{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

HNSCC HPV- Cohort Exploration of Subtypes in the Context of Molecular Variables

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Contents\n", "\n", "
  1. Setup
    1. Initialization
    2. Read in Pre-processed Data
  2. Figure 1: Meta-feature examples
    1. Figure 1b-c: RAS/SOS1 Signaling Mutations
    2. Figure 1d-e: Ras Signaling Expression
    3. Recreate Subtypes
  3. Primary Screen Characterization
    1. Top Hits by Data-type
    2. Figure 2b
  4. Visualize Subtypes
    1. TP53 / 3p Interaction (Figure 2c-d)
      1. Figure 2d
      2. Figure 2c
    2. Subtypes 1,2,3,4 (Figure 2f)
  5. Further subdivide subtypes
    1. Level 1 p53/3p Aggregate Event
    2. ASPM Figures
      1. Read in data across all tissues
      2. Figure 4: ASPM mutation and expression
      3. Old ASPM supplemental figure
      4. Old Figure 4: HRAS/SOS1 and ASPM
  6. Subtype 4 MUC5B
    1. Extended Data Figure 5: MUC5B Mutation rates
  7. Subtype 3 mir548k
    1. Extended Data Figure 6a-b
    2. Extended Data Figure 6c-d
    3. Extended Data Figure 6e-g
" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Setup" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Initialization" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "cd ../src/" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/cellar/users/agross/TCGA_Code/TCGA/src\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from Processing.Imports import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read in Pre-processed Data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "params = pd.read_table('../global_params.txt', header=None, squeeze=True, \n", " index_col=0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "run_path = '{}/Firehose__{}/'.format(params.ix['OUT_PATH'], params.ix['RUN_DATE'])\n", "run = get_run(run_path, 'Run_' + params.ix['VERSION'])\n", "cancer = run.load_cancer(params.ix['CANCER'])\n", "clinical = cancer.load_clinical()\n", "\n", "mut = cancer.load_data('Mutation')\n", "mut.uncompress()\n", "cn = cancer.load_data('CN_broad')\n", "cn.uncompress()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "rna = pickle.load(open(cancer.path + '/mRNASeq/store/no_hpv.p', 'rb'))\n", "#meth = pickle.load(open(cancer.path + '/Methylation/store/no_hpv.p', 'rb'))\n", "mirna = pickle.load(open(cancer.path + '/miRNASeq/store/no_hpv.p', 'rb'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "clinical_processed = clinical.processed\n", "#clinical_processed = clinical_processed.replace('yes', 1.).replace('no', 0.)\n", "clinical_processed['year'] = clinical_processed.year == 'post_2000'\n", "hpv_inferred = clinical_processed.hpv_inferred\n", "surv = clinical.survival.survival_5y\n", "age = clinical.clinical.age.astype(float)\n", "old = pd.Series(1.*(age>=75), name='old')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 191 }, { "cell_type": "code", "collapsed": false, "input": [ "keepers_o = true_index(hpv_inferred == 0)\n", "keepers_o = keepers_o.intersection(mut.features.columns)\n", "keepers_o = keepers_o.intersection(cn.features.columns)\n", "keepers_o = keepers_o.intersection(surv.unstack().index)\n", "keepers_o = keepers_o.intersection(rna.features.columns)\n", "keepers_o = keepers_o.intersection(mirna.features.columns)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 224 }, { "cell_type": "code", "collapsed": false, "input": [ "rr = screen_feature(mut.df.ix[['SMC4','LIG4','SMC2']].sum() > 0 , kruskal_pandas, mirna.features)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 252 }, { "cell_type": "code", "collapsed": false, "input": [ "rr.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Hpq
(real, hsa-mir-31) 10.83 0.00 0.19
(binary, hsa-mir-211) 9.62 0.00 0.19
(real, hsa-mir-193b) 8.49 0.00 0.19
(real, hsa-mir-758) 8.29 0.00 0.19
(binary, hsa-mir-3171) 7.84 0.01 0.19
\n", "

5 rows \u00d7 3 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 253, "text": [ " H p q\n", "(real, hsa-mir-31) 10.83 0.00 0.19\n", "(binary, hsa-mir-211) 9.62 0.00 0.19\n", "(real, hsa-mir-193b) 8.49 0.00 0.19\n", "(real, hsa-mir-758) 8.29 0.00 0.19\n", "(binary, hsa-mir-3171) 7.84 0.01 0.19\n", "\n", "[5 rows x 3 columns]" ] } ], "prompt_number": 253 }, { "cell_type": "code", "collapsed": false, "input": [ "violin_plot_pandas(mut.df.ix[['SMC4','LIG4','SMC2']].sum(), mirna.features.ix['real'].ix['hsa-mir-31'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6/lyi0+lQVFSG5uZjsFgERez1KkkSXK4gHI7Mbq+XSSaTA6FQXd6kgXaluDiK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\nwDBcj4ZRKcDnAIZhoNOZIAg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UarV0/PjxfitXrrxTPmUVO12fqUcBPs+0n8Q+dUKbJrhJ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\n", "text": [ "" ] } ], "prompt_number": 254 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Figure 1: Meta-feature examples" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Figure 1b-c: RAS/SOS1 Signaling Mutations" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from Figures.MemoPlot import pathway_plot" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(6,4))\n", "ax = plt.subplot2grid((1,4), (0,0), colspan=3)\n", "df = pathway_plot(mut.df.ix[run.gene_sets['REACTOME_SOS_MEDIATED_SIGNALLING']]>0,bar=None, ax=ax)\n", "\n", "ax = plt.subplot2grid((1,4), (0,3), colspan=1)\n", "dd = mut.df.ix[run.gene_sets['REACTOME_SOS_MEDIATED_SIGNALLING'], keepers_o]\n", "dd = dd.ix[dd.sum(1).dropna().order().index[::-1]]\n", "vec = dd.apply(lambda s: s.idxmax() if s.max() > 0 else 'WT')\n", "mm = pd.concat([vec[vec == 'WT'], vec[vec!='WT']], keys=['WT','Mut.']).unstack()\n", "mm = mm.apply(pd.value_counts, 1).fillna(0)\n", "mm = mm.ix[:,vec.value_counts().index]\n", "mm.plot(kind='bar', stacked=True, color=['grey'] + ['green'] * 10, ax=ax, lw=.5)\n", "ax.get_legend().set_visible(False)\n", "ax.set_ylabel('Num. Patients')\n", "prettify_ax(ax)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VRfxR9qioqKio/D7c0MGss+8x5A858/PzU/Lz81PaXguuXbp06XQ5zfr16+9OSUnJVz6c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\n4mpEAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Figure 1d-e: Ras Signaling Expression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df = rna.df.xs('01',1,1)\n", "v = extract_pc(df.ix[run.gene_sets['BIOCARTA_RAS_PATHWAY']])['pat_vec']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "#ras = rna.pathways.ix['BIOCARTA_RAS_PATHWAY']\n", "ras = v\n", "ras.groupby(binarize(ras)).min()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "0\n", "False -0.26\n", "True -0.14\n", "dtype: float64" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "draw_survival_curves(binarize(v.ix[keepers_o]), surv)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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23grk439XH+F/C4MYX7M1j5xcoO3jA4t9e9s8t0Mli4yMDM+RI0eenjFjxm/H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\njzh//vzQwMDAC7Nmzdp6+vT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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(1,2, figsize=(6,3))\n", "rna.loadings['BIOCARTA_RAS_PATHWAY'].order().plot(kind='barh', ax=axs[0], color=colors[0])\n", "axs[0].set_xticks([-.4, -.2, 0, .2, .4])\n", "axs[0].set_xlabel('Gene Loading')\n", "axs[0].set_ylabel('Ras Signaling Pathway')\n", "\n", "h = rna.pathways.ix['BIOCARTA_RAS_PATHWAY'].hist(ax=axs[1], bins=15, color=colors[1])\n", "[b.set_facecolor('grey') for b in h.patches[:-6]]\n", "axs[1].set_ylabel('Num. Patients')\n", "axs[1].set_xlabel('Consensus Pathway Value')\n", "for ax in axs:\n", " prettify_ax(ax)\n", "fig.tight_layout()\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WLH744Qd5TFLG2aCBLOc9S3fixAlmzZpFeHg4bdq0YePGjejo6NCoUSO1+ciO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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Recreate Subtypes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "p53_mut = mut.features.ix['TP53'].ix[keepers_o].dropna()\n", "del_3p = cn.features.ix['Deletion'].ix['3p14.2'].ix[0].ix[keepers_o].dropna()\n", "muc5b = mut.features.ix['MUC5B']\n", "mir548 = mirna.features.ix['binary'].ix['hsa-mir-548k']\n", "\n", "combo = combine(p53_mut==1, del_3p==-1)\n", "combo = combo.map({'Lesion':'b', 'neither':'a', 'TP53':'c', 'both':'d'})\n", "two_hit = combo=='d'\n", "\n", "st = (two_hit*1.).copy() + 1.\n", "#st.ix[true_index(st==2).intersection(true_index(muc5b==1))] = 4\n", "st.ix[true_index(st==2).intersection(true_index(mir548==1))] = 3\n", "st.name = 'subtype'\n", "st = st.astype(int)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Primary Screen Characterization" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Top Hits by Data-type" ] }, { "cell_type": "code", "collapsed": false, "input": [ "p53_mut = mut.features.ix['TP53'].ix[keepers_o]\n", "survival_and_stats(p53_mut.ix[keepers_o], surv, figsize=(6,4))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BPy1Nemntf4+6qZ/gJAoCAgEA1RF/IediTJs6fguys1G+93v0+GorRKWlKP7s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\nAwDy8/ONAMDQ0LDA1dU1CQCmT5/+x4U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"text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "del_3p = cn.features.ix['Deletion'].ix['3p14.2'].ix[0].ix[keepers_o]\n", "survival_and_stats(del_3p, surv, figsize=(6,4))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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pR1MUegxCmptS78xmzJixU3Z6zpw5W+jp0KSlkD5SRqtbN3Damb223CAoEAZB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\nEXWj6OeZacKo+fQ99YrGPc/s888/X/v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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "mir_3170 = mirna.features.ix['binary'].ix['hsa-mir-3170'].ix[keepers_o]\n", "survival_and_stats(mir_3170, surv, figsize=(6,4))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2n4z8+QsAFhvloaE1N2axoP+/z1H49Tfo+SAZLA2a4JIQVXL2djZiHz3Dhhn2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\nAwMDfQwNDfOTk5Ot7969O9DHxyfw9u3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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "ras = binarize(rna.pathways.ix['BIOCARTA_RAS_PATHWAY'].ix[keepers_o])\n", "survival_and_stats(ras, surv, figsize=(6,4))" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'BIOCARTA_RAS_PATHWAY'", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mras\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbinarize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrna\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpathways\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mix\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'BIOCARTA_RAS_PATHWAY'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mix\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkeepers_o\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0msurvival_and_stats\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mras\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msurv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/core/indexing.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 55\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 56\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 57\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32m/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/index.so\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:3433)\u001b[1;34m()\u001b[0m\n", "\u001b[1;32m/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/hashtable.so\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:10780)\u001b[1;34m()\u001b[0m\n", "\u001b[1;32m/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/hashtable.so\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas/hashtable.c:10733)\u001b[1;34m()\u001b[0m\n", "\u001b[1;31mKeyError\u001b[0m: 'BIOCARTA_RAS_PATHWAY'" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "spread = clinical.processed.spread_inferred.ix[keepers_o]\n", "survival_and_stats(spread, surv, figsize=(6,4))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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KETKPUdlpqbHapVTWFuN7diYyb82or6//csWKFTueP3/eberUqaemT59+0snJ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\nuXPn8qNHj85ZsGDB/h9++GHJ4sWL9yx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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Figure 2b" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(5,1, figsize=(3.2, 5), sharex=True)\n", "var_list = [p53_mut.map({1: 'mutated',0:'wild-type'}),\n", " del_3p.map({-1: 'deleted', 0: 'not deleted'}),\n", " mir_3170.map({0: 'absent', 1: 'present'}),\n", " ras.map({0:'low', 1:'high'}),\n", " spread.map({1: 'present', 0 : 'absent'})\n", " ]\n", "n_rows = len(var_list)\n", "for i,var in enumerate(var_list):\n", " ax = axs[i]\n", " surv_fit = get_surv_fit(surv, var)\n", " surv_fit = surv_fit.sort([('5y Survival', 'Surv')])\n", " t = surv_fit['5y Survival']\n", " b = (t['Surv']).plot(kind='barh', ax=ax, color=[colors[0], colors[1]],\n", " xerr=[t.Surv-t.Lower, t.Upper-t.Surv], ecolor='black')\n", " bar_labels = ['{} ({})'.format(j, int(v)) for j,v in \n", " surv_fit['Stats']['# Patients'].iteritems()]\n", " ax.set_yticklabels(bar_labels, position=(-.1,0))\n", " prettify_ax(ax)\n", "ax.set_xlabel('5 Year Survival')\n", "ax.set_xticks([0, .5, 1.])\n", "fig.tight_layout(w_pad=.1)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'function' object has no attribute '__getitem__'", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[0msurv_fit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msurv_fit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'5y Survival'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Surv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[0mt\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msurv_fit\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'5y Survival'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 14\u001b[1;33m b = (t['Surv']).plot(kind='barh', ax=ax, color=[colors[0], colors[1]],\n\u001b[0m\u001b[0;32m 15\u001b[0m xerr=[t.Surv-t.Lower, t.Upper-t.Surv], ecolor='black')\n\u001b[0;32m 16\u001b[0m bar_labels = ['{} ({})'.format(j, int(v)) for j,v in \n", "\u001b[1;31mTypeError\u001b[0m: 'function' object has no attribute '__getitem__'" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Visualize Subtypes" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "TP53 / 3p Interaction (Figure 2c-d)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(mir548, surv)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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5oUH7L2TC09ESPbta1Hvtx9NpGNmnCxysK1dB3H7sNoIHO8HKzKjB83179Bae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\nAarOERcXN3bAgAEXvby8ksPDw9cBwLZ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4uLH79++frO14NCkqKmpqSkqK5+jRo4/OmDFj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\n5QcEBJyVy+Wzsav4DRs2HGEwGM3+/v4FAQEBZ7GnVvT9vj0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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Figure 2d" ] }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(combo, surv, order=['d','c','b','a'], figsize=(5,4), colors=colors_th)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ap1NnaNr3A6Nj0Og5HONuEBU+a1V/VbayFEApshcYQtNxMLS694eoOAf8tDut\nip8QZSb3ZH3w4MEZtd+Lh503tQABUQ9cE2t0+fQvifs0urmBo2cCLQcfCJ4nwex/9wCg8QeMczuB\n0e4kcREEtoKHqoRwVCWEA5o64Jo5yueGCFEgubdZW1hY5FhaWmZbWlpmGxoaFl+8eHGUNMt6EfVk\nPOcwdPtPgv5rn7bsBA4XljuLYbVfBKv9ouo2cG29hsfxKyDMltyNP/9/A8FP+6fm/Ysv/VCREI6s\nuZ1QdmVPa26DkHbTrvNZA9X9rj09PePkOZKRuu6pDpZlAVYEhlO9SjQrEgIMB0ythUjrHyMmyH+K\n/HVegIgvscZdv193Xkg/dJ7+PTT/XXcyf+MQ6L/2GQq/C4Lh1G+hN3yevG6TkDqUaiInsdTUVKfa\ni94+fPjQkcfj0aw+BED1Dy2Y/5Jw/YQs6ZjaOLqGMA99gpLT/wPvjw2AsKpmX+0HkoyOPhhdI9nf\nACHtRO416+HDh18GqqdGffbsWTcHB4dHK1asCPX392/ZJBKtQDXrjkHEe4HSC9/C4PX/oeT0/1B1\n/xqqHkQD/IpWlSdphGXOh1Yw+zwBHH1TWYVNiHINiklISHAfNmzYlVmzZu3/888/XxWJRBwulytM\nTU110tLSqmq+BEKaxtE3hcHr/wNQnWi13UbCeO4RaPcNarZftyRsBa/B4BxWyK/zXlRejLKr+wAA\nlQnh4EVshyDvcc1+Xvg34F3c1prbIaRJcmsGmTdv3u6PP/540/jx408fO3YsuLy8XDclJcU5IyPD\nZvLkycdjYmLab7oqovb0R38EoHoBBKDh3CW8sBCJ7dr1iQfnANW/ANh/5+6u2V/2EiWn16OT73so\n//so+Bn3oNHFHhpmPQAAJSc+ATS0oD9qsczujRBAjjXr/Pz8LuPHjz8NAJGRkSMmT558HABsbGwy\nioqKmmw8DA0NXWFnZ5fWt2/fOxkZGRLnMJw0adKJ77//fq7sIyeqTKuXLwze+LzONv2AZbDcWQwN\nu1fQZc2tmh4lmo6DYPzRueqBNRoN1/BjK3hAVTlyPjCrGU2Zu8IeooLMFq1BKeIVIG+dFwQ5D6vf\nV/Dw8kD1wq5FPy6AiNf47AtsVbnE6WOFhc9QfKzpleUr7oSh/O+jzcZHVIvckrWOjk6F+EFiVFSU\nn6+v71UAKC4uNqyqqtJq7Ly4uDjPkydPTnzy5En30NDQFZJm6Dt16lRQVFSUX+0Hl4QA1U0jml1d\npT5Pu8/g/+swAAAgAElEQVRYKZpN2BbNZcLyKyB4lgBR6b9JWchHRezvAICKuNNg/13PUuK5QgEq\n6q0qDwBsRQkq7p1r8rqC58ngZ8Y3Gx9RLXJrBlm5cuWXAwYMuGFiYlJgbm6e6+3tffPs2bNj169f\nv2bOnDmNdmo9f/78mKlTpx7lcDiikSNHXpo7d+73fD5fU1NTkw8AL1++7Lxt27bFc+bM2SNtAz3p\n2BgNLaBWl8Ca9xwudNwDYLLw15p9zTWdsBU8lF//CQBQuHV83Z1VAmQvMITeqI9kfxMyVplwARq2\nnuAamrepnLLrP4HR1AWnkxE0rHuDa2QhowiJmNySdXBw8DF/f/+IjIwMGw8Pj3iGYViGYdj169ev\nCQgICG/svIyMDJva+83MzPKys7MtbWxsMgDg448/3rRu3bp1kZGRIxorAwDWrVtX87Wfnx/8/Pza\nfE9EtXX59Hqd96YfRwIArL4vbXCsuM07e3EXmH+RWtMbJHu+wb/D3JvGVvBQemGLDKKWr5I//gfD\nN75oc7IuProEjJ4JNExsoD9hLSXreqKiohAVFdWmMuTaz9rMzCzPzMwsT/w+MDCw6b/fJBAneQCI\niIjwB4ChQ4deE3/dmNrJmhBZ0Rv1IXhnNgISFkioT5zUX3w+sM528QPM3GXNLyklPral22srPfeV\nxO2SuigS+apfYQwJkX5KYLkPipGWnZ1dWu2Hinl5eWYWFhY5QHXbd2Rk5AgXF5fk/Pz8LhoaGgI9\nPb3Sd95557DiIibqjNGs++Cx07D3UXb9R1h8nYaXe6eDn3EPBq//Dzp9xgEAsmZrtW4BhnYk7qLY\nXsm6MiEcrKAKOp6vtcv11FW7DzdvTnx8vMf8+fN3XblyZdjly5eH79ixY+HJkycbLAUSEhKy1srK\nKktS+zcNiiHyInyRjvwvhjadrBkGjKZ2i7oKqjNxDR78SogqS2H4Bs03LqaUw82l5eHhER8UFHSq\nR48ej01NTV+cPn16/OrVqzd6e3vfDAoKOqXo+EjHxugaQm/UBwAAbc/x4Fr2goZ5z5r9+oGfgNXQ\nhOH4NRAWPkfux91huuoatHp4Q1RaiNxPHGC5vQA5S63R5f9ugGvcTeJ1ROUlyF3WDZY7i+tsF2Sl\noGDbRJhvTG40Rt7ZLyEqL4Lhm1802Je9wLDdfonU1OADV7bL9dSd0iVrAFi+fPnXy5cv/1r8fuPG\njavrH7N27VrpG30IaSNOp841zQe6/d5osF88olJZ6U9Y2+IBQrLQHtcR8V6Ad2YjDIOb7/suVbll\nRSg5uQZGb2+VuF/83MBqv/RzsbeG0jWDyAI1gxBlwPIrUBr1PToNng5Op85gBXxUpVyGtvtoVCZF\nQKvnYDCaOpLPFQpQlRwBbfeAOttFFTzw02Kh7TSs0esKch8BQj40rJybjTH/i6EwfOMLaPUaIt3N\n1ZO9yKROb5CCTU121mo1SQ9HazdNyZKwKAf5a/vA4ttsifvbkqyVam4QQjo6RlMH+qOWgNOpc/V7\nDU1ou48GAGi7+jeaqAGA4Wo0SNQAwNHRbzJRA4CGuUOLErU8STsvS0tJmr+lo1DKZhBCSPvQeSUI\nHCPLNpejO2AKmE6dwTHoAm7nrnJtbumoD26pGYQQIle8Mxtl0hukJX3LFUXaphBqBiGEqC15Na2o\nCkrWhBC50u4zTmLPGWnpT1jboRM2NYMQQlQa9QYhhBCiNKg3CCFEpXH0u8Bo2m7Zl9vJCEYz9zV+\nQKcuANpnQAxAzSCEENLuqBmEEELUFCVrQghRAZSsCSFEBVCyJoQQFUDJmhBCVAAla0IIUQGUrAkh\nRAVQsiaEEBVAyZoQQlSAUibr0NDQFXZ2dml9+/a9k5GRYVN73+7du+d17979Sc+ePR/s2bNnjqJi\nJISQdsWyrFK97ty54+nj43NdKBRyLl68OHL8+PFh4n2ZmZndevbseZ/H4+nxeDw9V1fXxOfPn1vV\nL6P6tgghRDn9m6Okyo1KV7M+f/78mKlTpx7lcDiikSNHXkpISHDn8/maAPDkyZPuU6dOPaqnp1eq\np6dX6u7unvD48eMeio6ZEELkTemSdUZGho2NjU2G+L2ZmVleTk6OBQAMGTIket26desAICkpyfWv\nv/4a7OrqmqSgUAkhpN0o/RSpDMM0mD5v+/btizZs2PDpnj175hgbGxdKOu/fnA4A8PPzg5+fn9xi\nJISQpkRFRSEqKqpNZSjdFKlfffXVJ3p6eqWLFi3aDgCOjo4Pk5OTXTQ1NfkAMHfu3O+fPn1qv3fv\n3tm1a+C10RSphBBlphZTpAYGBp47duxYsFAo5F66dGmkh4dHvDhR//333wNTUlKc//zzz1cbS9SE\nEKKOlK4ZxMPDIz4oKOhUjx49Hpuamr44ffr0+NWrV2/09va++eTJk+5JSUmutdup9+3b996gQYOu\nKzJmQgiRN6VrBpEFagYhhCgztWgGIYQQ0hAla0IIUQGUrAkhRAVQsiaEEBVAyZoQQlQAJWtCCFEB\nlKwJIUQFULImhBAVQMmaEEJUACVrQghRAZSsCSFEBVCyJoQQFUDJmhBCVAAla0IIUQGUrAkhRAVQ\nsiaEEBVAyZoQQlQAJWtCCFEBlKwJIUQFULJWQVFRUYoOQe7oHlWfut8f0L73qJTJOjQ0dIWdnV1a\n375972RkZNjU3hcREeHv6Oj40MHB4VF4eHiAomJUJPoQqAd1v0d1vz+gfe9Ro92u1EJxcXGeJ0+e\nnPjkyZPukZGRIxYtWrQ9LCxsAgAIBAKN+fPn77p27dpQLpcr9PX1vRofH++hqanJV3TchBAiT0pX\nsz5//vyYqVOnHuVwOKKRI0deSkhIcOfz+ZoAcOvWrf4eHh7xVlZWWebm5rleXl6xMTExPoqOmRBC\n5E3patYZGRk2AQEB4eL3ZmZmeTk5ORbW1taZ6enptra2tunifTY2