94Y35OTknogk8dHHnkEnTp1gl6vL7eNdkFbu6i9Y8cOtRqMiIhISCm1vh3C8PVve9Wtq8s1bXdFVlpSTUqgyLxfLqw3a9YMBQUFKpA9Z84c3HHHHfD39zcEr2UjULko7+fnp4LV8+bNw4kTJ9SFe03btm3V6vQXX3wRzz//PDw9PdUq9NDQUAwfPtzQbtSoUfjyyy8xfvx4dSQnJ+PNN9/E0KFDTTLRH330Udxzzz2YNGmSek0C7/J7pSyslIutTt+IiGyRn7crRg2MxezFezCoazM0a1J2Q2WqGr8FERFRrddCvfemOLw6Yz227ruADi0D+Q7XMV7QJiKi2nDPTXFYvf00fl51CHcMiOWbaocl1aTmd0REhFpZfu7cObi6uqpSKK+88gqGDRtm0lZWsUmpFQmmX7x4UfVr2rRpiI01/W9H/g2yQl3OISVcpSb6Rx99pM6tkbKvs2fPxuTJk/H444+r14YMGYIJEyaYnKt9+/b49NNPVeBbaq4HBwer4PnIkSNr1DciIls09Loo/L7+GKbN34nJY3swia2+AuYZGRnqqvDvv/+OCxcuqMFMBtV+/fqpTUAaN25ck9MSEZGN6BQXhLjmfpizJAntYwM4QNezzp074/bbb8dzzz1X37+aiIisWJCfOwb3bI4flh3Ejd2aw8fz6oaJVPsa4h5hkp39xhtvmNVWSps8/PDD6qiMZJW/9tpr6qiMxBRmzJhR5e+VsirG5VyupW9ERLbIyVGHh29NwCv/TcS6nWfQow039K6uau/mIjXE7rvvPnWlVgahLl26oGXLlurq88cff6yWjMlyJyIisl8yPtw7OA4HT6apAZrqlyynlsywd999t8xrp0+fxv/+9z9+JEREVK6/XR8DKfH83R/7+Q7VMe4RRkREdZnEJseMX3YhN7+Qb3RdB8zlqvb+/ftVPbHly5erCfnXX3+N1atXqw0+ZYONl19+Gd9++211T01ERDYkIcof7WMC8OWve1BYVGzp7tidJ554QgXGZaNPY7IyzNzMsWuxZs0aPPPMM+pCuix/luXk5ZG6rPJ66SM3N7fM6jb5fiHLuGU59tixY3Hq1Kky5zty5IjK2GvXrp1a0i5Lu3Nycsq0k43JZWl5QkKC2vz0q6++Krd/kukmfZR2t912m6opS0RkyySr/LZ+LbB47RGcTc60dHdsvqSajGsV7T9SHtkf7KmnnqrTfhERkW0Yc2s8LqXn4Me/Dlq6K7YfMJcyLDJhLF2/TBu8ZWIp9cNef/11VSuMiIjsl2SZnziXgRVbTli6K3anZ8+eqr6n1AiVC9v1beXKldizZ48qDyNLzSszaNAgdaHd+JAl4cYk+C7L0V966SW1idf58+fxwAMPmATD09PTMXr0aGRmZuLDDz9UJWkWLFigapsakxqxsqGYbAI2ffp0temYBNZLr5CT7zTyu+6++25V91Q2P5Pgxr593HGeiGzbLb0j4e3hojbwJiIiIusUEuCJW3tH4ftlB3A+JcvS3bHtgPmBAwdUXbXKSAaY7J4tGedERGS/WjRthO4JTfDVb/uQX1Bk6e7YHcnulkDwv//9b/zyyy/1+rslWL148WKVze7l5VVpW/nOIBnhxoeU9dFs375drWqTf4dsACZ1XqUMnGSY//TTTyar4CRoLpuB9e7dW13cl2C5BM0PHTpkaPfJJ5+oYLlc3Jfl8BI8l5rvUhe2qKjIUIJu6tSpqgydZKxLtvo777yDsLAwfPbZZ3XynhERNRSuzo64a1BLrNx6CgdPplq6O3ZJVlrJBdrs7Owyr23evNkifSIiIuvztwEx8HRzxBcLdlu6K7YdMJcl0VVt6uno6KiytbhsmYiI7r6xJS6kZKlduqn+SdB44sSJeOGFF1SGdn3R6ar9FaNCUj5FstQlCK4JCQlRZeDkNeOsdgls+/n5mWSvS7a61k4C4YmJibj55ptNfsfQoUNVuZqkpCT1eMuWLaoWvAToNbJkfvDgwepcxcUsM0REtm1A56YIC/TE7IUlfxep/shKKNnUUi7ayrgmq5yMyWonIiIic7i7OmH0za2xevtp7DzISiDmckQ1FRYWqoB4VaTWJ+uYExFRs2Bv9O0Qhu/+2IfrOzdVWWtUv+655x4V/H366acxbty4Bvf2Swa4rEpzcnJCp06dMGHCBFXHXCPZ4RERESZZ5yI6OlrtoWLcTsrGGZNgeXh4uCHD/Pjx48jPz0dkZGSZc2nniI+PN7Qv3S4qKkqVfJHNzoODg2v075Vge1YWl0TaMi0jtLzMULJdtvi5jxoQhXe/3o7EHSfQJrrypCl7IX/DS49Hte2tt97C888/ry56y3gkq7Zkjw5ZaSUXpHnRloiIqkPm40vWHsG0+Tvxn6f7QK+vveQmW1WjqIVkYFVFMsFkWTQREZG2rHvxmiMY0a8F35A6tmjRIgQFBZk8J4FyGZf/85//1PlEvzpkQ03ZA0Uyxk+cOKHKndx1112YP38+mjZtqtpIv8sr6yLfNdLS0gyPpV159dKN22m3pdtpj7XX5VwSbHd1dTVp5+Pjo25TU1NrHDCXgL3Udyfbd/ToUUt3gSzAlj53j+JiNPV3xoxfduKRGwOha0DjhyWV3mejth08eNCwZ5hcqP3yyy/x5JNPqg29ZX8SIiKi6tDpHPDI8AQ888FK/LruKG7uZZoURLUUMH/sscfg7u6OuLg4dUgdULmV7Cwt+1yufMuyZyIiouDGHrihWzO12cigbs3h4ebEN6UOyeS6PJKhVlBQYFL321ySoS4bbVZFgtzVCSQYb8gp2eWyWelNN92kNtz817/+ZXitoiC/OcH/8rIBzTlfeW20rL5rueggmfRaRjvZJskwlqBp8+bN4ebmZunuUD2x1c99jGcqXp6+EZfyG+G6tk1g7ySYXdc8PT3VSibt4rdcvJX9N2Qcf/jhh5lhTkRENdpfbEDncHz5615c1z4M3h51e/HX7gLmn3/+uarvKcfu3buxadMmw8RRguUtWrRQwXMPD4+66C8REVmpOwbE4M8NxzF/xSFV15ws48UXX1RHdS1dulTVQq+KZIbL94CaCgwMRMeOHdV3DOPs7zNnzpRpWzqjvKLVbRLs1y4iaBnixpnp2rm0c2i3suGaHC4uLmXaaeepCfnOJIkHZPskaMrP2v7Y2ufevqU7usUH47tlh9G/c3M4Oephz+pjlZbULf/hhx/UptQamWu/++67eOmll7Bhw4Y67wMREdme+wa3wpodp/Hlr3sw/ra2lu6ObQXMZfMROTSyJFmC57t27TIE0n/88cd6qe1GRETWo7GPG4b0isTPKw9iSK8I+HheDUJS7ZCNuT/44AP8/vvvqnyaZKRJ7e9+/frhzjvvrHLT7sqMGDFCHfWhdG1WCXavXbu2zHcLyfIzzqaX+1rtcY2sdpO65Vptc6lnLhnehw8fNtlEVMsY1M6n3cr5ZCWdRh5LUkDpkjdERLY+wX7snWVYvPYobu1d/iomunanTp1CaGgoXnnlFbV3WGkyBk6ePNkkkE5ERGQuXy8XVS515i+7cGO35ogMrXkSkK275irvvr6+6NGjBx555BFVF1Um6Rs3bsSsWbPw7LPP1k4viYjIJtzWX+qXO6jSLFS7JDB83333Yc6cOWpC3aVLF7Rs2VIt6f74448xYMAAzJs3r8G/7dLfLVu2qM3DNXKhXjK7V61aZXhOMs6lnfFFfAmAJyYmIiUlxSQzXt4brZ2Ui+nWrRuWLFli8nsXLlyIgIAAQ3C8Q4cOqm764sWLDW0keCE/J+diUgAR2ZOmQV4Y2LUZvl26H5nZ+Zbujs2SsXrnzp1qrKqsrI/s+0FERFQTN/eMQGigp9oAlJtI13INc3NqrslkVA4iIiKN1Ekb3icK85YdUBlq/r62U+PV0ubOnYv9+/fjzTffNGwUptmxY4fKPH/55ZdRVFSEO+64o16y5GTSr9X1lSzvX3/9VT2+8cYbDUHq5cuXq0C3lGKRTT+nTZsGvV6PBx54wHCutm3bom/fvqqUzPPPP6++Z8i/R7Lwhg8fbmg3atQotTGaZN7JkZycrN6PoUOHmmSiP/roo7jnnntU/XR5TQLvcjHh1VdfVXuwCAlWyEap77//Pvz8/FQgXdpIH7nhGhHZoztviMVfm0/ih78OqIxzqn0SuJCxqH379ib7hMm4KB5//HF89NFHfOuJiKjGHPU6jLk1AS9PW4cVW06qleCX0nPg5+2KVpGNodexWoh6nxrakm8iIrJtt/aJwoLVR/DtH/vx6O2sm1ZbZEyWsiOlg+WiTZs2ahNNCZi//vrruP766+Hv74+6tH79epOa55IdrmWI79u3T92GhYWpjHLpk9QZl4xuudj+xBNPqM1DjU2ZMgVvvfWWWqaen5+Prl27qqCBfAfRSN3x2bNnq+XqElSQ14YMGYIJEyaYnEsCEZ9++qkKfEvN9eDgYBU8HzlypEm7Bx98UAUvJGv/4sWLiImJUQH92NjYOnnPiIgaMplQ39pbSqsdVtlp8phqX2ZmprpAKxebZTWTlBGTfcJk7wxt/zAiIqJr0T42EDFNffH+N1tQZFQNs7GPKx4ZloAebbiSyaG4mvn3sqxZMrikVrlMMGUXeK0+qEwmZenYCy+8UGbSSbVDy9YzXqpOticrKwt79uxRWSW2tGkUVc6ePveflh/E7EVJ+PS5/gjx94Q9qau/4xJAlkDxwIEDK2xTUFCAQYMGqcA6659aBsdx+2BPf8/Jvj53Kccy5vU/0KNNEzw2sh3sUV3+HZdSat999x3i4+PVnhmyT5hsgi3/XUkpMrmoLBeZyTI4htsHe/hbTmXZ2+e+dsdpvDF7Y4WvTxzd2SaD5tX5O+5o7Uu+iYjI+gzuGYH5Kw7hm9/24Zm7O1q6OzZBVn9VtcLL0dFRlTCR7G8GzImIqLo83Jxwx8AYtVmYlFaT2uZU+6Q8mGSVy2FceoyIiOhaFRYVq/rllZn+8y50jW9i1+VZdHWx5Fuyy+XKt2ScExERlebipMeoG2KxYutJHD2TzjeoFsiGlBIQr4pcTT98+DDfcyIiqpHBPZrDv5E7/rc4ie8gERGRlUk6nIzktJxK21xMzVbt7Fm1A+YHDhxAr169Km0jGeZSG1WWkxEREZVnYJdwBPm5Y87iJOw8eFFtOCK3csWbakb2FamK1PlOT+dFCiIiqhknRz3uvbElEnedRdIR+55M14WnnnpK7eXx2WefYcWKFWaN7UREROaSDT5rs52tqnZJFi75JiKiWhmA9Dp0bhWEBauOYEPSOcPz3Gik5h577DFVc09q78nRqlUrdRsdHW3IPpdl3rL3CBERUU31bh+Gn1YcwqyFSXjrsV5qc0qqHaGhoWpz7KVLl6qNp+W9lZJr2rj+9NNP860mIqIa8/N2rdV2tsqxLpd8f/vttzXtFxER2cFGIxIsL02Wh8kGJLa60Uhd+fzzz9WG3HLIBmGbNm1Sz8tEW8ZtqYMqk20PDw9Ld5WIiKycTueA+29uhZenrcO6nWfg5e6sMtFkct0qsrFd1zy9Fn/7299w//33IzIyEpmZmdi7d6/ahE7Gdrn94osvGDAnIqJrIuO0JKlVVpbF39dNtbNn1Q6YCy75JiKia8GNRmpfnz591KFJTU1VE+xdu3YZAuk//vijIVuNiIjoWrSPDUTzJt54e84mk3JqXClWc6+++qrhvlzg7tixozo0BQUF13B2IiIiqIvajwxLUElqFRlza7zdX/yuUcCcS76JiKi+NhpJiPbnm10Dvr6+6NGjhzqMy6pJAF2y1IiIiK51pVh5G3dzpZj5srOz4ebmZnZ7baV3dX+OiIjImKzklhXd0+bvNJmXe3s449Hb23Kld00yzLnkm4iIrhU3Gqld5k6cPT090a1bN3VU5+eIiIiMcaVY7RgxYgQCAgIwcOBA9OvXD2FhYRW2TU5OxrJly/Dnn38iMTER27Zt43+URER0TUHzrvFNVJKazM9nL96NhCh/BstrGjDnkm8iIrpW3GikdnHCTURE9YkrxWrHP/7xDyxZsgQff/wxXn/9dcTExOD666/HgAED1AafR44cUQHyP/74Azt27ICLiwt69uyJf/7zn7XUAyIisvfyLNqK7mNn0/HrumMoLCyCXq+DvatRSRZjXPJNRETVxY1Gahcn3EREVJ+4Uqx29O/fXx2FhYXYsGGDyiD/+eefMXXqVLi7uyMrKwt+fn7o27cv/v73v6syaxI0JyIiqm3d4ptg3p8HkHT0kso0t3fVCphzyTcREdUGbjRSuzjhJiKi+sSVYrVLr9eje/fu6njxxRexd+9erF+/HgkJCWjfvj036yYiojoXHearxvfEXWcYMK9uwJxLvomIqK43GvFwc8ITf2vH2mk1wAk3ERHVB64Uq1stW7ZUBxERUX3R6RzQNT4YibvO4uFb4u3+Ym21AuZc8k1ERHW50cgvKw/B0VHHYHkt4YSbiIjqAleKERER2WZZliVrj+LomXREhPjAnlUrYM4l30REVJcbjeTmF+LjeduQcjkHjbxc+WYTERFZ2UoxWc799+EJvPhNRERkZaR2uburIxJ3nmHAvCZvIJd8ExFRXejaOhiffO+gBuibekTwTSYiIrKSlWInz1/G1B92YNQNsQyWExERWSEnRx06xQWpsix3DrLv0mC62lryPXr0aHTo0MHua9wQEVHN+Xi6ID6yMdbuOMO3kYiIyIpWismFbrmVi95kO3bt2oW4uDi1+Wh5ZsyYoVaiywalt912m9qstLSMjAy8/PLL6Nq1qzrP2LFjcerUqTLtjhw5goceegjt2rVTG6BOnjwZOTlXVy9oVqxYgWHDhqnfOXDgQHz11Vc17hsREZUty3L4dBrOXcqy67emVgLmREREtZmttuPQRaRn5vFNJSIisrIxfPuBC7icxTHcFhQXF+O1116Dn59fhQHp999/H3fffTemTZuGZs2aYcyYMdi3b59Ju2eeeQbLli3DSy+9pNqfP38eDzzwgEkwPD09XSXhZWZm4sMPP8Rzzz2HBQsWYNKkSSbn2rp1K8aPH49WrVph+vTpGD58uAqsz5s3r0Z9IyIiUx1bBsJRr8P6XfZ9AZwBcyIialC6JzRRE7QNu+17gCYiIrLGMbyouBjrd521dFeoFvzwww9ISUlR2dml5eXlYerUqbjvvvtUVrhkhL/zzjsICwvDZ599Zmi3fft2LF++HP/+978xZMgQ9O3bFx9//LHKMP/pp58M7ebOnauC5p9++il69+6tMsglWC5B80OHDhnaffLJJypY/vrrr6Nbt24qeH777bfjgw8+QFFRUbX6RkREZbm7OqFtC39VlsWeMWBOREQNimwWFtfcD2tYloWIiMjqxvBWEY2xZsdpS3eFrpEEr6dMmYKJEyfCycmpzOtbtmzB5cuXVRDceK+zwYMHq5Ipkvwg5L63t7cKgmtCQkJUOVd5TbNy5UoV2DbOZh80aBCcnZ0N7SQQnpiYiJtvvtmkL0OHDsWFCxeQlJRUrb4REVHFZVl2H7bvVd812vTTWsmSL7liLVepZUANDAzEiBEj8Nhjj5VZviV10KRNTEwMnn32WVVvrXQdtrfffhu//fabGrjldVliFhoaWqYOmywR27x5M9zc3NTgPmHCBLi6utbLv5mIyFqXdM9amISsnHx1hZuIiIisQ482TfDFgt3IyM6HpxvHcGv1n//8B61bt0a/fv1UHfPStKzvyMhIk+ejoqJUWZVz584hODhYtYuIiCiz11l0dDRWr15tcr7SmewSLA8PDzf8ruPHjyM/P7/M75RzaeeIj483u281IcH2rCz7rutr67Kzs01uyT7wczfVJtIHcmlxzbbj6NM+BLZC/oaXHo9g7wHzwsJC/P3vf8fZs2fxxBNPqMD26dOncebMmXJrnT399NNqqZfUQpNaZ3IbGxtrUodt9+7dKkju6emp6qxJHbZffvnFEAzX6rDJFXR5/dKlS3jjjTeQmpqKd999t97fAyIia1rS/d+fd2FD0jn07RBm6e4QERGRmXokhGD6/F3YsPss+ndqyvfNCu3Zswfff/+9ScmU0mSuKwHt0olgPj4+6lbmvBKUlnZeXl5lfl6yztPS0kzOJ89V1k67Ld1Oe6y9bm7fakIC9vL+kO07evSopbtAFsDP/aqwxs5YtuEQAl2v/q22BTI+mMNuAuYy4MsSrSVLlsDf37/cNqVrnYkuXbqoJV5S60wC6cZ12GTzkD59+qjnJBNdduiWLxV33nmnSR22+fPnG5aWyVIwyTAfN26cusJNRERlBTZyR4umvli74zQD5kRERFbE39cNLZs1UmM4A+YNg5QnkY02q9K0aVNVfuXVV1/FXXfdVeV8tbwsPa3cifFrFWXzmZPlV142oDnnM7dv1SXvj5bRTrabaSxB0+bNm6sqAWQf+LmX1TvZDfOWHUJkVAxcnPWwBQcPHjS7rV0FzG+66aYKg+VV1TqbOXOmYbCuqg6bFjCvqA7bCy+8oNoxYE5EVHlZlm9+34ec3AK4utjNcEVERGT1erYNwf8W72FptQZi6dKlqhZ5VSTR6/Dhw6qkiayIluQvkZubq27lsYuLizpkPizPyyGPNdrPaNnc0q70qm6tnXGmuNzXftaYzM+1ebN2TuPMdOPfqZ3P3L7VhMQD3N3da/zzZD0kWM7P2v7wc7+qd/twfPXbAew7maFqmtuC6lwwtYsIhGSOS3a51F/7xz/+gd9//10FwuWx7LzdqFEji9VhqwnWTbN9rJ9ln/i5m+rQohFmLyrEuh0n0LV1EOyxbhoREZG1XvSe8ctubEw6hz4srWZxsm+XHOb4448/VEC6f//+ZV7r3LmzKlcqK6a1ILbMa6WUqUYee3h4ICio5LubtFu7dm2Z7z+S5WecQCb3S8+RZR4vdcu1ObXMoyXDW4L6xslrWsagdj5z+0ZERBULCfBE0yAvJO46YzMB8+qwi4C51CgrKCjA9OnT1eacn3zyidrQUzbt/L//+z988cUXFqvDVhOsm2Y/WD/LPvFzvyrI1wm/rzsAb90l2GPdNCIiImstrRYT7os1O04zYG5lhg8frsqSGpOyo4sXL1bzaVlZLWR1tcyJ5XktKC37hkkJVClbqgXH5b7Mv1etWmUIckvGuazuluQ1jbwm5VFTUlIMCW2SGS9Bc60Mqnx/6tatm/od999/v+FnFy5ciICAAEM/zO0bERFVrlt8MH5ddwyFhUXQ63V29XY52kMdNq1WmQSqZfNNLVAhV5cff/xx7NixA23atLFoHbbqYN0028f6WfaJn3tZvc86Y+GaY4huEQsnR53d1U0jIiKyVj3bhOCrX/ciO7cAbiytZjXCwsLUYWzDhg1qhbYkn2lkTi37csk+X1KCVALT8+bNw4kTJ/Dee+8Z2rVt2xZ9+/bFiy++iOeffx6