From 41d2521a3adb71cd441d5c6d37d4a3f8901e19ba Mon Sep 17 00:00:00 2001 From: Jake Crawford Date: Fri, 1 Jul 2022 15:08:51 -0400 Subject: [PATCH] changes to multi-omics plots --- .../nbconverted/plot_expression_gene_sets.py | 4 +- .../nbconverted/plot_multimodal_results.py | 13 +- .../plot_multimodal_results.ipynb | 250 +++++++++--------- 3 files changed, 133 insertions(+), 134 deletions(-) diff --git a/02_classify_mutations/nbconverted/plot_expression_gene_sets.py b/02_classify_mutations/nbconverted/plot_expression_gene_sets.py index 9fb6aca..2ff7245 100644 --- a/02_classify_mutations/nbconverted/plot_expression_gene_sets.py +++ b/02_classify_mutations/nbconverted/plot_expression_gene_sets.py @@ -149,7 +149,7 @@ all_results_df.sort_values(by='p_value').head(10) -# In[7]: +# In[13]: sns.set({'figure.figsize': (24, 6)}) @@ -171,7 +171,7 @@ SIG_ALPHA, metric=plot_metric, verbose=True, - label_x_lower_bounds=[0.2, 0.2, 0.4], + label_x_lower_bounds=[0.2, 0.3, 0.5], label_y_lower_bounds=[4, 4, 5], mark_overlap=True, overlap_reference='cancer gene set') diff --git a/05_classify_mutations_multimodal/nbconverted/plot_multimodal_results.py b/05_classify_mutations_multimodal/nbconverted/plot_multimodal_results.py index a44f61b..3f0916d 100644 --- a/05_classify_mutations_multimodal/nbconverted/plot_multimodal_results.py +++ b/05_classify_mutations_multimodal/nbconverted/plot_multimodal_results.py @@ -31,7 +31,7 @@ BAYES_OPT = False -MLP = True +MLP = False if BAYES_OPT: results_dir = Path( @@ -226,7 +226,8 @@ handle = mpatches.Patch(color=colors[ix], label=data) handles.append(handle) -plt.legend(title='Data types used to train model', handles=handles, loc='lower right') +plt.legend(title='', handles=handles, + loc='lower right', fontsize=15, title_fontsize=15) plt.tight_layout() if SAVE_FIGS: @@ -408,7 +409,7 @@ compare_df[compare_df.gene == 'TP53'].head(10) -# In[ ]: +# In[17]: sns.set({'figure.figsize': (13, 6)}) @@ -426,9 +427,3 @@ plt.savefig(images_dir / svg_filename, bbox_inches='tight') plt.savefig(images_dir / png_filename, dpi=300, bbox_inches='tight') - -# In[ ]: - - - - diff --git a/05_classify_mutations_multimodal/plot_multimodal_results.ipynb b/05_classify_mutations_multimodal/plot_multimodal_results.ipynb index 622cfaf..71e379d 100644 --- a/05_classify_mutations_multimodal/plot_multimodal_results.ipynb +++ b/05_classify_mutations_multimodal/plot_multimodal_results.ipynb @@ -41,7 +41,7 @@ "outputs": [], "source": [ "BAYES_OPT = False\n", - "MLP = True\n", + "MLP = False\n", "\n", "if BAYES_OPT:\n", " results_dir = Path(\n", @@ -116,7 +116,7 @@ "(1152, 9)\n", "[42 1]\n", "['TP53' 'EGFR' 'IDH1' 'PIK3CA' 'SETD2' 'KRAS']\n", - "['me_27k.me_450k' 'expression.me_450k' 'expression.me_27k'\n", + "['expression.me_450k' 'expression.me_27k' 'me_27k.me_450k'\n", " 'expression.me_27k.me_450k']\n" ] }, @@ -155,10 +155,10 @@ " \n", " \n", " 0\n", - " 0.99992\n", - " 0.99991\n", + " 0.94104\n", + " 0.91808\n", " TP53\n", - " me_27k.me_450k\n", + " expression.me_450k\n", " signal\n", " 42\n", " train\n", @@ -167,10 +167,10 @@ " \n", " \n", " 1\n", - " 0.85381\n", - " 0.82512\n", + " 0.91608\n", + " 0.88448\n", " TP53\n", - " me_27k.me_450k\n", + " expression.me_450k\n", " signal\n", " 42\n", " test\n", @@ -179,10 +179,10 @@ " \n", " \n", " 2\n", - " 0.99992\n", - " 0.99991\n", + " 0.86899\n", + " 0.82254\n", " TP53\n", - " me_27k.me_450k\n", + " expression.me_450k\n", " signal\n", " 42\n", " cv\n", @@ -191,10 +191,10 @@ " \n", " \n", " 3\n", - " 0.99988\n", - " 0.99987\n", + " 0.94074\n", + " 0.92014\n", " TP53\n", - " me_27k.me_450k\n", + " expression.me_450k\n", " signal\n", " 42\n", " train\n", @@ -203,10 +203,10 @@ " \n", " \n", " 4\n", - " 0.85370\n", - " 0.82323\n", + " 0.90890\n", + " 0.87164\n", " TP53\n", - " me_27k.me_450k\n", + " expression.me_450k\n", " signal\n", " 42\n", " test\n", @@ -218,19 +218,19 @@ "" ], "text/plain": [ - " auroc aupr identifier training_data signal seed data_type fold \\\n", - "0 0.99992 0.99991 TP53 me_27k.me_450k signal 42 train 0 \n", - "1 0.85381 0.82512 TP53 me_27k.me_450k signal 42 test 0 \n", - "2 0.99992 0.99991 TP53 me_27k.me_450k signal 42 cv 0 \n", - "3 0.99988 0.99987 TP53 me_27k.me_450k signal 42 train 1 \n", - "4 0.85370 0.82323 TP53 me_27k.me_450k signal 42 test 1 \n", + " auroc aupr identifier training_data signal seed data_type \\\n", + "0 0.94104 0.91808 TP53 expression.me_450k signal 42 train \n", + "1 0.91608 0.88448 TP53 expression.me_450k signal 42 test \n", + "2 0.86899 0.82254 TP53 expression.me_450k signal 42 cv \n", + "3 0.94074 0.92014 TP53 expression.me_450k signal 42 train \n", + "4 0.90890 0.87164 TP53 expression.me_450k signal 42 test \n", "\n", - " experiment \n", - "0 gene \n", - "1 gene \n", - "2 gene \n", - "3 gene \n", - "4 gene " + " fold experiment \n", + "0 0 gene \n", + "1 0 gene \n", + "2 0 gene \n", + "3 1 gene \n", + "4 1 gene " ] }, "execution_count": 3, @@ -269,7 +269,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -278,7 +278,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -327,8 +327,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "['expression' 'me_27k' 'me_450k']\n", - "[42 1]\n" + "['expression' 'me_450k' 'me_27k']\n", + "[ 1 42]\n" ] } ], @@ -353,9 +353,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "(2016, 9)\n", + "(13248, 9)\n", "['expression.me_27k' 'expression.me_27k.me_450k' 'expression.me_450k'\n", - " 'me_27k.me_450k' 'expression' 'me_27k' 'me_450k']\n" + " 'me_27k.me_450k' 'expression' 'me_450k' 'me_27k']\n" ] }, { @@ -393,36 +393,36 @@ " \n", " \n", " 0\n", - " 1.00000\n", - " 1.00000\n", + " 0.93466\n", + " 0.672620\n", " EGFR\n", " expression.me_27k\n", " shuffled\n", - " 1\n", + " 42\n", " train\n", " 0\n", " gene\n", " \n", " \n", " 1\n", - " 0.55140\n", - " 0.16045\n", + " 0.55807\n", + " 0.139980\n", " EGFR\n", " expression.me_27k\n", " shuffled\n", - " 1\n", + " 42\n", " test\n", " 0\n", " gene\n", " \n", " \n", " 2\n", - " 1.00000\n", - " 1.00000\n", + " 0.50607\n", + " 0.121120\n", " EGFR\n", " expression.me_27k\n", " shuffled\n", - " 1\n", + " 42\n", " cv\n", " 0\n", " gene\n", @@ -430,23 +430,23 @@ " \n", " 3\n", " 1.00000\n", - " 1.00000\n", + " 1.000000\n", " EGFR\n", " expression.me_27k\n", " shuffled\n", - " 1\n", + " 42\n", " train\n", " 1\n", " gene\n", " \n", " \n", " 4\n", - " 0.48136\n", - " 0.10219\n", + " 0.44422\n", + " 0.095904\n", " EGFR\n", " expression.me_27k\n", " shuffled\n", - " 1\n", + " 42\n", " test\n", " 1\n", " gene\n", @@ -456,12 +456,12 @@ "" ], "text/plain": [ - " auroc aupr identifier training_data signal seed data_type \\\n", - "0 1.00000 1.00000 EGFR expression.me_27k shuffled 1 train \n", - "1 0.55140 0.16045 EGFR expression.me_27k shuffled 1 test \n", - "2 1.00000 1.00000 EGFR expression.me_27k shuffled 1 cv \n", - "3 1.00000 1.00000 EGFR expression.me_27k shuffled 1 train \n", - "4 0.48136 0.10219 EGFR expression.me_27k shuffled 1 test \n", + " auroc aupr identifier training_data signal seed data_type \\\n", + "0 0.93466 0.672620 EGFR expression.me_27k shuffled 42 train \n", + "1 0.55807 0.139980 EGFR expression.me_27k shuffled 42 test \n", + "2 0.50607 0.121120 EGFR expression.me_27k shuffled 42 cv \n", + "3 1.00000 1.000000 EGFR expression.me_27k shuffled 42 train \n", + "4 0.44422 0.095904 EGFR expression.me_27k shuffled 42 test \n", "\n", " fold experiment \n", "0 0 gene \n", @@ -524,7 +524,7 @@ " EGFR\n", " 1\n", " 0\n", - " 0.35513\n", + " 0.440240\n", " expression.me_27k\n", " \n", " \n", @@ -532,7 +532,7 @@ " EGFR\n", " 1\n", " 1\n", - " 0.41130\n", + " 0.273260\n", " expression.me_27k\n", " \n", " \n", @@ -540,7 +540,7 @@ " EGFR\n", " 1\n", " 2\n", - " 0.39012\n", + " 0.208730\n", " expression.me_27k\n", " \n", " \n", @@ -548,7 +548,7 @@ " EGFR\n", " 1\n", " 3\n", - " 0.30395\n", + " 0.338120\n", " expression.me_27k\n", " \n", " \n", @@ -556,7 +556,7 @@ " EGFR\n", " 42\n", " 0\n", - " 0.34607\n", + " 0.310460\n", " expression.me_27k\n", " \n", " \n", @@ -564,7 +564,7 @@ " EGFR\n", " 42\n", " 1\n", - " 0.35181\n", + " 0.406246\n", " expression.me_27k\n", " \n", " \n", @@ -572,7 +572,7 @@ " EGFR\n", " 42\n", " 2\n", - " 0.43596\n", + " 0.283210\n", " expression.me_27k\n", " \n", " \n", @@ -580,7 +580,7 @@ " EGFR\n", " 42\n", " 3\n", - " 0.42728\n", + " 0.311770\n", " expression.me_27k\n", " \n", " \n", @@ -588,7 +588,7 @@ " IDH1\n", " 1\n", " 0\n", - " 0.16849\n", + " 0.223400\n", " expression.me_27k\n", " \n", " \n", @@ -596,7 +596,7 @@ " IDH1\n", " 1\n", " 1\n", - " 0.19334\n", + " 0.182400\n", " expression.me_27k\n", " \n", " \n", @@ -605,16 +605,16 @@ ], "text/plain": [ " gene seed fold delta_aupr training_data\n", - "0 EGFR 1 0 0.35513 expression.me_27k\n", - "1 EGFR 1 1 0.41130 expression.me_27k\n", - "2 EGFR 1 2 0.39012 expression.me_27k\n", - "3 EGFR 1 3 0.30395 expression.me_27k\n", - "4 EGFR 42 0 0.34607 expression.me_27k\n", - "5 EGFR 42 1 0.35181 expression.me_27k\n", - "6 EGFR 42 2 0.43596 expression.me_27k\n", - "7 EGFR 42 3 0.42728 expression.me_27k\n", - "8 IDH1 1 0 0.16849 expression.me_27k\n", - "9 IDH1 1 1 0.19334 expression.me_27k" + "0 EGFR 1 0 0.440240 expression.me_27k\n", + "1 EGFR 1 1 0.273260 expression.me_27k\n", + "2 EGFR 1 2 0.208730 expression.me_27k\n", + "3 EGFR 1 3 0.338120 expression.me_27k\n", + "4 EGFR 42 0 0.310460 expression.me_27k\n", + "5 EGFR 42 1 0.406246 expression.me_27k\n", + "6 EGFR 42 2 0.283210 expression.me_27k\n", + "7 EGFR 42 3 0.311770 expression.me_27k\n", + "8 IDH1 1 0 0.223400 expression.me_27k\n", + "9 IDH1 1 1 0.182400 expression.me_27k" ] }, "execution_count": 7, @@ -647,7 +647,7 @@ "outputs": [ { "data": { - "image/png": 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PfH197eb1tLWSfshxhMwlb8uHvf1tAlByrvZ7bMvn64x5K10/cy+9zmlW12kP+KyIK9WsWVN/5GXoYuQdti7FKhU3HlTNmjWL/W/a19dXjt9St6/fY3vLW19fX6XJcb9AuKyw97iwzC2ywdykSRONGzdOu3btUvv27ZWamqrJkyerefPmVhcZFhamTZs2KSoqSvv27VNwcLBlWVpamvr166e5c+fK29tbFStWlLu7u9XbAgBHYjKZdOHCWe3eu9jWpVjlwoWzMpn4m20tMhcAAOORtwAAlK0iG8wTJkzQ1KlTFRYWpkGDBunQoUMymUwaM2aM1Rvt0KGDtm3bpl69eslsNmvcuHGKi4tTRkaGevbsqZiYGD355JPy9PRUo0aN1LlzZ6u3BQCAoyBzC5ecnKw333xTY8eO5YKkAIBSceS8NZlMykpLctiL5WWlJclk8rB1GYDNmEwmnc300pxjjvt59s9ML+WZHP8IXZStQhvM2dnZ8vb2Vs2aNTVp0iTL/c2bN9fs2bOvu25xubu7a/To0QXuu+222yw/9+zZUz179iz2eHBdRl+B9ciRI5Kk/v37G7YNrr6KKwUGBurCX/lqGdrL1qVYZffexTT/rEDmFm3u3Lnav3+/5s6dq+HDh9u6HACAAyJvAaD80bdxDYU2mJ9++mn17t1bUVFRhV6AIDs7W2vWrNGyZcu0eLFjns4Nx5aYmKj9B3+ST6CvIePneuRKkg6d/o8h42eZnGPydwClQ+beWHJystauXSuz2ay1a9cqNjaWLzIAoITYwXeOvA0MDNTZ83mq1bybrUuxyqn9K8hwuLTAwEB5JB9x+Iv8+Zfg9zgxMVE///yLKvsFGVJPfr6XJOm3X5MMGf9CmjHjOptCG8yffvqpJk2apIkTJ6pt27a68847ddNNNyk/P19JSUnau3evdu7cqfbt22vOnDnlWTNQgE+gr+p1bmrrMqxyfM0vti4BgB0gc29s7ty5lgsv5efncxQzAFghMTFRh/YeUG33qoaMX+m/18dL23/CkPFP5p8v9RjOkrfZBk6RkZd96QAYD29jDuDJTkuSdJMhYwOwX5X9ghz6LF0UrdAGs5+fn0aPHq3+/ftr9erV2rhxo86cOSM3NzfVrFlTERER+tvf/qYaNWqUZ70AADgdMvfG1q9fr5ycHElSTk6O1q1bZ/MGM0cCwtXFx8crLi6u2OufO3dOkhQQEFDsx8TExCgqKqrEtaFwtd2raliFdrYuwyrvZ24u9RjOkLdXXjywOEwmk+X3rziysy41mH08cor9mICAgBIclXxTiZ9DSZTH3yaJv08AcLUiL/JXs2ZN9evXT/369Stwf0ZGhnx9jflWEwAAV0TmXl/Hjh0VFxennJwceXl5qVOnTrYu6dKRgAf2q3bVCoaMX0mXpmhKO3HYkPFPns80ZFygMKb/XgyopE0cwAiOnLcl/WKQL4NujL9NAFA2bthg/u6773TkyBGFh4eradP/TUGwdetWvf3229q4caPhBQIA4ArI3MLFxsZq7dq1ki5dRCk2NtbGFV1Su2oFvXpfA1uXYZUPthyzdQlwcFFRUSVqKF0+Gn/WrFlGlQQUi6vlbUl/Vx0df5sAwDbcC1swe/ZsDRgwQKtXr1bPnj313XffKTc3V6NGjdKLL76oNm3alGedAAA4LTL3xqpXr67o6Gi5ubkpOjqaiwMBAKxC3gIAYIxCj2BeunSpPv74Y0VERCg+Pl7//Oc/9fnnn+vo0aOaP3++WrduXZ51AgDgtMjcosXGxurYsWN2c/QyAMDxkLcAABij0AZzSkqKIiIiJEmdOnXS8OHDdffdd2v16tXy8/MrtwIBAHB2ZG7RqlevrtmzZ9u6DBSTK15kiXlOAftH3gIAYIxCG8xubm6Wn93d3eXp6anJkycTvADsWkl38I8cOSLpf/OvFQc7+ChrZC5cnSteZMkVnzNga+QtAHvwZ6aX5hwzbsq3C7mXZsOt7JlvyPh/ZnrJ35CRncfJ/PN6P3OzIWP/Zb50se4qbsZcbFy6VH9j1SnRY254kb8r+fj48AEYgNNhLlfYIzIXjs4VL7Lkis8ZcHTkLWAf3FPTVXHjQUPGdsvMliSZK3gbMr57arpUu/jrBwcHG1LHlZL+exBVnYYNDRnfX+XzPByV0a/Nn/99f2s1LFkDuCQaq06Jn0ehDea8vDxt3vy/bntubm6B25LUrl27EpYIAMZyhitlX0hL0u69iw0ZOys7XZLk413JkPEvpCVJCjJkbGdG5gIAYDzyFrA/RjfjLp+x2rD2bcZsoHbJnsOQIUOMqeMKfIltWyV9j0t6FrY1yuMs7EIbzIGBgXr33Xctt/39/QvcdnNz07fffmtocQDgaoz/gJUqSbq1vlFN4CC+zbYCmQsAgPHIWzgjR78GgNENV5qtcDb2ehZ2oQ3mjRs3lmcdAADxAcsIycnJevPNNzV27Fi7DWMyFwAA45G3ANcAAOyNM5yFLRUxB/O2bduUmJio1q1b64477iivmlAKU6dOVWJiomHjW3NBtJIKDg4ul9NGALiGuXPnav/+/Zo7d66GDx9u63IKReYCAGA88hbOhmsAALAHhTaYlyxZonHjxqlhw4b68MMPNXr0aHXu3Lk8a4MVEhMTdejAftWuaszVJCspV5KUduKwIeOfPJ9pyLgAXFNycrLWrl0rs9mstWvXKjY21i6PYiZzAQAwHnkLwBGVdBoUaw4MLI85euHcCm0wf/755/rnP/+p0NBQbdq0SR999BHh6yBqV62gV+9rYOsyrPLBlmO2LgFwKHzYuLG5c+fKbDZLkvLz8+32KGYyFwAA45G3gONj/6do9nhADZxfoQ3mP//8U6GhoZKktm3b6vXXXy+3ogAAxnC1Dxvr169XTk6OJCknJ0fr1q2zywYzmQsA5cvoaeUkppazR+Rt0Rzh2hVASTjDv2NnmaMXzq3QBrObm9v/VvK84VTNAAAb4cPGjXXs2FFxcXHKycmRl5eXOnXqZOuSrovMBYDylZiYqJ9//kWV/YIM20Z+vpck6bdfkwwZ/0KaMeM6M/K2aPZ27QpnuMaQxJdBZYn9H8A+FZqql08pBgDAUcXGxmrt2rWSJHd3d8XGxtq4ousjcwGg/FX2C1LL0F62LsNqu/cutnUJDoe8vTF7vHaFo19jSOI6QwBcQ6EN5uzsbE2aNMlyOzMzs8BtSfrb3/5mXGUAAJRS9erVFR0drZUrVyo6OtrmO0mFIXNh7ziCDIAzIG9vzF6vXeHI1xiSuM4QANdQaIM5OjpaKSkpltuPPPJIgdsAADiC2NhYHTt2zG6PXpbIXNi/xMRE7T/4k3wCfQ0ZP9fj0hFkh07/x5DxJSnLlGHY2AAcA3l7Y45y7QoAjsVkMunChbMOe+bNhQtnZTK527oMu1dog3nChAnlWQcAAIaoXr26Zs+ebesybojMhSPwCfRVvc5NbV2G1Y6v+cXWJQCwMfL2xhzl2hUAAPtTaIN58+bN19zn7e2tGjVqqEEDxz09BQAAe0PmArA1Z5gGhSlQUBTy9sYc5doVABxLYGCgLvyV77DXPdi9d7HdTrVoTwptML/77rvX3JeXlyeTyaTGjRtrzpw5CggIMLQ4AABcAZkLwNYSExOVsH+PalbIMWT8CrmXTi1NPbzDkPH/zPQyZFw4F/L2xhzl2hUAAPtTaIN548aN170/IyND48aN04QJE665IAJQ3kwmk7JMGQ572muWKUMmL5OtywBgY2QuAHtQs0KOXmzgmJ9L5hyjEYaikbdFc4RrVzg7zigB4IgKbTAXxtfXV0OHDlVMTIwR9QAAgP8icwEAMB55+z+OcO0KZ+foF9blorqAaypxg1mSAgICdPHixbKuBSixwMBAJeWkOOxFh46v+YVTzwDcEJkLAIDxyFvYE0e+sK6jnl0MoHSsajD/9ttvLj03FQAA5cVZMzc+Pl5xcXHFXv/cuXOSVKLXIiYmRlFRUSWuDQDgepw1bwEAKA+FNpj/859rT5fIzc3VqVOn9NFHH6lz586GFgYAgKsgc4tmMl2aF5adfwCAtchbAACMUWiDOTo6Wm5ubjKbzZb7vLy8VKNGDUVFRRk6ITwAAK7EFTM3KiqqREcXX34NZs2aZVRJAAAn54p5CwBAeSi0wXzo0KHyrAMAAJdF5gIAYDzyFgAAY5R4DuaMjAytXLlSCxcuVHx8vBE1AQAAkbkAAJQH8hb2xGQyKcuU4bAXy8syZcjkZbJ1GQDKWbEbzL/++qsWLlyoVatWqVKlSurSpYuRdQEA4LLIXAAAjEfeAkD5uJCWpN17FxsydlZ2uiTJx7uSIeNfSEuSFGTI2M6kyAbzpk2b9MUXX2jPnj3Kzc3V1KlT1b59e7m5uZVHfQAAuAwyFwAA45G3sGeBgYFKyklRvc5NbV2KVY6v+UWBgYG2LgN2JDg42NDxjxxJlSTdWt+oJnCQ4c/BGRTaYJ47d64WLVokT09P9ezZU++//76io6MVFhZG8AIAUIbIXMdjMpmUlJqpD7Ycs3UpVjmZmqkgX05fvZGpU6cqMTHRsPGPHDkiSYZeVCw4OFhDhgwxbHzA0ZC3AFD+jP4swsXA7UOhDeZJkyapR48eGjJkiAICAsqzJgAAXAqZC9ifxMRE/XjgJ+X7G3O6pZtbriRp98mjhozvnppuyLiAIyNvAQAwRqEN5nnz5mnp0qVq37697r33Xj3++OPlWRcAAC6DzHU8gYGB8slI1qv3NbB1KVb5YMsx+XH6apHy/SvpYuQdti7DKhU3HrR1CYDdIW8BADBGoQ3miIgIRURE6Ny5c1q5cqXGjBmj5ORkzZ49W927d1fjxo3Ls04AAJwWmQt75+hXtJe4qn1RTCaTzmZ6ac4xx/zi4c9ML+WZeH9xY+QtAADGKPIifwEBAXr++ef1/PPP64cfftCSJUv0+OOPq06dOvr666+t2mh+fr7eeecdHT58WN7e3hozZozq1atnWb527VrNnz9fHh4eCg4O1jvvvCN3d3ertgUAgKMgcwGgfJhMJl24cNawK9qXhwsXzspk4u+1Nchbx+Ho1zyQuO4BANdQZIP5Sq1bt1br1q2VkpKi1atXW73RDRs2KDs7W0uWLNG+ffs0YcIEy2TcmZmZ+uCDDxQXF6eKFStq6NCh2rRpkx588EGrtwcAgKMhc2FPHP2K9hJXtS9KYGCgPJKP6MUGjtkEmXMsUP68v7ACeQsAQOmVqMF8WbVq1fTss89avdE9e/aobdu2kqSQkBAdOHDAsszb21uLFy9WxYoVJUm5ubny8fGxelsAADgyMhcAyl5gYKAu/JWvlqG9bF2K1XbvXVyiL01MJpOS8lP1fuZmA6syzsn8VAWZfA0bn7y1T45+zQOJ6x4AcA1WNZhLKy0tTX5+fpbbHh4eys3Nlaenp9zd3VW9enVJ0oIFC5SRkaE2bdoUOWZWVpYSEhIMq9lRZGRk2LqEUsvIyCj2e+lqzxcASqqsM9dWeXv57729/L10tfxxhucrud5z5vneeF1nUJLnnJ2dbXA1xsvOzrabHLga+7jGcMXf1YyMDEOve5CbkSNJ8vT1MmT8LFOGMqqwj4vyY2/7Ca6qRA3m06dP6+abby71Rv38/JSenm65nZ+fL09PzwK3J0+erF9//VXTp0+Xm5tbkWP6+PioSZMmpa7N0fn6+irNMc9stPD19S32e+nr6yv9ZXBBBivJ8wXgWErzIcdeM9dWeevre+moNXv5e0neOqYSP+dzBhdksJI+X0dvP5b4/VV6kevZu5I855o1a6ry2VwNq9DO4KqM8X7mZvnVrHnd5+uMeSuxjys5R95KJftdDQkJsXzuMcKRI0ckSQ1vvt2YDdwsBQcHu/y/XZQfe9tPcHaFZW6JGsxRUVH68ccfS11MWFiYNm3apKioKO3bt0/BwcEFlr/11lvy9vbWzJkzufABAMAlkbkAABiPvIW9GTJkiKHj9+/fX5Isc4QDQFkoUYPZbDaXyUY7dOigbdu2qVevXjKbzRo3bpzi4uKUkZGhZs2aadmyZWrZsqWeeeYZSdLTTz+tDh06lMm2AQBwBI6WuVOnTlViYmKZ1Hw9l4+2ubxTZITg4GDDd+oAAPbF0fIWAAB7ZJM5mN3d3TV69OgC9912222Wnw8dOlTeJQEA4JTKK3MTExO1/6eD8vYLKpPxrpaXd2mewIRjZw0ZPzstyZBxAQCugX1cAIArK1GD+erAhP0xmUxKSs3UB1uO2boUq5xMzVSQrxNMsgUApeSImevtF6RazbvZugyrnNq/wtYlAABswBHzFgAAe1OiyZ9iYmKMqgMAAFyBzAUAwHjkLQAApWeTKTJgnMDAQPlkJOvV+xrYuhSrfLDlmPwCA21dBgAAAADADpw8b9wZun9l5kqSqlQwrjVy8nymGtcxbHgAsAs0mAEAAAAAgN0JDg42dPw//3sR4Vp1Ghq2jcZ1jH8eAGBrxW4wZ2dnKykpSR4eHqpevbo8PelNAwBgBDIXsD2TyST31HRV3HjQ1qVYxT01XaaKXNcCuBHy1v4NGTLE0PH79+8vSZo1a5ah2wFQfPHx8YqLiyv2+kf++0XR5d/n4oiJiVFUVFSJa0Phbpigubm5Wr16tb766isdOHBAubmXTh/x9PRUy5Yt1blzZ3Xp0kUeHh7lUiwAAM6KzAUAwHjkLQA4l0CmWbULhTaYd+7cqTFjxig4OFjPPfecmjVrpqCgIOXn5+vs2bPav3+//vWvf+nTTz/VW2+9pbvvvrs86wYAwGmQuYD9CQwM1K8XU3Ux8g5bl2KVihsPssOFa5zMP6/3MzcbMvZf5kxJUhW3CoaMfzL/vBqrdBPZkrcAYP+ioqI4utgBFdpg/vrrrzVv3jxVr179mmV169ZV3bp1FRMTozNnzmj69OmEL2wmy5Sh42t+MWTs3IwcSZKnr5ch42eZMqSbDRkagAMhcwHYgz8zvTTnmDFN6Qu57pKkyp75hoz/Z6aX/A0Z2XmU21y2DY25mllj1Sn1cyBvAQAwRqEN5tGjRxdrgBo1amjMmDFlVhBQEkZ/UL48l0/Dm283ZgM3c8EHAM6RuSaTSVlpSTq1f4WtS7FKVlqSTCZOh74RR/5CV+JL3aIY/Xkk6b+fqeo0NOZCWv7iM1VRmMvWOfIWAAB7VGiDeeHChUU++MknnyzTYoCS4oMyAGdA5sLeOfwXuhJf6haBz1RwBeQtAADGKLTBvG7duhs+0M3NjfAFAKAMOEPmBgYG6uz5PNVq3s3WpVjl1P4VzFd7AzQfATgDZ8hbAADsUaEN5gULFpRnHQAAuCwyFwAA45G3AAAYo9AG82VZWVlau3atzpw5o/z8SxflyM3N1bFjxzRt2jTDCwQAwFU4euZmGzgHc152hiTJw9vXkPGz05Ik3WTI2AAA++LoeQsAgL0pssH8t7/9TT///LOqVaumzMxMVa9eXbt371a3bo55CiwAAPbKkTO33ObobWBUE/gm5ucFABfhyHkLAIA9KrLBvG3bNn399dc6c+aMZs+erZkzZ2rVqlX6+uuvy6M+AABchiNnLnP0AgAchSPnLW4sPj5ecXFxxV7/8hfYlz9nFFdMTIyioqJK9BgAcGZFNpi9vLxUo0YNVapUSYcOHZJ06Y/pxIkTDS8OAABXQuY6lpPnM/XBlmOGjP1XZq4kqUqFIj+qWeXk+Uw1rmPI0E7FPTVdFTceNGRst8xsSZK5grch47unpku1DRkacHjkLS5zhgv8lkdTnYY6gKIUuddy66236t///rfuv/9+SdKJEyfk7e2tvLw8o2sDAMClkLmOw+jpNP78785frToNDRm/cR3jn4OjK7dpX2rfZswGahv7HGhowJGRt84rKiqKvxtFcIamOgD7U2SDedCgQXrllVe0cuVKPf300+revbs8PDz4ow0AQBlzpcx19OYUU4I4P97jskVDA/bElfIWzo+mOgB7UGSDOSIiQlu3blWFChX07LPPqnnz5kpLS9O9995bHvUBAOAyyNzC0ZxyLMyB6fxoaMCRkbcAAJStYk3s99dff+ngwYMym82SpAoVKmj37t1q1aqVocUBAOBqXCVzaU7hSnyBAKC8uUreAgBQHopsMH/66aeaMmWKfH195en5v9Xd3Ny0fft2Q4sDAMCVkLlwFnyBAMCekbeA60hOTtabb76psWPH8oU2YKAiG8xffPGFpk2bpvbt25dHPSgDXNUeABwTmQsAgPHIW8B1zJ07V/v379fcuXM1fPhwW5cDOK0iu4QXL15UZGRkedSCMsBV7QHAcZG5AFB+LqQlaffexYaNn5WdLkny8a5kyPgX0pIkBRkytrMjbwHXkJycrLVr18psNmvt2rWKjY3lKGbAIEU2mLt27apPPvlEL7zwgjw8PMqjJpQCVzwHAMdF5gJA+SiPAxqOHEmVJN1a36gmcBAHZliJvAVcw9y5cy3zrOfn53MUM2CgIhvM33//vRITEzV9+nRVrly5wDLmpwIAoOyQuYDjio+PV1xcXLHXP/Lfs8Iuf3lfHDExMcxtXUaMPihD4sAMe0beAq5h/fr1ysnJkSTl5ORo3bp1NJjh8Ox1XvEiG8xvvvlmedQBAIDLI3MB12FPOwSAqyFvAdfQsWNHxcXFKScnR15eXurUqZOtSwJKzV7nFS+ywdy6devyqAMAAJdH5gKOKyoqiqOLAQdB3gKuITY2VmvXrpUkubu7KzY21sYVAaVjz/OKF9lgbty4sdzc3K59oKenqlWrpvvuu08jRoyQn5+fIQUCAOAqyFwAAIxH3gKuoXr16oqOjtbKlSsVHR1tN404wFr2PK+4e1ErvPbaa7rrrrv0ySef6Ouvv9Znn32mli1b6qmnntKYMWP0559/auzYseVRKwAATo3MBQDAeOQt4DpiY2PVvHlzjl6GU7jevOL2osgjmJcuXarFixcrICBAktSgQQM1adJEPXv21Ouvv66QkBB16NDB8EIBAHB2ZC4AwF4484UryVvAdVSvXl2zZ8+2dRlAmbDnecWLbDCnpqZec19eXp5MJpMkqUKFCmVeFAAArojMdV7O3KgBAMmxLlxJ3gIAHJE9zyteZIM5Ojpaffv21csvv6ybb75Zp06d0scff6xHHnlEFy5c0D/+8Q+Fh4eXR60AADg1MheXOVKjBoBzcuYLV5K3AABHZM/zihfZYH7jjTc0Y8YMjRs3TmfPnlXNmjXVtWtXPf/880pISFDFihU1cuTI8qgVAACnRuY6L2du1ACAoyFvAQCOKjY2VseOHbOro5elYjSYPT09NXjwYA0ePPiaZXfddZfuuusuQwoDAMDVkLkAABiPvAUAOCp7nVe80AZznz59tGDBAnXv3l1ubm7XXWfZsmWGFQYAgKsgcwEAMB55CwCAMQptMD/++OOSpKeeeqrcigEAwBWRuQAAGI+8BQDAGIU2mGNiYiRJXbt2LXD/Tz/9pKpVq6pevXrGVgYAgIsgcwEAMB55CwCAMdyLWmHbtm2KjIyUJM2ZM0dPPfWUunTpopUrVxpeHAAAroTMBQDAeOQtAABlq8gG8wcffKBXXnlFeXl5mjdvnmbMmKHFixdrxowZ5VEfAAAug8wFAMB45C0AAGWr0CkyLvv999/VtWtX7du3T7m5uWrTpo3c3d117tw5qzean5+vd955R4cPH5a3t7fGjBlzzelIFy9e1HPPPaexY8fqtttus3pbwJXi4+MVFxdX7PWPHDkiSerfv3+xHxMTE6OoqKgS1waUh+TkZL355psaO3asAgMDbV0OrkLmAgBgPPIWAICyVeQRzP7+/kpISNDKlSsVEREhd3d3fffdd7r55put3uiGDRuUnZ2tJUuWaNiwYZowYUKB5T///LOefPJJnThxwuptAGUhMDCQJhycyty5c7V//37NnTvX1qXgOshcAACMR94CAFC2ijyCeeDAgXr88cfl6+urf/7zn9q1a5cGDBig9957z+qN7tmzR23btpUkhYSE6MCBAwWWZ2dna8aMGfrb3/5W7DGzsrKUkJBgdU0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\n", 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" ] @@ -693,7 +693,8 @@ " handle = mpatches.Patch(color=colors[ix], label=data)\n", " handles.append(handle)\n", " \n", - "plt.legend(title='Data types used to train model', handles=handles, loc='lower right')\n", + "plt.legend(title='', handles=handles,\n", + " loc='lower right', fontsize=15, title_fontsize=15)\n", "plt.tight_layout()\n", "\n", "if SAVE_FIGS:\n", @@ -755,74 +756,74 @@ " \n", " \n", " \n", - " 40\n", + " 648\n", " TP53\n", " 1\n", " 0\n", - " 0.28311\n", + " 0.24430\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 41\n", + " 649\n", " TP53\n", " 1\n", " 1\n", - " 0.26852\n", + " 0.19628\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 42\n", + " 650\n", " TP53\n", " 1\n", " 2\n", - " 0.26064\n", + " 0.27931\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 43\n", + " 651\n", " TP53\n", " 1\n", " 3\n", - " 0.24501\n", + " 0.27575\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 44\n", + " 652\n", " TP53\n", " 42\n", " 0\n", - " 0.34596\n", + " 0.23172\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 45\n", + " 653\n", " TP53\n", " 42\n", " 1\n", - " 0.26820\n", + " 0.27381\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 46\n", + " 654\n", " TP53\n", " 42\n", " 2\n", - " 0.26530\n", + " 0.23512\n", " expression\n", " Best single-omics\n", " \n", " \n", - " 47\n", + " 655\n", " TP53\n", " 42\n", " 3\n", - " 0.26686\n", + " 0.27328\n", " expression\n", " Best single-omics\n", " \n", @@ -831,7 +832,7 @@ " TP53\n", " 1\n", " 0\n", - " 0.26604\n", + " 0.23137\n", " expression.me_27k\n", " Best multi-omics\n", " \n", @@ -840,7 +841,7 @@ " TP53\n", " 1\n", " 1\n", - " 0.27505\n", + " 0.19885\n", " expression.me_27k\n", " Best multi-omics\n", " \n", @@ -849,17 +850,17 @@ "" ], "text/plain": [ - " gene seed fold delta_aupr training_data model_type\n", - "40 TP53 1 0 0.28311 expression Best single-omics\n", - "41 TP53 1 1 0.26852 expression Best single-omics\n", - "42 TP53 1 2 0.26064 expression Best single-omics\n", - "43 TP53 1 3 0.24501 expression Best single-omics\n", - "44 TP53 42 0 0.34596 expression Best single-omics\n", - "45 TP53 42 1 0.26820 expression Best single-omics\n", - "46 TP53 42 2 0.26530 expression Best single-omics\n", - "47 TP53 42 3 0.26686 expression Best single-omics\n", - "40 TP53 1 0 0.26604 expression.me_27k Best multi-omics\n", - "41 TP53 1 1 0.27505 expression.me_27k Best multi-omics" + " gene seed fold delta_aupr training_data model_type\n", + "648 TP53 1 0 0.24430 expression Best single-omics\n", + "649 TP53 1 1 0.19628 expression Best single-omics\n", + "650 TP53 1 2 0.27931 expression Best single-omics\n", + "651 TP53 1 3 0.27575 expression Best single-omics\n", + "652 TP53 42 0 0.23172 expression Best single-omics\n", + "653 TP53 42 1 0.27381 expression Best single-omics\n", + "654 TP53 42 2 0.23512 expression Best single-omics\n", + "655 TP53 42 3 0.27328 expression Best single-omics\n", + "40 TP53 1 0 0.23137 expression.me_27k Best multi-omics\n", + "41 TP53 1 1 0.19885 expression.me_27k Best multi-omics" ] }, "execution_count": 9, @@ -885,17 +886,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "EGFR diff: 0.0199 (pval: 0.3125)\n", - "IDH1 diff: 0.0018 (pval: 0.7422)\n", - "KRAS diff: 0.0211 (pval: 0.9453)\n", - "PIK3CA diff: -0.0521 (pval: 0.0156)\n", - "SETD2 diff: -0.0492 (pval: 0.0781)\n", - "TP53 diff: -0.0102 (pval: 0.2500)\n" + "EGFR diff: 0.0700 (pval: 0.0156)\n", + "IDH1 diff: 0.0061 (pval: 0.5469)\n", + "KRAS diff: 0.0117 (pval: 0.7422)\n", + "PIK3CA diff: 0.0364 (pval: 0.0547)\n", + "SETD2 diff: -0.0705 (pval: 0.0781)\n", + "TP53 diff: 0.0132 (pval: 0.1953)\n" ] }, { "data": { - "image/png": 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s2bPivrGxsbluLGQyWZ5l1qxZE6mpqYiPjxf/Y42Ojoa5uTlUKtVrX1tcatSokevJblpams6Om3///Tfc3Nzw2Wef4dGjR/Dx8cHixYvx7bffFvhYqampSEpKEm/YHz58mOe+VlZWGDFiBPr16yeui4iIQK1atV7pJ3L48GHcv38/17ro6OhciVlh38eqVau+8vTYz88P3bt3x+PHjzFr1ix4eXnh1q1bmDx5Mnbt2oXRo0fn2l+hUMDZ2RnHjx/HpUuXMGzYMABAfHw8jI2N8e233yI9PR3Hjx/HjBkz0LFjR1SrVq1Qceoil8vFfh9A4Tvj1qxZ85UO2wcPHsz1Pmu1WsTExKBKlSpFjrNatWq53ueoqCgcOnQIH3/8cYHeo6pVqyI1NRUJCQmwsLAAgFzlLViwAPXq1cOGDRugVCrxxx9/iLU6LyvMvi/r2LEjUlNTERISgitXrmD16tXitsePH+faNyYmBj179oQgCLCxsclVM/Lw4cNcDyJe58VyY2JiUKFCBZibm7/2t5NfJ/zXXQ8Kcq3T5XUxEZVFbGJEZGBPnz7FgQMH0LJlSwCAu7s79u/fj5s3b0IQBPz666/o1asXHjx4gKtXr+LTTz9FVFQUKlWqhMqVK6Ny5cpQKBRQq9V49uyZzv/skpKSsGnTJmRmZiIwMBAXLlyAs7MzWrRogQoVKmDLli3IzMzEw4cPMXz48AI1GalWrRpsbW2xZMkSPHv2DI8ePcKaNWtyPX2UWu/evXHo0CFcv34dGRkZWL16NTQaTZ777tu3DwsWLEBKSgosLCzEG5KCqlatmtjxMT09Hbdv34a/v3+e+7q7u2Pr1q2IjIyEVqvFjh07MGDAADx//vyVfR0cHBAbG4sdO3YgMzMTV69exf79+9/ofXRwcMD9+/dx6NAhZGVl4fTp09i6dSssLCzg7e2NzZs3Q6PRoGrVqpDL5Trfh969e+PIkSO4c+cOHB0dAQD379/H8OHDcfPmTRgZGcHCwgJGRkYwNjYucrwvq1OnDq5cuYJ79+4hJSUF33//vc59VSpVgeYC6N27N7Zt24bw8HBkZGTgm2++AQC8//77RY7TxcUFO3fuxL1795Ceno41a9bg33//LfB79M4776B169ZYvnw50tLScO3aNRw5ckTcnpKSggoVKkChUODBgwf4+uuvAUCsoXvx3PPb90UvXy9UKhV69OiBZcuWwc7OLleNVXh4OH788UdoNBrs378fjx8/xgcffIAPPvgAd+7cwU8//YSsrCxERESIHaYLYufOnYiKikJycjJ8fX3h7OwMtVpdqN/Oy153PXiTa92bxERUGrEGgcgA+vfvLzZdyGl7ndOXoG3btpg5cyamT5+OmJgYvP322/D19UXdunVRt25dhIeH46OPPsKzZ89Qp04drFmzRnxdzr/BwcGvPMWrXLkyHj58iI4dO6JKlSr4+uuvxSr+TZs2iTeNCoUCPXv2xLhx4wp0LqtWrcKSJUvQpUsXANlNFaZMmfLmb1IBtWnTBuPHj8eYMWMgCAL69+8PpVIp1mC8aNKkSZg3bx66dOmCzMxMtGvXDt7e3oU63pIlSzBr1iy8//77qFevHt5//31x1JoXubm5ITExEaNGjUJsbCzq1q2LjRs35rrxymFmZoYtW7bAx8cHq1evhqWlJaZMmYJu3boVKrYXWVhYYOPGjVi6dCm8vLzwzjvvYP369bCwsMCXX36JRYsWYdu2bVCpVHBxcdHZPOjdd99F5cqVYW9vLzbreO+99zBlyhSMHz8e8fHxqFmzJnx9fWFqaopLly5h1KhRbzzcateuXREUFIT+/fujUqVK+PTTT3Hq1Kk89+3Tpw+GDx+OhQsXvrZMNzc3JCQkYNy4cYiLi8N7772HrVu3vlFi07dvX8TFxWHYsGFISUmBnZ0dFi1ahMqVK+t8j17m6+uLOXPmwNbWFrVq1crVRGfWrFmYP38+du7cCUtLS3h4eODmzZuIiIhA48aNc517fvu+KK/rhYuLC3bv3v3K/CZ169bFmTNn4O3tDWtra2zevFn8Hud8bxcuXAhjY2N89NFHYr+e+fPnAwC8vLzyfO9sbGzw2Wef4eHDh3BycsKcOXMAFO6387LXXQ9UKlWRr3VvEhNRaSQTCtpAkYhKrYsXL2LChAl5DglY2t25cwcqlUqs6n/+/DlsbGxw/PhxSdoGh4SEoG3btmJb9ZUrV+Lhw4f48ssvi/1YRPr06NEjODs753rAEBAQgJ07d+Yadreg4uPjsWbNmjwTtyFDhqB79+4YPHjwm4adi76vB0RlFZsYEVGpFhYWhjFjxiA+Ph6ZmZnYsGEDatWqlWfH4+KwaNEi7Nu3D4Ig4N9//8WRI0fQqVMnSY5FpA9arRa3b9+Gr68vXF1dC9yHID8///yzzlG+pKLv6wFRWSV5EyOtVouFCxciPDwcarVarKLMce3aNSxbtgyCIMDKygorV64stosTEZV9PXv2RFhYGFxdXZGamoqmTZvCz89Pss7RX375Jby8vLBq1SqYmJhg4MCBcHNzk+RYRPogk8ng6emJ6tWrF7jDfkEMGjSo2MoqKH1fD4jKKsmbGJ04cQKnT5/GsmXLEBoaio0bN8LPzw8AIAgCevfujTVr1sDa2hr79+9H69atUbduXSlDIiIiIiIiHSSvQbh8+bJY/W5jY5Nrqvm7d+/C3Nwc27Ztw+3bt+Hg4MDkgIiIiIjIgCRPEFJSUnJNAKNQKKDRaKBUKpGQkIA///wT8+bNg7W1NcaMGYNmzZrB1tZWZ3lXrlxhVSERERGVGbGxsQB0T0pJJBWZTAYbG5tX1kueIJiYmODZs2fislarFUf/MDc3h7W1NerXrw8A6NSpE27cuPHaBKFixYpo0qSJtEETERER6cnixYsBAPPmzTNwJFTehIWF5ble8lGMWrVqhaCgIABAaGgoGjZsKG6rVasWnj17Jk4pf+nSpVxTpBMRERERkX5JXoPg5OSE4OBgeHh4QBAE+Pj44MiRI0hNTcXAgQOxZMkSTJkyBYIgoGXLlvjggw+kDomIiIiIiHSQPEGQy+WvzKJYr1498W9bW1v4+/tLHQYRERERERUAJ0ojIiIiIiIREwQiIiIiIhIxQSAiIiIiIhETBCIiIiIiEjFBICIiIiIikeSjGBERERGVdtu3bxfnbSpuOeXmTJgmBWtra3h6ekpWPpUtTBCIiIiI8hEZGYm7t2/hbRNVsZdtImQBADJiIoq9bAC4n5IpSblUdjFBICIiIiqAt01UGN+8qqHDKLS11x4bOgQqZdgHgYiIiIiIREwQiIiIiIhIxASBiIiIiIhETBCIiIiIiEjEBIGIiIiIiERMEIiIiIiISMRhTomIiIjykZiYiISUzFI5ZOj9lExYJCYaOgwqRViDQEREREREItYgEBEREeXD3NwcxqlxpXaiNLW5uaHDoFKENQhERERERCRigkBERERERCImCEREREREJGKCQEREREREIiYIREREREQkYoJAREREREQiJghERERERCRigkBERERERCImCEREREREJGKCQEREREREIiYIREREREQkYoJAREREREQiJghERERERCRigkBERERERCImCEREREREJFIaOgAiIiKiFwUFBSEwMLDA+ycmJgIAzM3NC/waBwcH2NvbFzIyovKBNQhERERUqiUlJSEpKcnQYRCVGaxBICIiohLF3t6+UE/3Fy9eDACYN2+eVCERlSusQSAiIiIiIhETBCIiIiIiEjFBICIiIiIiERMEIiIiIiISMUEgIiIiIiIREwQiIiIiIhIxQSAiIiIiIhETBCIiIiIiEjFBICIiIiIiERMEIiIiIiISMUEgIiIiIiKRUuoDaLVaLFy4EOHh4VCr1fD29oa1tbW4fevWrfD394elpSUAYNGiRahbt67UYREREZGebN++HZGRkZKVn1P24sWLJTvGw4cPYSlZ6UQli+QJwsmTJ5GRkYG9e/ciNDQUy5Ytg5+fn7j95s2bWL58OZo1ayZ1KERERGQAkZGRuPXP31BZmkpSftZ/dzMR8Q8lKT8zPhkVVWpAJUnxRCWO5AnC5cuX0alTJwCAjY0Nbty4kWv7zZs3sWnTJjx58gQffPABPv30U6lDIiIiIj1TWZqiSrf2hg6jSOJOXASS0w0dBpHeSN4HISUlBSYmJuKyQqGARqMRl52dnbFw4UJs27YNly9fxpkzZ6QOiYiIiIiIdJC8BsHExATPnj0Tl7VaLZTK7MMKgoChQ4fC1DS7ytHBwQF//fUXOnfurLO89PR0hIWFSRs0ERERFZvU1FRDh/DGsrKySnUTo9TUVN4/UYFJniC0atUKZ86cQc+ePREaGoqGDRuK21JSUtCrVy8cO3YMxsbGuHjxIvr27fva8oyMjNCkSROpwyYiIqJiYmxsDKQ9NXQYb0ShUADQ5LtfSWVsbMz7J3qFrqRR8gTByckJwcHB8PDwgCAI8PHxwZEjR5CamoqBAwdi0qRJ8PT0hFqthq2tLRwcHKQOiYiIiIiIdJA8QZDL5fDy8sq1rl69euLfvXv3Ru/evaUOg4iIiAwkMTERmfHJ2Z19S6HM+GRAJi/VTYyICoMTpRERERERkUjyGgQiIiIq38zNzRGnTSvVw5wqk9NRmvsgEBUGaxCIiIiIiEjEBIGIiIiIiERMEIiIiIiISMQEgYjKtYSEBHh5eSExMdHQoRAREZUITBCIqFw7ePAgwsPDERAQYOhQiIiISgQmCERUbiUkJCAwMBCCICAoKIi1CERERGCCQETl2MGDByEIAgBAq9WyFoGIiAicB4GIyrHg4GBoNNnjmms0GgQHB2PEiBEGjoqISqr7KZlYe+1xsZebnJEFADBVK4q9bCA77jqSlExlFRMEIiq37OzscPbsWWg0GiiVStjZ2Rk6JCIqoYyMjFDd2lqSslMiIwEAVWpKU34dANYSxU5lExMEIiq33N3dERgYCACQy+Xo06ePgSMiopKqevXqmDdvniRlL168GAAkK5+osNgHgYjKLQsLCzg4OEAmk8He3h7m5uaGDomIiMjgWINAROWau7s7oqOjWXtARET0HyYIRFSuWVhYYP78+YYOg4iIqMQoVBOjnOEAiYiIiIiobMq3BuHChQvw9/fHH3/8gdjYWMhkMlStWhW2trZwdXVF+/bt9REnFVBQUJDY6bIgciaGKkzbawcHB9jb2xcyMiIiIiIqDXQmCHfv3sXcuXORlZWFbt26YcCAAbCyskJWVhaePHmCq1evYsWKFahYsSIWLVqEevXq6TNuKiZJSUkACpcgEBERFVZmfDLiTlyUpOys5+kAAEVFI0nKz4xPBiyrS1I2UUmkM0FYsWIF5s2bh8aNG7+yrX79+rC1tcWYMWNw7do1rFixAhs3bpQ0UCoYe3v7Qj3d59BqREQkNanH4I/8bx4Ba6lu4i2rcx4BKld0Jgh+fn4FKqB58+ZMDoiIiEgnT09PScvnwy6i4qUzQfjjjz/yfXHbtm2LNRgiIiIiIjIsnQnC+PHjxb+TkpJQoUIFVK1aFXFxcXj27Blq166NX375RS9BEhERERGRfuhMEC5cuAAAWLVqFWQyGSZMmACVSgWNRoP169cjNjZWb0HqU2FGAeIIQERERMWvsCPy5fRByGlqVBBS/39cmHMoifFT+ZbvPAh79uzBxIkToVKpAABKpRLjxo3D0aNHJQ+upEtKShJHASIiIiLDMDMzg5mZmaHDKLLSHj+VPfnOg2Bubo7Q0FC0adNGXBccHAwrKytJAzOUwowCxE5RRERExa+wI/KVRGXhHKj8yjdBmDhxIj755BPY29ujatWqiImJwfnz5/HVV1/pIz4iIiIiItKjfBMEFxcXNGjQACdOnEBsbCzeffddTJ06FXXr1tVHfEREREREpEf5JggA0LhxY1SsWBExMTFo06YN0tLSpI6LiIiIiIgMIN9OyrGxsRgyZAhcXFwwduxY3Lt3D46Ojvjzzz/1ER8REREREelRvgnCokWL0KxZM1y6dAlKpRL16tXDhAkTsHTpUn3ER0REREREepRvgvDHH39g0qRJUKvVkMlkAIBBgwbhzp07kgdHRERERET6lW+CYGZmhqioqFzroqOjUaVKFcmCIiIiIiIiw8i3k/LQoUMxatQoDB06FJmZmQgICMDWrVsxaNAgfcRHRERERER6lG+C8PHHH8PCwgIHDhxAzZo1cfjwYYwcORK9e/fWQ3hERERERKRPBRrmtEePHujRo4fUsRARERERkYHpTBAmTJggdkrW5euvvy72gIiIiIiIyHB0Jgh16tSBSqXSZyxERERERGRgOhOEAwcO4LfffoO3tzfmzp2rz5iIiIiIiMhAdCYIaWlpCAgIgL+/Pzp16pTnPg4ODpIFVly2b9+OyMhIScrOKXfx4sWSlA8A1tbW8PT0lKx8IiIiIqIX6UwQxo4di40bNyI9PR2LFi16ZbtMJsOpU6ckDa44REZG4tY/f0NlaVrsZWf99+5FxD8s9rIBIDM+GQ8fPpQswQGY5BARERFRbjoThJiYGPzyyy947733cPr0aX3GVOxUlqao0q29ocMotLgTF5GenI67t2/hbRNp+oOYCFkAgIyYCEnKv5+SKUm5RERERCSN1/ZBmDJlCpTKAo2EShJ620SF8c2rGjqMIll77bGhQyAiIiKiQtB59//ee++hQ4cOSEtLg62tbZ77hISESBYYERERERHpn84EYcOGDQgLC8OIESM43wERERERUTmhM0EwNjZG69atsXnzZrRr106fMRERERERkYHk28Fg7dq1OmdU3r59e7EHREREREREhpNvgvDhhx/mWk5ISMCRI0fg7u4uWVDFKTExEZnxyYg7cdHQoRRaZnwyIJMDnNCaiIiIiPQk3wRh0KBBr6xzc3PDxIkTMWbMmHwPoNVqsXDhQoSHh0OtVsPb2xvW1tav7Ddv3jyYmZlh6tSpBQydiIiIiIiKW5HGMLWwsMC9e/cKtO/JkyeRkZGBvXv3IjQ0FMuWLYOfn1+uffbs2YPbt2+jbdu2RQnntczNzRGnTSu18yAok9MBaAwdChGVYAkJCVi7di0mTJgAc3NzQ4dDRESlXL4Jwq5du3ItZ2Zm4tSpU2jWrFmBDnD58mV06tQJAGBjY4MbN27k2v7nn3/i6tWrGDhwIO7cuVPQuImI6D8HDx5EeHg4AgICMGLECEOHQ0REpVy+CcLx48dzLSsUCtSrVw+jR48u0AFSUlJgYmKS6/UajQZKpRKPHz/GunXrsG7dOvz8888FKi89PR1hYWEF2hcAUlNTC7xvSZSVlVXq+yCkpqYW6jMjooJLTk7G2bNnIQgCzp49i/feey/XNZeIiKiw8k0QduzY8UYHMDExwbNnz8RlrVYrzs58/PhxJCQkYPTo0Xjy5AnS0tJQt25d9OnTR2d5RkZGaNKkSYGPb2xsDKQ9LfoJGJhCoUBpb2JkbGxcqM+MiAruu+++y7V8/fp11iIQEVGB6HqAm2+CoNFocPz4cURHR0OjyX2j+vnnn+d74FatWuHMmTPo2bMnQkND0bBhQ3Gbp6cnPD09AQABAQG4c+fOa5MDIiLKLTg4WLw2azQaBAcHM0EgIqI3km+CMHv2bJw7dw42NjZQqf6/rYuuuRFe5uTkhODgYHh4eEAQBPj4+ODIkSNITU3FwIEDix45ERHBzs4OZ8+eFZtu2tnZGTokIiIq5fJNEE6ePImjR4+iRo0aRTqAXC6Hl5dXrnX16tV7ZT/WHBARFZ67uzsCAwMBZF9veS0lIqI3Jc9vh6pVq3LYPCKiEsrCwgIODg6QyWSwt7fn9ZqIiN6YzhqEf/75BwDQo0cPfP755xg3bhwqV66ca5/69etLGx1Bo9Hgfnom1l57bOhQiuR+SiYsEhMNHQZRmebu7o7o6GjWHhARUbHQmSD06tULMpkMgiAAyO4I9yKZTMahK4mISgALCwvMnz/f0GEQEVEZoTNBuHXrlj7jIB2USiVqVATGN69q6FCKZO21x1CzyQMRERFRqZFvHwQACAkJAQDEx8dj4cKF+Prrr5GWliZpYEREREREpH/5JggrV67E7NmzAQBz5sxBREQEQkNDsXDhQqljIyIiIiIiPct3mNNff/0Ve/bsQXJyMoKCgnD8+HFYWlrC0dFRH/EREREREZEe5ZsgJCYmolq1ajh+/Djeeecd1KpVCxkZGWLn5dIgMz4ZcScuFnu5Wc/TAQCKikbFXjaQHbdSpZakbCIiIiKivOSbIDRp0gQ+Pj74448/0LVrVyQmJmLlypVo0aKFPuJ7Y9bW1pKVHRkZmX0My+rSHMCyOh4+fAhoNdKUT0RERET0knwThGXLlmH16tVo1aoVJkyYgFu3biEuLg7e3t76iO+NeXp6Slb24sWLAQDz5s2T9BgZMRGSlU9ERERE9CKdCUJGRgbUajVq1KiBFStWiOtbtGiBDRs25LkvERERERGVbjpHMfL09MThw4eh0ehu3pKRkQF/f39Jn9ITEREREZH+6KxB2LJlC1asWIHly5ejU6dOeO+991C1alVotVo8efIEf/75Jy5evIiuXbti06ZN+oyZiIiIiIgkojNBMDExgZeXFz777DMcOnQIp0+fxqNHjyCTyVCjRg3Y2tpi+vTpqFatmj7jJSIiIiIiCeXbSblGjRoYM2YMxowZk2t9amoqjI2NJQuMiIiIiIj077UzKf/222/YunUr/vrrr1zrz507h169ekkaGBERERER6Z/OBGHDhg0YO3YsDh06hIEDB+K3336DRqPBvHnzMHr0aNjZ2ekzTiIiIiIi0gOdTYz27duHjRs3wtbWFseOHcP333+P7du3IyIiAtu2bUO7du30GWe5dj8lE2uvPZak7OSMLACAqVohSfn3UzJRR5KSiYiIiEgKOhOEhIQE2NraAgA+/PBDTJs2De+//z4OHToEExMTvQVY3kk5EzQApPw3G3SVmtIcpw6kPwciIiIiKj46EwSZTCb+LZfLoVQqsXLlSiYHeib1HBP6mA2aiIiIiEqPfEcxymFkZARLS0spYykRgoKCEBgYWKB9I/97+p5zk10QDg4OsLe3L1JsBVGY+IGSeQ5EREREL0pISMDatWsxYcIEmJubGzqcMk9ngpCVlZXrRlOj0bxy4+ng4CBdZKWAmZmZoUN4Y2XhHIiIiKhsO3jwIMLDwxEQEIARI0YYOpwyTyYIgpDXBkdHx9e/UCbDqVOnJAnqdcLCwtCkSRO9H5eIiIiI9C8hIQFffPEFMjMzoVar4evry1qEYqLrvlpnDcLp06clDYiIiIiIKD8HDx5EzvNsrVZbKmsRSlsTqdf2QQgODsbt27fRrl07NG3aVF8xEUmqMP00EhMTAaBQP2b20SAiIio+wcHB0Gg0ALKbvAcHB5e6BKG0NZHSOVHa3r17MXbsWBw9ehSDBg3C4cOH9RkXUYmQlJSEpKQkQ4dBRERUbtnZ2UGpzH6mrVQqS91kvQkJCQgMDIQgCAgKChIfPpZkOmsQtm/fju+//x4tW7bEmTNnsG7dOri6uuozNiJJ2NvbF/gJP4eBJSIiMix3d3ex5l8ul6NPnz4GjqhwSmMTKZ01CA8ePEDLli0BAJ06dUJUVJTegiIiIiIiAgALCws4ODhAJpPB3t6+VLThf1FeTaRKOp0JwosTpeVU6xARERER6Zu7uzsaNWpU6moPgNLZREpngqBj9FMiIiIiIr2ysLDA/PnzS13tAZCd3OQ8eC8tTaR0Vg1kZGRgxYoV4nJaWlquZQCYPn26dJEREREREZVyOU2kTp06VWqaSOlMEHr16oWEhARx2dnZOdcyERERERHlz93dHdHR0aWi9gB4TYKwbNkyfcZBRERERFQm5TSRKi10Jgh5TSSlVqtRrVo11K1bV9KgiIiIiIjIMHQmCIsWLXplXVZWFuLi4tC4cWNs2rQJlpaWkgZHRERERET6pTNBOH36dJ7rU1NT4ePjg2XLlr3SaZmIiIiIiEo3ncOc6mJsbIzJkyeXikkeiIiIiIiocIo0A5qlpSWeP39e3LEQERGAoKCgPPuB6ZKYmAgABR46z8HBAfb29kWIjIiIyoNC1yAAwL///sv+B0REJURSUhKSkpIMHQYREZUROmsQ/vnnn1fWaTQaxMTEYN26dXB1dZU0MCKismL79u2IjIw0dBiiwMDAQtVQWFtbw9PTU8KIiIioJHntRGkymQyCIIjrVCoVqlWrhp49e+Kzzz7TS4BERKVdZGQk7t6+hbdNVJKUbyJkAQAyYiKKvez7KZnFXiYREZVsOhOEW7du6TMOIqJiIXX7faBobfjfNlFhfPOqhXpNSbD22mNDh0BERHpW6E7KqampOHjwIHbt2oVjx45JERMRvUZJvQEurXLa7hfm/SEiIirLCpwg3L17F7t27cKPP/6ISpUqwc3NTcq4iKiYlLcbYHt7+0IlN4sXLwYAzJs3T6qQkJiYiISUzFL5NP5+SiYs/ksyiYiofMg3QThz5gx27tyJy5cvQ6PRYPXq1ejatStkMpk+4iOil5TEG2AiIiIqO3QmCN999x12794NpVKJgQMH4ssvv0SvXr3QqlUrJgdEpFdSjgKUU25OIiWFtLS0Ut0HQV1Oap+IiCibzgRhxYoV6N+/PyZNmvRGcx5otVosXLgQ4eHhUKvV8Pb2hrW1tbj9l19+waZNmyCTyTBw4ED079+/yMciorIpMjISt/75GypL02IvO+u/q2BE/MNiLxsAMuOTUVGlBqQZwIiIiKjY6UwQtm7din379qFr167o2LEjBgwYUKQDnDx5EhkZGdi7dy9CQ0OxbNky+Pn5AQCysrLw5Zdf4sCBAzA2NkbPnj3RpUsXTsJGRK9QWZqiSrf2hg6j0OJOXASS0w0dBhERUYHpnEnZ1tYWq1evxsmTJ9GiRQt4e3sjNjYWGzZsKNQQqJcvX0anTp0AADY2Nrhx44a4TaFQ4NixYzA1NRVHWqlUqVIRT4WIiIiIiN5Uvp2ULS0tMXLkSIwcORK///479u7diwEDBqBWrVo4evRovgdISUmBiYmJuKxQKKDRaKBUZh9aqVTixIkT8PLygoODg7hel/T0dISFheV7XKLikJqaCgCl+jtXls6htMrKyirVTYxSU1NL9feHiIgKp1DzILRr1w7t2rVDQkICDh06VKDXmJiY4NmzZ+KyVqt9JQno1q0bunbtipkzZ+LHH39E3759dZZnZGSEJk2aFCZsoiIzNjYGgFL9nSsz55D21NBhFJlCoQCgMXQYRWZsbFyqvz9ERJQ3XQ9/dDYxeh0LCwsMGzasQPu2atUKQUFBAIDQ0FA0bNhQ3JaSkoLBgwcjIyMDcrkcFStWhFxepJCIiIiIiKgYFHom5cJycnJCcHAwPDw8IAgCfHx8cOTIEaSmpmLgwIFwcXHBoEGDoFQq0ahRI7i6ukodEhERERER6VCoBOHhw4eoXr16oQ4gl8vh5eWVa129evXEvwcOHIiBAwcWqkwiIiIiIkMJCgpCYGBggffPGYzHvBDzyjg4OBRqYtTiVKgEoWfPnrhy5YpUsRAR5SkxMRGZ8cnZQ4aWMpnxyYBMXqo7KRMRlQeFmZQzMTERSUlJBS47LS0NAAr1mkOHDhUqCbG2toanp2eB93+dQiUIgiAUy0GJ6P9JOUswIP1MwcV5QSIiIjKUyMhI3L19C2+b5P9ExxiAcSEe/CQLMgCAqaoQA1akxiEjNa5Au95PySx4uQUgeR8EInq9wlyQisJEyAIAZMREFHvZxX1B0sXc3Bxx2rRSO1GaMjkdpXkUIyKi8uJtExXGN69q6DAKbe21x8VaXqEShJf7EhCVBFI+gZf66TuQ3beHF6T8SdXEKOt59izHiopGxV42kB23UqWWpGwiIiIpFCpBcHFxkSoOoiKLjIzErX/+hsrStNjLzvrvFxIR/7DYywaybx4rqtRsn54Pa2vrAu9b2Hahmv/ahSoL8YDfzMys4B3NLKvj4cOHgJY1CEREOUpiJ9/ExEQkpGTq9eFXcbmfkgmL/96j4sAmRlQmqCxNS23zEySnGzqMEq8wfRxK4n86ixcvlqSJFxFReZHz4Kcw12oqOiYIRFSm2NvbG2xYOCIiKpjCXqtzmvrOmzdPqpBgbm4O49S4UtvkV12MyVOBE4SMjAw8efIECoUCb731FpRK5hZERERERGXNa+/yNRoNDh06hP379+PGjRvQaLLb0CqVSrRp0waurq5wc3ODQqHQS7BERERERFK5L1EfhOSM7BEFTdXS3DPfT8lEnWIsT2eCcPHiRXh7e6Nhw4YYPnw4mjVrBisrK2i1Wjx+/BhXr17Fr7/+ii1btmD+/Pl4//33izEsIiIiIiotSvucPgCQmpqKOg0bS1J2yn/xV6lZ8EE3CqMOCjegR350JghHjx7F1q1b8dZbb72yrXbt2qhduzZcXFzw6NEjrF27lgkCERERUTkl5YiCgH5GFWxcv4FkfRz00YeiOOlMEAo650G1atXg7e1dbAEREZVFUlVbA9JWXRd3tTURlV2ldURBAJLMs1Oa6UwQdu3ale+LBw0aVKzBEBGVRcVZ7ZsXKauui7vamojKpsTERMkmtNSHzPhkJMorGDqMEkNngnD8+PHXvlAmkzFBICIqgMLM4wAUfi6HwirsPA5ERFS+6EwQduzYoc84iIioiMzMzAwdAhGVc+bm5ngY+0Sy8rOeZ08qqqhoJNkxOAnb/8t3MoP09HT89NNPePToEbRaLYDs4U/v3LmDNWvWSB4gEVF5w8neiKi0kbopYs4oRtaW1aU5gGV1Nqd8Qb4JwvTp03H9+nVYWFggLS0Nb731Fi5duoQ+ffroIz6SWEJCAtauXYsJEyYwcyYiIqIiKWlNKQE2p3wT8vx2CA4Oxg8//IAFCxbA2toa27Ztw5IlS/DwoTTDTJF+HTx4EOHh4QgICDB0KERERER5MjMzY3NKPcq3BkGlUqFatWqoVKkSbt26BQBwcXHB8uXLJQ+OpJWQkIDAwEAIgoCgoCD06dOHtQhEREQkudLelLKwNSBFmejNkDUg+dYg/O9//8PZs2dhYmICAIiKikJsbCyysrIkD46kdfDgQQiCAADQarWsRSAiIiKSQGmrAcm3BmHChAkYP348Dh48CE9PT/Tt2xcKhQI9e/bUR3wkoeDgYGg0GgDZHc+Dg4MxYsQIA0dFpF/sh0NERIVV2mtA8pNvDYKtrS3OnTuHd955B8OGDcPGjRuxYsUKLFiwQB/xkYTs7OygVGbniEqlEnZ2dgaOiEj/2A+HiKjkS0hIgJeXFxITEw0dSrmQbw0CADx9+hQ3b94Um6NUqFABly5dQtu2bSUNjqTl7u4utp+Ty+UcmYrKHfbDIUMpbPvlnJuign4/OXoLlTUvPsxhawfp5ZsgbNmyBV999RWMjY3Fp81A9kzKISEhkgZH0rKwsICDgwNOnToFe3t73hhRuZNXPxz+x0MlUVJSEgBO5ETlEx/m6F++CcLOnTuxZs0adO3aVR/xkJ65u7sjOjqatQdULrEfDhlKYdsv54x8Mm/ePKlCIiqx+DBH//Ltg/D8+XM4OjrqIxYyAAsLC8yfP5+ZOJVL7IdDRFTy5fUwh6SVb4Lg7u6OzZs3c1hTIipz3N3dIZPJALAfDhFRScWHOfqXbxOj8+fP4/bt21i7di1MTU1zbWMfBCIqzdgPh4io5OOgKvqXb4Iwd+5cfcRBRGQQ7IdDRFSy8WGO/uWbILRr104fcRARGUROPxwiIiq5+DBHv/JNEBo3biy20c31QqUSFhYWsLe3x8yZM2FiYiJJgERERCXd9u3bERkZKVn5OWXnjGZU3KytreHp6SlJ2UTFgQ9z9CvfBGHq1Kn49ddfMX78eNSsWRMPHz6En58fmjVrBltbW2zbtg1LlizB0qVL9REvERFRiRMZGYm7t2/hbROVJOWbCNkDhWTERBR72fdTMou9TCIq3fJNEPbt24c9e/bA0tISAFC3bl00adIEAwcOxIwZM2BjYwMnJyfJAyUiIirJ3jZRYXzzqoYOo9DWXnts6BCIqITJd5jTnOndX5SVlYW4uDgAQIUKFYo9KCIiIiIiMox8axB69eqFUaNGYdy4cahevTpiYmKwceNGODs7Izk5GYsXL0b79u31ESsREREREUks3wRh9uzZWL9+PXx8fPD48WPUqFED7u7uGDlyJMLCwlCxYkXMmTNHH7ESEREREZHE8k0QlEolJk6ciIkTJ76yrXnz5mjevLkkgRERERERkf7pTBCGDBmCHTt2oG/fvnkOcwoA/v7+kgVGRERERET6pzNBGDBgAABg8ODBeguGiIiIiIgMS2eC4OLiAiB75roXXbt2DWZmZrC2tpY2MiIiolIiMTERCSmZpXLI0PspmbDIY8RCIiq/8h3mNDg4GI6OjgCATZs2YfDgwXBzc8PBgwclD46IiIiIiPQr307Kvr6+GD9+PLKysrB161asX78eVlZW+Pzzz1+pXSAiIiqPzM3NYZwaV2onSlObmxs6DCIqQfJNEO7duwd3d3eEhoZCo9HAzs4Ocrkc8fHx+oiPKF+JiYnIjE9G3ImLhg6l0DLjkwGZHFAZOhIiIiKibPk2MTI3N0dYWBgOHjwIW1tbyOVy/Pbbb6hevbo+4iMiIiIiIj3Ktwbh888/x4ABA2BsbIzvv/8ef/zxB8aOHYtVq1bpIz6ifJmbmyNOm4Yq3UrfjN5xJy5CmZwOQGPoUIiIiIgAFCBBcHFxgZOTE5RKJZRKJVJSUnDq1ClYWVnpIz4iIiIiItIjnU2MVq1ahWfPngEAKlSoAKUyO5cwMTHJlRykpKRgxYoVEodJRERERET6oLMG4b333kO/fv1ga2uL7t2747333oOxsTGA7KTg6tWrOHHiBEJCQjBp0iSdB9BqtVi4cCHCw8OhVqvh7e2daw6Fn376Cdu2bYNCoUDDhg2xcOFCyOX5do0gIiIiIiIJ6EwQunfvDjs7O+zevRvz58/HvXv3YGxsDK1Wi7S0NDRo0AAuLi44ePAgKlWqpPMAJ0+eREZGBvbu3YvQ0FAsW7YMfn5+AIC0tDT4+vriyJEjqFixIiZPnowzZ86gS5cuxX+mRERUJgQFBSEwMLDA+yf+NwmYeSGG8nRwcIC9vX0hIyMiKhte2wfBxMQEo0ePxujRo/HkyRM8fPgQMpkMNWvWhKWlZYEOcPnyZXTq1AkAYGNjgxs3bojb1Go19uzZg4oVKwIANBoNjIyMinouRKWSRqPB/XTOwEoklaSkJACFSxCIiMqz1yYIgiAgKSkJ5ubmsLKyEvsepKWlYenSpZg1a1a+B0hJSYGJiYm4rFAooNFooFQqIZfL8dZbbwEAduzYgdTUVNjZ2b22vPT0dISFheV7XCo/UlNTDR3CG9FqtfmPN1yCZWRk8DdJemVlZYV+/foVeP/t27cDQKFeA6BQ3+vU1NT8R/0owVJTU/k7JiKRzutZaGgoJk6ciMePH6Nx48bYtGkTrKyscOnSJcycORNpaWkFShBMTEzEzs5A9s1QTofnnOWVK1fi7t27WLt2LWQy2WvLMzIyQpMmTQpyblROGBsbA2lPDR1GkanVatRQaUrvDKxVq/I3SSVaTv85Kb+nxsbGyEiUrHjJGRsb83dMVA7pejCgM0FYunQpnJyc0K9fP2zevBlr165FixYtsGDBAri4uGDmzJkFOnCrVq1w5swZ9OzZE6GhoWjYsGGu7fPnz4darcY333zDzslERFRq3U+RrqlgckYWAMBUrSj2su+nZKJOsZdKRKWZzgTh77//xvbt22FkZISFCxfCyckJp06dwtdff12oTsROTk4IDg6Gh4cHBEGAj48Pjhw5gtTUVDRr1gz+/v5o06YNhg4dCgDw9PSEk5PTm58ZERGRnrw4Op8UUiIjAQBVahb/cepA+viJqHR5bZPJnA7DpqamePbsGb777ju0bdu2UAeQy+Xw8vLKta5evXri37du3SpUeURERCWNp6enpOUvXrwYADBv3jxJj0NEBLxmorSXqdXqQicHRERERERUuhQ4QVAoir/dIxERERERlSw6mxilpqbC1tZWXE5OTs61DAAhISHSRUZERERERHqnM0HIGTeaiIiIiIjKD50JQrt27XJNlEZERERERGXfa4c5HTVqFB49eoSGDRtizZo1HAaNiIiK3fbt2xH53zCeUsgpO2ckIClYW1tLPpIREZG+6EwQli9fjh49eqBv377Yvn07li9fjm+++UafsRERUTkQGRmJW//8DZWlqSTlZ/33P11E/ENJys+MT5akXCIiQ9GZIISGhmLjxo1QKBSYMmUKnJ2d9RkXERGVIypLU1Tp1t7QYRRJ3ImLhg6BiKhY6UwQBEEQhzY1MzNDRkaG3oIiKm/up2Ri7bXHkpSdnJEFADBVF/9QxfdTMlGn2EslIiIiQ3ptgkBE0jMyMkJ1Cfv3pPzX/rpKzeI/Rh2AfZOIiIjKmNcmCBEREWKioNVqcy0DQP369aWPkKiMq169OubNmydZ+TkdM6U8BhEREZUdOhOE58+fo1evXrkSghf7IchkMoSFhUkbHRERERER6ZXOBOHWrVv6jIOIiIiIiEoAuaEDICIiIiKikkNnDcL7778PmUyWa51arUb16tXh6uqKQYMGSR4cERERERHpl84EYc2aNa+sy8rKwr1797B161ZkZWVx1kgiIiIiojJGZ4LQrl27PNfb2tri3XffxfTp05kgEBERERGVMUXqg9CsWTM8fCjNlPVERERERGQ4OmsQXuf58+cwMjIq7liIiiwzPhlxJy4We7lZz9MBAIqK0nzfM+OTAcvqkpRNVFokJiZK9hvWh8z4ZCTKKxg6DCKiYlOkBMHPzw+tW7cu7liIikTKmXwj/5uF2Fqqm3jL6pyJmIiIiEoUnQlC3759XxnFKCsrCzExMTAxMcHWrVslD46oIKTsC8NZiImkZ25ujjhtGqp0a2/oUIok7sRFmJubGzoMIqJiozNBGDx48Cvr1Go1qlWrhjp16uDAgQMYPXq0pMEREREREZF+6UwQ3N3dX1n3119/YceOHTh27BgsLCyYIBARERERlTH5jmKk0Wjw008/wcPDA3379kV6ejq++eYbnDlzRh/xERERERGRHumsQXjy5Al++OEH7Nu3D1WqVMHAgQPx77//Ys6cOahSpYo+YyQiIiIiIj3RWYPQuXNnREVFYd26dTh06BA+/vhjKJVFGvSIiIiIiIhKCZ13/D169EBQUBCeP3+Ofv36wcHBQZ9xERERERGRAeisQVi5ciV+/fVXtGvXDl9++SU6d+6M5ORkREVF6TM+IiIiIiLSo9e2GapcuTI8PT3h6emJK1euYN++fRg+fDisra3Rq1cvfPLJJ/qKk4iIiIiI9CDfUYxytGrVCsuWLcO5c+fQr18/HDlyRMq4iIiogBISEuDl5YXExERDh0JERGVAoXsdm5iYYPDgwXlOpEZERPp38OBBhIeHIyAgACNGjDB0OFQAQUFBCAwMLPD+kZGRAP5/dvf8ODg4wN7evkixEREVuAaBiIhKnoSEBAQGBkIQBAQFBbEWoYwyMzODmZmZocMgonKC45YSEZViBw8ehCAIAACtVstahFLC3t6eT/iJqMRiDQIRUSkWHBwMjUYDIHvm++DgYANHREREpR1rEIiISjE7OzucPXsWGo0GSqUSdnZ2hg6pSDLjkxF34qIkZWc9TwcAKCoaSVJ+ZnwyYFldkrKJiAyBCQJRKSN150aAHRxLE3d3d/H7IJfL0adPHwNHVHjW1taSlp/zG7CW6ibesrrk50BEpE9MEKjcKcwNdlm4uWbHxrLNwsICDg4OOHXqFOzt7WFubm7okArN09NT0vJzfr/z5s2T9DhERGUFEwSi1yiJN9fs3Egvc3d3R3R0dKmsPSAiopKHCQKVO7zBprLGwsIC8+fPN3QYRERURnAUIyIiIiIiEjFBICIiKuESEhLg5eXFifCISC+YIBAREZVwBw8eRHh4OAICAgwdChGVA0wQiIiISrCEhAQEBgZCEAQEBQWxFoGIJMcEgYiIqAQ7ePAgBEEAAGi1WtYiEJHkmCAQERGVYMHBwdBoNAAAjUaD4OBgA0dERGVdmRnmVKvVIjY2FomJicjKyjJ0OFTCVKhQAe+88w5UKpWhQyEiKhQ7OzucPXsWGo0GSqUSdnZ2hg6JiMo4yRMErVaLhQsXIjw8HGq1Gt7e3q9MSf/8+XMMHz4cS5YsQb169Yp0nOjoaMhkMvzvf/+DSqWCTCYrjvCpDBAEAXFxcYiOjkadOnUMHQ4RUaG4u7uLs7/L5XJOiEdEkpO8idHJkyeRkZGBvXv3YsqUKVi2bFmu7devX8egQYMQFRX1Rsd59uwZ3n77bajVaiYHlItMJkOVKlWQlpZm6FCIiArNwsICDg4OkMlksLe3h7m5uaFDIqIyTvIE4fLly+jUqRMAwMbGBjdu3Mi1PSMjA+vXr0fdunXf+FhyObtUUN6YNBJRaebu7o5GjRqx9oCI9ELyJkYpKSkwMTERlxUKhdiOEgBat25dqPLS09MRFhb2yvrMzEw8f/78zYKlMi0zMzPP7w4RlW2pqakAUOp///3798eDBw/w4MEDQ4dCRGWc5AmCiYkJnj17Ji5rtVoxOSgKIyMjNGnS5JX1YWFhqFixYpHLlVJ0dDS6dOmCtm3bYufOnbm2zZw5EwcPHkRISAgsLS0LXOann36K7t27v/Zp0sWLF7F48WL89NNPr2wbMWIEVq1aVahjlnYqlSrP7w4RlW3GxsYAwN8/EdFLdD04kbxNTqtWrRAUFAQACA0NRcOGDaU+ZIlkZGSEu3fv4v79++K61NRUXLlyxSDxcJg8IiIiIsqL5AmCk5MT1Go1PDw8sHTpUsyaNQtHjhzB3r17pT50iaJQKNCjRw8cOXJEXHfixAl06dIl13579+5Fr1694OrqihEjRuDu3bsAgEePHmH48OFwdnbGqFGj8OTJE/E1ERERGDFiBPr06QM3Nzf4+/u/NpZZs2YBAIYOHYrff/8dH3zwAbRaLYDsEaVsbW0RHx8PR0dHfPnll+jTpw+cnJywe/dusYzTp0+jf//+6N27Nzw8PPDnn3++2RtERERERCWC5E2M5HI5vLy8cq3LayjTHTt2SB2KwfXu3RvTpk3DmDFjAAA//vgjZs+eje+++w4AEBISgi1btmDv3r2wtLREQEAAxo0bh6NHj8LLywstWrTAF198gcjISPTu3RtA9qQ5EyZMwIoVK9C0aVMkJydj4MCBqF+/vs44li5dioCAAGzbtg2WlpYwMzPDuXPn4ODggKNHj8LW1lZsepSUlIQDBw7g0aNH6N27N1q3bg0jIyOsXr0a27dvh4WFBf7++28MHz4cJ06cEKvyiYiIiKh0KjMTpZUGzZo1g0KhwI0bN1ClShU8e/YsV5Orc+fOoWfPnuLNeZ8+fbBkyRJER0fj/PnzmDFjBgDA2toa7du3BwD8+++/uHfvHmbPni2Wk5aWhr/++qvAc0oMGjQI+/btg4ODA/bu3Yvp06eL2z7++GPIZDJUr14dnTp1QnBwMIyMjPD48WMMGzZM3E8mk+HevXto3Lhxkd8fIiIiIjI8Jgh65urqisOHD8PS0hJubm65tuU083mRIAjQaDSQyWQQBEFcn9PROysrC6ampjh06JC4LTY2FqampggNDS1QTC4uLvjqq69w4cIFpKamom3btq8cJyc+uVwOrVYLW1tb+Pr6itsePHiAqlWrFuh4RERERFRyceIAPXNzc8Px48dx7Ngx9OrVK9e2Tp064dixY4iPjwcAHDhwAObm5rC2tkanTp3EfhsxMTG4ePEiAKBOnTqoUKGCmCA8ePAAvXr1emW+iZflDDcLABUrVoSrqytmz54NDw+PXPv9+OOP4jGDg4Nhb28PW1tbBAcHIyIiAgAQGBgIV1dXTkRGREREVAawBkHPqlWrhnr16sHU1PSV2TDt7OwwbNgwDB06FFqtFpaWlti4cSPkcjkWLFiAWbNmoUePHqhevbrYlEetVuObb77BkiVLsGXLFmg0GkycOBGtW7cWk4i8fPjhhxgyZAjWrl2Lhg0bok+fPti3b5/YtyFHdHQ0+vTpg7S0NMydO1ec0M7LywuTJ0+GIAhQKpXw8/NDpUqVivW9IiIiIiL9kwkvtlspBcLCwnTOg8AxrotGEARs3rwZ9+/fx6JFi8T1jo6O+Prrr/Hee+8ZMLriw+8IUdkQFBSEwMDAAu8fGRkJILv/VkE5ODjA3t6+0LEREZUmuu6NWINA6NKlC6pWrYpvvvnG0KEQERU7MzMzQ4dARFSqMEEgnD59ulDriYgMyd7enk/3iYgkxE7KREREREQkYoJAREREREQiJghERERERCRigkBERERERCImCEREREREJCrToxgtXrYU8U8TJSvfsrI55s2cJVn5RERERET6VqYThPiniZB3aipd+eduFmi/6OhoODk5oWHDhgAArVaLChUqYObMmWjdunWRjh0VFYUVK1Zg7dq1BX7NnDlz4OzsjA4dOhTpmIaaOG3UqFGYMWMG6tevr9fjEhEREZVHZTpBKEkqVKiAQ4cOicvHjh3DrFmzcOLEiSKVFxMTg7t37xbqNUuWLCnSsQxt8+bNhg6BiIiIqNxggmAgiYmJsLKyEpdPnz4NPz8/ZGZmokKFCpgxYwZatmyJiIgIzJkzBxkZGRAEAf369YOHhwfmzp2LR48eYeTIkfj2229zlX3ixAn4+flBJpNBoVBg+vTpaNu2LYYMGYJBgwahWbNmGDZsGBwcHHD16lU8ffoU06ZNg5OTE54/f44FCxbg6tWrMDU1FZ/aL1u2LNcxdMX7sszMTCxbtgwhISFQKBRo3rw5Zs2aBRMTEzg6OqJXr164cOECkpKS8Mknn+DKlSu4efMmlEol/Pz8UK1atVw1F/7+/ti6dSvkcjksLCywfPlyVK5cGbNmzUJkZCTkcjmaNm0KLy8vyOXsYkNERERUWLyD0pO0tDS4ubnBzc0NnTt3ho+PD0aPHg0A+Pfff7F69Wps2rQJP/74IxYvXozx48cjNTUV3377LRwdHREQEIBNmzbh0qVLkMlk8Pb2Ru3atV9JDgBgxYoVWLBgAQICAjBx4kRcvHjxlX2ioqLQsWNH+Pv7Y8qUKfDx8QEAfPPNN8jKysLPP/+M77//Hn/99dcrr31dvC/z8/PD48ePcejQIRw6dAharRYrVqwQt6enp2Pfvn2YOHEi5s+fj6FDh+Lw4cOoUaMGDh48mKusW7duYdWqVdiyZQuOHDkCR0dH+Pn54ddff8WzZ89w6NAh+Pv7i+dHRERERIXHGgQ9ebmJ0fnz5zFu3DgcPnwYwcHBePz4MYYNGyZul8lkuHfvHpycnDBjxgxcu3YNtra2mDt3br5Pxp2dnfH555/DwcEBdnZ2GDVq1Cv7qFQqODg4AADeffddJCYmAgACAwMxa9YsyOVymJiYwN3dHeHh4ble+7p4GzdunGvfoKAgTJo0CSqVCgAwZMgQjBs3TtzerVs3AECtWrXw1ltvia+vXbs2kpKScpUVEhKCjh07okaNGgAgHj8qKgqrV6/GkCFD0KFDBwwdOhTW1tavfY+IiIiIKG9MEAykQ4cOqF27Nq5fvw6tVgtbW1v4+vqK2x88eICqVauicePG+OWXX3D+/HmEhIRg/fr1CAgIeG3ZkyZNQt++fREcHIyAgAB899134pP1HCqVSkw0ZDKZuF6pVEIQBHE5r2TkdfGOGjUKjx8/BgBMmDABWq02V/larRaZmZnislqtzhXT6ygUilxlpaWl4f79+6hXrx5+/fVXXLx4ERcuXMDw4cPh5eUFR0fH15ZHRERERK9iEyMDuXv3Lu7fv48mTZrA1tYWwcHBiIiIAJD9FN/V1RVpaWmYMmUKjh07BmdnZyxYsAAmJia4d+8eFApFrhvtHBqNBo6Ojnj+/Dk++ugjLFiwAOHh4cjIyChQXA4ODjhw4AC0Wi2eP3+On376KddNOYDXxrt582axOVGXLl3QqVMn/PDDD8jMzIRWq8WuXbtgZ2dXpPesffv2CAkJEROQPXv2YOXKldi9ezdmzZqFjh07Ytq0aejYsWOeTaOIiIiIKH9lugbBsrJ5gYciLWr5BZXTByGHVquFl5cX6tSpAwDw8vLC5MmTIQiC2EG3UqVKGDt2LObMmYO9e/dCoVCga9euaNu2LZKSkmBkZIR+/fph//794k28UqnE7NmzMXXqVCiVSshkMvj4+OR6Uv86n376Kby8vODi4gJTU1NUqVIFFSpUyLVP/fr1dcb7ss8++wzLly9H7969odFo0Lx5c8ybN6/A79uLGjVqhGnTpuGTTz4BAFhZWcHHxwempqb4/fff0bNnT1SsWBE1atTAkCFDinQMIiIiovJOJrzYnqQUCAsLQ5MmTQq8ngrn6NGjMDExgYODA7RaLcaPHw87Ozt8/PHHhg7tjfE7QkRERPT/dN0bsYkR5dKgQQP4+fnBzc0NvXr1QtWqVdG/f39Dh0VEREREelKmmxhR4TVs2BB79uwxdBhEREREZCCsQSAiIiIiIhETBCIiIiIiEjFBICIiIiIiERMEIiIiIiISlelOyl/6LEZyYrxk5ZuaW2LK7KKN6U9EREREVBKV6QQhOTEeY+uoJCv/m7sFSz6io6Ph5OSEhg0bAsieJK1ChQqYOXMmWrduXaRjR0VFYcWKFVi7dm2RXp+fRo0aISQkBCqVCuPGjcP27dsBAG5ubtixYwcqV65c7MecM2cOnJ2d0aFDh2Ivm4iIiIgKpkwnCCVJhQoVcOjQIXH52LFjmDVrFk6cOFGk8mJiYnD37t3iCk+npKQkXL9+XVx+8RyK25IlSyQrm4iIiIgKhgmCgSQmJsLKykpcPn36NPz8/JCZmYkKFSpgxowZaNmyJSIiIjBnzhxkZGRAEAT069cPHh4emDt3Lh49eoSRI0fi22+/zVX2kCFD0LRpU4SGhiI+Ph4DBgxAbGwsfv/9dzx//hy+vr5o1KgRhgwZgkGDBuHDDz8UX/fiMgDMmjULaWlpcHNzQ0BAAN59912EhITA0tLylXNav349jh49CoVCgTp16mDevHmwsrIqUjxnzpyBr68vtFotjI2NsWjRItSvXx+LFy/GlStXoFKp8M4772Dp0qWoVKmSRJ8SERERUfnDTsp6knOT7ebmhs6dO8PHxwejR48GAPz7779YvXo1Nm3ahB9//BGLFy/G+PHjkZqaim+//RaOjo4ICAjApk2bcOnSJchkMnh7e6N27dqvJAc57t+/jz179mDlypVYuXIl2rVrh4CAAHTq1Ak7d+4scNxLly4Vaz8UCoXO/Q4cOIBz587B398fR44cQYMGDTBz5swixRMbG4tp06Zh6dKlOHLkCEaOHIlVq1YhNDQUv//+Ow4fPoyAgADUqlUL4eHhBT4XIiIiIsofaxD05OUmRufPn8e4ceNw+PBhBAcH4/Hjxxg2bJi4XSaT4d69e3BycsKMGTNw7do12NraYu7cuZDL88/rnJycAAC1atUCAHTq1AkAULt2bfz+++/FeGbZgoKC0KdPHxgbGwMAPD09sWHDBmRkZBQ6nitXrqBBgwZ49913AQDdunVDt27d8PTpUygUCvTv3x8dO3ZE9+7d0bx582I/FyIiIqLyjAmCgXTo0AG1a9fG9evXodVqYWtrC19fX3H7gwcPULVqVTRu3Bi//PILzp8/j5CQEKxfvx4BAQH5lq9Wq3Mtq1R5d9YWBEH8OzMzs8Dxz5kzBzdu3AAAeHh4QKvVQiaTidu1Wi00Gk2h4wEAhUKRqyxBEBAeHo7GjRvj0KFDuHLlCi5cuIAvvvgCI0eOxKBBgwocNxERERG9HhMEA7l79y7u37+PJk2aICsrC2vWrEFERATq1auHwMBATJ06FWfPnsX8+fPRqlUrDBo0CN26dcPvv/+Oe/fuQaFQFOqGPi+Wlpa4ceMGevTogX/++SfP5jpKpRJZWVkQBCHXTfvLHYoVCgUOHDgAZ2dnGBsbY8eOHWjbtu0riUFBtGjRAhEREfj777/RoEEDnDp1Cl9//TUmT56M7777Dlu3bkXbtm0hCIKYpBARERFR8WCCoCc5fRByaLVaeHl5oU6dOgAALy8vTJ48GYIgQKlUws/PD5UqVcLYsWMxZ84c7N27FwqFAl27dkXbtm2RlJQEIyMj9OvXD/v37891815Qn332GWbOnInAwEDUrVsXbdq0eWUfKysrNG/eHM7Ozti1a5fOsvr164cHDx6gf//+0Gq1sLa2xqpVqwodEwC89dZbWLVqFWbMmIGsrCyYmJhg9erVqFOnDoKCgtCrVy8YGxvDzMwMixcvLtIxiIiIiChvMuHFNialQFhYGJo0aVKg9ZwojV6k67tDREREVB7pujcq0zUIvHknIiIiIiocDnNKREREREQiJghERERERCQqUwmCVqs1dAhUQpWyrjZEREREBlNmEoRKlSrh/v37yMjI4M0g5SIIAuLi4lChQgVDh0JERERU4pWZTsrvvPMOYmNjERkZmWuCLiIgeybrd955x9BhEBEREZV4ZSZBkMvlqFq1KqpWrWroUIiIiIiISq0y08SIiIiIiIjenOQJglarxfz58zFw4EAMGTIEkZGRubafPn0affv2xcCBA7Fv3z6pwyEiIiIioteQPEE4efIkMjIysHfvXkyZMgXLli0Tt2VmZmLp0qX47rvvsGPHDuzduxdPnjyROiQiIiIiItJB8gTh8uXL6NSpEwDAxsYGN27cELdFRESgdu3aMDMzg1qtRuvWrXHp0iWpQyIiIiIiIh0k76SckpICExMTcVmhUECj0UCpVCIlJQWmpqbitkqVKiElJeW15aWnpyMsLEyyeImIiIiIyoP09PQ810ueIJiYmODZs2fislarhVKpzHPbs2fPciUMebGxsZEkTiIiIiIi0kMTo1atWiEoKAgAEBoaioYNG4rb6tWrh8jISCQmJiIjIwOXLl1Cy5YtpQ6JiIiIiIh0kAkSTzus1WqxcOFC3L59G4IgwMfHB3/99RdSU1MxcOBAnD59GuvXr4cgCOjbty8GDRokZThERERERPQakicIRERERERUenCiNCIiIiIiEjFBICIiIiIiERMEIiIiIiISST7MKeV28eJFfPHFF6hfv764zsLCAmvWrMHRo0exa9cuANnzRTRu3BjTpk2DWq3GkCFD8Pz5c1SsWFF83bfffouRI0eK67VaLZ4+fYqpU6fCwcFB7+dGuUVHR2Py5MmoW7cubt68CXNzc2g0GlhYWGDWrFmoVasW1q5di7feegsfffSR+LoBAwbgq6++wjvvvAMA+PXXX3H8+HF8+eWXhjoVesnFixexZ88erF69GgBw/PhxrFu3DpaWlkhISIC5uTkEQUBiYiKGDx+Ovn37iq8dM2YMAGDDhg3iumvXrsHX1xeCIECr1cLBwQEjRozQ70mVYy9fl9PT0+Hi4oLExETx92lnZ4fg4GAA2ZN8jh07FgsXLkSLFi0wZcoUJCUloWLFili5ciUsLS2h1WqxadMmBAUFQaFQAADmzp2LRo0aicd1c3NDq1atsGDBAv2fdDm2adMmnD9/HnK5HDKZDJMmTcLOnTvF63QOV1dXqFQqHDhwAOnp6fjnn3/QtGlTAMCqVavw0UcfoUaNGpDL5UhPT0fTpk0xc+ZMGBkZISQkBL6+vlAqlahSpQqWL1+e6/9v0o9ly5bh5s2bePLkCdLS0lCrVi1YWFjgt99+Ez/LjIwMtG/fHpMnT0ZiYiK6d+8ujrjZtWtXDB06FL/88gs2bdoEmUyGgQMHon///oY8Lf0QSK8uXLggfPHFF6+sP3v2rODp6SkkJSUJgiAIWq1WWLJkibB3715BEARh8ODBwj///PPK615eHxERITg7O0sUPRVGVFSU0L9/f2HGjBlCYGCguP6PP/4Q+vTpIwiCIKxZs0bYvXt3rtf1799fiIqKEgRBEBYvXix07949z+8MGc6Lv+OffvpJcHd3F548efLKZ52QkCDY2dkJWq1WEARBiImJEYYMGSJ4eHgI9+7dE/fr27ev+DvOyMgQ+vTpI9y8eVOPZ1S+vXxdTk9PFzp37ix4e3uLv88OHToIgiAIt2/fFrp37y5cuXJFEARB2Lp1q7B27VpBEAThwIEDwuLFiwVBEISNGzcKPj4+QlZWliAIgnD16lXB0dFRyMjIEARBEC5duiRMnTpV+PDDD4Xk5GT9nCgJf//9tzBw4EDxN/nXX38JLi4ur/x2X5ZzPX9R586dhbS0NHH5m2++EZYuXSoIgiB069ZNePLkiSAIgrBq1Sph27ZtxX0qVAgHDhwQVq5cKQjCq59lVlaWMGDAACEsLEwIDg4WvLy8cr1Wo9EITk5OwtOnTwWNRiN069ZNiIuL02v8hsAmRiXEjh07MH36dFSuXBkAIJPJMGvWLAwYMKBQ5cTExIhlUMnUpk0bqFQqREZG5rtvq1atsHDhQumDoiL58ccfsXXrVmzduhVvvfXWK9tjY2OhVqshk8kAAP7+/ujSpQt69+6N3bt3i/vVrFkTu3btwo0bNyCXy/HDDz/g3Xff1dt5UG4pKSmQy+XipJ45bt26hc8//xy+vr7inD3Dhg3DZ599BiD7+pvzPdi7dy/Gjh0LuTz7v9nmzZvD398fKpUKALB//350794dTk5O+PHHH/V0ZmRpaYmYmBj4+/vj0aNHaNKkCfz9/Yul7OHDh+PEiRMAsv9Pz/kuaDQaGBkZFcsxqPilpaUhIyMDFStWxI0bN3Dz5k0MHjwYEyZMwOPHj6FQKHDs2DGYmpoiMTERAFCpUiXDBq0HbGJkABcuXMCQIUPEZQcHB0RHR8Pa2hoA8Oeff+Krr75CZmYmatSoITZjmDFjhlhF6erqKlZxzZgxA0qlEjExMbCxscHSpUv1fEZUWFWqVEFCQgIA4Pvvv8exY8fEbf/884/4d8+ePXHx4kW9x0f5u3TpEh49eoSkpCRkZWWJ61euXIkNGzYgJiYG9erVw9dffw0ge06Yn376CXv37oVSqYSzszMmTpyIChUqwMfHB9u2bcPChQsRFRWFXr16YcaMGVCr1YY6vXIn57osk8mgUqkwb948XLt2Tdz+7NkzzJw5EwqFAsnJybleq1Ao4Onpidu3b2Pr1q0Asm86zMzMcu1nYWEBIDsBuXz5Mry9vdGgQQOMHTsWgwcPlvgMCchOEPz8/LBz506sX78eFSpUwKRJkwBk/3Y3b94s7vtyk7D8VKhQAenp6QCAqlWrAshuIprThI1Kjn/++Ue8D8v5/VpbW6Nu3bpo1qwZOnTogMOHD8Pb2xtr1qyBUqnEiRMn4OXlBQcHh1ceHpRFZf8MS6D3339fvOnPERwcjOjoaDRu3BgtW7bEjh07EBERkevp8fLly1GvXr1XystZv2fPHvz000+oUaOG1KdAbygmJgbVq1cHkP0E8uU+CFTyWVlZYevWrdi/fz+mTZsm3lhMmzYN9vb2CAwMxKpVq1C7dm0AwLlz5/Ds2TNMmTIFQHbCcOTIEbi6uuLmzZsYN24cxo0bh4SEBMyePRt79+7N9SCBpJXXdfnFBEEmk2H9+vVITEzE+PHjsX//flSpUkXcvn37dkRERODTTz/FyZMnUblyZaSkpMDExETc59dff4WtrS0OHz4MrVaLTz/9FADw5MkThISEwNbWVuKzpMjISJiYmIgP0q5fv47Ro0ejRYsW4m+3qFJSUnI9Wf7+++9x/PhxbNmyhTUIJUz9+vWxY8eOV9a///774oNYJycnrFmzRtzWrVs3dO3aFTNnzsSPP/6Yq29ZWcQmRiXE4MGDsWLFilxPpn7//fdCleHh4ZGrxoFKpuDgYFSoUEFMEKh0sra2hpGREQYPHgyVSgU/P79c2x0cHNClSxfMmzcPQHbzIm9vb3z77bf49ttv4evri927d0Mmk2HatGm4ffs2gOynzG+//TZrD0oYY2NjvP3222jatCkGDRqEqVOnQqvVYuPGjWITIWNjY7FDsru7O9atWwfhv7lIr1y5gqVLl0KtVsPf3x8bNmwQvwtz584VB6ggaYWHh2PhwoXik/46derA1NRU/NzexObNm9GjRw8AgJ+fHy5duoTvv/8elpaWb1w26cfcuXPxyy+/AABCQkLQtGlTpKSkYPDgwcjIyIBcLkfFihXFpoNlGWsQDODlJkZA9oVFo9Fg7NixALKrsxs3bozly5cXquw5c+bA1dUVbm5uaNy4cbHFTG8mp+paLpejUqVK8PX1NXRIVIx8fHzQu3dvKBQK9OzZU1w/duxY9OnTBwcPHsTVq1dzJe+tW7dGeno6bty4AV9fX8yfPx9ZWVmQyWR47733yvzTqdJsxIgRCA4OxjfffAMPDw/MmDEDBw4cQFZWFnx8fAAAI0eOxNdff42BAwdCqVRCqVTCz88P//zzDwRBQIMGDcTyunfvjqVLl+LBgwesAZZYt27dEBERgf79+8PY2BiCIGD69Ok4efLkK02M2rZtiwkTJry2vBEjRkAul0Or1aJJkyaYPn06YmNjsX79erz77rsYNWoUAKBHjx74+OOPJT03enNTpkzB7Nmz8cMPP6BixYrw9vaGiYkJXFxcMGjQICiVSjRq1Aiurq6GDlVyMiHn8QYREREREZV7Zb+OhIiIiIiICowJAhERERERiZggEBERERGRiAkCERERERGJmCAQEVGxioqKMnQIRET0BjjMKRFRGfHJJ5/g8uXLAID09HTI5XKoVCoAgIuLC7y8vCSP4dSpU/Dz84O/v7/kxyIiImkwQSAiKiO2bNki/j1hwgQ0aNAA48eP12sMSUlJ0Gq1ej0mEREVLzYxIiIqB6KiojBmzBg4ODigefPm8PDwQEREBABg7dq1+PTTT9GzZ0/Y29sjJSUFJ06cQPfu3dG+fXvMnj0bHh4eCAgIAAAkJiZi2rRpsLW1haOjIzZt2gRBEHDt2jUsWLAAYWFhsLOzyzOOH374AQ4ODujQoQNWrlwJR0dHXLx4EQAQExODMWPGoH379ujWrRsOHDggvm7IkCFYvXo13Nzc0KpVKwwePBjR0dHi9t27d6Nbt25o3749xo0bhydPnkj1VhIRlXlMEIiIyoG5c+eibt26OHXqFC5cuAALCwts2LBB3H7hwgX4+vri6NGjePLkCaZNm4bZs2fjt99+Q+3atfHnn3+K+06fPh0ymQynTp3C9u3bcfjwYQQEBKB58+ZYtGgRmjRpguDg4FdiCAkJwVdffYW1a9fizJkzSElJwf379wEAWVlZGDNmDBo0aIBz585hzZo1WL16NS5cuCC+/ujRo1i3bh0CAwMhCAI2bdoEAPj555+xadMmrF+/HkFBQahVqxYmTZok1VtJRFTmMUEgIioHli1bhgkTJiArKwsxMTEwNzfHo0ePxO1NmjRBw4YNYWpqiqNHj8LOzg4ODg5QqVT49NNPUbVqVQDAkydPEBQUhFmzZsHY2BjvvPMORo4cif379+cbw+HDh9G7d280b94cRkZGmDFjBpTK7Jau169fx4MHDzBp0iSo1Wo0btwYHh4eucp1dXVFrVq1YGpqCicnJ/z7778AAH9/fwwbNgwNGjSAkZERJk+ejKtXr+Lu3bvF+A4SEZUf7INARFQO3LlzBytXrsSjR49Qv359yGQyCIIgbreyshL/fvz4MWrUqCEuy2QycfnBgwcQBAFOTk7idq1WC3Nz83xjePz4MRo0aCAuGxsbi6+LiYlBSkoK2rVrJ27PyspC06ZNxWVLS0vxb6VSKcb/4MED+Pr6Yt26dblijomJQZ06dfKNi4iIcmOCQERUxmVkZODzzz/H0qVL8eGHHwIA1q1bJ7b9B7JvqHPUqFED165dE5cFQRBrG6ysrKBUKnH+/Hmo1WoA2R2Tnz17lm8cNWrUQExMjLiclpaGxMREAEDVqlVRrVo1nD17VtweGxubK4nRxcrKCiNGjEC/fv3EdREREahVq1a+ryUiolexiRERURmXmZmJ9PR0VKxYEQAQGhqKPXv2IDMzM8/9e/XqhZCQEJw7dw4ajQbbtm3Dw4cPAWTf5Ldu3RorV64Ub/AnTJiA1atXAwDUajWePXuW54197969cejQIVy/fh0ZGRlYvXo1NBoNAKBFixaoUKECtmzZgszMTDx8+BDDhw/Hrl278j0/d3d3bN26FZGRkdBqtdixYwcGDBiA58+fF+n9IiIq71iDQERUxlWqVAmLFi3C3LlzkZqaitq1a8PDwwO7du0Sb9BfVKtWLfj4+GDBggVISUlB9+7dUbNmTXFOha+++go+Pj5wdHREVlYW7O3tsWDBAgBA27ZtxX+Dg4NhZGQkltumTRuMHz8eY8aMgSAI6N+/P5RKJVQqFVQqFTZt2gRvb29s3rwZCoUCPXv2xLhx4/I9Pzc3NyQmJmLUqFGIjY1F3bp1sXHjRpiZmRXH20dEVO7IhILU3xIRUbkRExOD1NRU1K9fX1zXoUMHrFixAh07dixyuXfu3IFKpRKb/jx//hw2NjY4fvw4+woQEZUgbGJERES5PH78GJ6enoiKioJWq8UPP/yAjIwM2NjYvFG5YWFhGDNmDOLj45GZmYkNGzagVq1a+N///lcscRMRUfFgEyMiIsrFxsYGo0ePxpAhQ5CUlIR69ephw4YNMDExeaNye/bsibCwMLi6uiI1NRVNmzaFn59frg7SRERkeGxiREREREREIjYxIiIiIiIiERMEIiIiIiISMUEgIiIiIiIREwQiIiIiIhIxQSAiIiIiIhETBCIiIiIiEv0f+aRGUT8NfvkAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -1099,7 +1100,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -1309,7 +1310,7 @@ "outputs": [ { "data": { - "image/png": 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pnXfeUVRUlO655x699dZb+uSTTzRgwICyrBMAAElls/RLWc/KJ3MBADAeeQsAgDGsNpg3bNigDz74QN26ddOOHTu0cuVKffzxxzpx4oRWrVqlrl27lmWdAACUSmpqqqSSry1elshcACj/Srv02PVviBUHy44Zi7wFAMAYVhvMaWlp6tatmySpb9++Cg8P1z333KNPP/1UJpOpzAoEAOB/VcSlX8hcAKh4fH197V0Cfoe8BRxfRfw2I1ARWG0wOzk5Wf7s7OwsV1dXzZkzh+AFAMDGyFwAKP9K+gEnyh/yFqh8HOHbjEBFcMub/P0vDw8P/ocEAKAMkLkAABiPvAUcT0X8NiNQEVhtMBcUFGj37t2Wx/n5+UUeS9L9999vXGUAAFQSZC4qmrJYq1biK6wASoa8BQDAGFYbzL6+vnrrrbcsj318fIo8dnJy0ldffWVsdQCKmD9/vhISEgwbv7S/4JeUv7+/wsLCDD0GHIPR72mpbN7Xf/Q9TeaismOtWgBlgbwFAMAYVhvMu3btKss6ABRDQkKC/v3jERX6VDVkfCenfEnSwaQThowvSc6XMg0bG44nISFBx77/UY2cqxt2jKrma//NOHzakPGTCi//4THIXFQ0rFULoDwibwE4Im5sWLFVlL/fW67BHBsbq4SEBHXt2lWtW7c2tBAAxVPoU1VXezru/49Vdh21dwkoZxo5V9dfPR3366jzsnfffqdiIHMBADAeeQugouPGhhVbef37tdpgXr9+vWbMmKGWLVtqwYIFioyM1KOPPlqWtQFAiVWUT/9QuZC5AAAYj7wF4Ii4sWHFVlH+fp2tbfj444+1cuVKffLJJ5o/f75WrVpVlnUBQJlITU21fAII2AuZCwCA8chbAACMYXUG85kzZ9ShQwdJUvfu3TVhwoQyKwoASquifPqHyoXMBQDAeOQtUP5UhBvZcxN74BYNZicnp//byfWWSzUDAIA/gMwFAMB45C1Q/jj6jey5iT1wjdVUNZvNZVlHucDarQAAe6iMmQsAQFmrjHnL77hwBI58I3tuYo/fqwiz8qWSz8y32mDOzc3V7NmzLY+zs7OLPJakV199tRQlVhzl9c6NqLhSU1PlfCnToUPM+VKmUquw5jHwv8hcAACMR97eHr/jAsAfk5CQoGPf/6hGztUNGb/qfz8rzTh82pDxJSmp8HKJX2O1wdyvXz+lpaVZHj/yyCNFHjsCoz81KI2YmJgSfYLMWj6o7CrCp3/8f4zbqQiZCwBAeVcZ85b7kwBA2WvkXF1/9bzf3mWU2rzs3SV+jdUG88yZM/9QMeVBQkKCDh85KndTbUPGLyhwkyTFnzxvyPi5GSmGjAvH5evrq1+uXnLYrw9J175C5OvrW+z9ExISFH84TvU98wypxzPfWZJ06fh+Q8Y/k+1myLioWCpC5gIAUN6Rt6iIWAYFQHlgtcG8e/eN3Wp3d3fVrVtXfn5+hhZlK6mpqTJylS0Xdy8DR5fM+r+vKAGVWX3PPA33c8z/F5aeLH4zHZVXRchcAADKO/IWYBkUeyuLb9rzLV37Sk1NVUrhpVLNAi4vkgovqXZqyXqeVhvMb7311g3PFRQUKDU1Va1atdLSpUv5gQQAgA2QuQAAGK8i5C3Lx+H3WAbFsRj9DV3J8b+ly6x8x2S1wbxr166bPp+VlaUZM2Zo5syZN9wQobzx9fXV+csFatDucXuXUirJhzeXaCkBAIBjqgiZCwBAeVcR8pZlIAHH58jf0JXK37d0y9usfF9fX3kkZTn8GsymEvYjrTaYrfHy8tK4ceMUFBRU0pcCAIASIHMBADCeo+Wtu6m2Q0+iAoBbYVa+Yypxg1m69qnA1atXbV0LAAD4HTIXAADjkbcAAFtJKrxs2BrM6eZsSVI1J09Dxpeu1d9KjUv0mlI1mH/99ddyM/UcAOC4KusNEEqCzAUAwHiOkrepqanKyUhx2JnAORkpSk11sXcZKEdSU1PlfClTVXYdtXcppeJ8KVOpVRx3uQvYnr+/v6Hjn/nvWvkNWpasAVwSrdS4xOdhtcH8888/3/Bcfn6+kpOTtWjRIj366KMlrxAAANyAzAUAwHjkbcVXFjcHk7hBGEovNTVV57Pdyt06xiVxJttNBak01a0p6U1MS/pzqzTK4meW1QZzv3795OTkJLPZbHnOzc1NdevWVWBgoKF3lQWA6xw9gAnfW6usN0D4PTIXAADjVYS85Ub2tlXebg5WGfn6+uqXq5d0tWdre5dSKlV2HS1X7+nyaP78+UpISDBs/MT/zug18me4v79/iRvHRimv7zerDeZjx46VZR0AAFRaFSVzcw38ym5BbpYkycXdmOVIrt3Vvo4hYwMAyoeKkrewjpuDobzz9fWVy4VEDfdz3ElIS0/6yqcETc6EhAT98MNP8jbVNqSewkI3SdKvv6QYMv6VDGPGva6kP7fKqxKvwZyVlaUtW7ZozZo12rFjhxE1AYCFowdwScMX+F+OlLlGrzV2fWZCSz+jmsB1DD8HAED55Eh5i4qP2Z6oiLxNtdW5wyB7l1EqB79fZ+8SHEKxG8y//PKL1qxZo7///e+qWrWqHnvsMSPrAgCg0nLEzDX6lwhmGAEAbM0R81biG0MVXUJCgg4fPSIPX2P+DvJd8iVJx87euCa5LeSkZhkyLoDy7bYN5q+//lqrV69WXFyc8vPzNX/+fD300ENycnIqi/r+MMIXAOAoHD1zAQBwBI6ct5XtG0MVYTavVPIZvR6+Xmr66J0GVmSc37b+ZO8SANiB1Qbz8uXL9be//U2urq566qmnNG/ePPXr108dO3Z0iOCVKl/4onJwvpSpKruOGjK2U3auJMns6W7I+NK1+tXIsOEBh1QRMhcAgPKuIuRtZfvGUEJCgo79eFiNqnsaMn5VXZvNm3H6uCHjS1LS5WzDxgYcQWpqqq5cOe+wS01cuXJeqanO9i6j3LPaYJ49e7aefPJJhYWFOewdVStb+KLiK7MPTRo1N+4gjYw/D8DRVITMBQCgvCNvHVOj6p4a28PP3mWU2rt7TpZo/9TUVOWkZjnsTOCc1Cylujnm/XMAR3DhwgVNnjxZ06dPl285ut+T1QbzihUrtGHDBj300EP6f//v/2ngwIFlWReAm+BDE6BiInMBADAeeQuUT478LV2+oXt7vr6+upJe6NA3+StPjdzly5fr8OHDWr58ucLDw+1djoXVBnO3bt3UrVs3Xbx4UVu2bNG0adN04cIFLVmyRE888YRatWpVlnUCAFBhkbkAABiPvIUj8PX1VUpemkOvwVySZpzDf0uXb+gWy5WMFMOWyMjJzZQkebhXNWT8KxkpkmobMnZJXbhwQdu2bZPZbNa2bdsUGhpabprft73JX82aNTVs2DANGzZM3333ndavX6+BAweqcePG2r59e1nUCABApUDmAgBgPPIWKD8q47d0z2S7aelJ45qCV/KvrRfs7VpoyPhnst3kU4L9jf8Q4ZIk6Y5mRjWBa5ebDxGWL18us9ksSSosLCxXs5hv22D+X127dlXXrl2VlpamTz/91KiaAACo9MhcAACMR96Wb6mpqUq5lF3idYzLk6RL2artxZrEuKYsGpUp/5213bhlS0PG91HJzqMyfohglM8//1x5eXmSpLy8PO3cudMxG8zX1ahRQ88++6yNSwEAVEZJhZc1L3u3YeOnm6/dubuakzF3H08qvKxWamzI2BKZCwBAWSBvAZQFo5utkuM3XHfs2KGYmJhi7399GZTr510cQUFBCgwMLHFt9tanTx/FxMQoLy9Pbm5u6tu3r71LsihVg/mPKiwsVEREhI4fPy53d3dNmzZNTZs2tWzftm2bVq1aJRcXF/n7+ysiIkLOzs72KBUAYKCy+AT/zH//wdGgpTFN4FZqXG6+MnUzZC4AAMYjb43h6+srj6wLGtvDz96llNq7e07KVE7WSAUqovKyBnFZCA0N1bZt2yRJzs7OCg0NtXNF/6dEDeazZ8+qXr16f/igX375pXJzc7V+/XodOnRIM2fOtHyykp2drXfffVcxMTGqUqWKxo0bp6+//lq9evX6w8cFSvpJ2MWLFyVdW6etuBz1kzA4Jkd/T/MJvnVkLgAAxiNvAaB8CQwMpKdiRa1atdSvXz9t2bJF/fr1K1fN9RI1mAMDA/Xvf//7Dx80Li5O3bt3lyS1b99eP/74o2Wbu7u71q1bpypVqkiS8vPz5eHh8YePiZtz9OaU0VJTr62VVZLzBcoz3tOOg8wFAMB45G35l3TZuDWY07PzJUnVPI37cnfS5Wy1Mm41NQCVTGhoqE6ePFmuZi9LJWwwX79T4R+VkZEhk8lkeezi4qL8/Hy5urrK2dlZtWrVkiRFR0crKytL9913323HzMnJUXx8vE3qK66srCxJKvPj2lJycrLlPIrj/PnzkiRPz+KvZZqcnFxurlGzZs00evToYu8/c+ZMSSrRayTHfU+Ux/d0Sd6f5VVWVlaxr+nf/vY3nTp1yrBaCgoKLDUV1/r167V+/fpi79+kSRMNGTKkxLUZpTy+r4ujvGauPfJWcty/RwBA+VZe81ayTebGxsbqm2++Kfb+1/8d+swzzxT7Nd27dy/W+ZRGrVq11MTPmBuVSVL6f8/Xx9e4DnAT32vnUdy/y6ysLOWkZum3rT8ZUk9+1rUbhLl6uRkyfk5qlrKqFf/3n5Jy9Pd0WeDfzRXfmDFjdP78eUuPrjywyxrMJpNJmZmZlseFhYVydXUt8njOnDn65ZdftHDhQjk5Od12TA8PDwUEBBhSrzVeXl6SVObHtaWAgAA9//zzxd7fUb9qXloV4e+4JMrj+Xp5eSnX3kX8QV5eXsW+phcuXNCJE7/K21TbkFqc/nuju/PnMm+zZ+lcyUgp0fmWBXu+r8vDP+psnbm2ytuSfoPmP//5jyTpvffeK/ZrHPkbNACA4quIeSvZJnN/+eUXy7+FiqNOnTqSVKLXNGjQwLB/Z02dOtWQca8rj7/ftm/fvkTXv6Su3xCtZb0Wxhyg3rX7rBj1nnD093RZKI+/16PisJa5JWowR0ZG2qSYjh076uuvv1ZgYKAOHTp0w82R3njjDbm7u2vx4sXc+AD4A8ri7quS8U2cM9luWnrSmLWFruRf+xnj7VpoyPhnst3kU8LXeJtqq3OHQUaUY7iD36+zdwkVBplbVHlaXwwAUHFU9LxlLVPHY/Q9SspjU70keE8D5VOJGsxBQUE2OWjv3r0VGxurQYMGyWw2a8aMGYqJiVFWVpbatGmjTz75RJ07d7Z8hWHo0KHq3bu3TY4NwLry2MD5/T/ObS3lv031xi2N+eqdj4w/B1RMFT1z+eUAAFAeVPS8BQCgLNhliQxnZ+cbPilu3ry55c/Hjh0r65Iklc1sT76ui7JUERo4fIIP/DHlNXMBAKhIyFsARqFXBUdglwZzRVEeZ3sCAAAAAACgcqJXBXsodoM5NzdXKSkpcnFxUa1atYrcsKCiqAizPQEAjq8yZC4AAPZG3gJwBPSq4AhumaD5+fn69NNPtXHjRv3444/Kz8+/9iJXV3Xu3FmPPvqoHnvsMbm4uJRJsbi9+fPnKyEhwbDxS3sTuJLw9/c3fFkEAChvyFwAAIxH3gIAYHtWG8z/+te/NG3aNPn7++u5555TmzZtVLt2bRUWFur8+fM6fPiwvvjiC3344Yd64403dM8995Rl3bAiISFBx348rEbVPQ0Zv6qu/QMs4/RxQ8ZPupxdov1pqAOoCMhcAACMR94CAGAMqw3m7du3a8WKFapVq9YN25o0aaImTZooKChI586d08KFCwnfcqRRdU+N7eFn7zJK5d09J0u0f0JCgg4fPSIPXy9D6sl3udZQP3b2Z0PGz0nNMmRcAI6FzAUAwHjkLQAAxrDaYP79HXCtqVu3rqZNm2azgoCS8vD1UtNH77R3GaXy29af7F0CgHKAzAUAwHjkLQAAxrDaYF6zZs1tX/z000/btBgAACojMhcAAOORtwAAGMNqg3nnzp23fKGTkxPhCwCADZC5AAAYj7wFAMAYVhvM0dHRZVkHbCQ1NVUpl7JLvJZxeZF0KVu1vVLtXQZgN6mpqbpy5bwOfr/O3qWUypUr55Wa6mzvMhwOmQsAgPHI24pvx44diomJKfb+pb2pe1BQkAIDA0v0GgCoyKw2mK/LycnRtm3bdO7cORUWFkqS8vPzdfLkSb333nuGFwgAQGVB5gIAYDzyFtf5+vrauwQAqBBu22B+9dVX9cMPP6hGjRrKzs5WrVq1dPDgQT3++ONlUR9KyNfXVx5ZFzS2h5+9SymVd/eclImQRyXm6+urK+mF6txhkL1LKZWD36/jH+p/AJkLAIDxyNuKKzAwkJnFQCVz4cIFTZ48WdOnT+d3UTu67feYY2NjtXbtWr355ptq2rSpVq1apenTp+vs2bNlUR8AAJUGmQsAgPHIWwCoOJYvX67Dhw9r+fLl9i6lUrvtDGY3NzfVrVtXVatW1bFjxyRdW29o1qxZhhdX3vEpCQDAlshcAACMR96iIimLdadZcxrl1YULF7Rt2zaZzWZt27ZNoaGh9Ofs5LYzmO+44w7985//lMlkkiSdPn1aFy5cUEFBgeHFlXd8SgIAsCUyFwAA45G3qMx8fX1pwKHCWL58ucxmsySpsLCQ/pwd3XYG8+jRozVq1Cht2bJFQ4cO1RNPPCEXF5dK/+kVn5IAAGyNzAUAwHjkLSoS1p1GZfb5558rLy9PkpSXl6edO3cqPDzczlVVTrdtMHfr1k3ffPONPD099eyzz6pdu3bKyMjQ//t//68s6iu3bvYpCW9iAMAfQeYCAGA88hYAKoY+ffooJiZGeXl5cnNzU9++fe1dUqV12wazJKWnp+vo0aOWhqqnp6cOHjyoLl26GFpcecanJOVDamqqclKz9NvWn+xdSqnkpGYp1S3V3mUADqWirzNH5gIAYDzyFgAcX2hoqLZt2yZJcnZ2VmhoqJ0rqrxu22D+8MMP9c4778jLy0uurv+3u5OTk/bt22doceUZn5IAMMqVjBQd/H6dIWPn5GZKkjzcqxoy/pWMFEm1DRm7tBxp+SIyFwAA45G3AFAx1KpVS/369dOWLVvUr18/h/rdr6K5bYN59erVeu+99/TQQw+VRT0Og09JygdfX1+l5KWp6aN32ruUUvlt60/8AEQR/v7+ho6fmHhJknRHM6OawLUNP4eKvM4cmQsAgPHIWwCoOEJDQ3Xy5En6cnZ22wbz1atX1bNnz7KoxaHwKQkAI4SFhRk6/vVlIqKiogw9DkqHzAUAwHjkLQBUHLVq1dKSJUvsXUal53y7Hfr3769ly5apoKCgLOpxKKGhoWrXrh2fkgAAbILMBQDAeOQtAAC2ddsZzN9++60SEhK0cOFCeXt7F9lW2den4lMSoPyp6DeAQ8VG5gIAYDzyFgAA27ptg3ny5MllUQcA2AXL26A8IXOByuPChQuaPHmypk+fThYBZYy8BQDAtm7bYO7atWtZ1AEANlGRbwCHio/MBSqP5cuX6/Dhw1q+fLnCw8PtXQ5QqZC3AADY1m0bzK1atZKTk9ONL3R1VY0aNdSjRw9NnDhRJpPJkAIBAKgsyFygcrhw4YK2bdsms9msbdu2KTQ0lFnMQBkibwEAsK3bNpjHjx+vL774QqNGjVKDBg109uxZRUVFqU2bNurWrZtWrVql6dOn6+233y6LelEMSZez9e6ek4aMnZ6dL0mq5nnbt06pJF3OVqvGhgwNAOUemQtUDsuXL5fZbJYkFRYWMosZKGPkLQAAtnXbLuGGDRu0bt061axZU5Lk5+engIAAPfXUU5owYYLat2+v3r17G14oisff39/Q8c/894ZoDRq3NGT8Vo2NPwcAKK/IXKBy+Pzzz5WXlydJysvL086dO2kwA2WIvAUAwLZu22C+dOnSDc8VFBQoNTVVkuTp6WnzolB6YWFhho4/cuRISVJUVJShxwGAyojMBSqHPn36KCYmRnl5eXJzc1Pfvn3tXRJQqZC3AADY1m0bzP369dMLL7ygl19+WfXq1VNycrI++OADPfLII7py5YqmTp2qu+++uyxqBW4qJzVLv239yZCx87OuzS5y9XIzZPyc1CypniFDA3BAZC5QOYSGhmrbtm2SJGdnZ4WGhtq5IqByIW8BALCt2zaYX3vtNb3//vuaMWOGzp8/r/r166t///4aNmyY4uPjVaVKFb3++utlUStwA6OX00j875IgLeu1MOYA9VgSBMD/IXOByqFWrVrq16+ftmzZon79+nGDP6CMkbcAANiWk/n6HUYcXHx8vAICAuxdRoVX2ZbIqGzni4qP93TZqojZVBHPCbCHCxcuaPLkyZo+fToNZuAPqqjZVFHPCwDguKxlk9UZzCEhIYqOjtYTTzwhJyenm+7zySef2K5CAAAqKTIXqHxq1aqlJUuW2LsMoFIhbwEAMIbVBvPAgQMlScHBwWVWDAAAlRGZCwCA8chbAACMYbXBHBQUJEnq379/keePHDmi6tWrq2nTpsZWBgC4rR07digmJqbY+19fV/z6UhnFERQUpMDAwBLXhuIjcwEAMB55CwCAMZxvt0NsbKx69uwpSVq6dKmCg4P12GOPacuWLYYXBwCwLV9fX9b6LMfIXAAAjEfeAgBgW1ZnMF/37rvvatSoUSooKNCKFSv0/vvvq3bt2nrllVdu+OQXAFC2AgMDmV1cgZC5AAAYj7wFAMC2bttgPnXqlPr3769Dhw4pPz9f9913n5ydnXXx4sWyqA8AgEqDzAUAwHjkLQAAtnXbBrOPj4/i4+O1ZcsWdevWTc7Oztq7d6/q1atXFvUBNsV6tQDKMzIXAADjkbcAANjWbddgfuWVVzRw4EDt3LlTI0eO1IEDB/TSSy9p7NixpT5oYWGh3njjDT311FMKCQnRb7/9dsM+V69e1aBBg3TixIlSHwf4o1ivFkBZInMBADAeeQsAgG3ddgZzUFCQevfuLVdXV7m6uiojI0NfffWVateuXeqDfvnll8rNzdX69et16NAhzZw5U1FRUZbtP/zwg958802dO3eu1MdA8VS2Gb2sVwugPCNzAQAwHnkLAIBtWZ3BPHfuXGVmZkqSPD095ep6rRdtMpmKBG9GRoZmz55dooPGxcWpe/fukqT27dvrxx9/LLI9NzdX77//vvz8/Eo0LozHjF4AsD0yFwAA45G3AAAYw+oM5rvuuksDBgxQt27d1KdPH911113y8vKSdC1wDx8+rH/84x/at2+fwsLCSnTQjIwMmUwmy2MXFxfl5+dbAr5Tp04lPpGcnBzFx8eX+HWVXbNmzTR69GjDj8PfDQBY50iZS94CAByVI+WtROYCAByH1QZznz59dN999+lvf/ub3njjDZ06dUpeXl4qLCxUdna2WrZsqaCgIG3ZskVVq1Yt0UFNJpPlk2Pp2npV14O3tDw8PBQQEPCHxgAAwJaK+0uhI2UueQsAKG8qYt5KZC4AoPyxlrm3TDyTyaThw4dr+PDhSklJ0dmzZ+Xk5KQGDRqoZs2apS6mY8eO+vrrrxUYGKhDhw7J39+/1GMBAFARkLkAABiPvAUAwPasrsEsSWazWZcuXZIk1a5dW3fddZfatGkjLy8vvf3226U+aO/eveXu7q5Bgwbp7bff1qRJkxQTE6P169eXekwAABwZmQsAgPHIWwAAbM/JbDabb7bh0KFDGjNmjM6fP69WrVpp6dKlql27tg4ePKiJEycqOztbe/fuLet6rYqPj+frQwCAcqW42eRImUveAgDKm4qYtxKZCwAof6xlk9UZzG+//bZ69+6tLVu2yM/PTwsXLtSmTZv07LPPqkuXLtq+fbuhBQMAUFmQuQAAGI+8BQDAGFZnMHfs2FH79u2Th4eHrly5ot69e8vFxUWRkZHq1atXWdd5W3y6CwAob4qbTY6UueQtAKC8qYh5K5G5AIDyx1o23fImfx4eHpIkb29vZWZmavny5erSpYsxFQIAUImRuQAAGI+8BQDA9m55k7//5e7uTvACAFAGyFwAAIxH3gIAYBvFbjC7uLgYWQcAAPgvMhcAAOORtwAA2IbVJTKysrLUrVs3y+MrV64UeSxJ+/btM64yAAAqCTIXAADjkbcAABjDaoP5448/Lss6AACotMhcAACMR94CAGAMqw3mrl27ymw26/Lly/Lx8SnDkgAAqFzIXAAAjEfeAgBgDKtrMCcmJurBBx9Ut27d9Nhjj+m3334ry7oAAKg0yFwAAIxH3gIAYAyrDeZZs2bp4YcfVkxMjNq1a6dZs2aVZV0AAFQaZC4AAMYjbwEAMIbVJTIOHTqkDz74QC4uLvrrX/+qRx55pCzrAgCg0iBzAQAwHnkLAIAxrDaYzWazXFxcJEnVq1dXbm5umRUFAEBlQuYCAGA88hYovry8PCUlJSk7O9vepQCwA09PTzVq1Ehubm7F2v+WDWYAAGA8MhcAAOORt0DxJSUlydvbW3fccYecnJzsXQ6AMmQ2m5WamqqkpCQ1a9asWK+5ZYP5xIkTlhAuLCws8liSWrRo8QdLBgAAZC4AAMYjb4Hiy87OprkMVFJOTk7y9fVVSkpKsV9jtcF89epV9evXr0jY/u8aVU5OToqPjy9lqQAA4DoyFwAA45G3QMnQXAYqr5L+/2+1wXzs2LE/XAwAALg9MhcAAOORtwAAGMPZ3gUAAAAAAAAA9vSvf/1L3bp1U0hIiIKDgzVo0CDt2LHjlq9JTk7Wrl27ijV+Tk6ONm7caItSy1ROTo569ux5w/NffPGFzp07V6wxjh8/rgMHDhT7mGFhYWV6I9b77rvP6rakpCQNHDiwzGpxVFZnMN9zzz03TId2d3dXvXr19Oijj+rpp582vDgAACoDMhcAAOORtwBu55577tH8+fMlSZmZmQoJCVGzZs0UEBBw0/3379+vkydP3rQB+3spKSnauHGjnnzySZvWbC8ff/yxIiIiVLdu3dvu+49//EO1atVSly5dijX29b8DOA6rDeb33nvvhucKCgp06tQprVixQgUFBRo6dKihxQEAUBmQuQAAGI+8BVASVatW1VNPPaWdO3fK399fb7zxhs6ePau0tDT16NFDo0aN0tKlS5Wdna0OHTrI29tbixYtknTtJomzZs1Ss2bNLOMtWbJEP//8sxYtWqS9e/dq6tSpatmypXbv3q1//vOfqlmzpk6ePKnU1FSlp6dr8uTJ6ty5sz777DOtXLlSzs7O6tSpk8aPH6+4uDjNmjVLrq6uqlatmubOnSuTyWQ51sSJExUYGKgePXpoz5492rFjh2bOnKmJEyfq1KlTysnJ0bBhwxQYGKjvvvtO8+fPl4uLixo3bqzIyEjl5uZq/PjxSk9PV5MmTW64Nv/85z8VHx+vCRMm6G9/+5tWr16t7du3y9XVVZ07d1Z4eLhl33PnzmnLli1yc3NT69at9dprr+mOO+6Qu7u7Xn31VUVERCgnJ0eXLl3Syy+/rIceekg9e/bUZ599pjfffFPu7u76z3/+o/Pnz2vmzJlq3bq1Zex//etfWrp0qdzc3HT27FkNGjRI+/fv17FjxzR06FANGTJEsbGxevfdd+Xh4SEfHx/NmDFDVatW1ZQpU/Tzzz+rcePGltnSZ86c0ZQpU5STkyMPDw9NnTrV5u+rispqg7lr1643fb5bt26688479eqrrxK+AADYAJkLAIDxyFsAJeXr66ujR4/qzJkzat++vZ588knl5OSoR48eGjt2rIYPH66TJ0+qV69eWrNmjebMmaO6detqyZIl2rlzp0aOHGkZa8SIEUpISNArr7yi+vXra8uWLXr11Ve1adMmvfjii9q1a5c8PT318ccfKzExUX/961/18ccfa+HChdq0aZOqVKmi8PBwxcbGau/everdu7eGDRumXbt2KT09vUiD+WYyMjL0r3/9S5s2bZIkxcbGymw2a8qUKfrb3/4mX19fvfvuu9qyZYtyc3Pl7++vsLAwHT58WP/617+KjPXAAw8oICBAERER+uWXX/TZZ59p3bp1cnV11ahRo/T111/rwQcflCTVrVtX/fv3V61atdS2bVtlZWXppZde0p133qlvv/1Wzz33nO6++279+9//1sKFC/XQQw8VOVaDBg0UGRmpDRs2aP369YqMjCyy/ezZs/r73/+uo0ePasyYMZalO1555RUNHjxYU6ZM0dq1a1W3bl2tWrVKUVFR6tq1q3JycrRhwwYlJyfr888/lyTNmjVLISEhuv/++7Vv3z7NnTtXYWFhpXvzVDJWG8y30qZNG509e9bWtQAAgN8hcwEAMB55C+BmkpOTVa9ePfn4+OiHH37Q/v37ZTKZbro+cN26dTV9+nR5eXnp3Llz6tixo9VxAwMD1b9/fw0bNkxnz55V69attWvXLt1zzz2SpJYtW+rChQs6deqULl68qOHDh0u6tmzH6dOnNWLECC1ZskTPPPOM6tatq7Zt21o9ltlsliSZTCZNmTJFU6ZMUUZGhh599FFdvHhR58+f19ixYyVdm3l93333KS0tTd27d5cktWvXTq6u1tuHJ0+eVLt27eTm5iZJ6ty5sxITEy0N5pu5PrO7du3aioqK0ieffCInJyfl5+ffsO/15Unq1aunf//73zdsb9mypdzc3OTt7a0mTZrI3d1d1atXV05OjtLS0mQymSzLeHTp0kXvvPOOatSoYblmDRo0UP369SVJCQkJ+uCDD/Thhx/KbDZbzgm3V6qb/F29elUeHh62rgUAAPwOmQsAgPHIWwC/l5GRoY0bN6pv377avHmzvL29NW/ePIWGhio7O1tms1nOzs4qLCyUJE2ePFkzZszQzJkzVadOHUtj97r/3bdKlSq6++67NX36dD322GOWfY4ePSrpWqOzbt26atSokerXr6/ly5crOjpawcHBateunWJiYtS/f39FR0erZcuW2rBhQ5Fjubu7KyUlRZL0008/SZLOnz+vo0eP6v3339fSpUs1Z84ceXt7q169elq8eLGio6M1YsQI3X333fLz89OhQ4csr79Z49fJyUlms1l+fn46cuSI8vPzZTabdeDAgSJLg1zf9/q5X78WkrRgwQI99thjmjNnju6+++4brtn1197KrbbXqFFDGRkZOn/+vCTpu+++0x133FHk/M6dO2e5WaGfn5/Gjx+v6OhovfXWW+rTp88tj43/U6oZzFFRUerUqZOtawEAAL9D5gIAYDzyFoB07aZ9ISEhcnZ2VkFBgUaNGiU/Pz8VFBRo3LhxiouLU5UqVdS0aVOdP39e/v7+ioqKUuvWrfXYY49p4MCBqlatmmrVqmVpal7n6+urvLw8zZkzR+Hh4Ro4cKAGDx6siIgIyz7x8fF65plndPXqVU2dOlU1a9bUs88+q5CQEBUUFKhhw4Z6+OGHlZubq4kTJ8rLy0tubm43LBvx5JNP6rXXXlNMTIzuuOMOSddmC6ekpOgvf/mLvLy8FBoaKnd3d73++usaPny4zGazqlatqtmzZ6tLly6aNGmSBg8eLD8/v5vO5O3QoYNeffVVLV++XA8//LAGDx6swsJCderU6YZlLtq0aaPZs2erefPmRZ7v27evpk+frg8++ED169dXWlraH/jbu5GTk5OmTZumUaNGycnJSdWrV9fbb7+tmjVrKi4uTk8++aQaNGigGjVqSJImTJhgWRM6Oztbr7/+uk3rqciczDf7eEDSE088ccOnAAUFBUpOTpbJZNKKFStuutC3vcTHx1u9qycAAPZQ3GxypMwlbwEA5U1FzFuJzIV98f4z3pEjR7R69WrNnj1bkrRw4ULVqlVLgwcPtnNlwDU3+zlg7WeD1RnMwcHBNzzn7u6uunXrqlmzZtq0aZNlDRgAAFB6ZC4AAMYjbwGUF6tXr9amTZv03nvv2bsUwCasNpj79+9/w3M//fSToqOjtWPHDtWoUYPwBQDABshcAACMR94CKC+Cg4Nv+NBr1KhRdqoG+ONue5O//Px8bdu2TYMGDdITTzyhnJwcLV68WF9//XVZ1AcAQKVB5gIAYDzyFgAA27I6gzklJUVr167Vhg0b5Ovrq6eeekq//vqrXn/9dfn6+pZljQAAVGhkLgAAxiNvAQAwhtUZzA8++KBOnz6tRYsW6dNPP9WQIUPk6mq1Hw0AAEqJzAUAwHjkLQAAxrCapg8//LD27Nmjq1evasCAAbr//vvLsi4AACoNMhcAAOORt0DphUTs1KUrOTYbz8fbQ9ERfW02HgD7sjqDec6cOfriiy/UtWtXzZs3Tw8++KCuXLmi06dPl2V9AABUeGQuAADGI2+B0rNlc9mI8RxdfHy8Fi1aZO8ygFK75feBqlWrpqFDh2ro0KH697//rQ0bNui5555T06ZN1a9fPz3//PNlVScAABUamQsAgPHIWwDlUUBAgAICAuxdBlBqxV5wqmPHjurYsaMmT56sv//979q4cSPhCwCAAchcAACMR94C5Vd2drZeffVVnT9/XvXr19eBAwe0d+9eHT9+XNOmTZMk+fj4aMaMGfrpp5+0bNkyubm5KSkpSYGBgRo5cqTOnDmjKVOmKCcnRx4eHpo6darq169vOUZeXp7efPNN/fbbbyosLNTYsWPVunVrDRw4UPPnz5eLi4vCwsK0du1aDRw4UJ07d1ZiYqKqV6+ud955Rzt37tSmTZtUWFio0aNH69KlS1q5cqWcnZ3VqVMnjR8/XnFxcZo1a5ZcXV1VrVo1zZ07VykpKZo0aZJcXV3l4uKi2bNn69dff9W6des0f/58bd26VatWrZK7u7vuuOMORUZGKiYmRrt371Z2drZOnTqlF154QY8//ri9/nqAG5T4jgYmk0nBwcEKDg42oh4AAPBfZC4AAMYjb4HyZ/369WrUqJHee+89nThxQv369ZMkTZkyRTNmzFCLFi20ceNGffjhh7r33nuVnJysrVu3Kjc3V927d9fIkSM1a9YshYSE6P7779e+ffs0d+5czZs3z3KMjRs3qkaNGpoxY4bS0tIUHBys7du3a+bMmZoyZYrMZrNmz54tk8mk7OxsBQUFqUuXLpo9e7bWr1+v6tW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z2G0wjx49Olv4AsguJiZGoaGhslqtCg0N1ZAhQwrl1b1F5X0C7kDmAgBgPvIWAABz2G0wP/nkk3lZB1BgLVq0SFarVZKUkZFRaK/uLSrvM7+JjY3V5cvnCuTVwJcvn1NsbPbbTJEdmQsAgPnIWwAAzOHUJ3+r1aqTJ0/avj569KhmzJiht99+W8eOHTO6NqBA+Oabb5SamipJSk1N1ddff+3misxRVN4nkF+QuQAAmI+8BQAg9+xewXy9s2fPaujQofL29lZISIhiYmL08MMP69KlS5Kk5cuX69NPP1WdOnUMLTA9PV3vvPOOQkJClJCQoLZt22rKlCkKCAi46XOHDx+uxMRELVu2zNCagGt169ZNGzZsUGpqqry8vHTPPfe4uyRTFJX3md/4+/vr8qWMAjsHM9OouMYdmUveAgCKGvIWAABjOHwF86xZs3TmzBk98sgjkqRVq1bp0qVLeuedd7R161ZVrFhR7733nuEFvv/++woJCdGMGTO0fPlynT171qFbmz777DN99913htcDXG/IkCG2udw8PDw0ZMgQN1dkjqLyPoH8wB2ZS94CAIoa8hYAAGM43GD+4YcfNHjwYD300EOSpG3btqlixYq65557FBgYqIceekh79+41tLiUlBQtXbpUTz31lFq3bq26detq1qxZ2rt37w1f6/jx45o9e7YaN25saD1ATgICAtS9e3dZLBZ179690F6xWVTeJ5Af5HXmkrcAgKKIvAUAwBgOT5Fx+fJlVa5cWdLVRacOHjyovn372h4vXry40tLSDC3u0KFDSkhIULNmzWzbKleurMDAQO3Zs0dNmjTJ9pz09HQ9++yzeuKJJ3Ts2DGdOHHC0JqAnAwZMkRHjhwp9Ff1FpX3md9cjo82bZG/5JQESZKPdwnDx74cHy2pnOHjFgV5nbnkLQCgKCJvAQAwhsMN5kqVKikiIkKS9NVXX0mSOnToYHt8x44dtnA2ytmzZyVJFSpUyLK9fPnytseu99FHH0mShg4dqhdffNHQegB7AgICNG/ePHeXYbqi8j7zk5o1a5o6fmRknCTpjjvNaASXM73+wiqvM5e8BQAUReQtAADGcLjB3L17d33wwQc6fvy4du/erYoVK6pt27Y6ceKEXn/9dW3fvl2TJk0ytLgrV67Iw8NDXl5eWbZ7e3srOTk52/4HDx7UJ598oi+//FIeHg7P/iFJSk5OVnh4eK7qLQp++OEH7dixw+H9L168KEkqXbq0w89p27atWrdu7XRtQGF0zz33mLqg4vTp0yVJY8eONe01+N3qvLzOXPIWAFAUFea8lchcAEDecbjBPGbMGHl6eio0NFRNmjTRxIkTVaxYMcXHx2vPnj0aOXKkBg8ebGhxvr6+ysjIUFpamooV+6fUlJQUFS9ePMu+ycnJmjBhgsaNG6eqVas6/Vo+Pj6qXbt2rmsu7I4ePSo/Pz+H9z916pQkqWLFig4/p1KlSvwsgDyS+d8z/82Zw9UPdXmdueQtAKAgI29zRuYCAIxmL3MtVqvVmpuBMzIylJ6enu0srBEOHDigvn376rvvvsvSoOzYsaMeeeQR/ec//7Ft+/nnnzVw4MAszc+UlBRlZGTI19dXX331lSpVqmT3tcLDwwlfE4wcOVKS9OGHH7q5EqBoCAsL04YNGxzePzIyUpJUo0YNh/bv0aOHgoODXaqtKDI6W8zKXPIWAFCQkbc5I3MBAEazly1277PJnIPqZnK6xUeSrFar1q1b50SJ2QUFBalEiRL6+eefbduioqJ06tQpNW3aNMu+DRo00KZNm7R27Vrbv86dO6tevXpau3atypcvn6taAKAw8vf3l7+/v7vLKPLcnbnkLQCgKCBvAQAwh90pMhYtWqT58+dr+PDh6ty5s7y9vR0aMCEhQV9//bU+/vhj+fn5qWfPni4X5+3trf79+2vmzJm69dZb5e/vr5dfflnNmjVTo0aNlJKSoosXL6p06dLy9fXNdutQyZIlc9wOAIVVcHAwVxgXQO7OXPIWAFAUkLcAAJjDboP5yy+/1IoVKzR16lS98MILatu2rdq3b69atWqpcuXKKlmypDIyMhQXF6ezZ89q//792rNnj77//nt5e3tr5MiRGjRoUK4LHDdunNLS0jRhwgSlpaWpbdu2mjJliiRp3759GjRokJYuXarmzZvn+rWAazkz1cD58+clSWXLlnV4fKYaAJApP2QueQsAKOzIWwAAzHHTOZjj4+O1evVqrVixQsePH5fFYslxP6vVqho1aqhv37568MEHnVoILj9gfipzFOQ5mJ1pMDs7j61EgxkoCpzNlqKQueQtAMBo5G3OyFwAKDicXU/J2QsdjepB2csWu1cwZypZsqQGDx6swYMH6/jx4/r111918uRJxcXFycPDQ/7+/qpUqZJatmypChUq5LpQIL9wZqqBgtxIB5B/kLkAAJiPvAUAFHSxsbGSnLuT3kw3bTBfq2rVqsz3BABAHiBzAQAwH3kLAMgPnF1PKb9d6Ohh1EAnT57U448/btRwAADADjIXAADzkbcAADjmhlcw79u3T/PmzdNvv/0mSapTp45Gjx6tu+++27ZPRkaGFi1apLlz5yopKcnUYgEAKKzIXAAAzEfeAgBgPLsN5p07d2rEiBFKT0/XnXfeqeLFi+uXX37RY489poULF6p58+Y6ceKEnnrqKR08eFClSpXS888/n5e1A06ZPXu2IiIiTBk7c5G/zFsUjFazZk2NHz/elLEBuB+ZCwCA+chbAADMYbfBvGDBAvn6+mrRokVq0KCBJOnvv//WyJEj9eabb+r111/XoEGDFBcXp/vuu0/PP/+8/P3986xwwFkRERHaf/CAfPyNX/05zTNNknTo7J+Gj50cm2j4mADyFzIXAADzkbcAAJjDboP50KFD6t+/vy14JalChQp65plnNGTIEP33v/+VJM2ZM0edO3c2v1LAAD7+fqp6fx13l+GU4+v/cHcJAExG5gIAYD7yFgAAc9htMF++fFnVqlXLtr169eqSpKSkJK1evVqBgYHmVQcAQBFA5gIAYD7yFkBhEhYWpg0bNji07/nz5yVJZcuWdXj8Hj16KDg42KXaUPTYbTBnZGTI09Mz23Zvb29J0rBhwwheFCixsbFKjk0scFcEJ8cmKtYr1t1loJCKiYnR5MmTNW3aNG4BdSMyFwAA85G3AIqq2NirPQVnGsyAM+w2mG/mjjvuMLAMAIA7LFq0SPv379eiRYs0YcIEd5cDO8hcAADMR94CKEiCg4MdvsJ45MiRkqQPP/zQzJJQhLncYAYKGn9/f0WnXiiQczBzZSnMEBMTo9DQUFmtVoWGhmrIkCEcawAAAAAAwCk3bDBv3rxZx48fz7ItKSlJFotF69at06+//prlMYvFotGjRxtfJWAQs6bISEtMlSQV8/MyfOzk2ETpNsOHBbRo0SJZrVZJV28Z5Spm9yJzAQAwH3kLAIDxbthg3rRpkzZt2pTjY2vXrs22jfBFflazZk3Txo6MjJQk1bjtX8YPfpu5taPo+uabb5SaevXkSGpqqr7++msazG5E5gIAYD7yFgAA49ltMC9dujQv6wBMN378eNPGZj4jFETdunXThg0blJqaKi8vL91zzz3uLqnIInMBADAfeQsAgDnsNpibNWuWl3UAAPLYkCFDFBoaKkny8PDQkCFD3FxR0UXmAgBgPvIWAABz3HCKjIyMDH399dfat2+f0tPTVbduXQUHB6t48eJ5VR8AwCQBAQHq3r27QkJC1L17dxb4czMyFwAA85G3AAAYz26D+dKlS3rssccUHh5uWwRKkubOnauPP/5Y1apVy5MCAQDmGTJkiI4cOcLVy25G5gIAYD7yFgAAc9htMM+ZM0eHDh3S0KFDFRwcLA8PD/3444+aM2eOJk+erBUrVuRlnQAAEwQEBGjevHnuLqPII3OdExYWpg0bNji07/nz5yVJZcuWdXj8Hj16KDg42KXaAAD5F3kLAIA57DaYt23bpocffljPPPOMbVtQUJA8PT01ffp0nT9/3qkPa0BB40wDIzIyUtI/i/05ggYGgExkrnliY2MlOddgBgAUTuQtAADmsNtg/vvvv1WvXr1s29u0aSOr1aqTJ08SvoXE7NmzFRERYcrYrjRenVGzZk2NHz/elLGdwdy1AHKDzHVOcHCwwyfoMvPnww8/NLMkAEABQN4CAGAOuw3m1NRUeXt7Z9ueGbhXrlwxryrkqYiICB36fb8ql/Y1fOwSSpMkxZ88bPjYUReTDB/zWs40MAAgN8hcAADMR94CAGAOuw3mm7l2UQQUfJVL+2pcu4K1qMU73x9xdwkAkCfIXAAAzEfeAgDgGg93FwAAAAAAAAAAKJhueAXz5s2bdfz48SzbkpKSZLFYtG7dOv36669ZHrNYLBo9erTxVQIAUMiRuQAAmI+8BQDAeDdsMG/atEmbNm3K8bG1a9dm20b4AgDgGjIXAADzkbcAABjPboN56dKleVkHAABFFpkLAID5yFvnhIWFacOGDQ7vf/78eUn/LJp4Mz169GBRdQAoJOw2mJs1a5aXdQAAUGSRuQAAmI+8NVdsbKwkxxvMAIDC44ZTZAAAAAAAgKInODjYqSuMR44cKUn68MMPzSoJAJBP2W0wd+rUye6TLBaLfHx8dMstt6hmzZrq2rWr2rRpY0qBAAAUdmQuAADmI28BADCHh70HrFar3X8ZGRmKj4/X4cOHtWrVKv3nP//RCy+8kJd1AwBQaJC5AACYj7wFAMAcdq9g3rZtm0MDnDx5UkuWLNGnn36qpk2bqlevXkbVBgBAkUDmAgBgPvIWRZnZizZKLNwIFGV2r2B2VJUqVTR58mS1adNGn3/+uRE1AQCAHJC5AACYj7wFri7amLlwIwDcjGGL/LVr105z5841ajgAAGAHmQsAgPnIWxQmLNoIwEyGNZiLFy+u5ORko4ZDHoqNjVV0XJLe+f6Iu0txSlRcksr5cUYVQNFD5gIAYL7ClrezZ89WRESEaeNHRkZK+qcxabSaNWtq/PjxpowNAMgdwxrMhw4dUvny5Y0aDgAA2EHmAgBgvsKWtxEREdp/4KC8S5YzZfz0dC9JUviRc4aPnRIfbfiYAGCmonZSz5AG8/79+7VmzRo9+OCDRgyHPObv7y+fxBiNa1fN3aU45Z3vj6ikv7+7ywCAPEXmAgWT2YsrsbASYKzCmrfeJcupUsM+7i7Daaf3r3F3CSggWMwQ+UVERIQO7ftdlT1KmzJ+CevV/43ff9LwsaMyLjr9HLsN5jlz5tzwienp6UpISNCff/6p3bt3q2zZsnriiSecLgAAgKKOzAVwvcyFlZz5wAvgxshbANcjb2Gmyh6l9bRve3eX4bS3k7Y7/RyXG8yZfH191bFjR02cOLFQ3T4EAEBeIXOBwo/FlQD3I2+Bwo+8BdzDboN56dKlN3yij4+PSpUqpcqVK8vLy8vwwgAAKCrIXORWTEyMJk+erGnTpsmf6aMAIEfkLQAA5rDbYG7WrJnTgx04cEANGjTIVUEAABQ1ZC5ya9GiRdq/f78WLVqkCRMmuLscAMiXyFsAAMyR60X+oqOjtW7dOq1du1Z//fWXwsPDjagLAABch8xFTmJiYhQaGiqr1arQ0FANGTKEq5gBIBfI26KFRViRX8yePVsRERGmjB0ZGSnpnylBzFCzZk2NHz/etPGRv7nUYE5NTdXWrVsVEhKiH374Qenp6ZKkFi1aGFocAABFHZmLm1m0aJGs1qvLSGdkZHAVMwC4gLyFo1gULu8V5MarM03XiIgIhe//VRV9Uw2vwzfNQ5IUd3iX4WNL0pkkphUq6pxqMP/+++8KCQlRaGioLl26JEkqXbq0evfurX79+qlq1aqmFAnzRV1M0jvfHzF83EtJaZKkUr65vlg+m6iLSQqqYviwAJAvkLlw1DfffKPU1KsfRFJTU/X1118XqAYzV44BcCfyFiwKl/9FRERo7+8HlFGmhOFjWyxXexZ7ov4yfGyPuASnn1PRN1XDqsUaXovZ5h/h7rmi7qZdv9jYWK1fv15r1qzRn3/+KavVKl9fXzVv3ly7d+/WtGnT1KlTp7yoFSapWbOmaWOf+f+zgZWq1DB87KAq5tYOAHmNzIUrunXrpg0bNig1NVVeXl6655573F2SqbhyDEBuFdW8jY2NVXJ8tE7vX+PuUpyWHB+t2FhPd5cBN8ooU0JXOtZ1dxlOKb7toLtLAPKM3Qbz5s2btXr1au3cuVNpaWkqWbKkgoOD1bVrV7Vr106xsbHq3LlzXtYKk5g5Rw5ndwHg5shc5MaQIUMUGhoqSfLw8NCQIUPcXJFzuHKscOGKdORn5C0AAOaw22B+8skn5efnp4ceekj//ve/1bJlS3l5/TOnisViyZMCAQAo7Mhc5EZAQIC6d++ukJAQde/enQX+UKBwRTryUlHPW39/f527mK5KDfu4uxSnnd6/hnwDgHzMboO5UqVKOn36tEJDQ3X69Gn99ddf6ty5s6pUYdJbAACMROYit4YMGaIjR44UuKuXUfhwRTryM/IWAABz2G0wb9u2Tb/++qvWr1+vTZs26bvvvtPMmTNVo0YNde3aVfXq1cvLOgEAKLTIXORWQECA5s2b5+4yACBfI28BADDHDRf5u+uuu3TXXXfpxRdf1I4dOxQaGqpt27Zpzpw5slgsslgs+vbbb1W7dm1VqlQpr2oGAKDQIXMBoOAwe65pifmmzULeAkDB4kzmkrfuc8MGs22nYsXUoUMHdejQQVeuXNGmTZsUGhqqn376SV9++aXWrFmjli1b6oEHHuCHAgBALpC5AFD4FOS5pgvrB3vyFgAKn/yUt7GxsYrOiNPbSdvdXYrTojLiVC7Wz6nnONRgvlbx4sXVs2dP9ezZU+fPn9fGjRu1YcMG/fDDD/rxxx8JXwAADELmAkD+xFzTOctPH+ydQd4CyA9iY2N1LslL848UvAUtzyR5Kf3/M8BozmRuUcnb/MjpBvO1ypYtqwEDBmjAgAE6efKkvvrqK6PqAgAA1yBzAQDuUNQ+2Bf2vE2Jj9bp/WtMGTs9JVGS5Ont3FVvjkiJj5ZU3vBxUTDExsbKIy5BxbcddHcpTvGIS1BscXOarsj//P395ROVqKd927u7FKe9nbRdJf2dO9GRqwbztapUqaIRI0YYNRwAALCDzAUAwHyFLW9r1qxp6viRkZGSpBrVzGgElze9fsDd/P395RkTqWHVCl5Tev4Rf5VxsiGJwsWwBjMAAAAAAMifxo8fb+r4heEKduRP/v7+OnolTlc61nV3KU4pvu2g/Gm6ooigwQwAANxq9uzZioiIMGXszKupMj/0mqFmzZqmf2gHAAAAgPyKBjMAAHCriIgI7T9wUN4lyxk+dnq6lyQp/Mg5w8eWMueEBAAAAICiy+UG88WLF/Xkk09q0qRJqlOnjpE1AQCAaxSFzPUuWU6VGvZxdxlOM2uhJABA3isKeQsAgBk8XH1iamqqfv75Z128eNHIegAAwHXIXAAAzEfeAgDgGpcbzAAAAAAAAACAoi1XczBbLBaj6gAAADdA5gIAYD7yFgDMxQLfhVOuGsxWq9WoOgAAwA2QuUVPWFiYNmzY4NC+58+flySVLVvW4fF79Oih4OBgl2q7ETM/NEjmf3DgQ0PRVZA/8HLcGoe8RUHC7y0URBEREfrf//7QLSYs8J2RcXWB72NHzVmI+zILfNvlcoO5bNmy2rp1q8qVM/6AAAAA/yBzcTOxsbGSnGswmyUiIkL7Dx6Qj7+fKeOneaZJkg6d/dPwsZNjEw0fEwVHQf3Ay4dd45C3KGjMzFzyFma6pWQ53d24n7vLcNqefZ+5u4R8y+UGs4eHhwIDA42sBQAA5IDMLZqCg4MdvsI48+qiDz/80MySHObj76eq99dxdxlOO77+D3eXADcriB94+bBrHPK28ChKV/YWxMwlb4HCJ1dTZAAAAAAAAOQnEREROvT7flUu7Wv42CV09cre+JOHDR876mKS4WMWFh5xCSq+7aDh41qSUiRJVl9vw8f2iEuQKhs+LAqQqIyLejtpuyljX7Je/X1RymL877mojIsKUhWnnkODGQAAAAAAFCqVS/tqXLtq7i7DKe98f8TdJeRLNWvWNG3szCvSa1SubvzglZ2v/UySl+Yf8Te8lMtpHpKkW4plGD62dLXuMqaMXHCZedxK0pn/P3Yr1XCuEeyIIFVxun4azAAAAAAAAMiXzFwMMD9NM2ZmQzL6/5uRVWrUMGX8MjK/oVrQmL2IZX46diUazAAAAABQZBSluWkBoCApKo10FE5ONZhPnjypPXv2KCoqShcuXJCHh4cCAgJUsWJFtWzZUuXLlzerTgAAihQyFwBghoiICB3a97sqe5Q2fOwS1qv/G7//pOFjR2VcNHxMibwFAMAIN20wJyYmas2aNfr000917NgxWa3WHPezWCyqWbOmHnroIT3wwAPy9TV+kmkAAAozMhcAkBcqe5TW077t3V2GU4xcJIm8BQD3iY2N1eXL57Rn32fuLsVply+fU2ysh7vLyJdu2GBeuXKlZs+erZSUFLVs2VJDhgxRrVq1VLlyZZUsWVJWq1VxcXE6e/asfvvtN/36669688039d5772nUqFEaNGiQLBZLXr0X5IGwsDBt2LDB4f1duU2uR48eCg4Odro2ACjIyFygYDFzmgGJqQYAs5C3AAoLZ/oz9GZgNrsN5gcffFDJycmaPHmyunbtavdsbYUKFVShQgU1bNhQgwcPVnx8vDZu3KhFixZp/fr1Wr16tWnFI//z9zd+9VMAKGzI3KKhIM97KtGQvF5ERIT2/n5AGWVKmDK+xZImSdoT9ZfhY3vEJRg+JlAQkLfOMfviIjObV7GxsYqOS9I73x8xZXyzRMUlqZxfrLvLKNC4KC5n+ak34+/vr8uXMnR3437uLsVpe/Z9lq++l/mJ3QbzoEGD1KNHD6fPzpYsWVJ9+/bVAw88oPXr1+e6wPT0dL3zzjsKCQlRQkKC2rZtqylTpiggICDH/cPCwvTRRx/p+PHjKleunPr27auhQ4fK09Mz17VACg4OLnC/SAEgv8sPmUvemi8iIkKHft+vyqWNv8W6hK42I+NPHjZ8bEmKuphkyrgFXUaZErrSsa67y3Ba8W0H3V0C4BbkrblouqAgKsjHLf2ZwqUgn9STbtBgvv/++3M1sIeHh3r16pWrMSTp/fffV0hIiGbMmKEyZcro5Zdf1pNPPqmVK1dm23f79u165pln9Pzzz6tdu3b6448/9OKLLyo1NVWjR4/OdS0AAJghP2QueZs3Kpf21bh21dxdhtMK2hVgMFZBvvqeK+9xLfLWOQW5eeXv7y+fxJgCl7nvfH9EJQtwwzM/KMjHLeCM/HZy5KaL/LlTSkqKli5dqsmTJ6t169aSpFmzZqlTp07au3evmjRpkmX/zz77TF27dtWjjz4qSbr99tv1119/ac2aNXzgBQDADvI2bxTU23Ulbtkt6iIiIhS+/1dV9E01fGzftKsL5cQd3mX42GeSvAwfE8gN8hYAYE9BPzlit8EcFBTk9K1DFotFf/zxR66LynTo0CElJCSoWbNmtm2VK1dWYGCg9uzZky2AR44cKT8/vyzbPDw8dOnSJcNqAgDAaO7OXPIWwM1U9E3VsGoF6yTD/CP568oeuB95CwD5w+X4aO3Z95nh4yanXF1nwsfbnDUyLsdHSypnytgFnd0Gc69evdy+Ou7Zs2clXV1k4Vrly5e3PXatBg0aZPk6Pj5eK1euVNu2bc0rEgCAXHJ35pK3eaOg3q4rccsugMKBvAUA96tZs6ZpY0dGxkmS7rjTrCZwOVPrL8jsNpinT5+el3Xk6MqVK/Lw8JCXV9bb27y9vZWcnHzT544aNUrJycl6+umnb/paycnJCg8Pz1W9AAC4wt2Z6+68TUxMdL7ofCQxMdGhvyF4nwUD7zPnfQsqZ97nmTNndPnyeVOuqDLT5cvndOZMGj9PBxSlvJWK9mfconKcF5X3icLlnnvu0T333GPK2Jm/58eOHWvK+Jk4drMzZA7mjIwMJSQkaNeuXerSpYsRQ0qSfH19lZGRobS0NBUr9k+pKSkpKl68uN3nnT9/XqNGjdKff/6pRYsWKTAw8Kav5ePjo9q1axtSNwAAkjl/eJiRue7O26u3/8a7XL+7+fn5OfQ3hJ+fn+IL1gwDWTjzPlWA79526n2ez4OCTOLo+8zcN8XkeszizPv09vY2uRrzeHt7O/XzjFfB/GVk7+dJ3uasKH/GLciZ6+zv54Kauc68T8BRmdMKcWyZx17mOtxgvnz5st544w1t2rRJiYmJslqtTr2QKypWrChJio6Otv1/STp37ly224oyRUVFaejQoUpISNDy5csVFBRkWD0AAOSFvM5c8hYArk5jc/lShu5u3M/dpThlz77P8t1K8gUFeQsAgDEcbjC/+eabWrNmjRo1aqQSJUrohx9+UI8ePRQbG6tffvlFnp6eeuuttwwtLigoSCVKlNDPP/+snj17SroasKdOnVLTpk2z7R8bG6tBgwbJ09NTK1euVJUqVQytBwCAvJDXmUveAgCKIvIWBV1sbKySYxN1fL0xC1HmleTYRMV6FdBLzAHkyOEG83fffacuXbro/fff14ULF9SyZUsNHDhQDRo0UHh4uAYMGKAjR44YWpy3t7f69++vmTNn6tZbb5W/v79efvllNWvWTI0aNVJKSoouXryo0qVLy9vbWy+//LIuXLigJUuWyNfXV9HR0ZKurvwbEBBgaG0AAJglrzOXvAWAoiM2NlbRGXF6O2m7u0txSlRGnMrF+hk6JnkLAIAxHG4wnz9/Xq1bt5Yk3XrrrapQoYIOHDigBg0aqHbt2nrwwQe1YcMGDRs2zNACx40bp7S0NE2YMEFpaWlq27atpkyZIknat2+fBg0apKVLl6phw4bavHmzMjIy1Ldv3yxjeHp66o8/CtYZPQBA0eWOzCVvAQBFDXmLgs7f31/RqRdU9f467i7FKcfX/8HUPkAh43CDuUSJEsrIyLB9ffvttysiIsL2dc2aNbV69Wpjq5NUrFgxTZo0SZMmTcr2WPPmzXX48GHb16ziCAAoDNyRueQtABQN/v7+8olK1NO+7d1dilPeTtqukgY3pMjbwi3qYpLe+d7Yu6wl6VJSmiSplK/D7RSHRV1MUhAzoQAogBz+jdigQQNt3LhRDz/8sDw9PfWvf/1Lu3fvltVqlcVi0dGjRwv0yssAAOQXRS1zY2NjlRwfrdP717i7FKclx0crNtbT3WUApoqNjdW5JC/NP1KwrjY7k+Sl9Fjm+IR9RS1vi5KaNWuaNvaZyEhJUqUqNQwfO6iKubUDgFkcbjAPGTJEQ4cOVbdu3bR69Wr17t1bK1eu1JAhQ1S1alWtXr1anTp1MrNWAACKBDK38CqIV1NJzl1RVVAXHJJYdAgoasjbwmv8+PGmjT1y5EhJ0ocffmjaawBAQePwp5CWLVtq/vz5WrJkiUqVKqUGDRropZde0owZM/TTTz+pYcOGeu6558ysFQCAIqGoZa6/v7/OXUxXpYZ93F2K007vX+PwHIIF9WoqiSuqchIbGyuPuAQV33bQ3aU4zSMuQbHFHW+k+/v7yzMmUsOqFazm+/wj/irj5JQKl+OjtWffZ4bXkpySIEny8S5h+NiX46MllTN83KKgqOUtABREYWFh2rBhg0P7Rv7/38SZJ4Ic0aNHDwUHB7tUG/7h1GUubdq0UZs2bWxf9+vXT3369FFSUpJKlSpleHEAABRVZG7hU1SupiqoCw5JLDpU1Jl5EiUyMk6SdMedZjSCy3ECKBfIWwAoPPg7zn1yfR+lt7c381IBAJAHyFwUFGZOkZGWmCpJKubnZfjYybGJ0m2O7evv76+jV+J0pWNdw+swW/FtB/kAloOichIIN0feAkD+ERwczBXGBYDDDeaUlBS999572rBhg2JjY5Wenp5tH4vFoj/+KHjz7QEAkJ8UxcxNMWmRv/SUREmSp7ef4WNLV+uWypsydkFl9pWUmbc+1rjtX8YPfhtTgQBFSVHMWwAAzOBwg3nmzJlavny5qlevrrvvvpszugAAmKSoZa65t6X/fzOymllN4PI0JK9j5lWgEleCAjBOUctbAADM4nCDeePGjeratavee+89M+sBAKDIK2qZy23pRZszC7dIzi/ewsItAOwpankLAIBZHG4wJyQkqG3btmbWAgAAROYCN8LcwQCMQt6iMDBr3YP8suYBgILB4QZzvXr19Pvvv6tv375m1gMAQJFH5qIoYeEWIO9FZVzU20nbDR/3kjVJklTK4mv42FEZFxWkKoaOSd6ioMuTacZY8wCAAxxuMD/77LN64oknVLNmTd17770qW7asmXUBAFBkkbkA8pszSV6af8T4q8cvp3lIkm4plmH42GeSvFTG8FELPjObOmf+vyFVqYaxjWBJClIVw2snb1HQMc0YgPzC4QbzxIkTJUmvvfaaXnvttRz3YYVdAAByj8wFCgaPuAQV33bQlLEtSSmSJKuv8YuOecQlSJUd39/MhmT0/zckq9SoYfjYZcQVcjmhIfUP8hYAAGM43GBu2LChLBaLmbUAAACRuUBBYHbj0nZrcuXqxg9e2bn6aUiisCJvAQAwhsMN5unTp5tZBwAA+H9kLpD/mdl0lWi8AnmBvAUAwBge7i4AAAAAAAAAAFAwOXwFc1BQ0E1vH/L29pa/v78aNGig0aNHq4YJc6kBAFDYkbmQpLCwMG3YsMGhfTOnU8i86tURPXr0UHBwsEu1AUBhQN4CAGAMhxvMY8aM0bJly3T58mW1bt1a1apVk4+Pj44dO6YdO3ZIkjp37qzLly9r+/bt2r59uz777DPVqlXLtOIBACiMyFw4y9/f390lAECBQ94CAGAMhxvMmdasWaOgoKAs206ePKl+/frpX//6l4YPH66YmBgNGDBA77//vubMmWNYsQAAFCVkbtEWHBzMFcYAkAfI26LNmTuGJOfvGuKOIQBFgcMN5lWrVmngwIHZgleSqlSpokcffVQrVqzQ8OHDFRAQoL59+2rhwoWGFgsAQFFA5t4YU0cAAIxA3sIV3DUEANk53GCOj4+Xn5+f3cd9fHwUFxdn+7p06dJKSkrKVXEAABRFZK5x+BAIwAxmX/EocbIrL5C3kLhjCACM4HCDuV69elq5cqX69OmjMmXKZHns8uXL+uyzz1S7dm3btl27dun22283rFAAAIoKMvfG+CCIgohbsIs2TnblT+QtAADGcLjB/PTTT2vw4MHq1q2bevbsqapVq8rb21tHjx7VV199pfPnz+u1116TJD3xxBP64YcfNHnyZNMKBwCgsCJzAdCQzN840VU4kLcAABjD4QZzw4YNtXz5cr355ptavny5MjIybI81btxY7777rho1aqSYmBgdOXJEw4cP14ABA0wpGgCAwozMBQofGpJA/kPeAgBgDIcbzNLVW4iWLFmiS5cu6eTJk0pLS1OVKlVUtmxZ2z4BAQHatm2b4YUCAFCUkLkAAJiPvAUAIPecajBnKlWqlOrWrWt0LQAA4DpkLoCChLmmUVCRtwAAuM5ug7lTp056/vnn1alTJ9vXN2OxWLRlyxbjqgMAoAggcwEUVcw1jbxE3gIAYA67DeZKlSrJz88vy9cAAMB4ZC6AwoK5ppGfkbcAAJjDboN52bJlN/waAAAYg8wFAMB85C0AAObwyO0AkZGR+uuvv4yoBQAA3ACZCwCA+chbAACc43CD2Wq1av78+XruueckSRkZGRo2bJjuv/9+de/eXUOGDFFCQoJphQIAUFSQuQAAmI+8BQDAGA43mBcuXKhZs2YpJiZGkrRx40Z9//336tq1q0aPHq1ff/1Vc+fONa1QAACKCjIXAADzkbcAABjD7hzM1wsJCVGXLl30/vvvS5LCwsJUvHhxzZgxQ76+vkpISNDXX3+tiRMnmlYsAABFAZkLAID5yFsAAIzh8BXMJ0+eVLt27SRJqamp+umnn9SsWTP5+vpKkqpXr2478wsAAFxH5gIAYD7yFgAAYzh8BXOpUqUUHx8vSdq9e7cSExNtYSxJJ06cUEBAgPEVAgBQxJC5AID8IiwsTBs2bHBo38jISEnSyJEjHR6/R48eCg4Odqm23CJvAQAwhsMN5saNG2v58uUKDAzUvHnzVKxYMXXt2lWpqan69ttvtXLlSnXu3NnMWgEAKBLIXABAQeTv7+/uEpxC3gIAYAyHG8zPP/+8hg4dqrFjx8pisWjixIkqV66cdu/erbFjx6patWr673//a2atAAAUCWQuACC/CA4OdtsVxmYjbwEAMIbDDeaKFStq/fr1+uOPP1ShQgVVqFBBkhQUFKRZs2apQ4cOKl68uGmFAgBQVJC5AACYj7wFAMAYdhvMCQkJKlGiRNadixVTgwYNsmwrXbq03TPa8fHxKlmypAFlAgBQeJG5AACYj7wFAMAcHvYe6Nq1qxYvXqzk5GSnB01MTNS8efPUtWvXXBUHAEBRQOYCAGA+8hYAAHPYbTAvWLBAYWFhateunV544QV99913SklJsTtQfHy8tm/frokTJ6p169batGmT5s+fb0rRAAAUJmQuAADmI28BADCH3Sky6tSpo88//1zr1q3T0qVLtXr1anl5eemOO+5QYGCgSpYsKavVqri4OJ05c0bHjh2T1WpV7dq19corr+i+++6Th4fd/jUAAPh/ZC4AAOYjbwEAMMcNF/mzWCzq1auXevXqpb1792r79u3au3evDh06pLi4OFksFgUEBKhSpUrq0aOH2rVrp7p16+ZV7QAAFBpkLgAA5iNvAQAw3g0bzNdq0qSJmjRpYmYtAABAZC4AAHmBvAUAwBgON5gdsW7dOvXs2dPIIQEAQA7IXAAAzEfeorAICwvThg0bHN4/MjJSkjRy5EiHn9OjRw8FBwc7XRuAgu+GDea0tDRt2bJF+/fvl9VqVZ06dXTffffJ09Mzy36nTp3SlClT9OOPPxK+AAC4gMwFAMB85C3gGH9/f3eXAKAAsdtgjo2N1dChQ3X48GF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\n", 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" ] @@ -1539,7 +1540,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1553,6 +1554,16 @@ "SETD2 diff: -0.0062 (pval: 0.8438)\n", "TP53 diff: -0.0130 (pval: 0.0078)\n" ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -1571,13 +1582,6 @@ " plt.savefig(images_dir / svg_filename, bbox_inches='tight')\n", " plt.savefig(images_dir / png_filename, dpi=300, bbox_inches='tight')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {