diff --git a/Generating Synthetic Data.ipynb b/Generating Synthetic Data.ipynb index 8696210..9cb82da 100644 --- a/Generating Synthetic Data.ipynb +++ b/Generating Synthetic Data.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 37, "id": "0bce85fd", "metadata": {}, "outputs": [], @@ -13,6 +13,30 @@ { "cell_type": "code", "execution_count": 2, + "id": "ab50960d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import display, HTML\n", + "display(HTML(\"\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "6238d03a", "metadata": {}, "outputs": [], @@ -23,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "4844b95b", "metadata": {}, "outputs": [], @@ -58,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "f50cdabc", "metadata": {}, "outputs": [], @@ -93,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "a8a52ebf", "metadata": {}, "outputs": [], @@ -102,6 +126,18 @@ "N = 500 ###Taxa" ] }, + { + "cell_type": "code", + "execution_count": 102, + "id": "3f55680f", + "metadata": {}, + "outputs": [], + "source": [ + "sparse_adjust = {\"Kingdoms\":(0,1),\"SparsityRatio\":0.1}\n", + "bias_blocks = [(0,1,1)] #cross kingdom interactions more positive\n", + "bias_str = 0.2 #but not a lot more." + ] + }, { "cell_type": "markdown", "id": "396276fd", @@ -120,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 103, "id": "9caba93f", "metadata": {}, "outputs": [ @@ -128,7 +164,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 2/499 [00:00<00:26, 18.76it/s]" + " 25%|██▌ | 47/186 [00:00<00:00, 469.22it/s]" ] }, { @@ -142,8 +178,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 499/499 [00:09<00:00, 53.24it/s] \n", - " 2%|▏ | 3/150 [00:00<00:04, 29.93it/s]" + "100%|██████████| 186/186 [00:00<00:00, 202.93it/s]\n", + "100%|██████████| 314/314 [00:15<00:00, 20.24it/s]\n", + " 2%|▏ | 3/150 [00:00<00:06, 24.15it/s]" ] }, { @@ -157,14 +194,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 150/150 [00:06<00:00, 23.76it/s]" + "100%|██████████| 150/150 [00:06<00:00, 22.97it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[simulate_all_reads] Drawing Read Assignments for 289 taxa, 150 samples.\n" + "[simulate_all_reads] Drawing Read Assignments for 186 taxa, 150 samples.\n" ] }, { @@ -178,12 +215,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "[simulate_all_reads] Drawing Read Assignments for 211 taxa, 150 samples.\n" + "[simulate_all_reads] Drawing Read Assignments for 314 taxa, 150 samples.\n" ] } ], "source": [ - "synthetic_data = generate_synthetic_data(N,M,max_variance = max_var,min_variance = min_var,data_types = ns,graph_model = grmod,sparsity = gsp, mean_log_range = mean_spread, mean_log_center = mean_center,simulate_reads_tasks = simulate_reads_tasks,average_read_depth = avgdpth, std_of_read_depth = stddpth)" + "kwargs = {\n", + " 'max_variance':max_var,\n", + " 'min_variance':min_var,\n", + " 'data_types':ns,\n", + " 'graph_model':grmod,\n", + " 'sparsity':gsp,\n", + " 'mean_log_range':mean_spread,\n", + " 'mean_log_center':mean_center,\n", + " 'simulate_reads_tasks':simulate_reads_tasks,\n", + " 'average_read_depth':avgdpth, \n", + " 'std_of_read_depth':stddpth,\n", + " 'truth_sparsity_adjustment':sparse_adjust,\n", + " 'truth_bias_strength':bias_str,\n", + " 'truth_bias_structure':bias_blocks\n", + "}\n", + "synthetic_data = generate_synthetic_data(N,M,**kwargs)" ] }, { @@ -232,7 +284,7 @@ { "data": { "text/plain": [ - "array([ 0, 289, 500])" + "array([ 0, 500])" ] }, "execution_count": 8, @@ -244,6 +296,27 @@ "synthetic_data['DataSplit']" ] }, + { + "cell_type": "code", + "execution_count": 11, + "id": "44567480", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['Set1'])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "synthetic_data[\"SeparatedReads\"].keys()" + ] + }, { "cell_type": "markdown", "id": "c1f60681", @@ -1894,7 +1967,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "id": "3cf7c60f", "metadata": {}, "outputs": [], @@ -1907,13 +1980,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "id": "a1b5c360", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1944,7 +2017,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "id": "23ae8986", "metadata": {}, "outputs": [], @@ -1956,13 +2029,103 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 10, "id": "de63152c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax = plt.subplots(figsize = (10,10))\n", + "\n", + "ax.xaxis.set_tick_params(labelbottom=False)\n", + "ax.yaxis.set_tick_params(labelleft=False)\n", + "\n", + "sb.heatmap(shffld,cmap = \"bwr_r\",cbar = False,center = 0)\n", + "\n", + "ax.set_xticks([])\n", + "ax.set_yticks([]);" + ] + }, + { + "cell_type": "markdown", + "id": "6bbc7aff", + "metadata": {}, + "source": [ + "Next we choose which taxa belong to which kingdom. Notice that our model assumes that covariances across kingdoms and within kingdoms are evenly distributed. In other words, it assumes that the only distinction between kingdoms is in how abundances are measured. To change this, one could use a different method of constructing the underlying covariance matrix (e.g. by choosing one kingdom's intra-kingdom edges to be denser than the others). We have not implemented this functionality. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "abdae4dd", + "metadata": {}, + "outputs": [], + "source": [ + "minsplit = int(0.2*N)\n", + "maxsplit = int(0.8*N)\n", + "splits = np.sort(np.random.choice(range(minsplit,maxsplit),size = ns-1,replace = False))\n", + "\n", + "spl_i = np.concatenate([[0],splits,[N]])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e3c4a83f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 237, 500])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spl_i" + ] + }, + { + "cell_type": "markdown", + "id": "5660368b", + "metadata": {}, + "source": [ + "If we want more or less cross-kingdom edges (regardless of sign), we can add or remove edges now. We are going to design a method to give us a desired sparsity relative to the interkingdom edges." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "bfce13e9", + "metadata": {}, + "outputs": [], + "source": [ + "sparse_adjust = {\"Kingdoms\":(0,1),\"SparsityRatio\":0.1}" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7ec4832a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -1972,6 +2135,8 @@ } ], "source": [ + "shffld = adjust_sparsity(sparse_adjust,shffld,spl_i)\n", + "\n", "fig,ax = plt.subplots(figsize = (10,10))\n", "\n", "ax.xaxis.set_tick_params(labelbottom=False)\n", @@ -1993,17 +2158,17 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "id": "81b88596", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.07214428857715431" + "0.04023246492985972" ] }, - "execution_count": 25, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -2018,12 +2183,14 @@ "id": "1c5a8ca0", "metadata": {}, "source": [ - "Next we generate a positive definite matrix with the same 0 pattern and both positive and negative real-valued (non-integer) values. To do so, we iterate through the nodes of the above graph choosing a random vector for each. For each node, we choose a random vector that is perpendicular to the vector for previous nodes which do not have an edge to the current node. We call this collection ```Q```. Then the product ```QQ^T``` is a positive definite matrix with the desired sparsity pattern." + "Next we generate a positive definite matrix with the same 0 pattern and both positive and negative real-valued (non-integer) values. To do so, we iterate through the nodes of the above graph choosing a random vector for each. For each node, we choose a random vector that is perpendicular to the vector for previous nodes which do not have an edge to the current node. We call this collection ```Q```. Then the product ```QQ^T``` is a positive definite matrix with the desired sparsity pattern.\n", + "\n", + "We can furthermore choose vectors with only negative/positive interactions, or biased toward positive/negative interactions, by computing the dual cone of the vectors we want a positive interaction with (or polar cone of those we want a negative interaction with)." ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "id": "46e4b87f", "metadata": {}, "outputs": [ @@ -2031,27 +2198,30 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 499/499 [00:08<00:00, 59.17it/s] \n" + "100%|██████████| 236/236 [00:01<00:00, 138.75it/s]\n", + "100%|██████████| 263/263 [00:13<00:00, 19.47it/s]\n" ] } ], "source": [ "Q = (min_var + (max_var-min_var))*np.random.rand()*np.eye(N)\n", "\n", - "for i in tqdm(range(1,N)):\n", + "for i in tqdm(range(1,spl_i[1])):\n", " Q[i] = rand_in_perp(Q[:i][~shffld[i,:i].astype(bool)],mxvars = max_var,minvars = min_var)\n", + "for i in tqdm(range(spl_i[1],N)):\n", + " Q[i] = rand_in_perp(Q[:i][~shffld[i,:i].astype(bool)],mxvars = max_var,minvars = min_var,bias = 1, neg = Q[:spl_i[1]][shffld[i,:spl_i[1]].astype(bool)])\n", "covar = np.dot(Q,Q.T)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "id": "2d05b0b9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2082,7 +2252,17 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 97, + "id": "61e52ea5", + "metadata": {}, + "outputs": [], + "source": [ + "%run synthetic_fit_funcs.py" + ] + }, + { + "cell_type": "code", + "execution_count": 98, "id": "eea196e7", "metadata": {}, "outputs": [ @@ -2090,7 +2270,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 9%|▊ | 43/499 [00:00<00:01, 428.81it/s]" + " 20%|██ | 48/237 [00:00<00:00, 474.37it/s]" ] }, { @@ -2104,23 +2284,24 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 499/499 [00:09<00:00, 55.07it/s] \n" + "100%|██████████| 237/237 [00:01<00:00, 145.15it/s]\n", + "100%|██████████| 263/263 [00:06<00:00, 39.70it/s]\n" ] } ], "source": [ - "covar_matrix, actual_sparsity = create_groundtruth_covariance(N,grmod,gsp,mxvars=max_var,minvars=min_var)" + "covar_matrix, actual_sparsity = create_groundtruth_covariance(N,grmod,gsp,spl_i,mxvars=max_var,minvars=min_var,bias_blocks=None,bias_str=0.8,sparse_adjust = sparse_adjust)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 99, "id": "9646fc00", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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kdtlVrjJMgsb+B6AtAAAgOltuaZWLqfRowiOCtWaBWrFby+2ya+HMwpZlmIudSG14LNJe0RajZe1p9FYDzYcdT9Y8PLnuwB5XT8sp/RNidqruZ27apLT/2CGanQdXnl45o9XDgyfUEQAAIrNFw5OSj8ZmJVi8AAAAgDsId0sL+KO5/VTa/KS0RwictZ3hNC+32eTcrGG6ra+ewu7gs6uIciIANmp4Zll9fsvlt8oeYVU+mttP+QOe8ew8i8QzdNl3kjhlr/dLrIF8oj1KNNuJ2xfMW7G6aRmdXfPjE+emGUyba7bxpQE1NZOxNBxEi/zBeg8uzcTQcwTo4TIgKnSykUw8I44bT0YrwGCnCjishWFLp6ariDKH1vyLSbGuQ5Q2aaEuYs3fS80Xy8gAlk6y5RFLrXylr5BemmWZa9foy/ruukZe/re0XVtlpQJczy+PNIaZ5aTlIbDRsdGr10w0esu2kKaVv4tWXDoJJ0xcWm6s0y6sheGd2uNRWvPrTuGt5kle8qx13lF5nA3PiC3AzbYRUrRn1CNtdoqdxsrxsNtfkyen9Dc4kxvGV+87vKGO1oSy4WnthFdIxjmIZi8idUlkYcc6cjbXB9pd2EibWdzqW+lLaQUWk5lUQ1eyoo4jHsTBfvLcGb1vbhAENCcUoI+5hke7M9Q+r5VooZ0BNWbGRWQNz6pbMSd8VyeUEZwBxtI5LNXwaAeF9nntRD6zqEWhFydrxqbFmxHtgjbdEWYmr967lvXUjnd6K8ZrHJ8w+Z9QRnAGGEt3MDQ1n6DOHKFcHFYP8FZ75mO4DC0bF7izl9cKdWhZVsv8ynR7xtyzx6bad0qj8FXfSesoEvgRaWMEZKDPnsvQdGzpW0F7JXFkARkZ4L18rD4acZwxZ02YFTuumPbsi2YX/dH3V/oggWCzhye2+8kCA46mno3ahgdW4efACVNWH/1I5Hdp3pYT01PGrKbNnuIB1wq0FwD2eAigoW5pAQDAiUDYAcCOHZpCkcAjdb5nZa8gbQhL+4ieYTB9Zne4iZ59SNZq1PrrlX7bv5T/rRmEWu1O+Q4ta+25UajLAWoDxb3T+5v2A231ETXm1o6t8pmc1qtxqbJ0uJjSPxcANTcAUncNNP+TjznAHjBmxrnBjtbD4WTXFGXmWvoJRwUnlLGGi6rv4PNry7Kf3A4gLhhXgIIxsR63Iy0PQaK2c83/bbUj2LkjbWlsSmY/ktrNpJwmp03waBOPuDuz7+R2eMIO8/Rd4Ek8ZWF7wndjxQ1j4qY55HGhJVrcJI3fVJenQPvsVO0kAE/llG/25vXBTcMzKulb2OhI7EBG8tQ+K4U7c/WSnluDWRNWw4paf1G7EgkWtjhcmXYj8a+UwS5bB9rrLqJ9u5kThJ2U7tA8jTCl4VntYj8l3wE1K53vkO5rfdDrl5ul+xq1+q6+Zvy0Nn8quL4OwF5aGh4caf3H6/1Kr/TBRHUInHBZ+3v5tx2ChzbSvBWnqNcBAMCKLX54oqkce+X5fPHCjlddPMIcRDPGljIavkHy95rjxYzEiHy2brPXL0f7tOqSIF9hZwz3d363OHb6S+0oHO0EVnPLmAun4ZnZld58bGDlodh6199LbzQ/y3JyR1pfX9CCAADATZhpeFZIeWXgRS2Wwo50h68xkuXSlyCtW82xX4n14t5LbzQ/z0CjKf1zvPd6v6bz2WEA3sLD5UKk+oE13LKjB6AknIZnhNYuvfzNYjc/ksaTtQhWdbcwKE/pPw/Dl2oBazx57AEAnoeZhke609NeMx5x2V+SjyZqlJN9b+KXlGNk8cihDbT19NxlWWkCchqS9ueQjKvZRTuH2agJO712sB73HhoTLs1a+Agt0Wx9AABghBDT1pN23ACcBI42AAC34HakZWlAPKqWp2VYZdQc3Xj6icccu8aCZ160H5/YryAWkea+SGXZwVPngy3X0mnk5hkVuKTTajtROtglg3+lN+QWnjvrp30EtYnPM54WPS70mnRpP3r162zUePAcIgkYkcqyg6fN8xLclnKLyVgjaFgM7vLWTpm3tuw1z8daPD/WlQKcV15W6Vq2c+lgUDMGWvZUPRspD7hgq9y/QTx2jBsAoiP6HCSO2qqJv/kYUmW63DMzV9TLMtD8OKhWqlyIpEJLbfGqLRA7Y1m1DFlr7dUra+t3C6PZGqMC9Pudqn0qibfVc1JIA3+W1CLVl7+VGqdfffXf36X1bX1v9BlOm9kTaLCI+mEtyHPjZuYCRU94j8xs+TD21+Gifdfa8Nx6LuhRL22aTz9z9oLrhye3965wFwAAnlvX15WY2vCs6IwdUrRHvbQaKuvFp3f1XBJWofWchJGI6NaU/VDTnliycweoPQLueeSmRN+9A3A6EHZ8CamgG3HsJ/nNasLWLmo7BnE+mqh5Gc5I41HNlD/SB5x98Xh6R27Fr/LGsq1rabWO7AAA67nlO1w1Ry5pLq/K5HRbE335W29HLy1npEWcg15XTmnP8UWEo5OaTZVHH3Ljx9I9g1S496C0fTrhGwAgIpbf6S3f4ar1Ybrppcci1rzff42MR/meyANF0rCMiVSLFq6NDyaBM8idpTQ0buXFUfar505itK4SQ+OUfjRUKdXrIdUujX6buX6w+wEeMdtWsrP8twgpJyI2Wn6ygecqWlG9rcmLnufHd6sBHr6Fe/sWAHA2JkbL3LVabgc5sosc9VXSgjO+nNn5jhoC1644l2WpLaKa68gaSm3BCiTls9xxSWy38jMzkesl72pdOdRojdlRZ5kzDgVPE3ZO1kbs4JT2OqWcWm6xzYkGmhWAQ/BwkggABWNjLxB2/HCLpTWCVk3u/bwX1uWIELfsVCT1PeUIy6vvTqm/J9ZtEMGYH4AbaR1phRJ4IjOymKxeTG8SViIvslHLFrVcAJREH6c3zaNPZEvw0D8ZGdv0eNCy+xj5ACTvWN7ssfhIo6izPSbE2ZsZO673Q70NbiOysJMShJ2bcZlOa9eeRwaR9sOYXRxaPnu8omqPQo2ONWk1Y18Fn4xqaAWZUSPi7LRwFO341Pq7ObHvbmP0wgZYB/onPm5Bp9UvvOsLzKjLfi4444iDtRnJvNfAHgKQZZBGTZuXoRZmgghaoPHj1HLsx/VPbaxKxwkVOLL36tGPUTs+W16yNYy+2xIksWiACIyMw10aHAjDcrz6SNT85aT3Sa9fC0xeNGsFLKMycwLSL61KelX/m75X8yKsgUaLzuWvxZBqRZQurzX3rjjTtqDPSxbm8h1uMZJemc/tKBGUyvy08ZdqbVpC+znnI7F9KqO50zFWOsnjHEpyrgJy+p+vzx/vwrS/ODcNdIyVv/fGbM+BY06j1ba0Lbh8y+c0m4yIav8Ii8lqdw+n4HVUPtLW2nnTijw2vMepdfoRvqsaQxt2a6PlnsFXZIM1adne7x/BL/87pXkNk0W7ScpS5lX+dysPbR0tnCj2brKMGhdK3qsJ1mWfj+bhNf576b7er/RK8pAaMNw8k8jzKwArMDNalkhUvUkyf4zlzplS7pJ70J3+DNKJgmpG6K6up9Xg0hyF2pn0ni2fkcYaKwNvcnmXzDhRLNOYEXY4DZ0kij0N4SDVhtH3S/Ji1NMGjsCVTRs2xUJ4X0kUI/soRBV20E8gAriW/h+rd0bl4rdycdmVb2Ss+n7n7ho7ewCeB+bxv4S4lh4dy8VCsnPP+a0erLvyHWGVkV9PO6JNR1Jm63qV9kaeYKcOnkjUcX/CPB4J9bQbteMjGVZJBmHrSG8FUfuxxMMA1OvmW0l5ZOZxo5DDSkslyeOE8QPOJ8q8Du3pHaiHU9SOt1hArD8uyaIw054aTQItS9R+9Gbljqhn2+XJaF7ScfHU8QPWAg0GsCSI/Ay07Dg2AQAAAE6luSSWWoGIKmzpLa5ZRtNo7YJnd8il9oDzv1I+s2JHPitgtd4fvYnH9Z2lIz9pWpor/bP2S54744hzgYQnbgBO7SsAPDC5pTXrD0USOXj0uqzm9gos3n9T6xdtG0n9/HDvWCBxmOjhOyrSFW+M7TUgCjrYyanfueUtU9No6RGvv57ayTN4T6y0n0+fyCOOW2ueUEcAvHnad3RbfU2vpXs2zKj6tbc7n6UXMmE2CvcILad8HrwSH6LhBLLvIc6Iu8bqPp3Nb8UtLQBu56bFX8KT6hvqVNuj4TVpcpN9TaCiHoqtAj1KkcTvar3bg7YbZzMUCe2Vc+kVbA2tND3yG4WzEdL4EgL34XFTFUI0iILbtCYd5JqAhTRtafCwXjqZXhyplgFsLVijJ6UAog7ZkPoBLFPiA11GPT7safpm/PrUDJVpv/dUwzt3UrXgn622iNrHgMdizrHu99Wa6BEg3D8Ht9AS3ueCXumPBLicDZK5krK8vWChUeughavnbWfXUbhp7IC/4LvZT6QLEZF4v1P6fAyNlqVRoMt/c5Gm8eGcwe4FbHf+NU4w4o7YbgCcAr6fMzG9pRUJDMj4aPoo8s2wmXqcCL4tAMAsO+aR0AJPuajRxmk11smLysll7+Gtao3cdpHLBgAAT8D0Wrq1MW7LqK21aEpvRXkYpFlcH9aGhvAwgvZoG4+AnyVagWLlDRFp2WbLBCNLAADQg6kTAAAAANfTPdKKZEexghVnjhZ5nGKlj2Oev0Swj5kdPxHqAAA4G4/1YepIy8KPwimOp7KvFkp5hECPE0bqJlkoaD5aPypRqI0dzyOZnldsbyTjQdpvnuWeHT8njD1wBzjCvZfSRcoKlgylnSEJNA0pEezoRM/5d5mF5mO5SPae8Z5gPBdLzit2dlJZOq30qKflbuV2oeKUjRDYy+3fQclTv4lVpwBuS1u5mGgHrOVCZNGQak/GjTxXeGCefcZSuOrV1yrWWc9j99fXX21lwz9VSDRC2gkTJ446AfgNvglftl9Lb3Gy/Uf0skcvX0ROtluhjkB77h4wPgAAJ2J6LV2cqcEOc/WEaxH/K7M7blKvjCctZhZjKWKcoZWU/S1x93DS+ADgFmCv5Iu4ebXCwCt9qgtvL5r0SIdLylZ75k/ZUj9SNGfYrM1b8hsXDb1mj1Km1TNItbbzoQE0Z+pb+70MxqoZH7/KmOq+j1q+jiSCY1lmid+kEcFrRlirfX+0v7i8VkW6LvPwsq2i+UQBCxwoWWX+EfFbWIHbkZbV1euTd9XAH88xctrxzqrvBd8lACAqy460stSovQmTd5JU6vQ2Ko1yVJLS3E6v1nZP2TlajBGurUaPd3ouBUo042eVxqXHCcLOU8b/DiKMQbCOm/o7tNFySc9RGrcLj7A7j7gj7pUpQrtJiNi2UdpuphwR2xWASOAbicmW4KEWk36UhYMyW67d9Vr5oe6ua0rPmZgitDXYC8YAeDpbbmlZfHRRPlxqlDpbLmnwUC88Fv/esZB1uhbpRD72GFEjW30vkdsFtIkyZ4L9RDkCjwSmNhAWy4X3CRoeAAAogQD8m1A2PFJ17IjaNvqxRvTyRWNWdT/S3qcfZQIAwO0c43hQGnNrZNEoF7eIqr5Vwg7n68YKq7b1dpw40t5cnlx96S1Fb2Fn1VEUjrz2EG3Ouokb2xbf6V9CaXhmaO3YI2pPaJl6u/+IdQA6ch+jLwHgwffhxxO0zFs0PKtpXVfPv416ZPagF3WdlgMTgB8ag+YZT+DZiSH6ErR4+s4c34cfUmHnRo1XShdpeKLxfv9zirdLmvb2wSJNf8VureejKVMKHgCAdUBrA1ZxlYbHU/LUxI/q8fW1d2Ft5d1rQ8nEJK2bt7fslP7GDqPxoEp3AmXE8CfxtPqCWEDYAREwmQZXqr88hQhu0az9fjtWC6Rnf3Hjrszz8/VpHndGw0swedLYBQCAGibTKxfSYSez+c9eeW6hjTw/C41GLanbyltjI89J61FLJ7IdzUy5ZuyLRtn9nQMAgJTQ0dI16YzYrNzoz0dKWXepDQz3vpZb2vA0Zvsc7CfKtwN7OBAV81ha2sG+8yqcJm9uMpFcGU8pxkS0ykjYSwgdLU9KMdo/Gq2guilhwQIA3MWW4KGribLz0SBddDR1ixa0dTQty/6ENuo3EHaAlBvHP7ibq25pAQDmgbADAHga12h4PLlpl/OE3X3ZX5K+y89QG5fdfb6zDE/wyNojwhgAAOiAhmcST18yWQBZddul9EXDIb3tIynzDv8v5SIl8imU/gqBlgvdaBt4LbaS8jxd2EkJwg4At3GcwNOarL0W15GbXNq0Iy0w0ok+0vX2zMiVf++2L7VNEdgpSJ3GjXUCIBqrNvzNz5n6b2kmtGhi+Pri86pN5PnZmfJp36Xl0HQmjbCtLY+krLk8OyfzXlT1US2TxJNyeYTFpaMtRw96zFbSawv6W+3fEfzh3KgRuaFOpwttK8b26W10Oqs2/KY2PNoz75V2ApK8nnJm/3q/0ivxHoh3s2JczMQ6k5ZvxF6KK9esfdGon6qUYmkfbwU2UwDYcOy19GhCCs3rKQLSLHkRtxSyViwQo3n03lu1uGERBQA8DVOj5aw+76kZORVh7T0uvc/Xh80n/91S4NAG1dQcXUU4dlhxlFU7ksuBVCW3paR/n1nIvfvi1dknlGW37AvueM8azVE3mKP8ntDWfVpttHv+Bftx0/C0dperjiyyvc+oUHSrSl/b/jdpsixDnqR0brucXn4AAKix5Vp6zQaB+20GTmrPE7nmSjk1YpVc4W6h2ZGV2hfvnZy2TpJFceXuM8JO7euLbxfrtvCob6v8N7HiewIAnMFWo2VLImghNJoT2FfUabVLhD4+FbQdAEDDqWvUMg3PicKO5e5ZMzh6dh6zaGyoItFqQ2owHg2LMo3axvWAsAPAs5idj04Udnpsu6VVE1JOlShPZYUdRwTNgsQWK8LYi1CGlTytvgAAfxBaArDsFkZWgYUVAACejYvA01PLv96v6kI7e9UY9JG0k6YttVf5Z9IbVdFKxlUEgShCGVbiWV/MBwAAyrTAkxeh1/v1/d+fr096v3/8neT/zuSJruUyv7xdIZm8cp61tCTkctYW1Vodyzwkfl3KZ1pp9Opd+kGqlUfSZr2jLIn/o/LZMs3erZje75xtEyckt5CGi+DKVOtXidBF26LXlq02kfaD9jZSrWzl2OmF3YBAAW7GY3xHvTF44rc82o7bbHjy+b3kVg7n4ViSRi3NTM+GiAoGlvYo2jKX9V1FmZ/EDoa2T/QQFjW+hXbnsBOzeNvARbC9AoAb0xifgMPEhofu+LRSIdVESKKE5wGdF3vqXbmVRivAqMQHyev9+rfopZ9duPQDa2kLeoIDfS6Xg77DeWBtaQR6XrJpubPW7P1OIp9E1OeRxLsyLSNXFgmjO6gy3zw2anWVahrL58t+5GiVuzWOabo071b6Pa1S70bcibvCkl77WOcBxuDmnFlh55Y+H50nS540TkPG0vLaJUfbFcx4o6aCk6TNyvpHawtKrz5l+XtC5Kq67mjTsp0i9iluYgEAVmKu4ZHQsoXp/a20IentjHu2BiW1xaBMg4tZU/5bYm8hLRNdCMp0SzuoWlpU4yLx61PWv7Uwatq0JLeN1M6FGw9Zo9R6Nx91SpAIAS17slr+XJno37Q7sKZ9U8XOq2ynEWGnNbY1/UnLeQoRbSpAnZGTBQBKmp87py7vPcv9XmoXMlwAzvK4qjUpaTQcNfLxxfv9cyTTChnACU1cGaXtVnuf5lU7LqHHfGWZODjBrpZPFj57x2HfzxfHgK38uWPFr6//Iqs38vm2ZyqO+ma1CPR9qQPE7+fT334cCd/Qej7Xk0u3JahL8vuk1y+tWS2fXpr0O4yu3dmtEbM4krDEK22LdC2+cxCTVRuPZcFDT1BtRzoS4G5SjRho1xatVfWM1KYngPZax41tfcI8C4Anw0daVHOhUfNrdswSVqgzucmvpYXxLAu98ZSSvB17WhSabu19C2pavdH8Wle8pWnvUIlrjstmrt5HUfdLx86u8nJaUYs0d2N5S88qnZuPDU+sm9dYPaEtQhot76J1ZKWZHCXPW+zEnrybk9Q9P+N9hVuKt0YBV3gBAE9eF1Jqa3gg8BAki8PpC8jK8lt+fE//kFtEbZvTv5Uet9cPgJWYKAIQSwsAAAAAT2aZwDNzG0FyM8QKyW7t9B3dyvJbah1m0pp1SBidlj+nnZz+rfS4vX4ArMRbS71M4BmZGEpPyxTNlXlrViwingZg2ZdLJKRGy6PQq/Jar8nRkI7B0TrU0t8tPHkQ7TsAAPjh9rl7TyTSidxqkqZOAenfuGc5RpwkWpDPSP/EvGqEpJhBerNqVLMm8Q9UOxfuhfaooRnTq8e/9S3GWvtEFgBHmQkXA87gRkEdjAGj5UPhfOz03hkNujqKlVEnTUeTrnU9Twx9EtWoGQAALJm+pbVystw5Mc9e6209N+pHR1uGmTzpu7hdBQAA4CSuvZaORXmM1/uVXmksknnkQJU7eNK4AQDowDy5HrNr6RKbFe15afm89pyc08aMnLeXAUt7WHgPtbCNGbEpyYE5e/GuKDSOjcRXUYtdgQC1wVB7rL45lhJsEgCIiCQe4incOscsi6XF4S0BQ8L+oeV5eDeeZYpY35U8vf4A3MaMucLthHY82LtyPkMZoX01uQ4RtBjlx2Fxg8yDkX6SllMSWXw2jxpSLdystquXR6ttn3j7SFrnJ7aNlF0aWvAPRI4fo6nhSa/Xh9p6WOwWT7F7uFWKHmn/si2i9l80TcbITToAAADjDGt4qL+WlHyFndqOymIXMbobiSBFj9a/tTt9Tdqia9pkdYR5LzT9UEbjhrCzh9u1D9A+AaBn+WejFSAsBI4IgssoLeGkNem1FlpJJHfKaBv2jKNPWZg0dbcaa1EWtVP6qKTVByfWhwJBGgA9QaZUoCXKYgju5gbhAAAAUgoWWmL3rkVzLd0iHQlcm3gel6wM+LlL8yYNebETbf/OCsG190/VjLa4sU4Zi42QhdsNYMOM2xbwF7cm9LxiXPtvyfMtNIa4NA4VxWNCLfOxjHslfadmByV5d9dH2so3GzfvXvgsBa7ZG4m5TZ4i9PQ4dXGxmHej2p498WaYxvcZ6HO0p+WSqDeHVqC9naRtK8nz0du/Vj7vW1233vIDe6iN4ejfHQASTKMm7PDDo9EcjP6+ahdGjz+0uwzLctby1i7atYW/VcbaQKTl6A1WryOk1/v1q/y1emTv0hQLYacZpT19ujfiLLWULUZumQE5K9rstAj2p2rJOG6rTySWxeq8RcNjzYzE6bnrKr0lpzS2aK/0D3PyDnSFBujUtjm57NHZ7U8K/qPAyYT2tLyS3hlwKcFnB3uj/ntqaWvtj1ppz56z97wPW+1mJJqfUUaMzPM7kny59s19yfmNktZpVRwuD+0DhB1byv7cLWjssuGJqFmMbsAduWwRGdLwwDbBj1bbtnbV9Lfdu0RKrzyesdd6aUNbISfauIoG5kawAowznpaGZ3vwUO80NEgnc69Jv9zhSBynPXmwj/YBhJtxdrRd9P6KXj5LIOyCEzA90vJSoUW4Div9mD3930g8Go96PaZtXFMhe4X3qKU5GmB1ZuLVhDUB+4kuTFiXL/I43CHsRG6PFqeW+3bcNDwn7gZO263NaDlSWrOYSNv0tLaPAG0ztOF9wIAYAB3DR1qvV/rQSOkp4ePbgaUAWTqZswgG+0p/g8yOlGfkHQvhDYICAADcAW5pgauBsAIAAKCH2ZHW6C2hFUdfEXfwkcoEzd1ziDTuANCAeQpIWKLhoZPoiAGwl6GX1rMwZcbLsrRMOygnkJsnEas+0wSN9c5z1o/TLDDKPIeI/m1GuH2eOo0T54BQnpZnjDA9NUUnGmBHw1OzEG3nh/ECAAB7cNXwWO4e6IKoWSA9FxiPtL08DEeVuq2FnbINeju/Ms7WirhUEHYAAKdwiwZQwvT03/L8682qwIselIuitq1awoP1Yhv1Y5BedU/pp01GVOIR/EPNsMqvEngOvTk16pwL6pw0n83iNjTp0ZQHksXLO/ijBSMDThMXbIYdH4O07K3nekdorejqJadra2rlf9IEB+zpfROnfzPgHzdujJbI4nmCpQ3ILTbS5yRoO632PJfGquCPNV7pk14NEyvJEQ+b9uaBLp0wP/xRbbdvSq3P08AOHDwZaKhknLIxUl1Aimy0HIWnGaF61zdqP59E6XjRsi0juZOw5sQyI24eADrMjZatjD8psx+1VZmohsN7kly1o/DU3GjqMNrPUXdeO8qVx6T1QijVDJ4mOKR0ZplH4+YBAP4yNFV7+UOgC7Jmge7t3iRpWe6mpDYiKenbsme/w5VHWq+Rvl2xmIzmUbaVh3AyWq6oAhxHdIHBoz1HjsSjXNgAYAervoERQh1peaicd6ixLY4Zbjn28aoHl26Edot0dBKpLAAA4M0xsbSkE7NUetRO9uWuaWYHZbHg9tKQlE9jgO2Fl/DBGcLvFnZSiiVgRCoLALcQVYNxMxZtHkrgiUL0XbGkfBE0Hd48oY4AAABsOFLg+Xx9RNKeVmg55aoyV75S68MJAt4CAmfQ7rEjkvjZ4cAODfTAGJHztLbasdE6sY0tbc1MbGsNyjFFrRMljaSJsTXLKQaC1keCEmjbcAbtHqElWv3S1YANmKedOOGAcaA9lIO28ufENo6mPNi+lNc60bKRLNJaEUvLajEV3UYztEXfNaA/Xx+VgKcVWmvtqJ1weu4bRn+zeB6AJ+PlWgXExu2W1oh9Re2dWTsNSzuP3TYjVrZF0W2Ubmb3GAIA+IM5dh9ut7RaEvLIpF57Z/p6t0Jm60n8uxeq0RtnM+ncRPYPMePvaRbpGIp0fBapLCuBBgCM8tQ5NjpTn7SHzxxrNGVsxWay5qmLiBUj7Ze91lKhY+SoyhsPm6dROH9Ht4NFC4C7cJ26JR4Xy9+lE4yX/YsWTb60LbwXWcm19fL/b0badlLND9e2K9tSbZPU0XRqy75b29ljOjjvA74L4AfGT0ya08JMp2Vbhd7ESH+XGJN9ffWvYGdDVcnEl5/RGvOWzu+445Ly2fL5EQGGe4cLY5HrT8tVhpnIV/w9nRSW/UDT7NWJo+xzqWCdn6HtlX+bWcSloTus2lQa4DPn2Xu+ZjvX+nd0ZrUz0QU6KScdy502xlpYjZ/W/Li7b7WhnyKw1GhZsqhYG3tp0rPKu6znbJqtNoNhHNgFxh4Ad3DbRYotoSVGDZCtJ1ELGx6tdFrW03OnKY1sTWlJ5hZHAZF3apHL5klNs1bra2n/jx4/AwDmsJ7DbhB2pBovMw0P3fFZRh635ASNSZRycIyWz2MnMTPOorezltvqAwCITUTt0LbgodEa4gSwI9aDcQYAAKCH2fJKd5aW3nxHoUaqWRrl1F9e19I1R0i10AzZ8Hg2r5lnS0b9AY0KJq1yzgg7tXrsPJIbNeDOWGl3IHTHIYJxKgAcp2023YyWR9TrEdVjLXp1jFifiGVaRV44an0mHa+acb36WPfJfesJ2nUdOJaVEdVkJAJbjrRGBm2t8yLvbjgNQWYmmrcX5TV0TSwn7U5zVEtikcdI20p960jGdTkZrZiQcl/Sq/pSEFm+DRaVdUDYkbFqblmBZH6xWi+nNDytnY90V1Q+52XUesvAsKIcPJEnGOxiAADgN+/3j/kF5sa/tDQ8bkdaUdAIPNbCUUs928vrFkHtlnpY85R2eUo9AQAx2HZLayUWannribmlPdF6oKbM+lHxxroc1AD9dFrxqW6pY0rYgQLgAYzZxxhqMkljrz7354SLMoQCx+qySm5djd7Kyu1gWadeX9d+z+WYDdeQ2yqnM+Jssfx75ElCUkcpo/V8ur0OACuY/c5qt3lBn1C3tLwt9Kl6/anq9pX1Hs3Lsoy1tGbGGm6SAABATMxteLjrvdwiRRcILBgArAXfHABxiL7Zjl6+FscZLUdrbCwWQMLOcRLtmwEAgBrec9UWo+UZWwnrm1JPxDNA6Glwxt3Wdk47hWIIOwCAE9g5Vz1s6buLpwkuwBYYKAMAnkQoT8seRCkHpbfYjNyMKmlJ0blNaBq1Mo0uivm9CItq7wafVR6WAuhsWlFuUZ4slJ9cdgDAX0La8GjYfZRQQ1KmmXKfbq+xus9ye63y3BypfyJ+H0BOK/4bAOAvIWx4vHZLIxMBFxF71plTTvPrq7+DnpnAalestWjeGXFwyLVvSnOC3ig51pQ03tRMXruEnVqZPRbKCFq7J5CF1WjCzun9f3r5wTjHa3hmeOJ1+ZsieM+k/YS+BsCDqN9O1HKBtSzT8Kw+8561U6AfB2eHsfMsP+c9YhNT02StjrLrmZcmRlpKfzV4ZhF4GY3hCkY9cq/kibYwI+19iuZBKlSs7ncIO6DHMg1Plr4j2Tc8FeyE7gTfFgB9MP/9cGNbhLDhsYitFIVoO1at9ue2Ae6B9W57RAukHWc3fFsrOEWTMovXPBVt/tMSYf6L0oYR2mIlj7Dhke58pc/dJhWvtuuJwqp+vG28cDylngDsBrf3eLZoeCIxu5Bz2qodlLtTiR8dCZrbSyO0djMWO51RG5pV/XjipBS5PQF4OhFv71nhqf0aSlpyfbs3YbauLc8wY0DKCUa1IKma8tTQ1jU/X5aR3jDLv40KGKOanl5dWh+mxUfbM8Qu+2DVcYYkHytBkArBFt/R07R9wI6nHBkCHzwFuUccaQEA1kCPhSMZUo8cueV3pM5EP+mZx8MZr+Px0XG0+ph1VX69dtaUo5bWycfTW6KlP9UuBNigneBO/kABaBFJaJxhpB7S7/p0wSaKTzguX2+Bs/bcqAyxzYbnho8UxCfKjQcArMHx0PPAfPaDuaYQR1p7uGXXBoAnO3a6O/L01H5Ywu3Ec9mt5zVobutY3tI6ZexJefwtrYhA2BkHO6B9aNt+VkNhOalKL1LsECK4+aB1CcOqnLXbnq086fNl2a3nNY++sIiXOPPsaP4WefeQlq3sF01eo5edrDSd12h4IkucICbQss3BtZ/3t2id/oy9ofcYojt5r/y0Rq69MtTSG+23KD5nRsq/eo7xyC/K2ir2p3e6hkcidXpFhcYZ+m9u0a6UH88tdVrNDmEnJVn6te+W+5azWwP6vUvGhWThp2XQzCnU38roYiaNK1iWt/UOdX9An631kVQr8Hq/fqWd22BkPrZ0j1IT4HqxF7XjY9RdiTQ/aRne77/9IHl3N10N0i0aHg1WO4Yoki8AUZn9Rmauks+mVT5vleZqRnb8kivPmdU3o2bzlLoXiNynLXpl12reot6Sa7HlWjoAAMwwo57fcVz5er/S678pc1RIo+WOcpxDWVEuGED7YdUWVn1k2TdLjrSsVY3atHJ6nJoRR1Mgw6nGo6lnZ+Dq0vsORj08039LPHpzfVB6FW8ZfnKhVSSGj7VnW6FaWmXN6n8qqLTeL99LqbDRIXvMT3p9OzOkR0i9MUzL0DqC4dquPNb4VVemXOW/87utY5+yDenvn6+PuM7lb72jr/x7bc3IZe4d53B5tL4Jyd8l6bXGLO1/rv1Lm7DyWc1RMJevpP3pe5/0t7259p8yOj9ZwwOJHQB/bvnOervRHVqhXttGdOB68nio9fHOywsntOVMGT3q1/2OTzda5og+UAC4gZ3fWUvroqW3qJW+ZFZx4hwmLXNEjSnVGuW/7UJrU3YaXP1mLgTN9NeBTQgAeAofslmTTnaegtFKeoFxI1IeU8wyevTTggudoGFWKB4RXizKXaMnfHgI5bvGNQQeAIAbsxNyhMXeY9HV4OWobqa8nG1ISj8LpEXfSdNoOW60yqdMa7Zu2sCeHFZtbPmdzbpz8dSwQuABAICgnHiMAUBUjjZaBgCAKEQ2QNUY5vaunGu9MqcUQ1OXucHDenlsOFuXCO1hWYZrjZYj88SdWbSr/7uPIoCdrYPUMy+9mkyvHJdpWsA54ZPWu3f1uXV01EtP4/G3pHXlPP9Oy0kpBZ2WR3Pvb6+WftkWmvzp1eue64fauOyVU1qe7H2a9mttvPfg2qN0HVBjdFyW5DbKxuTS47Ceywj2PWh4AAA7yQ77ImhHOO1FhF1wSrG1SCn9Lh/XZh5tmdOM3j4p2dbfo74ntGELaHjANqA9AS1mJ/8ZR4k1uJtFkjALFtScr42Echgpl0VdymjqXJtp+luspVV4uJ5yXGegNbYU9rJ3bm0ZemlqGB1rHqcgvTTFWWLhAiNE2BWDuLySfFdem4Nafj4oops46e8RQQtpQEkpNL3yeKlHeYRSe2f09oz2HerFdwbp/KFZpGe0F9LbXFp7Kfo36Rhq5aVx4dAaG/SYmD430p6aca2hVxYcaQ2wQuUXRYUOQHRWqeB7xrwcJ33Lpx9nUKK2faudR8eZNzUD9Gjj5f1O6dOQpCDwAFeifRBgLbP9HzHcw+lIQmykFEM7G0VgiVKOHmU5n7oxn7LhwVEWmOHmhQP0me1/zug1oz1CktzusDySWY2kLSQhNnoC0cztMQlRhK5cT61jwtFnNbf7an1QltMjhhUtn9lV8kknmOJ8oOEBAHhg6lvDIC1tGhF2r1EW/pJWu1gfx0ToAyCDapRqGiZO62SpjVp2S2vljsjLz42Xjw7wbE7UFkip7TTzrrj0fUN3iJxfFs7guNWGkiCj1CC5Vf58VV5SttYzud49PyS1OuQyc+XWYDUX0XahPl+yf5iR8kgNzbk+sAw0273t0/FNU/OH1NKKtXxEjdSj/N563xz3fk6j9UxJeUMv/5vC3Sr7pL/fCNXG9r4VCdDwAACuQOIDRpvOyLsp4Sg3MjfbaL3feu/LLS3i7HjufYcefQE/PAuANgcAHVLvs1LKibPnPVaSjtb7bX7XwxHc6LOnzkvanby2jyR5S+E0hDOM1rv0vtzSSFIv3PTmVf7/2fFc8wRNy5tZoQU/9HOIxamTCgC3c/pRIuaWM7AUci37HPZPv8GRlgAYzgHgi3UYgtp72rQk6vabj0co9MpzSmfWfcV8vmrNeNL4k4IjrUkg7AAwR0/TYhGG4Fd+lb2aNq28kNSMN7/tHtLrz9+8WKXtaRmOZ8qjDst6t+o46imasmI+bwVMbf1dy4gTTMv8NXlGABoeAIAZVjvOU7Sq3uU8WZMiuaasTS+ltodiaYiSE8ZWNCK6SKjR0vA8XuDB4AfAD6jc78NzzhxJ+4YjqtH0W9+XNM3b1kAcaTW4qaO1RFI1gjsZ9ckyq3K3THPnd+IVVXoGC79AHL0rzLW2WHlEZcWsx2KuLejtKwkR1kDrG5tsOk/X8AAA9kB3luVuVasZOn2XmuurjbTtoT3THKPl8u5q/9s1iLfXj2JRX2h4AADhoJqCcqIrBZ9uOsyNrOFyDcZEmskz11cjNJRGw6N519pX43sll3eXsOkp8OX/ntGwSb1C098k9krRNH8WeAt3FzYZ6HHjh3Irp/dVayGWTG7UXX2N2mI7swBr3i2fXXUNmTITfmLGg66VUNlLq/ab5/EkFbwtHe/V8qj91hP4PRxccnjOQdJbY73fpeMRR1oAgC2ccAy1u4zamzHUV442zEAmylGKxc2ukavbsz6cZvKaIUq/7QRHWgCApdCgkjWiCzsp7S8jdfvfo9T0fH2NGxhHWTRbRzoz77eQaAxntR6zV7xZA24Dv1Ccz6kbgMADlrDraMbKWVkr/QhEOvp6vV9sVOSyPyT2L/R5LlZUrx/yAlEuFGW6XFnLPFpp5rJJokzX0inTo3n24jSVeX7I5pYugGVdW3n0onrXInGXv5fvS9uid3RFbVtG06XjgObRmzN6zgRpG9TSK+Nd1cpGy0/T+Px3kFmW9/X+F8n+ezwUwm4en1wb//ou/kvj+13yb66+tMytf7f+TseO9rizRaBpEgBwM1GEw5PYIcha5vmUPrdssyjatVFmBFxvYMPjzG4bAACicuO3Ye0ZuXb0scNOo9VXM+XRXsNPaa7uM2PuxvG6GjpWPNoUnpbBY4DR3jlo+sp6YtSmNzKuogkms+9r0z5VQLBsAy9OCfOwAxgtL2ZEvWmt3nuKKpkCYeccNH014omW8ssGQuhy//t5Zg6dvXYvKcPKb7nVLto+8PBObNEWPfuS2TaYOd5q2VXRctTKUtYlkl1fFNAkDUY/MKubATPMpIcz/P2cMFlxxrSlcXHrG6oZL9Pfe8av0nai17VLI+NaftkA9Ps3ouwuDTxzHTmD11o9W47jfhlzEx872nGhMQClZaMG2DXjbFrenmFsWZZeeUtyf9C2KMsg8eVSyzd7iv6VF2OcXTN4b9Wjli4dZ2XZPunnmeyDijMKrqWT2ye7JOi1A2232n9LDZDL9+i30JsDpIIezUe7vuBICwAQDnp0oD0esjxO2nmMobVbsfA7M3NcYt1WHseCK44aoxx9WSCtS5Q640gLgAbqq42da8K3Yl3Pnsq+xGKBkmgASuiueTb9ESRed+nzWiwXqVJbMjNe8rvUwNViDJZp9tp0NE/uuEnSNi3tXw/N9W8pnkFIV8+d0PCARxFlF/IUdrd3qa1YURaJdmR3m1jA1ZNqT1oaKkk75KMZToA4sR0jltv6duFOcEsLAAbc6oqJx22j0/v69PLPslp4LbFu+9n0brulNdOff66640hLxlOOJkB/R3OC0fAJjH5TsxP5TpsbiTHyCLuFHYujqhnKm0mr+1fT9pL2me1LbcgRKRbzHncM2EqbeoXWoOobaHjAk3j6LtmbKEarEY8NVrOyDZ7U3pG1KzvmN688h7/9kzU80LoASyDs+JEXPck1ZSmj/dXyUXKa9m5Us9LyjKylp7XyWvw9+kpyPb5GWdeIwo4nrX7wmlNdhCj7JG152sAC4FRq3+rXV/sbLn27eJPV5itufDXLobz5Iz3GkR4j1AJvtgTT7BOG+qZ5v/0FHa6vON80Eso0e877SrSeuWma1pv3Wnoet9poutKyWGMxR4QXeAAA4DZO38hJr+qDH6xDo6zO8wZC2fDAvgKA85BcaZXaeNTSkswLnjYkmrStj3i017pPsqWxLGvUtDIrgmauxLr8pv2Ha+kA+LNTYD99AuWIvpBFb3ePMdmrc5Q2uXEDramT9NlTAuO2+OWy4GSj5ZXAQDo2UYxNuXKscFdfs71IyV6jMJsGF4dHynfcof/2XFo7n1r8nzItDWVcoJbtCPcMtY9p1YP+xl1zL/NstXdtTNI4Z7V4YrU8aVytVkwm2ibl37iYYzVqhubaK8/0Oc6jNrUnq40hrly19uDKVsunbJNaf+a/lbG2aBuW6b7er1+xtGpl6JHzrD2by0HrXcuDtlutL1v90vt3FrBF4S+g4QGnEW134UmU3XINy36wSmt3e814rK21Qe2IrFVH+tvuWFSzR3w7+nNFnrN5RL4aryGPJUtPz9DwgKt4irCTks2E5qW5HO2H3u2S1ju9XWAZEZ1LRxI/iaZBd+AcZeyr8t0edEfeeq8W6PP73+kzHYuJvs9ptSQ3pWavcNO6tsZyS8sgbQ8qiLTylIwjTb4W9NwHzGjHJO9o0/qk17fQU/turG+3QcOzAUtptsUtu4BdPEmTNEKrffJv1vYe2ue/j/zSvyMtrcfcz9eH1byUwlUrXck46uUxikQbVDOoTamuVfo+Vqlc8V+tjfHKL9eRasoyZTBXK6eYXnNNba3RfJMS9wDWIWBalO3EtRmMlgEA4fFa9EfJebfK4CkUlzvbEzYtu48TVzNTX+7dGQHA8lmL9zRYjZ33O6UPVZWW+UDgAQAAnlWavlFN0A5Gtcdl+XcJSJ7alN19Y9mms2mtuor/Jx9oeAAANzAzac4IFCP5nqbxsCpv6yjQitqxU6ss2rR3Cy49TjNXWPktQOABAGxh1+KxI9/TBJwZVtkhemA1NiIIRrPHrVHGrKlm6om3tCz8iVimbW1tDuzxHDNP6XvuNlUN7Q2a1q2NXvtqbszk5zU3WjT11VLzZVNLz3P80nxqt2pqz9Gbbinp5kKrOpX5SYQUzucLZ7wsudXGwfn9qT1TpscZP9PytcpQ89Tde4dSa5vebTpuTNN0NOWQPHetwAMAAJasEihKTheUd2tAVvGUekqQjtkdmiUcaQEA3Ih0pDVzBd6rHr0yaY+OIt2osTim0NZHmufuI7kTnBueyiOPtACQYr2LPn1Xbknjhmj4fMvFouVvyCqPGpKjI/q8N9JF1GKx1dZHKohp27WV1ggrBJHZiPY3zmMQeDZy44A6EevJ5ym7KomnWc7XyIw9i+Tvtck+/83K+23NO/IoLQ+50eaJ0fLU6tK1uej0Vc1GqPe+VBDoefV+v32+9Rkbp9KeRiKkt/Lxqlvt31w8LmtU046mQNE+0h47zudbBmceaFzOn9Z/kZlpy8j90Fvsc5iDP+99/fV4LA0FwU3Ctb/TNHN5swdoLt+WYTDNs+XFWEJ5tMK1VWue0AgE2rJx73ACAzVCzfPNt7frSl3y9XWuHq3gp/n3Zh9VxmjLa3DruVaMMmqIazWX9wyaaf1zGcsxXpK1W/R5SRloOq3nOeEz50eNrr++6gbUmjVLAmx4AABNvHzfeNoY7LJf0PpHsS5npDa1tifysruh9Xq99WFIrMuwO52TgQ0PACnm8cAJTAV/bGiBPCfm0tjYQ3PKjSNtsEwuXtMos3YbLcrduQRrgWE0MGuPHD6k/LeXJ2ZWk2nUbyPf1IiWcDVaFxYc0PAAAEyx3NlHcO4GfnN6n6wKeTDKjBfl6B7Bl9wihIYHALCK0Qmt6hjN8JaXVrtX7ioj7HIlWNnstJhZsKxtW0agY6rnfG+UnvM9Dq2WkGqntIwISKPPSpwhShkZA4d8xgCAE9FMaNUbXYZKZu3EXho5n6LRKL3/ZlZrL1p9rm3HHUfQ3M1Ci3R6v2kM0jVpWTJ6ZJvS33acGZtDkd+Hc3PklN0UAKDN7GJrKWhoXf6P3mCJQKvdvIWI0n6qR+8Z9lbehOavJ0RLQjAM5SuwISz7zUvIlrgG8BojM+0odUnRTAM2PAAAS6LZRJyEl2dhayR2JpKyaepreUtLktbptkpPBTY8AABQINkt7tDeWHsW9jzW6OUt0fRovUhbeUf+pFc3rdrx4O2ssAEbxaIfHtSVAAAAVhJVWJBqxaKWH4yBI62LmbneCIAFkY4FIpWFQ1LG1lHRquCh2Q6mZyt0y9zj2a5e7XRT+2vAkdZD0V5v9CDyDily2W7hk/i4WZL2t1SnrzACzVfYR8stKWPrm5a8b9Gm+XipF3pjll2hcGi+tevUvfAKUrzm6J59VeZJ8+CDqgp2EHlHHblsJyKNm5URLc6DSuaVkziNql6LCyTFutweN44kUeQ94cbZSnqbyVXtMhOtPYK9zmphCwIPOJYoxnQcJzmsmyHvdj3c/ksWjlo+1tfZLa5YS9CUW5KfZ1wtGizUg1p79G5W9ZBEaN95rV8CDb6Z0WgXcx1bwURpZHXrQMiS41tJnuLnYMMDAGix0xZg1HbCyubi/f53LNeKlE2fT+nnuGe2DCfa4UnrnZ+jV8TL91eNvbIsOdJ4qV2UlkdS9xV2Vpo8dtv6zIT6qNWzZcMDgedQvCIHAz9OMJq1RBp1erZduJ3ubFt79FdtkY80LmaNpkfzTKmer8divHuBp9A2l8zt39q1/74vrWA+Uz5LRoSdrgYOAg+ITqRJ34Lb6nMD0RY6D6R11LTFE9ptNblNI8wTkfuXCn+SskLgAQA8iggLiTVRFkkuf+9y9Y73dreLFas1XrdxjMCDzgQgBqv8uZzwvefjgszKMmtteCK06Q7Bw+OYzVt4291PEcqQsWzvaT88M340NKwyTrPC01r/Cbd7rDjpNtRqvyIj7aI1eCz/m0Z7zrcnan4/slEod7OkTI+LIk3rl9Mp8y7TarVH+W6ZBrWN4Mo422e1oI70+nNZBy4/2j5lfWi71N5ppV2mU+uHWjp0jHBwN216ffZ+/xtLtedo3VtplM9qgpPmctMbTWX+2jbofQ9cWr18yvfzuCrzq7WTdGy00uDyyXWq2TBxY3WGUBoeAAA4iUi75FXsqnPL0NvDdonmXbtFtgupYfNpY9OizPC0DAAAAIBHA4EHbMVCXRnpSCuCU7JIWPeLRXqt4xctno79dtH7nqQR2i37KqX/rl3/t3mnmg1pP4z2V5nfqvAdEprHfYEPaLijKm+NFI60QFjga+g8tCppy+OBXloefkm8jw1a38BKJ3fSdDzbQ2LAvcPxn1edpX6svCjrZVHHmXZX2RWecksL/HDi+etpRDiLBz5YLRYjAlxKMud9KfWvWK8W+qXfxIpyRfMyvXtOpnZEKa0ZF7vcEIwCgQcAJ7w/+qiTipTdi8QMKLtNOVKaC6Zqdl15oE1a5R9t45V980Qt+eONlqPYd4D78J5ITpiodttQWeetWaSt8m5dma5d6eew0IpY9mcvqngP06Onwg1CC3p1myv/aL0shZ2erdDXl108Nyt22qdBwwOAIVF21mCe3JfaYIYp8YvME8bHbq1krw922yPdpBWOOJ5xpAUAuBpqs2Mx6e9euE8n4mIoRdL3M4EuMbb8ePyRFpjH2uMlACWzY+vz9dtAWeMplyuHxng3KvQ4zPqqOM2jRCvsaMo2U4+ep+CUZH0vqR+XDnWaqGX3MbKWKGvHliazrPxpHR8FbR/MnsWP5uvNzhAOT6DVLr9c8RNlcs+9PUfNxX/5v146+QirfLf1TnmTiisHF/KgZbdDy956rkUONprLOqJVoOWkwiQNfVGWv5XOn7Kmv7ZKXJgMWg8ayqGVX+5jWj46v41+0yNzKwdXhtyXtdAStXAW0nQ5e7Haf0tsy77HQhH6o/ZtcyEx6DfQCqdC06mWB0daAADAs/P4IeotG4/bS5GYrUPpVkDbdzN9btn2EfpxpC3CHWlhNzwHjpfATUh2ZqczOudxWpnd7TV6e0lS7gg3/mp10JRLK6zQ4zSJ88TadzMaJ6xWt9Lp4C4sbpmVQMNDgDEZAHVGd6u144d81GL9rY2mGWE3GwmrvonkLfg2dretJzP9Fk7DAwAAUditLYmGlYYlL8jAHozZMSDwEE6Qlr1VvviYzsR7XKjO0bONR2WzlXdumvSkdfukF3tE1jJizWWihpVSY8gyD41ju5T6xqUSQ9xeOtKypPRzjMAZjkuPpWrCjraMvVtmvfRov9bg+tyalhF8zyiXo2W83TMqbhkRS5AYEo8yYsgtAUda4EhuOHq8Wd0OfpjpZ63R5q7vgjPStYyH1WqLVhvTMo200c3faq9u7/d/keoL4THK3FsbE3A8KCRSRwJwKpLFQbqA4JuMQ+6L0xf/vICnxAtip9dxFM96r2pT2PAIwcQKwDzUL0vvmZR4tfjoN1lL78SjWs3xyo23X73q1Lpl9n7LNVIeY0pyC7fnoymlsXHjKZDM3t6z4MJPBAAQBanAUl6B9Zr8JGEAWv+WoHUU2LVBSS+x1+hVgWxL25yVQqSVbY1FO82Wo2XHI3Hymp+pbRy0x6ARNvot4dNS6MWR1qFYno0DAP4R4SijLEPE79zimHHXUaVl/+6oAy3/ivG6op6mDhNxpHUfVqEeAFjNCq3A6K6QLia1//amLIP3dz6yg852PJJQHa00JFgfaUkcCtbCVNT+rYnXpqlHS0tIy79iDVgh1K1ayyDwAACW4jG50QXFepI+dXPRu4494slWGmTT4pp8S6joCRHS/CUBPmv/1nhjth6PK73t32QbdlFVAAA7afn68Ea6oGgWidJW5dRJ32N3ztmP1J7TLsx//Mo0rCroVfM/wlLjBlaLGeGWa29NG0ja9vWfdRf7u0D7xvnhoXhqeFZ/V4d+xgCAaNSc1WnU/pZIb4e13isn+p3BQ70WhVadJI76emS7jFXHLlJtk/cRYQ3rPHsx1iT55fetxvaIxmn1dwWBBwBghkTtT/FY1EcnUqmAtuo4wTp4opRWO0gCW2Zm2snSWJazzbJmtrxajVgreKjVZkNyRZ7m7c2od2cIPAAAAL6xFAhOtX3aCdrMDwg8oMup9gs9bq3XbrQ7fC52kwXaHXNNE1B732tRkrSB97jljqG420scr/T51t6NlNlLszXSd7OaKmla2rJRO54yhpY0ra7xd8dWaMah4OjY4PLsah/1WYGVjH5olru0CI6pPMj1slhALJzWnU4ec/nackpth2J0jJbXnXt50LTof+f/p4FBNQJQnuhf6bP0COtXGYryUody2iClvWelxrytMpZ8ff04TpQItFLvwrV3ZmyOuDRLZhzjaY55NfZRr3fdKWU2Fpem1ZvfW7/3vKr3hC7uyLbVrrUNlfS7huNBAIApEZz31XhiXC6POksDdUZr75nymDrGE2pFlsSdEtQrWj9SXu/X9+bk6wuOB6c5MQbPbTxRY3IqUgNR9Kk/XtfSJfmtMpqVMuO6wFL4+Hx9mlfCZ262ab8pzW2uEVZ845+vj9i4H1OOgIi71acReYcBeKR+VFZsKiQLcISgo5b2IjuZnTd3h9VYcZuLu1o+egvJY56caQcP7eLU+zjSOpPdkwEA0dEeQ7RU99K0vL/L3ccLuR1W+bXxgMYqsxDMVh13eadB2+aVPj9BYw9Zc0yOtCLtHABiaZ3GU78f00jHyt0d9fTbilCd0m9ja/q89FvL36WXdkAr7JRHJxIDW4nh8vst87YsaQOL8BC0Xj0DVhqrjJbF41jIIi06NmsXJbTCzh+D7fS7begFhJbtVpmm+GJAxWDcc66EhgcAMAW9PUR/m9FIjO5Wa++NLAblDa8nH6tyWpFeu1hqBWbTimpMr2V1PU4b+65Gy15+IyIaCouuvRXPSOwBZuq5o40iXJO/lUhaoLzTql35ppR+dPLu7vtaeKrv2HrXoHM6nA0QzYdS9SNTSYv7Hkut0PvN2/+U9aBt1irfd/0616xzelJNR6s+ZZuVZazlV/6W0o9mp7bY5r/T93pl7l0l5+rdu4rOabJy/7e0XVJNWK2Nar+XZebavdZnrfGd+6J8t6admrZ3yQKm0PatNYboN1Hr39p/c/0hubJeLadEw7Nrl+bFqrPIHZJxtLaeIeqZ8U1t7MGvo6BUXyAl4QnoMxJtQss2o3yf68PateqaLUNedEYijZe3dCTlKZ+jZWzlISlLSrLvSzPmqQYoJb68VnWRpFP2IfdeKWRzBsUj375k7HG/tcbK6BpT2mLR+lrUcRbNuP/Thw0ND460AABhkUyiFsdXtXdWCLY7N0WavDlBjWN1vbwNh63Hwmz7SPpBmgdNi3tvZAMqFfTo7zPf4rUCD3baAMRAojGRvtPLJyWd2/zZnesKLMrmveiXWN1oW9kfkfs/MrtteLh+Y/8Ox4MAAC9W22eNCDtAjsT2Bu0KVmA9txyt4QHgSUS1aaKs1DRY5Me1awSNgPQIqZeG5v3eOLv5lpBV3SKMHSnRyjptM3zrkRYAAHhBj8MyK+IgRdaizJSNvhu5njtYec2f5pvSmX2hMVrGkdZB0Gt7uOoNdkKvPI/Qu5o8Sq08tWu8Lajtj8TZp5VD0NKAVHPVmLtqPULLDYEmjTKdpwo70u+jFom+JI8v9ur94HcojUVljcUaponZdoXA85SFn3oIjaSGBPNE8sPTg2o8JB5Ya5N09t9jTa08+Yr86/0S3fxq7aa5OYcT/qR+dHr/5q4sZz7pb/7Shaz0edIzSi7r2apbbSHNz3NCHTceJIK1ZCxZj7csSLfKNzpXl7eWcl61/Hv5tOrM+Qji3u39XvuN7dPiEKnmj4hLr/xvlTNRHGkBAKwYueq8uxwc0WwbRvDWoninv6MPvOrUEqBLn0+7x9zpmrcwR1o975QA3MBJmhoJmvpwu/lyF5wpY05p5gTtcZRk51ijdy07/3+ZHucZlj47cgwo0XzQY+8etDx0B11Lr/ybRrjV8n4n1tM2l26rjbg86L97RyS1PLX50vxLYafsz16fSzRjvfxrWkKaV4+eNqb27x2INDwRpM7InGzwJeH2/j99RxOZlhMzzzE140emTCMlvaO1lGwcwrXKIGm/b5V/xds1l1a54LeO8jhvxJ7aEUl9JV6bvRwLrponW/nQvqxtQEY8n+d3U/p9zDbiBbt8j0ujViZxOXFLC5S0PvydrBY8IOjExaNv0N99LDdvq90TSLhxDOzaVEjLIcFig/KdVpQjrROIoHbzJg+sSMJOSusnotsmvh1oDBgprWd7GpIVaA2NIxzVz7ZNGQh2Fsv5xSqtaN88dxTUa//ySIvefNvFlO+cjm7Fqt+g4QEAAAXaHfXszjcl/YK/Q4u7woA5pXnhZ1ebePnQ6R1jScvH/V2bplc9xfnjSOvZRDu6AiATeWxK7Xyiln8X0dpkZvGeycviuR7R2lpLLr9lv+BICwAAAABh2HEEDIHnAZy8AwDnQa9pt5DeNNLmO/I7RePB9TQ8bT1UjuAWL3qj1+hHPSXPPtfDam6X2A1ZUzos1R7DjQKBZxMRDBwB8KCchGcnds37krAPmdb3pxGcLDcTKxec2WCkJRoBl7JiMzZi1EvLFU2IG/Hj1OKTXqyAH22tmrnQAIGnwooOhtYFPIGeS3tPWum3vr/eLcaWD5QWvV10tBtElPLKelmXEYNZbd/3BFSxM8n0chcsZ+Z2jUCmCXnSy7MVHibaWtULZdJ8F0bLtpxuRAaAJSv9nkT49mb82NziwHS2z3eMmZGbSOVYO7HvRh0HzrCib3FLC4ANrL6eGWHBt2a0Tre0hWYMZS/JFte2pXlGZ2SB3T12tH1+kpCV0gIv67ilBcB6Vke0H4mUHB0uOnjvGIPzh3MzX196IaXWJqvHbYvZY09OGGjGv2rs8y2O4iSG/L32z+O/ZVgfcbxvFyah4QG7OXGXAnh2T2qnctrRgVXereOg0+eGkW9BouGRxkmLjsdcAQ0PCM3JExr4S7lDHt1lzoSs0KbtlY8Wi+9ghS1Jr420eedwFhZpRUO6mJdtKtHw5FtVvaCwu5l1SyFNRwoEHgCAKaUr/dEFi06Elgtfa5I9YYGduaXSgj3iGVw4Ix6p7KR1DCv1zlxqfzRuGFpl4v4dqf/MNJ82yexnR+dEkKAtiTTArbH2WzHCje2bbSE4WxAaXLPWB+XfymdGJt/8HPd86/eafxnNVfORK/jl+738yvR79avlS/sqL6D5b9yikhfO78U2vbplHf3Wcnk8abXRTDo0Te2YLd/lysTZtI2Qr6O30m+9S6mVmbowoGNOCyegSed32PAAE1aftcNOJCY7bS40Y+Kk8XNCm0a1talFE5ccBZ0yNsBfYMMD3Fk92WFCisFurVmJ5GaL9NmU4mjkdgoS0u+sVUYvbRBHT/tlcRQUGQ9tdqTvfIYgnzQA4DSwEwY9JGE6rMNztISviFooDyzb9Kbv/DECzy0SKrDBYzxo0oyiPZihNgl+ff22X/DYaUptWf7YD6Xftii9spXG11qkNjYctVtqUpsi+u/a33p5c/lIykA1aaWBLX3XW9gp/93qT84WJP+7Z3NSPkfT9PjWa/nlvCTX2XN9aL1rdnPld0PbRoJH/Ydvf8KGBwAQlZ27y5G8R66FR7V/4Yiy4x/1cTNa9ojhI6L0hZTZ8kq+lS02PDfsYFeC9vIF7XsmmslRcluqpHdjTLJTptR8ytDddO2dHpI6rRrjURbYkXKUmqYRzV0kYSclm76wuC0lfXa2vLPt7/aJRBsY0UF7+YL2vZ/cx/lYjUKPG2qTrzQSesulf61cI2EfaBoWz1BGFrvdm4eZY9LScFkbikXT51Jmj3xn36caE2l6rfAblCgCckoPsuF5Gi2/HwDcBOcDqIV2Epb4K9HaykiYvXEjtVPS5CkVrLzsJmeOpGYER4+Fe6Yu7/e8V/PsJ0dbnkgbSJW2CTY8AAAvvOxTJPGGdmBt5xHJbsSjL1fboFjUgUtjtC7SMmnLvrJty7KNfJuW9lhbbHhwKwqA++nGykl/b7yUSD3S1m73jAZllD43umPWLkqS37Rll+aRkuxmV+2dll1SFGg5qUZjhFENEHfLSTpeqAPFWvtTbc2oR+MSza28LIRYC1o1b9QjeUDDAwCoYqFd8LiVMbpLF93wqJRX4204Y6VFWKHh8bwlZln+ldqu3OdemkSvNqeaFiujZs0x5m6ta0vDA4FHwGnXRp9GJLU/0HHDt2UxyVsda0Roz1JYszzasxKaNEJv1KPTGq1xGEIQYcpgPWYfIfCsnHQAADIiTLQ3s3LOyn15+jy5svxcXis0PCvyG8F7TnhELC2LBrQcEF7eNQE4idnvcteYt7B9WEHtuE+Dpn1zX0ZZOEdZWX7ORYJnfr2/715Hdm6ADvikAQAAAADmgMBTYCn5euwicDQAIsFpE6S3Omo3tiijoR1mKW9b1dLkHBvO+s2ppampk3YnH2lOkcZF07wbAS7m3C4svTPXYodF5hobHgCsgf3JuaDvftDab3hfAvBI39pA+pP8bjjRsak18qZG1aO3CltlbOW5i55Rdkr/hLlHGC0DAIAHrQXBeyGYFQ5GFlEJkttLKxfJCAuyBa/369t7cqvfuPaPZJyswbL/HmG0DJ6L9TECsCGa4e9oWVoLyM5I7pL6SBc/SaiMMt/XPx3I99+4NK2+zdZxV85rNq3yt13j9vP1aTqvLAWdaiy4gXhfEebOsi6eYZGaSURoiNuwalMs8j94ePYEc+Sd5spbKj2bIO1iEEFY49owL4yjSPqkln65IOffW99e/jbLtiyFCkk5uACX1DljmXaLVrt914mMlZo36hmP3Bw9YSwLmbXNxPud/rR1b53w1Iz1hNSyDCVceWpHg+oytX7EImJHHnhWbTqyyOeBBkEpNhEW2pbLeo6ap+HSdwuXvtQglTN2zlC7iNquUbK778EZbNbeLw2ZW9+ftG50cZcYjebnyudrbSMNc6ExIM51L8fDr6j2HauJbE9TpkWvx1OP1JxmsVYuzvg8j1la/szXV/+avlSwk467muanzKNsj0y5TnCXAmhbcAIkHcccuf2pkMqF0ig9Wpe0xvPoGrbEhueW89UTQFu3OfWMm3JKPXaNxwjO5WafHYFrb8t+8KyDl80R9651XVaNu28hNX2+NYAn9C+XvjbPpgEzjJYBAKuQTr7RhCFsFnhqN4tSsglzsTp8g9Qw+Cm0bn2dsrEqcTdaxhHJ/UQzQAVxoROm5AjKmtYRmjTa9cy8JjkmkqYzk8boEV7PrkISFV5jMN27bmyJ1DDYEk2ateMlydxLj5ukeZZtX+vnsiwaeynObmsn0PA8kEg72dGynLjzeCJlP63eyVNWj3sLfyjePnG8kfS5tI67x09ELMZ05DFG+1zkMwhHWrZEEhgAAD6MCNUei/KMXYu1Q76Ii6I1J8zvUkFS0l9eAs+u8QI/PMZE/xgAiMSuI+9Z9fknvdRHUzMuErhj4xFfOh6LWJkWPar09J1SMjuWJOXhbg2tQpK3ZJxJ+5473ps9TvV2mzACBB4AgBvRDJO15MVvVR1O0KCUV8V7z1nWx0LY8b4BNks07dKOsrj6BnJJ1ZjVhk67DausGa0PjNH3cPr4KzUVPT8rmjQlv3+r+onvlvK3Fr+eTz/CTs3JWy8d+t89Xyy1xbh1WaBVhlrgU+qLh9vB0zar+WfJnpa5oxWpUETzrdVJoz3i/OqkxAeDpXXlrvXXyknzq/291s4953v077XxNzIGpfn1ypuf4f7eer/8reWbiqtfrS5SbRRseMD1RNs1PYnZth/VEtTytfLdIvn7iP1E7UpwFho0Rr81PzPWfloyoxocj2+y10e5PaX5tvqw17+t37mxmX3qSNIqBc3WtfKWrc82G5uWD51Jlxbvd0qfhqQNgQeoeYrxIpjn5LFicctK88yokfSo35QTjng8mO2n1dSEGIkfoZE60FuVvX6P1E4Z3NICYAORr3tGRzuRiq6r/jeBaxdw6wW/dXwlrfNtQoiE3s0k6Q25lW3H3ZxLCfNCyYzg/kcgvOGW1qzF+C5OKPOpbRsdiXM28Js8FiXCSzlmqa+fFrW4VL3npfYEHLSsNRuM3m6dlkmK5tuW3LwaTXv2vTJCew3JzaX3WyYQacg31mp2K7W8evMCtbUaRWq342kzqLndWKKZN1XfgoeGJ6KaC4BVPHn8azQt3u00q8mp2cJY5jeK1VHDaeP0j9CnsMexpqdNym3L2d9YlVtjqya1N2t9B9IycGlr6RnFV+uJI637gFoURGN0IvcUFMoJc2bytTiG6nHSMZX0+Ggk3RPtRqywqptmLGntdqLzSIHn5o8CANBGawOQ0l6Hor2F5sT5bNXi6eHvx1MDY0He8K7ScnnWw9KIP6VLbHi0jF5lneV0HyogJlFtrLS+QLQ2IiPf06y9zejzOW9NmaXCluWCPjtHaWyfJMzaEGqN27vlSXWbrZ5NTM+3jfTvErId0CohvXekNUqr76hn75Jh33K3anhAPE7cpQI9UhX5KeOh3E2nxAcytLhWPvLeiIZK65NmF5G0N5y/mwgawozE7izisZWpVs36SCtSBwMwyykL7ylEbU8Pvzqjae9COndrHefdRPT6STcUs+u0h9NKS1jj7CceaQEAAPhBevSAY/l7iCio7ARHWgCA8ETVGq24Wp9Sqh6leFG7ATpy6ydin42Wyft6uRWR3Cd4wx7ZQcPjCxz3PQPsfNdBv6cRF/mzcGm0YklZzwXU2d6KharmGE+Tb7Z1yschvfaQGnpzaWnae1QAo+GZogoNrRtPmYjlHmFIcLUvxp20PiqJh88WWEjXsPI2yBOQLlIjaL0hUyz6iotB6DUOanX19tad8/Sag2pzY83DtCimF+NpeWTubQlZtb/TPKIKDdwtyKhz1+q177ojLSuD6hl1bFTpH4AVjASltP5marF5UrI/loj2rUcrT4uTympNzyg8pb4X51Voj/O0TnGtHR8+6khrVtuSmRlQT/2IQRvr3UyZXqQjVem3IxF2ch212jkuNg9No6V90MTlKt/X9LPEj1Euh7Q83rtmiY8aCZJ5cse4fr1f1Tpa+oRqkdewsu7cMSpNX+Lnqhbzi0uPE65afVfT2LXaIR995nRnxm/3e7pNwwMA2MNs7CpLIoV8eLImYxa6+09pj/Y+ogH2KrxDv5iHJzlFwxNpl7qCp9X3ZGBn1YfuSlNqj/FW5GsOqRdlzuHaCCPlLJm17+uNPfqMRaRtC2rtrdFopfS7H6Xa+1p7lGgEl1yefOusVkauDK1/zyIdFxb5azxmc/lrykE1W5ZtBw0PACAsw/F0DHaOT9zVR66z1jaEGwO9OkrGjpfWQ5quRNt1gmYxl9FUI7tDw4O4VACAFpI5YvXiW9pvSA2vvcvjlUepschI68ztvD3bQ3tjjVvsa1fMtWh8EnmkK0GimXy/9540rBbIoOF5GJF3cF48sc634GGLs2rnS8u+Y8ftkafUuV1Kfxc0TXk0NjsnaDO0jNRJ+s6KOXE2j2Ht7ik2PGAOyW6iPIt+ChB21jAyrnq7S4++q9ka1aA3trQ7Ya3zPql9Uvm3rk2Mcs8quRUmcSjI2dto2kBz49Y6mnfZvjVN2Aqkgov2nZT6R3qtPKRobmpJ3rfgYUsfAACMsUODsOO44TZNCQCZawSep2ktakglYmg8gNa/S0r9b6x3M6pm91FzDtgqE+d3RPJu1naUhpLV5/JRSnp9t1PWCo2ENpC2L71+3dOg5HdaN1lqfdLqx7I/uDbK7THqM6Xnk2WU0mt02SZaAe79rr+jsduRtovmVmMNemQ6ug622qv0k1Oi1ZL2HC1K05kBNjwAAFABtl/nsNqGZ5cdWPn3lHzGJ62btq5eZRPfYItgw+OlgYFmB4BYjPggMdvBNbQjszY4q4g0p814HG55AbagTG/1Mdx0+AOl1q/2d0tj/pLRuGE5Ha/4b1QIK5Fq1aDhAQCACpId5YyfoJTqoSmix/BbqU2RtEfvGfp7dM2dRENiOX523nDz6IsQGh4AwH3MaCMku9xWPCCtxkBb1tLmR2Mj03snJf4GklUMP6191mg+HLNaKs2xSO8Z+rvkSv0u3zTZq3O3jP9Fjv9jE1es9dI+2GmkvtzPFjQ8AIAn4BHr60T/LzdqglrcGDuLEwhdYlMZprmiXR+j4Yl09r2KSHW28t8Azmb0hkrtt5lbJyNlalHb+Xt53G3lqX2fwpW55nuGS6dWLnpTboUmSEJ5y6hn61HGzqph5WvK4nZWK4q5Nr1af35rCTt6D402USLslLftWr9z/24BDc+lRN+hgDuwGme9IwytnUYNbdwebd1qRrQjN1zyVfNyoR5JgysfXRRbAlDNM7X4tgx5ThrDqnzPSrvQytvaVmu0zzV8XyFPr/RKH7a/JZ6upd9OKfhIyyutW1mu2TmlpeExF3iw0AIAorF7XrLKP8IxUYQyrGZE+K0JGykZx8uavEKeUvvq+4yQuIulR1oQdv6xy+gN7CFCf0c8QrS4Ht6jpwJPaSykykg5uSMTsyvEnT3oijHQKgN1NHkCkuvz2v7jHBdyjjZHGb1CXlKzA6r9vZZPqw4R+9/tSEujykoJ7swBAH8Z3UlK1flgDE/HdxF4v/8dF0UcL9KjwadAj8M+nw1Gy9IPQRMgrkVEaRIAMIflxD2i6tc+s/NK80o0wSejUzOC/fqaG3ue61EveOuThJ2Ufte367PJuSwAAAAuAxtMcCLXDNtbVavgDJbYTgTXHrTKdusCSecdK411pnf9eyVlOVrO8Sx9tliHJZHYV1msJRHWI6u5wnPOWT2fHTENrWqUWydl4M+KCc56MbWmVjaJAeSqsmjINhy7KH2gUCNhq9teUqRRx2d9J1E+ifeHU6K5Ln4Lkrkg8lyRaZXRYz0+Yolf1XERpHIALKhN7hDo5eyeC/KctyIQY48y/9LJHCdA0OdHBQ2reb+8GDPqV4ljJriqlBmnldL0LbTHUueOUjwEWVWxrD1+WnPShH5SWUtOLbcVI+N4h4ayFlcpayxm+pB6081/4yY5btHqlUEbkbt8Pk/guYycJ1ipB9zWc9bHBlx6ZftKPNDWFjHOm67U8Pr9Tt+OG7OGgY65spz59gzn/Zdr17L/euWSuCTIzgzzc9wCXz5DHe3V8kypvijTQKWt9sz50v6lefTSoP+fy98SPqijTO5bLduPez+lH3cFpZDec1NAv1Ppd1WOkVw+ybcIT8uGlNcFVzs6G83Pu5y7Hb6VrL5Ke/vVXQ7uO6ATVOn1uOeVN0/gZboZqdO0WedxtD+1noQl+dTqnVL61VZc+cq/0faiaXHvvtLnWzBueWAuFzcOWl6ur8vfad50LKX0c128rGPrKjbXj2X5JVe5y7bteYJujYXe2KSCCJdGLv9IGVq/977N2rMarNYEtvzWnpbhOwcAYIWH35BdvkhqQu7T/KK0FvRT2mJnOTUbpVPak+IpQywNLQEAALs51fFgJI0oxwllbFHTJJ1GTyjSaGUifBc1jWSL1hh8TLR0AADg8HA8aM3Om2E9tEe0K9pPEhaCPp+dCo5GFrdgNs+WMXtPgLEIRyFFWk+tQflIqJiULhN4WkZR3O8rynAit9QDrIVeTW6NI+575QxTJWlwBqelcW4t/ZpxJ2fkzc0p1EC4llevHlW7GsXiWDNUrj3D/Y22xS+jZIHRe5k2NbattbHqhk3l/dK+pzSq5sZF1eajcpAhMoCt1KvV77+Mcos8e0bUNVrGyL13pG1OjYh7hvOtSwuadVhaviz0aNrhyCMtauC1Wx13GqerpD3AOFqPdBzuMoxc+Z2Mjj/OMFjzDi1HSnXBa+f3MZN/yyh8VRlmkOZraRdTM9A+BdjwEGB0DcA8kltD1nnMvDd7S2skTw0eApYkzVPtnXbg3S7StYk+VyvX7o2tpK08yggbHgAAACJ22LSAH54iaO4wmzhC4LH+AL1d9Ht15C12NSvsqm5pq8jU4khRJPYedDzU7EZq9g3cvFD7e3kzpwW1QWpR2m2U1665/Km9D32uZoiZnyttkCTlz5R15uwdsoO60r6Ec7pH8+iVqbQbkczjnJ1VC629FPc+zbtmn0X9+XB2N2Uakr4rbbi4tirTzn3E2X7VtK+0HNIxXrOHKn+j30GrfiU1v0MUrQ1bj0ceaQEA1jCrso5ytLL7eIASrTy7sbYHizLuOLQ35nppjabTe3fHOIUNDwDgUVh4hz3NWV6NHQvOTmGsvKG30jiZE0B2t8Up49aynSDwAAAehZcBcErP9qJ8AyN9dspFF9xghtEyCA6MJO/DyoZq1G+LpQO/nGfN2dus35weI/5WImHZHlZtMSIEeNt9lli1WcsOKwqr5361huepUiM4H07tjDH9DLx9sPTSxzhby4or5K1ArCv7esZvzm32YKYaHnyw9tys4YhUN84dO8a0D5aaCYnn5h5arc+v22KCMdJbNGppWH8fq7RB1posCVoNz4yjQk36tXy4G4te/dMqS49WVPedeIyvg5WlMnZ8lFpuXnBvrhtoY7lrzGnNpKkdiyt2vTkUQo2RuatmNNtjdM6y+rZbwtOORbfVJzO04l9pkbgqkNaBu3YuLWsvBMYoHmvH9QLP6gX3JtUgAJnRiSuShs+6LJrYRy24OcNi7pLMR70wE7V/SzQ8mnhLnParLNvnP+8zrbR6aOI0WWItQOU2a5VTWgdqhK+te2uc5luOUbhe4LFgt2pvF5EG6gx0oo6G5fGA11FDNehi6QjtXQ8SWU6G5TMaYYFzwqbdWWqMOHuBElPqR52mjul6DglrbTPan2XZa/1Se5Y+06ofdXzH1ZPmqdFA1fKnMbG0DiKznQsta++4iTrZk+b5XXbmOLXWv728ar+3NGQtx4EU6lgx/3+tjNIytwQi6dhulUUDrqUDANywdghnle9thpoRKIUQSQDTT9L1udXV8AjG41wbScq2uvzexv7W4Fo6AMCFniakZShc7tSsJ8XaBF3TNMwako5qXyS78/L52fLMav4k4RE0dlZfX/IAmZnaTagRqNaRy7c2NrQaCY6ZY0zLb0VSH0l/cppDag+lCT3hAQQeAMAUp2tKdpRfmqflQrBbqzHLjuPo08c2+A2OtAAApmhU4NJnNWnm8AKWi9WuY5DZmEleR3ff9kaVds7trz2yWkXLpqiF1RjQ+MzpPTNTJq+xMTtmZ0FoCRCeCOfqPU4o4wij9eImTMuJdDStiDY6t44fDRH7hXJ6P51afit7P9jwgPCsPpceYcUkskNtP1ov1g5B6OBPc1yjPdrp2fDM5Nmy+2hhpR1oMXuLRZLvTPoaYYfa0Hg67sto62ldHnrDTZu/VNiR2NVIy2BFb2xwRusqGzcvDc+pUiYAYA5LlbbH8ZSUcsc5c6tGm1dEopdPg6RfLfNYSSkUzJZB8r7myG1VCI4pDc+ohGdeCSP/IlGk2aflGdH/DbCHCjv5dk/P/ws3PjTzSOlvpeqHZ3IOqdWjttvs+e+plaFcgHt51nzftPJotT3tg9rOPzujy79LfLJw5av1uURz0xpHtbK3KBdxjWM8qWYvCwot3zi1d3t1oP6uammMeMDmfOj0Qk68333fVmVZqI+ffIsrpb8+qFqayqlblbDh+SHSLgYaMnACUcfpyLcc6fvn6LV3rQ5R+2gV2vr3xoFFe7bSkPgb4p4ZKZvl+NB+Qx7fHIyWAQChoRN4b0G4bQGPXieufJIjjZRs7ZeshY1ogu7MkXC0uuwARssAgPBw6u/Wcxp2HavOGDRrj+F6R4ejcOXrRYC3DDJqlRY9hrlJQCjrYmW6YGkCscOcogQaHgDAFLv9blhD/chofQCldL6Tvyi0jMUlxuw7NB7W/no0rD7KtWpfy346RsOzW/oDYCWeV1pX8vU1rn63eMbyvZTSnyjUmrpZajQ4eoatrX+vZtZQnEbyLgXKmUjwJaPhIzgk/T/rxoBr1xENj0RoHH1XSs+VhdU4hoYHgEvZ6R24vKUiLcP7/TPxRdCQlLvOqJob6z6OWs9RZjQeEexhZgyoRz1K0/RrmjQrw+7VRsvQqQAAgIBbhIAeT6kn8MEqwKoHcDwIADDBOkTFqrJwNkgWjtd2oynfyU4UV/RDz4medR6zrLheb4nVuMG1dADAUiIdC2hYsah54tne5VGl1E5lRfvdZjS/mhWep3tYjhUcaS0EhtfngT6zJ0+as67tremp26VX4zMrYjtpDDZnbDUynEfjb3um9BF5R6a+bmbLxdEymo9gtK35XVLeWe/lLSyFHVWMq0W6FWh4AABhiaAhilAG0OY2Y2sLpONW8tzKb2BW23OFhoeL9wHAzezeoc4ijT/EYaGxyHDxtWbKUIsrZe2oLcqcV8Y5mk3DkrxAam22WunNIG0fb5cL0m+nZrsmTUvTVtJ4Z55CKzQ8AICQWO8qrWIqnaTx2VnWiO1UK5OnvRm1j0lpTaypUY1XBCeEs+ldoeEBsYiy63wSkXb7GU/ngdQHzmq4yVY7Ca8sP81rtqw9rVjLjmTWfstjrNfKJLE300Rj5/IrbY1aaZV1b2lWWvY/WePVakdq7/N6v6qBZ6VovZFzZfE0QoeGBwBwDCtvTp14Sysas4sXpyFB39gQPZBqRhXeBRoeAO4nmvanx0h5NT5lJH8bzSuibdWoFkJLLw/q4ddqAS3TmjJq7WixLNpw17fY075RaDuuFnas7ZG6+dkk40PESQWAqETcmbXwLG9tQaz9bWRh6rnzH02T+7t0EVsloNH4VtzvFov+iuNDmofFuGylYSVQ1dIpx4CJE7+B9tS4UlguYK3NTgdUlgCcg/Wutnaur32/957mBlaGm5eyDUQtgKPG/0/r770FgvvdI95WL13pYlb2k9aGiCKpJ33GUxujufGkKYel5qxVhpFNwit91H51cpo07Z7wpO072PAAAMK6yt9pqxE9tEQt7xU2GFq7nBnPzKPty70n8Sp8kk8fWodoNjg7vg/Y8AAAADBj5kaON5I8T7N3AzZAwwMAcKdn9/JJZ966ofWy1g5EvJm0UosQTWMREe9xsSI+myXQ8ATjNmPs2+oD7MgLdm1CzuPm66stIEh34+U4bPkpkY7XfOupZUdAhZ2ax99efi1bpc9/FhE0L0uktlLfwhy/nvy5KdbzF9PKJ6U9wo7mFlrrt1x3Tf+34MY3d3QntX9qlS/bpUl8+bSo3YSruRwYSUsDNDwAPIAo2oGSU3bvrXJativnBTglnQHwrMO/E/qEo1f+Fd9BFNuviN+8hlY7Nr9JCw2P2hqaSKPcb5GIWi4J1mXXprfTm+woHuf4UcfQCu1A7bfWdWuJZ1uNNkC7M+f81pQxo8qJle7WJTeKNHAhDzQCSE/70tNyeQk7ZVtbf3dlvXoxnz5fn++ycOXoaQprz5Xk48dMLa+eCwHJuG+NRZrHqCaGS5t+m9y31PNx1CpXy+vzcIw9aHgAAF6M7tLoMzt2q163kU6nrKflzSoghx5nWWvmNOlF0wq62vDA2h3cQlTtzCm0nNDVaGkj6PsWNj5a1NoVg0Veq01YSc1mROrg8TRm2ntHX1kLHD3nkqN575YXprMPJdkFmBTAudwwUa+Am7Rmwj7MwEU0l/xttiyWEzjnV+f93te2v9JuKPx3L2QSJG2Tj4pm5oIctFOaZ0nu71571ozjR/KToGmL3jHvrLwwO87cjrSg1oxHNNUjAMCPmTm4Z6idhZ+eOwHtsWA0opZ/pXPE09aNLdfSIez4o5XmTxq04AysrtyOpm9B7wqvpg4Sg1MNo7G5UvKbg3tHWtS4NNq8oxmztfKP9oekL6W/cxoeKZoxKjl6rjFjKO0FjJYBANdhqWHWpDWqESjzoDfDUtIdab3Spxu80vLq+g3afEkdRuq5UzsSsV+WXMeP6HgQ9jYArGPFLsrjmx69lm45qWqikJcaAU2bc1Gu6U5ekuZogNERpAuYdvx5P0/RBh2V5mcRKHQUjZA+Uh7p9+71XY5wgKkZAAAAALyIduzoBY60ADiAiOrpGtbGlKvrTY+TLPPO6Z1mBFpDenQXweg3artH/6ZXls/0CLpxpGUi8ETvOADAmURZpEbKMVr2mfnUYy7WpmnZZ9xVfesxEWWc7SBa3WfL427DA2EHAFBDEh6iRZSJeKQcI+9ofO7UqAkHI2WYsbuQ1Fvqp6aWt4cvF42jPU92+DOq3cLShGyZodcX1uBIC1xPtB0M+IdEc4C+W4fGAHlnFPNa3hotVLmYc+/0NEtWbTCqkaNtcfJ3Yl32kLe0ZsEtr3FO8IpqyakTwe1IJnrr+EAarHa5p3xv0oW3FdQxpfWhPkaEnZ4fm2rIjPTbv1BOb6a+o9q8T3qlT3r9EnxOGWeUlfMzNDwPBDZX4HZODGrptUvXprvSi2+P6H0WjeianhXlu1LDA8bBBBKbU3dqWlpaWg+/Klr7Fq58o2WzDMLoSdZ+9PqHtsOsvRZXlhbevp+sPWf3kMR7W1Uej3nIe4x3v2loeAC4j+g7PQ92eVeOlJ9Fv+cFteexeQUW7aJNY2Xfz9zkSwmb1xqP0fCctDM+qawlp5b7aexcqEa95K7wljuTVk2rYbXbtir7aNyjlP7GafL2EixJx6JdtGmU0c5HmfXE3EtrNpbWTWj6CssXAAAAAK6neaQFAAAAAHAD0PAAAAAA4Hog8AAAAADgeiDwAAAAAOB6IPAAAAAA4Hog8AAAAADgeiDwAAAAAOB6/g8FKbjPQ0G3WQAAAABJRU5ErkJggg==\n", 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" ] @@ -2141,6 +2322,45 @@ "ax.set_yticks([]);" ] }, + { + "cell_type": "code", + "execution_count": 100, + "id": "aa20eb22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "kingdom1 = covar_matrix[:spl_i[1],:spl_i[1]].flatten()\n", + "kingdom2 = covar_matrix[spl_i[1]:,spl_i[1]:].flatten()\n", + "Xkingdom = covar_matrix[:spl_i[1],spl_i[1]:].flatten()\n", + "alledges = pd.DataFrame(np.array([np.concatenate([kingdom1,kingdom2,Xkingdom]).round(5),[\"Kingdom 1\"]*len(kingdom1)+[\"Kingdom 2\"]*len(kingdom2) + [\"Cross Kingdom\"]*len(Xkingdom)]).T)\n", + "alledges.columns = [\"Edge\",\"Block\"]\n", + "alledges['Edge'] = alledges['Edge'].astype(float)\n", + "sb.boxplot(data = alledges[alledges[\"Edge\"] != 0],y = \"Edge\",x = \"Block\")" + ] + }, { "cell_type": "markdown", "id": "ccd4fc66", diff --git a/analysis_funcs.py b/analysis_funcs.py index 7cdc38b..9b58c08 100644 --- a/analysis_funcs.py +++ b/analysis_funcs.py @@ -75,7 +75,7 @@ def make_RMSE_df(trial_set,true_column = "Ground Truth"): edge_df = make_edge_df(tr) rmse = calculate_RMSE(edge_df) rmse_df.loc[ky] = rmse.loc[true_column,fit_methods_li] - return rmse_df + return rmse_df.astype(float) def make_XK_RMSE_df(trial_set,splits,true_column = "Ground Truth"): fit_methods_li = ["Log-Covariance","CLR-Mixed","CLR-Split","SparCC","GLASSO-Mixed","GLASSO-Split"] @@ -84,7 +84,7 @@ def make_XK_RMSE_df(trial_set,splits,true_column = "Ground Truth"): edge_df = make_XK_edge_df(tr,splits.loc[ky,0]) rmse = calculate_RMSE(edge_df) rmse_df.loc[ky] = rmse.loc[true_column,fit_methods_li] - return rmse_df + return rmse_df.astype(float) def calculate_coeff_det(df,cutoff = 0,cutoff_method = "zero"): dfcols = pd.DataFrame(columns=df.columns) @@ -106,7 +106,7 @@ def make_coeff_det_df(trial_set,true_column = "Ground Truth",cutoff = 0,cutoff_m edge_df = make_edge_df(tr) rsqrd = calculate_coeff_det(edge_df,cutoff=cutoff,cutoff_method=cutoff_method) rsqrd_df.loc[ky] = rsqrd.loc[true_column,fit_methods_li] - return rsqrd_df + return rsqrd_df.astype(float) def make_XK_coeff_det_df(trial_set,splits,true_column = "Ground Truth",cutoff = 0,cutoff_method = "zero"): fit_methods_li = ["Log-Covariance","CLR-Mixed","CLR-Split","SparCC","GLASSO-Mixed","GLASSO-Split"] @@ -115,7 +115,7 @@ def make_XK_coeff_det_df(trial_set,splits,true_column = "Ground Truth",cutoff = edge_df = make_XK_edge_df(tr,splits.loc[ky,0]) rsqrd = calculate_coeff_det(edge_df,cutoff = cutoff,cutoff_method=cutoff_method) rsqrd_df.loc[ky] = rsqrd.loc[true_column,fit_methods_li] - return rsqrd_df + return rsqrd_df.astype(float) def topN_accuracy(edge_df,N): fit_methods_li = ["Log-Covariance","CLR-Mixed","CLR-Split","SparCC","GLASSO-Mixed","GLASSO-Split"] diff --git a/synthetic_fit_funcs.py b/synthetic_fit_funcs.py index a2525d8..c5fa045 100644 --- a/synthetic_fit_funcs.py +++ b/synthetic_fit_funcs.py @@ -126,9 +126,10 @@ def proj(v1,v2): else: return v1*0 -def rand_in_perp(S,mxvars = 1,minvars = 0.5): +def rand_in_perp(S,mxvars = 1,minvars = 0.5,bias = 0,pos = None,neg = None): - """Find a random vector perpendicular to a given set of vectors. L2 norm of the vector will be chosen randomly in (minvars,mxvars) + """Find a random vector perpendicular to a given set of vectors. L2 norm of the vector will be chosen randomly in (minvars,mxvars). Additionally can + choose in or near the dual cone to a set of vectors. :param S: Vectors (as rows) that new vector should be perpendicular to :type S: np.array @@ -136,24 +137,96 @@ def rand_in_perp(S,mxvars = 1,minvars = 0.5): :param mxvars: maximum scale of vector :type mxvars: float - :param minvars: minimum scale of vector :type minvars: float + :param bias: Extent to bias towards a dual cone. 1 chooses from dual cone, <1 chooses ``close to" the dual cone, 0 does not use the dual cone. + :type bias: float + + :param pos: set of vectors for which result will have positive dot product (or biased towards) + :type pos: np.array + + :param neg: set of vectors for which result will have negative dot product (or biased towards) + :type neg: np.array + :return: random vector :rtype: np.array """ - if S.shape[0]: + if (hasattr(pos,"__len__") or hasattr(neg,"__len__")) and (bias !=0): + if (hasattr(pos,"__len__") and hasattr(neg,"__len__")): + K = np.concatenate([pos,-neg],axis = 0) + elif hasattr(pos,"__len__"): + K = pos + else: + K = -neg + ### K is the cone of vectors we want to biased towards positive dot product with. First we (may) need + #project on the null space of the S. #need an orthonormal basis perpendicular to the rows of S, i.e. ker(S) - NS = la.null_space(S) - #then pick a random vector from there. - r = np.dot(NS,np.random.rand(NS.shape[1])) + if S.shape[0]: + NS = la.null_space(S) + else: + NS = np.eye(S.shape[1]) + #now project onto there.... + #So we need a basis for S + SRng = la.orth(S.T) + SBasis = np.concatenate([SRng,NS],axis=1) + ### And finally the projection: + K_S = la.solve(SBasis,K.T) + if K_S.shape[1]: + K_SPerp = K_S[SRng.shape[1]:] + ####Next we need a vector from K dual. + ### This is the vectors y such that K^Ty >= 0 + ## so choose a positive vector (or close to it if the bias is not 1) + x = (np.random.rand(K_S.shape[1]) - 0.5) + bias/2 + u = la.lstsq(K_SPerp.T,x)[0] + ### I guess add a random vector from the null space of K_SPerp.T + NSK = la.null_space(K_SPerp.T) + u = u + np.dot(NSK,np.random.rand(NSK.shape[1])) #I don't think these 2 lines are necessary... + r = np.dot(NS,u) + r = (minvars + (mxvars-minvars)*np.random.rand())*r/np.linalg.norm(r) + else: + #then pick a random vector from there. + r = np.dot(NS,np.random.rand(NS.shape[1])-0.5) + r = (minvars + (mxvars-minvars)*np.random.rand())*r/np.linalg.norm(r) else: - r = np.random.rand(S.shape[1]) - 0.5 - return (minvars + (mxvars-minvars)*np.random.rand())*r/np.linalg.norm(r) - -def create_groundtruth_covariance(N,graphtype,sparsity,mxvars = 0.5,minvars = 0.4): + if S.shape[0]: + #need an orthonormal basis perpendicular to the rows of S, i.e. ker(S) + NS = la.null_space(S) + #then pick a random vector from there. + r = np.dot(NS,np.random.rand(NS.shape[1])-0.5) + r = (minvars + (mxvars-minvars)*np.random.rand())*r/np.linalg.norm(r) + else: + r = np.random.rand(S.shape[1]) - 0.5 + r = (minvars + (mxvars-minvars)*np.random.rand())*r/np.linalg.norm(r) + return r + +def adjust_sparsity(sparse_adjust,shffld,spl_i): + inter_king = [shffld[spl_i[i]:spl_i[i+1],spl_i[i]:spl_i[i+1]].sum()/((spl_i[i+1] - spl_i[i])*((spl_i[i+1] - spl_i[i])-1)) for i in range(len(spl_i)-1)] + blk = shffld[spl_i[sparse_adjust["Kingdoms"][0]]:spl_i[sparse_adjust["Kingdoms"][0]+1],spl_i[sparse_adjust["Kingdoms"][1]]:spl_i[sparse_adjust["Kingdoms"][1]+1]] + blk_size = blk.size + desired_sparsity = np.mean(inter_king)*sparse_adjust["SparsityRatio"] + desired_edges = blk_size*desired_sparsity + current_edges = blk.sum() + if sparse_adjust["SparsityRatio"] < 1: + nz = np.where(blk != 0) + keep = np.random.choice(nz[0].size,size = int(desired_edges),replace = False) + keep_coords = (nz[0][keep],nz[1][keep]) + newblk = np.zeros_like(blk) + newblk[keep_coords] = 1.0 + shffld[spl_i[sparse_adjust["Kingdoms"][0]]:spl_i[sparse_adjust["Kingdoms"][0]+1],spl_i[sparse_adjust["Kingdoms"][1]]:spl_i[sparse_adjust["Kingdoms"][1]+1]] = newblk + shffld[spl_i[sparse_adjust["Kingdoms"][1]]:spl_i[sparse_adjust["Kingdoms"][1]+1],spl_i[sparse_adjust["Kingdoms"][0]]:spl_i[sparse_adjust["Kingdoms"][0]+1]] = newblk.T + if sparse_adjust["SparsityRatio"] > 1: + zers = np.where(blk == 0) + add_in = np.random.choice(zers[0].size,size = int(desired_edges-current_edges),replace = False) + add_in_coords = (zers[0][add_in],zers[1][add_in]) + newblk = blk.copy() + newblk[add_in_coords] = 1 + shffld[spl_i[sparse_adjust["Kingdoms"][0]]:spl_i[sparse_adjust["Kingdoms"][0]+1],spl_i[sparse_adjust["Kingdoms"][1]]:spl_i[sparse_adjust["Kingdoms"][1]+1]] = newblk + shffld[spl_i[sparse_adjust["Kingdoms"][1]]:spl_i[sparse_adjust["Kingdoms"][1]+1],spl_i[sparse_adjust["Kingdoms"][0]]:spl_i[sparse_adjust["Kingdoms"][0]+1]] = newblk.T + return shffld + +def create_groundtruth_covariance(N,graphtype,sparsity,spl_i,mxvars = 0.5,minvars = 0.4,sparse_adjust = None,bias_str = 0, bias_blocks = None): """Creates a randomly chosen covariance matrix (symmetric, positive definite, full rank) with the same non-zero entry structure as the adjacency matrix of a random graph. Uses networkX graph generators. @@ -170,6 +243,12 @@ def create_groundtruth_covariance(N,graphtype,sparsity,mxvars = 0.5,minvars = 0. :type mxvars: float :param minvars: minimum range of variance (diagonal entries) :type minvars: float + :param sparse_adjust: How to adjust sparsity of different blocks + :type sparse_adjust: dict + :param bias_blocks: Details of how to bias the interactions by blocks. List of [(i,j,+/-1)] with i