enp744IMPEBoaqoLzmlGjRuHLL7/E+PHj1ZGcnIw333xT7SdmnIn+6KOP4p577lHBdnlNAu/ye6Xuuk6nq1bfiIioct3im2DenweQdPQSEqIqLnFtixztoQ6bbNagXWk2zuqTq9PiwIEDKmBuiTpsNcG6afaD9bPsEz/3q/p0bIZ5yw6rumldWgXDFjCriYiI7KUsyxcLk7B57zn0ahtq6e5QHXjwwQdVMticOXNw8eJFxMTEYNq0aYiNjTVpN2XKFLz11lt45ZVX1GppCbx/9NFHJiu7Ze48e/ZsTJ48WSW1yWuyt5iUfzHWvn17fPrppyrwLXN9WQEuwfORI0fWqG9ERFSx6DBfNPZxVWVZGDC3wTpsQq5gV0S7Em2JOmxERFSx8CAvhAZ4Yu2O0zYTMCciIrIHwY09EBXmgzXbTzNgbuUkgC1HaTIXfvjhh9VRGckqf+2119RRGdknbMaMGVX2R8qqaGVaKmJu34iIqGI6nQO6tg5G4q6zePiWeLtK/rKN9e1mkGVgmzdvVgFrjQS9RcuWLcvUOtNUVIdNMselDptGq8NmPHBLHbbExERVh01Tug4bERFVTP7u9mjTBOt3nUVBYRHfKiIiIisry7Jxzznk5BVYuitERERUw7Is5y9l4eiZshU0bJndBMwfeughZGVlqZpnK1asUDXM/vWvf2HAgAGIi4szqXU2a9YszJw5UwW7n332WVXrbOzYseXWYVu0aJE6n5y3vDpsEoCXGmwSXJclY3JVvXQdNiIiqnxJd0Z2PnYevMi3iYiIyMrG8Ny8QmzZW/XeU0RERNTwxEf5w8PVEYk7y5amtmVWW8O8uiSYLYFw2ThElpNJjeBBgwapgLil67AREVHFokJ9EOjnjrU7z6B9bCDfKiIiIishZdWaN/HGmh2nVfCciIiIrIuTow6d4krKstw5qKRChz2wm4C5iI+PVztvV8ZSddiIiKjiv8s9Eppg+eaTGDuiDfQ6+6mbRkREZO16tg3Bj38dQF5+IZyd9JbuDhEREVVTt4RgrNh6EucuZSHIz90u3j+7KclCRETWXQM1NSMXSUeSLd0VIiIiquYYnp1biK37WJaFiIjIGnWIDYSjXof1u+ynLAsD5kRE1ODFhDeCn7cr1u44bemuEBERUTU0DfJCeLCXKstCRERE1sfd1QntYgKwjgFzIiKihkOnKynLsm7nGRQVFVu6O1SFwsJCTJ8+Hffccw+6deuGzp074+6778a6devKbS+ly/r374+EhATcdtttWL9+fZk2GRkZePnll9WeIe3bt1ebcZ86dapMuyNHjqiNvtu1a4fu3burfURycnLKtJMNu4cNG6Z+58CBA/HVV1/VuG9ERFR1lvmG3WeRX1DIt4qIiMgKdYsPRtLhZKRl5MIeMMOciIisQo+2IUhOy8H+EymW7gpVQQLUn3/+OVq2bIk33ngD7733HoKCgvDAAw/gr7/+KhOQfv/991VAXTbZbtasGcaMGYN9+/aZtHvmmWewbNkyvPTSS6r9+fPn1fmMg+Hp6ekYPXo0MjMz8eGHH+K5557DggULMGnSJJNzbd26FePHj0erVq1UYH/48OEqsD5v3rwa9Y2IiKoOmGfmFGD7gYt8q4iIiKxQl1bBkNS1jUnnYA/satNPIiKyXq0iGsPX0wVrd5xBy2Z+lu4OVcLV1RV//vknfHx8DM/16tULR48excyZM9GvXz/1XF5eHqZOnYr77rtPZYWLLl26YOjQofjss89UsFps374dy5cvV0HrPn36qOdiYmJUZvhPP/2EO++8Uz03d+5cFTSfP38+/PxK/hvR6/WYMGECxo0bh6ioKPXcJ598ooLlr7/+unosWfBnzpzBBx98oLLIdTqd2X0jIqKqSUmW0ABPrNl+Gp3igviWERERWZlG3q5qHp646wwGdAmHrWOGORERWQW9zgFd44NVHfPiYpZlacgkSG0cLBcODg4q41wywzVbtmzB5cuXMWTIEJOfHTx4sCqZon3Oct/b2xu9e/c2tAsJCUGHDh3Ua5qVK1eqMixasFwMGjQIzs7OhnYSCE9MTMTNN99s0j8JhF+4cAFJSUnV6hsREVVNxoCebUPUJLugsIhvGRERkZWWZdm6/wJy8gpg65hhTkREVqNHmxD8lngMh0+lISrM19LdoWooKipSpVC0LG9x6NAhdRsZGWnSVtpIWZVz584hODhYtYuIiFABF2PR0dFYvXq1yfkkQ9yYBMvDw8MNv+v48ePIz88v8zvlXNo54uPjze5bTUiwPSsrq0Y/S9YhOzvb5JbsAz/3ynWM8cN3f+zHxt2n0Da6MayV/A0vPR4RERHZg27xTfDFwiRs3XcB3ROawJYxYE5ERFajTbQ/PN2csHbnGQbMrcycOXPUhpyvvvqq4TkpnyIBbSnhYkzLTk9NTVVBaWnn5eVV5pySdZ6WlmZyPnmusnbabel22mPtdXP7VhMSsN+zZ0+Nfpasi5QhIvvDz73iQHMjTz1+Xb0PzvmNYM1kfCAiIrI3IQGeaBrkpVaMMWBORETUQDjqdejSuqQsy703xVm6O3ZFypMYl1OpSNOmTcsEEjZs2IB33nkHDz74IDp37mzyWnlZelq5E+PXKsrmMyfLr7xsQHPOZ27fqsvJycmQ0U62m2ksQdPmzZvDzc3N0t2hesLPvWq9Tzph2eZTiImJhV5vndVBDx48aOkuEBERWbQsy6/rjqKwsMhqx3JzMMOciIisSs82IVi26QSOn01HeHDZbGKqG0uXLsXEiROrbCcbbsbFXb2YsXfvXowfPx4DBgzAP/7xjzJZ3bm5uepwcXExPC/Z3cbZ3NJONuUsrXRGudzXfrZ0sF8rBaOd0zgz3fh3auczt281IcF2d3f3Gv88WQ8JlvOztj/83CvWp2M4fl51FIfPZKNtTACsEcuxEBGRvZdlmffnASQduYSEaH/YKtu9FEBERDapXUwA3Fz0qiwL1Z8RI0Zg3759VR7GwXKpF/7www+jVatWePvtt8sEGbQgtlYvXCOPPTw8EBQUZGgn5VxKb7QpWX7GNdHlfulzySaf0g+tndQzlwzvw4cPlzmXcZ/M7RsREZkvOswXgY3csGbHab5tREREVjqWN/ZxVWVZbBkD5kREZFWcnfToHFdSloUargsXLqgSLP7+/vj000/LrffaoUMHVZt88eLFhucKCwuxZMkS9OnTxxBgl/uS2b1q1SpDO8k437Jli3pN07t3byQmJiIlJcUkM16C5lo76Ue3bt3U7zC2cOFCBAQEqOB+dfpGRETmk7+dsoH3up1nUFhkehGUiIiIGj6dzgFdWwergHnphCZbwoA5ERFZHZlsHzmdjjMXMy3dFSpHTk6OyixPTk7GY489prK3t23bZjg0ErweN24cZs2ahZkzZ6pg97PPPosTJ05g7NixhnZt27ZF37598eKLL2LRokVYsWIFHn30UYSGhmL48OGGdqNGjVJBbikBI8F1KQ/z2muvYejQoSaZ6PKzu3btwqRJk7B+/XpMnToV8+bNw5NPPgmdTletvhERUfX0ahuC1IxcJB1J5ltHRERkpWVZzqdkqzm5rWINcyIisjodWwaqTHPJMr+tfwtLd4dKuXjxoqpdrgWnS5PSLRrJQpfMhDlz5qifi4mJwbRp0xAbG2vyM1OmTMFbb72FV155Bfn5+ejatSs++ugjuLq6GtpI3fHZs2dj8uTJePzxx9VrQ4YMwYQJE0zO1b59e5X1/t5776mgenBwsAqejxw50qSduX0jIiLzxYQ3gr+vG9ZuP42EKNutfUpERGSr4qP84eHqqLLMI0NrvrdTQ8aAORERWR1XF0cVNF+7kwHzhigsLMwkKF7V8nzJRpejMp6enipbXI7KREREYMaMGVX+XimrYlzO5Vr6RkRE1S3L0gSrt53CmGEJamk3ERERWQ8nRx06xZWUZblrUEvYIpZkISIiq9QjoQn2H0/F+ZQsS3eFiIiIqqFnmxBcSs/F3mOX+L4RERFZoW4Jwaoky9lk2yyTyoA5ERFZpc6tguGod1AbhxEREZH1aNnMD37eLljDDbyJiIisUofYQDjqdVi/+yxsEQPmRERklTzcnNAuJlDVMSciIiLrIWVYeiSEqDrmRUXFlu4OERERVZO7q8zHA1RZFlvEgDkREVl1WZY9Ry8hJT3H0l0hIiKiaujRNgQX03Kw/0QK3zciIiIr1C0+GEmHk5GWkQtbw4A5ERFZra7xTdTmYets9Ko2ERGRrWoV0Ri+ni5Ys50rxYiIiKxRl1bBkHViG5POwdYwYE5ERFbL28MZbaL8WZaFiIjIyuh1Duie0ESN4cXFLMtCRERkbRp5u6p9SWyxLAsD5kREZNV6tGmCnYeSkZ6ZZ+muEBERUTX0bBOC8ynZOHgyle8bERGRlZZl2br/AnLyCmBLGDAnIiKr1i2+icpMW2+DV7WJiIhsWXxUY7VajGVZiIiIrHc+npdfiK37LsCWMGBORERWvwxM6qCu3cmAORERkTXR63VXyrKcYVkWIiIiKxQS4InwYC+bK8vCgDkREVm9HglNsG3/eWRm51u6K0RERFQNPdqE4ExyJo6cTuf71kA8//zziI2NLXOsXLmyTNsZM2agf//+SEhIwG233Yb169eXaZORkYGXX34ZXbt2Rfv27TF27FicOnWqTLsjR47goYceQrt27dC9e3dMnjwZOTk5ZdqtWLECw4YNU79z4MCB+Oqrr8r9d5jTNyIiqp0s841JZ1FYWGQzbycD5kREZPW6J4SgoLBYDdJERERkPdpE+8PTzQlrdpy2dFfISNOmTfHtt9+aHBLsLh2Qfv/993H33Xdj2rRpaNasGcaMGYN9+/aZtHvmmWewbNkyvPTSS6r9+fPn8cADD5gEw9PT0zF69GhkZmbiww8/xHPPPYcFCxZg0qRJJufaunUrxo8fj1atWmH69OkYPny4CqzPmzevRn0jIqLaqWN+OSsfSUcu2czb6WjpDhAREV2rgEZuiAn3VWVZ+nZsyjeUiIjISjjqdSozbc32U7jnxpZwcHCwdJcIgKurq8r0rkheXh6mTp2K++67T2WFiy5dumDo0KH47LPPVLBabN++HcuXL1dB6z59+qjnYmJiVGb4Tz/9hDvvvFM9N3fuXBU0nz9/Pvz8/NRzer0eEyZMwLhx4xAVFaWe++STT1Sw/PXXX1ePu3XrhjNnzuCDDz5QWeQ6nc7svhERUe2IDvNFYx9XVZYlIdrfJt5WZpgTEZFN6JEQgs17zyMn17Z25yYiIrJ1PduG4NSFTBw/e9nSXSEzbdmyBZcvX8aQIUMMz0mAe/DgwapkimzILuS+t7c3evfubWgXEhKCDh06qNc0Uu5FyrBowXIxaNAgODs7G9pJIDwxMRE333yzSV8kEH7hwgUkJSVVq29ERFQ7HBwc1MVvCZjbyt9YZpgTEZHN1ECdtShJBc1l4k1ERETWoW0Lf3i4OmL19tNo1sTb0t0hAMePH0enTp1U2RTJCJcyKAMGDDC8N4cOHVK3kZGRJu+XZIJLWZVz584hODhYtYuIiCizciA6OhqrV682OZ9kiBuTYHl4eLjhd0mf8vPzy/xOOZd2jvj4eLP7VhMSCMrKyuJ/IzYsOzvb5JbsAz/3a9euRSMsWnMEew6fR/MmXmiI5G+4uSvZGDAnIiKb0MTfAxEh3li74zQD5kRERFbEyVGPLq2DVR3zu29saenu2L24uDi1UaYEoiVT+5tvvsGjjz6qyp7ceOON6v2R8ikS0JbSLcZ8fHzUbWpqqgpKSzsvr7KBE8k6T0tLMzyWdvJcZe2029LttMfa6+b2rSYkYL9nz54a/SxZl6NHj1q6C2QB/NxrTldUDBcnByxeuRv92pT8vW2IZHwwBwPmRERkU1nmP/51AHn5hXB20lu6O0RERGSmnm1C8Nfmkzh+Nh3hwcwyr00S9JaNNs3Z6FMCCbL5prH+/ftj1KhRajNOLWAuysvS05biG79WUTafOVl+5WUDmnM+c/tWXU5OToaMdrLdTGMJmjZv3hxubm6W7g7VE37utaNzUiGOns9QF14booMHD5rdlgFzIiKyGT0SmuCrX/di2/4LKlONiIiIrEP72EC4uejVBt4MmNeupUuXYuLEiVW2kw03ywtyyEaaN9xwA9555x1VokUytyWrOzc3Vx0uLi6GtpLdbZzNLe1kU87SSmeUy33tZ0sH+7UNP7VzGmemG/9O7Xzm9q0mJNju7u5e458n6yHBcn7W9oef+7Xp1a4p3vzfRqRnFyO4sQcamupcMOWmn0REZDNkgh0W6KmWdBMREZH1kJVhnVsFY812juG1bcSIEdi3b1+VR2UZgaU3cdOC2Fq9cI089vDwQFBQkKHdkSNHyvy8ZPlp59DalT6XbPIpdcu1dlLPXDK8Dx8+XOZcxn0yt29ERFS72scGwMlRh8RdZ63+rWXAnIiIbK4sy/rdZ5FfUGTprhAREVE19GobgqNn0nHqQgbftwakqKgIv/32G1q0aGGoC96hQwdVm3zx4sWGdoWFhViyZAn69OljyOKT+5LZvWrVKkM7yTjfsmWLek3Tu3dvJCYmIiUlxSQzXoLmWjspF9OtWzf1O4wtXLgQAQEBaNWqVbX6RkREtcvd1QltWwQgcVfZlUXWhgFzIiKyubIsmdn52HnwoqW7QkRERNXQoWUQXJ31agNvsoxTp07h3nvvxbfffot169bh119/xQMPPIBdu3bhySefNLST4PW4ceMwa9YszJw5UwW7n332WZw4cQJjx441tGvbti369u2LF198EYsWLcKKFSvUBqKhoaEYPny4oZ3USJcg9/jx41VwXcrDvPbaaxg6dKhJJrr8rPRl0qRJWL9+PaZOnYp58+apvknpmOr0jYiIal+3+CbYcyQZaRm5Vv32soY5ERHZlMhQHwT5uWPtztPo0DLQ0t0hIiIiM7k46dEpLkiVVht5fQzfNwuQkiWenp745JNPcOnSJVUCJT4+HtOnT8d1111n0vbBBx9UpVbmzJmDixcvIiYmBtOmTUNsbKxJuylTpuCtt97CK6+8gvz8fHTt2hUfffSRIVtdqzs+e/ZsTJ48GY8//rh6bciQIZgwYYLJudq3b49PP/0U7733ngqqBwcHq+D5yJEja9Q3IiKqXV1aB+GT74GNSWcxoEszq317GTAnIiKbIstspSzLsk3HMe62ttDruOyWiIjIWvRsG4K3/rcJZ5MzG+SGYbbO19dXZW2b+53r4YcfVkdlJAAv2eJyVCYiIgIzZsyo8vdKWRXjci7X0jciIqpdjbxc0bKZn6pjbs0Bc5ZkISIim9OjTROkZeQh6XCypbtCRERE1dCxZZDaAJRlWYiIiKy3LMvWfeeRk1sAa8WAORER2ZyYpo3g7+PKyTYREZGVcXNxRMeWgVi9nXXMiYiIrFG3+GDkFRRh6/7zsFYMmBMRkc3R6RzQvU0I1u48g6KiYkt3h4iIiKqhZ5sQHDiRivOXsvi+ERERWZmQAE+EB3upsizWigFzIiKyST0SmuBSeg72H0+xdFeIiIioGjq3CoKTo05t4E1ERETWWZZlw+6zKCwsgjViwJyIiGxSXERj+Hq6YM0OTraJiIisiburEzrEBmINy7IQERFZbVmWjOx87D5infuKMWBO9P/t3Qd4FOX2+PFDEiCEEggBktB7SwigEMACFylKEdDLBcULChaK6FVQVBAbKhbwBygCXlAEvCgoCggiiqCIQQWkgwKh91BDT/k/5+U/6+6mberuZr+f58mz2dk3s7Mzuoc5c+a8AAokf79C0iIq3LRlSUmhLQsAAN6kVaMI2bHvtJw8c8ndmwIAALKoVqXSUjY40GvbspAwBwAU6LYs2v9096Gz7t4UAACQBc0bhkmAfyHasgAA4IUKFSpk2rLEbvHOAjafSZgnJibKtGnT5Pbbb5fo6Ghp27atjBkzRs6dO5dq7PTp083rUVFRcvfdd8vatWtTjUlISJDRo0dLTEyMNGnSRAYOHCiHDh1KNS4uLk4GDBggjRs3lpYtW5r3vHz5cp59TgDA36JqhUqJYoVlDW1ZAADwKhq/G9cpL2s2HXH3pgAAgGy2ZTlx+pLs8cICNp9JmL/33nsyYcIE6d69u0ydOtUksb/88kt5+umnUyXL33nnHenTp49JsFetWlUeeugh2blzp8O4YcOGyYoVK+T55583448fPy4PPPCAQzJck/H9+vWTCxcuyMSJE2XEiBGyaNEiGTVqVL59bgDwZQH+fhITGWZOtr3xqjYAAL7spkYRsi0u3kziDQAAvEtkzVApHhjglW1ZAsRHLF68WLp06WIqwVWLFi3k4sWLMn78ePMYFBQkV69elffff1/69u1rEuqqefPm0rVrV5kyZYpJjKuNGzfKypUrTUK9devWZlmdOnWkffv2smDBArnnnnvMsrlz55qkuSbmQ0JCzDJ/f38ZPny4DBo0SGrWrOmmvQEAvtUD9fvfDsj+Y+elalgpd28OAABwkV709ptXSH7ZfEQ631Sd/QYAgJcVsDVrEGbasvS5vZ54E59qyVKyZEmHZaVKlTIVh1bV4fr16+X8+fMmsW7RBHenTp1k1apVtnH6u/7trbfeahsXEREhTZs2Na9ZfvzxR9OGxUqWq44dO0qRIkUcxgEA8k6TOuWkWNEAbukGAMDLlAwqItG1y9FaDQAAL9UiMlz2HjknR+MviDfxmQrzXr162XqTaw/zPXv2yIwZM6RHjx5SvHhxM2b37t3msUaNGg5/q5Xg2lbl2LFjEhYWZsZVr17dNLC3V6tWLVm9erXtuY7THuj2NFlepUoV23tlhybutSoeBdelS5ccHuEbOO55p2mdUFn9x0HpdnNlcTf9DneOHwVNUlKSibF6cXjXrl3mud6J9eijj5oLyfY0Lqc1B8imTZukaNGiDnOHvPnmm7Js2TJzR5jOIaJt0SpWrJhq7hCdL2TdunVSrFgx6dy5s7mzKzAw0GGcbpveOabxWGP7/fffb9qxOdN/O8yZM0dOnDhhPoO2ctP3BgDk351ik+f/IWfOX5HSJf+OCwAAwPM1qVtOCgf4mbYs3Vt7T6cNn0mYaysWrTLv37+/rVK8Q4cO8vLLL9vGaPsUTWg7n1QHBwebxzNnzpiTah3nXK2utOr87Nm/G9nrOF2W2bisunbtmmzfvj3bfw/vsXfvXndvAtyA4577KgZflZ83J8jqXzdL2ZLuD30aawoync9D5wvReUO0xVlAQIBpWaZzfWjrs3/84x8O4/XuK43PGe0jnTtk69atJkleokQJMzeIrm/hwoW2uG3NHaJ3fenrp06dktdff93E77ffftu2rg0bNsjgwYOlW7du8swzz5g7zDTJru/Zs2fPVPOaPPHEE9KgQQOZN2+emddEH+vWrZtHew8A4Dxh2OTPC8kvW47IHS2rsXMAAPAiQYGFzd1i2paFhHk+0NYpOtFmZipXrmxOgGfPni0fffSROTFu2LChqUDTSUB1As433njDNj6tqj8rwW7/WnrVga5UDea0urBw4cKmmh0Fu9JYk6bVqlUzFZLwDRz3vFO9ZpJ8uXalxF8uITc3d28PVK24Lug0gf3999/bLjirm2++2XyvaeW5c8I8NDRUGjdunO76cnvuEJ0IXBPgr732mm1ekyNHjph/F+idYX5+fi7PawIAyFvBJYpKVM2ysmbjYRLmAAB4aVuWyfP/kLMJV0xc9wbuL7PLpuXLl8uzzz6b6Tg9adaqcE2KP/XUU+bEVzVr1sycTA8ZMsQs0yS6Vn5fuXLF/NjfBq4n38o68ddxemLtzLmiXH+3/tY52Z+TCT812a6TlKLg02Q5x9r3cNxzn35l3lCvgvy646Tcc3tDcaeC3o7FSlLbJ8utz12vXj3TKiWrMps7xEqYpzd3yHPPPWfGaezVRHhsbKxJotvTRPhnn30m27Ztk8jIyAznNdGkvy+01gEAT3FTowiZsmCzV51oAwCA65o3rCDvzRf5bdtRade8qngDr02Y33XXXebHFdoHVU+Q69ev77Dcer5//36TMLeS2NrPVCvPLPpc+5xXqFDBPNdxa9asSXWyrFWD9olw/d25V7luh76fc29zAEDe90AdN2edHD91UcqHcNExvyUnJ5tWKGldMF60aJFJVusdVDfeeKNJZtu3PMnNuUM0BmtrM+f5Sqw7t3ScJsxdndckO5iLpOBjTgrfxHHPO9G1Spvvzp827Je2NzjOXZHfuGAKAEDWlCkZKPWqhpg+5iTMPYhWoSntfaqV5ZYtW7aYR2vCMK1U097kS5YssSXMdaKypUuXmlvArRN1/V1v5/7pp59s1W5aca7VaNrixaKv6e3cp0+fljJlytgq4zVpbt1SDgDIH80bVJAAfz9Zs9m7eqcVFLNmzTLt0OznDrEm/WzUqJGJ1QcOHDDtTu69915zh5i2VVO5OXeI9eg8znpuve7qvCbZwVwkvoM5KXwTxz1vVClXRL5fu1vCg1LfwZvfCvpcJAAA5EVbljnfbJfLVxIlsKjn1297/hbmAu2Nqrdka29SnfhTK8f27NkjkyZNkiZNmpjn1j98tMep9iXV27mtCb70BH78+PG29UVHR0ubNm1k5MiRpie6Tj6m69bEe48ePWzjevfubXqn68Ri+hMfHy9jx441t33npCULACB7k400rlNO1mw6TMI8H+YOsffrr7/KW2+9ZSb2tL9wrewvNGt1+U033SR33HGHmXDzxRdfzLO5Q1xZn6vzmmQVc5EUfMxJ4Zs47nnrtnMlZOaSnVK5Wi0pUaywuIsvzEUCAEBeTOL94eKtsuHP49Iy6nphsyfziYS50om9tNpbb/meOHGiSaJ36NBBHn/8cTO5l0VP5vVkWCvhTp48aSYV00nG7G8NV+PGjTN90V966SVTKRYTE2MS8PaVaFqtNnPmTBkzZowMHTrUvKa9UJ37pgIA8q8H6sTPNsipc5clpJRj5TByb+4Q+xZoO3bsMBeN27VrZ+YSyUz58uXlhhtuMHeFWXJz7hCrQty+Mt1al7UO69GVeU2yg7lIfAdzUvgmjnveuLVpFfnw6x2yec9Zua1ZFXEX5q8AACDrIsqVkCphJU1bFhLmHkSrwPVEPbOTdf0H0IMPPmh+MlvfK6+8Yn4yoj1XtUoOAOB+MZFh4jevkPyy+Yh0vqm6uzenwM4dYtF+4RpP9Y6tN9980+Ukg1XFbcnNuUO0n7lWeOudZvaTiFoVg9b6XJ3XBACQP8oGF5P61ULk502H3ZowBwAA2W/LsuTnOElKShZ//7+Llz2RZ28dAAC5qGRQEYmqFWrasiBvnThxwty1pXd0TZ482eV+rzqZps4JEhUVZVum835oZbfOHWKx5g6xnxNEE+CxsbFm7hCL89whuh0tWrQw85PYW7x4sZQrV86WHLef18SS1rwmAID8vVNsw84TcuHSNXY7AABe2JYl4dI12RoXL57OZ1qyAACgWjWKkClfbJKzCVckuMTfrTaQey5fvmwqy3XuDp3rw7nfa+PGjW1J6pUrV5pEt7Zi0TlDtA2av7+/PPDAA3k2d8iQIUPkvvvuM/3T9TVNvOucJTohqdWmzdV5TQAA+Udv4f7gqy3y27aj0uaG6xNDAwAA71CrUmkpGxxo2rI0qlVOPBkJcwCAz13Vfv/zjbJ261HpEFPV3ZtTIOkcINq73EpOO9u5c6d5rFSpkqko13lGtM+4VnRr9fdjjz1mJg/Nq7lDdMJvrXrXxLf2XA8LCzPJ8549ezqMc3VeEwBA/ihXppjUrVpGVm88TMIcAAAvU6hQIdOWJXbLEXmoW6RH37VLwhwA4FPKlAyUBtXLmrYsJMzzhibCraR4RrTSXJPRrsjtuUO0rYp9O5eczGsCAMjftiyzlm6Xi5evSVBgYXY9AABepGVkuHz9c5zsOXRWalYqLZ6KHuYAAJ/TqlG4bPzrhOmfBgAAvKu12rXEZPl9+zF3bwoAAMiihjXLSvFihU1bFk9GwhwA4HNaRUVIYlKK6YEKAAC8R4WQIKlVubT8zATeAAB4nQB/P2nWoIJpy+LJSJgDAHxOaOliUrdKGdOWBQAAeF9blt+3H5fLVxLdvSkAACCLtI/53iPn5MjJC+KpSJgDAHy2Lcv6HcflEifbAAB4XcL86rUkWbfjuLs3BQAAZFHTuuWlcICfrN3quVXmJMwBAD7bA/VqYrKs20EPVAAAvEl4aHGpUTGYtiwAAHihYkUDpHGdch7dx5yEOQDAJ4WVLS41IoJlzSbPvaoNAADSrzLXuUiuXEtiF+WBy5cvy/jx4+Uf//iHREZGStu2beXdd99NNW769OnmtaioKLn77rtl7dq1qcYkJCTI6NGjJSYmRpo0aSIDBw6UQ4cOpRoXFxcnAwYMkMaNG0vLli1lzJgxZjucrVq1Srp3727es3379jJnzpw0P4Mr2wYAcF9blu1x8XLm/BWPPAQkzAEAPt2W5fftnGwDAOBtboqOkMtXk0x7NeSupKQkeeSRR2TZsmXy2GOPyYwZM8yjv79/qoT0O++8I3369JFp06ZJ1apV5aGHHpKdO3c6jBs2bJisWLFCnn/+eTP++PHj8sADDzgkw8+dOyf9+vWTCxcuyMSJE2XEiBGyaNEiGTVqlMO6NmzYIIMHD5YGDRrIBx98ID169DCJ9Xnz5mVr2wAA7tG8QZikiJiL354owN0bAACAO9uyzP5mh2zYedxc4QYAAN6hYrkSUi28lJnAu2UUMTw3zZ8/X7Zt2yZLly6V0NDQNMdcvXpV3n//fenbt6+pClfNmzeXrl27ypQpU0yyWm3cuFFWrlxpktatW7c2y+rUqWMqwxcsWCD33HOPWTZ37lyTNP/yyy8lJCTELNME/fDhw2XQoEFSs2ZNs+y9994zyfLXXnvNPG/RooUcOXJEJkyYYKrI/fz8XN42AID7lC5ZVOpXCzFtWdrHVPW4Q0GFOQDAZ1WuUFIqVyhhTrYBAID3Xfheu/WoXEukLUtuJ8zvuOOOdJPlav369XL+/Hnp0qWLbZkmuDt16mRapqSkpNjap5QqVUpuvfVW27iIiAhp2rSpec3y448/mjYsVrJcdezYUYoUKWIbp4nw2NhY6dy5s8O2aCL8xIkTJsmflW0DALhXi8hw2fDncbl0JdHjDgUV5gAAn9YqKkIWr94j1xKTzUzdAADAO9zUKFw+WaZ3ip2Q5g3D3L05BYImpTXxrL3Ln3rqKfn2229Nslmfa3uUMmXKmHG7d+82jzVq1HD4e60E17Yqx44dk7CwMDOuevXqUqhQIYdxtWrVktWrV9ue6zitELenyfIqVarY3mv//v1y7dq1VO+p67LWof3WXd227NBk+8WLF7P1t/AOly5dcniEb+C4u0d0zdIyIzFZYjcdkJiGFfL8/fQ73DkepYeEOQBAfL067dPv/pRNu07IDfXyPkgDAIDcUSWslLlT7OdNh0mY55IzZ85IYmKi6Q+uk3RqCxSt3n7zzTflySeflA8//NCM0/YpmtAODAx0+Pvg4GDbejQpreNKliyZ6n206vzs2bO25zpOl2U0znp0Hmc9t153dduyQxP227dvz9bfwrvs3bvX3ZsAN+C457/ywQHyXewuKeV3Kl/eT+ODK0iYAwB8WvWIUhJWNkjWbDpCwhwAAC+88L34J+4Uy4i2J9GJNjNTuXJlW7sSTULr5JtWYqF48eIydOhQ2bRpkzRq1MgsS6tKz/p7+9fSq+ZzpcovrWpAV9bn6rZlVeHChW0V7Si4lcaaNK1WrZoUK1bM3ZuDfMJxd5+bDxWWZb8ekNp16kqAf97e8b1r1y6Xx5IwBwD4ND1puqlRhCz/db8MvruR+OdxkAYAALlHY/iny/+UjX+dkBvrc6dYWpYvXy7PPvtspvtSJ9zUJKHSHuP2VXg6uab666+/TMJcE+pXrlwxP0WLFrWN0+pu+2puHaeTcjpzrijX362/dU72WxN+Wuu0r0y3f09rfa5uW3b/3RgUFJTtv4f30GQ5x9r3cNzz3y1NqsgXq+Ik7uglia5dLk/fKysXTMkKAAB8nlannbtwVbbGxfv8vgAAwJtUCy8lEaHFmcA7A3fddZfs3Lkz05/69eubZFHFihXTXZef3/UUgpXEtvqFW/S5VqNXqFDBNi4uLi7VRJta5WetwxrnvC7tp659y61x2s9cK7z37NmTal322+TqtgEA3K9mpWAJDQ6U2C2pL666EwlzAIDPq125tISWLmbasgAAAC+7Uyw6wpxoJyYlu3tzCoQ2bdrIunXrTMLasmbNGvNYr149WwW69iZfsmSJbUxSUpIsXbpUWrdubavi09+1svunn36yjdOK8/Xr15vXLLfeeqvExsbK6dOnHSrjdRuscVrxrpXu+h72Fi9eLOXKlZMGDRpkadsAAO5XqFAhaREZLrFbjqa6uOpOJMwBAD5Pg3SrqHD5ZfNhSU72nCANAABca8ty/uI12bzrJLsrFwwYMEAuXrwoQ4YMkVWrVsm8efPkxRdflHbt2pkqdCt5PWjQIPnoo49kxowZJtn99NNPy4EDB2TgwIG2dUVHR5sE/MiRI+Xrr78269P1ahV7jx49bON69+5tktyDBw82yXVtD/PKK69I165dHSrR9W+3bNkio0aNkrVr18r7779vtu/xxx+3Vb+7um0AAM/QIjJcTp65JLsPObbccid6mAMA8P8nDVv40x7Zue+01K8ewj4BAMBL1KgYbCbw/nnTYWlSt7y7N8fraTJbk81jx441E31qm5aOHTuapLO9/v37m2rAWbNmycmTJ6VOnToybdo0qVu3rsO4cePGyRtvvCEvvfSSXLt2TWJiYmTSpEkSGBhoG6N9x2fOnCljxowx76mvdenSRYYPH+6wriZNmsjkyZNl/PjxJqkeFhZmkuc9e/bM1rYBANyvYc2yUrxYYXO3WK1KpcUTkDAvYPRWM/1HCPKf9tPz9/dn1wNeql61ECldsqis2XyYhDncQk/sExMTTSxH/iKGAwVjAu/vftsvg+5iAu/cEBkZKbNnz850vz/44IPmJyMlSpQw1eL6k5Hq1avL9OnTM902bati384lJ9uWmzgXdx/iOODdAvz9pFmDCrJ2y1G57/brdzK5GwnzAiQhIUEOHjzoUT1/fIn+o6xSpUrmH4QAvI+/XyFpGRluJg3r37Uh/S2Rr7RHq/Z01Vvgkf+I4UDBuFPs8x92mQm8G9Uq5+7NgY/hXNy9iONAwWjLsnLdQTly8oKEhxZ39+aQMC8o9Gq2JsuDgoLMhCdMZJK/9CLFiRMnzDGoXbs2leaAl2rVKFyW/rJXdh88K7Uqe8atYCj4kpOTJS4uzsSOiIgI03uVOJ5/iOFAwZnAu1yZYrJ642ES5shXnIu7F3EcKBia1i0vhQP8ZO3WI9K9dS13bw4J84JC27BooNBkufaYQ/7Tfb93715zLGjNAninyJqhUjKosGnLQsIc+VldrknzypUrmwvfyH/EcKDgtGVZuf6gPNKjkblzDMgPnIu7H3Ec8H7FigZI4zrlJHbLUY9ImF+fRhoFRlYr0pKSU8xs8qvWHzSP+hz5s+8BeGbvtJiG19uy0N4K+c3PL+v/LCOO5w5iOFAwaML8zPkrsj0u3t2bAh/Eubj37HsAntuWZXtcvInl7kYPcx+mCaFpX26W+LOXbcvKBgfKw92jTA9AAPDVtiw6adj+o+elangpd28OkC7iOAA4qlOljDmf+XnTYXPXGOCpiOEAkFrzBmHyroj8tu2otI+pKu5EhbkPB+jXZ/7mkCxX+lyX6+u5ITExUd599125/fbbpXPnzubx+eefl3PnzuXK+gEgt+ltYEGBAbn2PQh4axwnhgPwNn5+hUzhz5pNRySZO2fhoTgXB4C0lS5ZVOpXCzFtWdyNCnMfpLdva2V5Rj74aovERIbnuPffyJEj5ezZs/Lpp59KcHCw6dG6bNkys6xUqfyr3NST/oAA/nMHkLnCAf7SrH6YqU67p2M9dhl8No4TwwF4a1uWRT/tkZ37Tkv96iHu3hzAAefiAJB5W5ZZS7fLpSuJpq+5u5BBLMCOxl+QhEvXUi3fdeBMqoo0ZyfPXJLla/elOeldiWKFJaxs8Uzff9++ffLNN9/IDz/8YJLlVn/WO+64Q06cOCH//ve/5cKFC3LlyhVp2bKlOTHX3mOTJk2SuLg489qePXukQYMG8sgjj8jYsWPl0KFD0q5dO3n22WfN+nQ9Y8aMMct1Pfra448/bl5r27at9OzZU9asWSPly5eXl19+2YzdvPl6kkGr3R999FHbtr7wwgsSHx9vtnHo0KFmXapu3boybNgwWb58uXl9yJAhcvfdd7twBAB4c1uWVRsOyqETCVKxXAl3bw58lDvjODEcgLfSyrSQUkXNhW8S5nAXzsU5FweQPTGRYTJj0VbZsPO4W9tFkzAvoM4mXJFHXv9OcnIn4nvzN6Z7q+PHL3SU4BJFM/z7rVu3StWqVSUkJHVlh1aXT5kyRYoXLy5JSUkyePBgU3muSWy1ZcsW+fzzzyUoKEh69Ogh48aNk//+97+mUvy2226T3r17S/Xq1eWZZ56RgQMHSrNmzcxrmljXxHb79u3Neo4cOSIff/yxScS/9dZbZgbzhQsXyuXLl+Xee++VmjVrmgT+8OHD5Z///Kf06tVL9u7dax4bNmwo4eHhZj1FixaVefPmye7du824bt26UbEOFGBN65WXokX8zS2zPW+r4+7NgQ9ydxwnhgPwVvod1zIqwiTMB9zZkMkA4XMxXBHHAXiriNASUjWspMRuOULCHLlPA+jUZ9ulW5mWXgC2N+Sf0elWpmUWoDOjrVnefvttWbdunaSkpMipU6ekXr16toT5zTffLCVLlrRVeOtrRYoUMT+aKD9w4IBUqFBBYmNj5eTJk7b1Xrx40VSlW+666y7bP5J/+eUXee6550wFuSbiu3fvbpbdcsstsn37dpMIV9WqVZOmTZuabevSpYtZ1rVrV/OoCXZt7aLvGRYWlqN9AMBzBRYJkBvqlSdhDrfx5DhODAfgDW1Zvv45Tv46cMZMBArkJ0+O4Yo4DsAb2rJ8/XOcJCYlS4C/e6bfpMK8AEvvduvqEcEyd/nODG/nDi1dzMxIm5Pep1qhrbd0nz59WsqUcfyH6ocffihnzpwxVdtavf3666/L1atXba/rMou/v3+q51qVroFek+Hz58+XwoULp7kNmhi3aGLeSp6nxfk1++f2768Jd61mB1CwtYqKkLfnrJNjpy5KhZC/v0sAX4jjxHAA3qxBjbISXKKI/LzxMAlzuAXn4pyLA8hZwvzT7/6UrXviJbp2OXEH96Tp4VZ68vxw96gMxzzULTLHE35qO5YOHTqY3uTnzp2zJa2//PJLc4tYaGioSURrtbb2Os+qEiVKyA033CDTpk2zLTt27JgcPZr2bLqtWrUyCXrdBq1E19YsukzXU79+fVmwYIEZt3//flm/fr2pMgfgu5o1qGCuZv+y+bC7NwXI9zhODAfgzfzt2rLov/0BT8G5OOfiADJXs1KwhAYHmrYs7kLC3Edp4/xn+zWTssGBqSrSdHluNdZ/7bXXTDsVnXyzc+fO5keT0doaZcOGDaYXuP6uievs0LYu2oJFW6boz2OPPWYq19OifdK1alzH/etf/zKTglotYHQ9mkC/8847zYSfr776qq1/OQDfFBRYWJrW1bYs7gvSgDvjODEcgDe7qVG4uUts98Gz7t4UwAHn4pyLA8iY5u60yjx2y1G3XfgulMIld6+yefNm8xgV5VhZppNYxsXFmf7egYGOJ88ZSUpOkW174uXUucsSUirQ3L6Y08pyX5XdY5AWrYDXvupa+W7fVgYFG8fd83z/2375v7kb5KPRHaRscLE8/R6Hb0jr+OckfhDHPS+GK77PfRPH3bNo39O+Ly6Tji2qSr/ODXJtvcRx38W5uOfiXBw5RQz3PBv/PCGjpq6Rd/7TOs05HfI6htPD3MdpcjyqVqi7NwMAPFJMwzDzPRm7+Yh0vrmGuzcHSIU4DgBp07ZqLSLDTFuWvp3qZziXEeAOxHAASF/DmmWleLHCpi1LbiXMs4KWLAAApKNEUBFpVCtU1mymLUtWzZgxQ7p37y433nijNG7c2LTDmj17dpq31E2fPt20ydIr/XfffbesXbs21ZiEhAQZPXq0xMTESJMmTWTgwIFy6NChVOO0SnjAgAHmPVu2bCljxowxVUfOVq1aZbZP37N9+/YyZ86cND+HK9sGAPBMN0VHyJGTF2TvkevzKQEAAO+58N2sQQW39TEnYQ4AQCZ9JrfsPilnE66wn7Lg/Pnz0qVLFxk3bpxMnjxZ2rRpY5LXU6dOTZWQfuedd6RPnz5mEmedbPKhhx6SnTt3OowbNmyYrFixQp5//nkz/vjx4/LAAw84JMN1gul+/frJhQsXZOLEiTJixAhZtGiRjBo1ymFdOoeGzmvRoEED+eCDD6RHjx5m23Ri6OxsGwDAMzWqVc5Up/28kQm8AQDwNi0iw2Xf0fNy+GRCvr83LVkAAMgkSL//+UYz4Yj2QYVrHn/8cYfnOrnz4cOHZcGCBaY6XF29elXef/996du3r6kKV82bNzfV6FOmTDHJarVx40ZZuXKlSVq3bt3aLKtTp46pDNf13XPPPWbZ3LlzTdL8yy+/lJCQELPM399fhg8fLoMGDZKaNWuaZe+9955JluukluYYt2ghR44ckQkTJpgqcj8/P5e3DQDguQoHXG/LsnrjYelzez3asgAA4EVuqFteigT4ydotR6VHm1r5+t5UmAMAkIHSJYuaCZHXbKY6LafKlCkj165dsz1fv369rRLdognuTp06mZYpVvsW/b1UqVJy66232sZFRERI06ZNzWuWH3/80bRhsZLlqmPHjlKkSBHbOE2Ex8bGSufOnR22TRPhJ06ckG3btmVp2wAAnu2mRhFy6ESC7D923t2bAgAAsiCwaIA0rlPeLW1ZqDD3cSnJSXL5wHZJSjgt/iXKSGDl+lLIz9/dmwUAHqVVVITMWLRFEi5dkxLFCrt7c7xKYmKiXLlyRX777TdT+f3oo4/aXtu9e7d5rFHDcUJVrQTXtirHjh2TsLAwM6569eqpKgNr1aolq1evdlifVojb02R5lSpVbO+1f/9+k7R3fk9dl7WOyMhIl7ctOzTZfvHiRdtz3T/JycmSlJRkfrK0ruRkuaJx/MJp8S9eRoqaOE49RFbpftdjcOnSJfOYU7oe+0f4Bo67Z6pTqYQUKxogK3/fJz3bXr/TKCf0O5wJRJEbOBcHgMzpnWKT5v0hZ85fMcVs+YWEuQ+7sCNWTn47Q5LOx9uW+ZcsK6Ed+kvxei3cum0A4ElaNQqXaV9uls9X/CXVwktJSKlAU3Xu7+eYwIWjffv2SYcOHWzPtS3K/fffb3uu7VM0oR0YGOjwd8HBwebxzJkzJimt40qWLJlq92rV+dmzZx3Wp8syGmc9Oo+znluvu7pt2aEJ++3btzssCwgIMInzrLi86zc5v3KOJCecsi3zKxEiJdv0kcBazbK1bb5K971e3NmzZ0+urnfv3r25uj54B46756kdXkRWrdsnxf3OScKlZClRzE+qlisqftmM4xofgJzgXBwAXNO8YZjIZyJfrPxLalYsnW/n4iTMfThAH/v8rVTLNXmuyyvc/VSOk+Z169Y1t7QXL17ctqxt27am96v2ns0PaW0DAGTVzn2nJcC/kMxf8ZdtWdngQHm4e5SZFNQXaHsSnWgzM5UrV7YlEsLDw2X+/PmmmlorzHWCTe0P/thjj9nGp1WlZ7U7sX8tvWo+V6r80qoGdGV9rm5bVhUuXNhW0W4la7W/e9GiRVMl6NNzcedaObt4UqrlmjzX5UV6DJOgujGSE9rnXY+bfQxt166d6e1eu3btHK07J9uQV/Sihd6NoMchNyqNNWlarVo1KVasWK5sHzwfx91zVTvwp2zau09mfn/StiykVFG5v1NdiWlYIUvr2rVrVx5sIXwJ5+IA4Lqte+LF399PFqy8fgdwfp2Le33C/Oeff5YvvvjCTAh24MAB6dOnj4wePTrNsdOnT5c5c+aYHqWasH366aclJsbxZDIhIUHefPNNWbZsmelzqq8///zzUrFiRYdxcXFxMmbMGFm3bp05EdJeqDqpmPOJrvY51YnB9NZurUTTyjrdRnff+qWV5Rk5uXyGBNVpRnsWAD5vzabD8vrM31Lth/izl83yZ/s184mk+fLly+XZZ5/NdJy2Xalfv775XRPnUVFR5neNp0FBQfL222+bSTrLlStnqro1Waw/9klKre62r+bWcToppzPninL93fpb52S/NeGntU77ynT797TW5+q2ZYcm23VfWPQigv5oj3T9cSWOn/ruowzHnPr+IylRLybHcdx5m3TbrW3NL67ul5y+h34u/TedqxctXKHrsz/W8A0cd8+L4wt/2pdq+alzV2T83E1ZjuO0Y0FOcC4OAN5xLu71CXOd4Etva27WrFmqk1/nZLkmrp944glTrTRv3jx56KGHzKNWIVuGDRsmW7duNUnyEiVKyMSJE+WBBx6QhQsX2k6g9GS5X79+ZsIxff3UqVPy+uuvm9uzNRFg2bBhgwwePFi6desmzzzzjKl01iS7JhB69uyZx3tG5Nrpo5J8+e8eqZYrR3Y7tGFJS9K5eDn/xwopGp66z59fYJAULpO929Dt/f777/LSSy+Z35s3by4rVqyQqVOnmosZb7zxhvz666/m9mi9DV/3m1ZpHTx40PSnvffee83FCE2CjBo1Slq3bm3W8+2338r48eNNIsN+cjilFzT0Vmu9FV6P3WuvvSZly5bN8ecAUHAlJaeYViwZ+eCrLRITGV7g27Pcdddd5icnGjZsaHpFHzp0yCTMrSS2XlTW2GzR51pRXKHC9ao/HbdmzZpUleJa5Wetwxpn9R636MVv7Vtu9TbXCmKt8NZ4YB8nrIpBa32ublteIo4TxwHkDHEc7kIMJ4YD8O4Y7vUJ8xEjRtgq3tauXZvmGD1Z1tuH+/btKwMGDLAlaLt27Wrag2giXWmV+sqVK2XatGm2BKwmb9u3by8LFiwwFXFq7ty5JmmuVXQhISG2yiRNyGp/Vusk+7333jMn2ZqYVS1atDAVchMmTDAn7lrJlFeSLp6TA+8P1UvY2V7HyaVT0n6hkJ9U/c908Q9K3SfWVXpMnnzySZPcvvHGG03l4uzZs22v68UMPbbq66+/NhckNJmu9MKEJl0ef/xxc8Hk1VdfNccrPj7eXOj43//+ZyZp01v/7T333HO246XHWI9PencjAIDatifeXL3OyMkzl8y4qFqh7LRM6F1ZmvCuVKmSed60aVNzUXTJkiW2pLQm1JcuXWq+163kuP6u39k//fSTLcmt8VQvROtFU4u+pvH+9OnTUqZMGbNM44vGHCuu60Vrjcf6Hvb91BcvXmyS+NZ2uLpteYU4ThwHkHPEcbgDMZwYDsD7Y7jXJ8xdSTrrCbVWInfp0sW2TBPcnTp1khkzZtgq1rRiWW/Btq8400pkPWnW16yEuSZpW7ZsaUu+qo4dO5qErI7ThLmenMfGxpokuj1N0n/22Weybds2iYyMlLyiyezKgyalW2GebjLcTugdA9OtMM9Jslz3tVb2acW+JsuVXpSwv61eW+1oAv3ChQuSnJxsWuVY9NZm7aGqmjRpYlrxqD/++MMkNTRZrnr16uVQ8b9o0SL56quvTIX55cuXJTSU5BaAjJ06dzlXx/kKjbl64fPOO++UqlWrmruFNCbOmjXLfDdb37+avNYLzXrhWmOqdQeYfq/rBVVLdHS0tGnTRkaOHGnu2NI7wPTis7ZL69Gjh21c7969TezQu7v0Ry+kjh071sRe+0r0IUOGyH333WeS7fqa/jtB3/fll1+2/bvC1W3LK8Rx4jiAnCOOwx2I4cRwAN4fw70+Ye4K6/ZsK5Fq0ZNnTcgeO3bM9BfXcdWrV09VNaYTc61evdphfdat3RY9sdbbvK330tu/NTHr/J7WJF86LrsJc03w6wRq9rTHqiaWtfpNf5RfqXLil0Ze2z+0svivnpdhWxb/kmUlKKqNFErngoT1HhnRBIMmK+x7gWr7mtKlS9smjnNej34GTUZoC5ZPP/3UTB63c+dO0xZHx+rruq+tv9N9YX1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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Reference: ZnS (mean pairwise r^2 over the 2 Mb hm_stats) = 0.0000\n" ] } ], "source": [ "from pg_gpu import moments_ld, ld_statistics\n", "\n", "# moments-LD is O(n_var^2) per pop / per pair / per bin -- on the full\n", "# 2 Mb biallelic matrix (~240k variants) it takes ~20 min even with two\n", "# populations. For a demo that finishes in minutes, drop to a fresh\n", "# 500 kb biallelic load and the top-two populations.\n", "hm_ld = (HaplotypeMatrix\n", " .from_zarr(ZARR_X, region='X:1-500000', streaming='never')\n", " .apply_biallelic_filter())\n", "ld_pops = list(hm_stats.sample_sets)[:2]\n", "hm_ld.sample_sets = {p: hm_stats.sample_sets[p] for p in ld_pops}\n", "print(f'hm_ld: {hm_ld.num_variants:,} biallelic variants / pops: {ld_pops}')\n", "\n", "bp_bins = np.logspace(2, 5, 10).astype(int)\n", "ld_stats = moments_ld.compute_ld_statistics(\n", " haplotype_matrix=hm_ld,\n", " pop_assignment={p: hm_ld.sample_sets[p] for p in ld_pops},\n", " pops=ld_pops,\n", " bp_bins=bp_bins,\n", " ac_filter=True,\n", " report=False,\n", ")\n", "\n", "# moments-LD output structure:\n", "# ld_stats['stats'] = [ld_names, het_names] (two lists)\n", "# ld_stats['sums'] = [bin1_ld, bin2_ld, ..., binN_ld, het_sums]\n", "# The first N entries are per-bp-bin LD stats (shape == len(ld_names));\n", "# the last entry is the het summary (shape == len(het_names)).\n", "ld_names = list(ld_stats['stats'][0])\n", "het_names = list(ld_stats['stats'][1])\n", "n_ld = len(ld_names)\n", "\n", "ld_arrays = [np.asarray(a) for a in ld_stats['sums']\n", " if np.asarray(a).ndim == 1 and len(np.asarray(a)) == n_ld]\n", "sums_per_bin = np.stack(ld_arrays) # (n_bins, n_ld)\n", "print(f'output: {sums_per_bin.shape[0]} LD-stat bins x {sums_per_bin.shape[1]} stats')\n", "print(f' first 6 stat names: {ld_names[:6]}')\n", "\n", "bin_centers = np.sqrt(bp_bins[:-1] * bp_bins[1:])\n", "sums_per_bin = sums_per_bin[: len(bin_centers)]\n", "\n", "def curve(stat_name):\n", " if stat_name not in ld_names:\n", " return None\n", " return sums_per_bin[:, ld_names.index(stat_name)]\n", "\n", "# Plot within-population D\u00b2, Dz, pi2 for each population. Suffix _i_j(_k_l)\n", "# convention: DD_i_i = within-pop i; Dz_i_i_i and pi2_i_i_i_i likewise.\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4.2), sharex=True)\n", "stat_specs = [\n", " ('DD', [f'DD_{i}_{i}' for i in range(len(ld_pops))]),\n", " ('Dz', [f'Dz_{i}_{i}_{i}' for i in range(len(ld_pops))]),\n", " ('pi2', [f'pi2_{i}_{i}_{i}_{i}' for i in range(len(ld_pops))]),\n", "]\n", "for ax, (title, keys) in zip(axes, stat_specs):\n", " plotted = False\n", " for i, k in enumerate(keys):\n", " y = curve(k)\n", " if y is None:\n", " continue\n", " ax.plot(bin_centers, y, marker='o', lw=1.0, label=ld_pops[i])\n", " plotted = True\n", " if not plotted:\n", " ax.text(0.5, 0.5, f'no {title} stats matched', ha='center', va='center',\n", " transform=ax.transAxes); ax.set_xticks([]); ax.set_yticks([])\n", " continue\n", " ax.set_xscale('log'); ax.set_xlabel('Pair separation (bp)')\n", " ylab = r'$\\langle \\pi_2 \\rangle$' if title == 'pi2' else fr'$\\langle {title} \\rangle$'\n", " ax.set_title(title); ax.set_ylabel(ylab); ax.legend(fontsize=8)\n", "plt.tight_layout(); plt.show()\n", "\n", "# Reference scalar for context, computed on the full 2 Mb matrix.\n", "zns = ld_statistics.zns(hm_stats)\n", "zns = float(zns.get() if hasattr(zns, 'get') else zns)\n", "print(f'\\nReference: ZnS (mean pairwise r^2 over the 2 Mb hm_stats) = {zns:.4f}')" ] }, { "cell_type": "markdown", "id": "q_jack", "metadata": {}, "source": [ "
\n", "\n", "**User prompt:** `$>` Give me a block-jackknife confidence interval on \u03c0 for the largest population.\n", "\n", "
\n", "\n", "*Skill action:*\n", "\n", "*1. `resampling.block_jackknife` operates on **pre-binned per-block values** \u2014 it does not take a HaplotypeMatrix and has no `block_size=` kwarg.*\n", "*2. First compute per-block \u03c0 in non-overlapping windows of the block size you want: `windowed_analysis(hm_stats, window_size=200_000, step_size=200_000, statistics=['pi'], populations=[pop])`.*\n", "*3. Extract the per-window \u03c0 array, pass through `resampling.block_jackknife(pi_per_block, statistic=lambda v: np.mean(v))` \u2192 `(estimate, se, _)`.*\n", "*4. Approximate normal-theory 95% CI: `estimate \u00b1 1.96 \u00d7 se`.*\n", "*5. 200 kb is reasonable for taxa with ~kb-scale LD decay; tune from the LD-decay panel above.*\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "a_jack", "metadata": { "execution": { "iopub.execute_input": "2026-05-26T01:41:35.047277Z", "iopub.status.busy": "2026-05-26T01:41:35.046937Z", "iopub.status.idle": "2026-05-26T01:41:35.078097Z", "shell.execute_reply": "2026-05-26T01:41:35.076772Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 blocks of 200 kb for population 'Cameroon'\n", "pi (Cameroon): estimate = 0.001000\n", " SE = 0.000056\n", " 95% CI = [0.000891, 0.001109]\n" ] } ], "source": [ "from pg_gpu import resampling\n", "\n", "biggest = max(hm_stats.sample_sets, key=lambda k: len(hm_stats.sample_sets[k]))\n", "\n", "# Per-block pi at 200 kb resolution.\n", "df_blocks = windowed_analysis(\n", " hm_stats, window_size=200_000, step_size=200_000,\n", " statistics=['pi'], populations=[biggest],\n", ")\n", "pi_col = next(c for c in df_blocks.columns if c.startswith('pi'))\n", "pi_per_block = df_blocks[pi_col].to_numpy()\n", "print(f'{len(pi_per_block)} blocks of 200 kb for population {biggest!r}')\n", "\n", "pi_est, pi_se, _ = resampling.block_jackknife(\n", " pi_per_block,\n", " statistic=lambda v: float(np.mean(v)),\n", ")\n", "pi_est = float(pi_est); pi_se = float(pi_se)\n", "ci_lo, ci_hi = pi_est - 1.96 * pi_se, pi_est + 1.96 * pi_se\n", "\n", "print(f'pi ({biggest}): estimate = {pi_est:.6f}')\n", "print(f' SE = {pi_se:.6f}')\n", "print(f' 95% CI = [{ci_lo:.6f}, {ci_hi:.6f}]')\n" ] }, { "cell_type": "code", "execution_count": null, "id": "7f61b559", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }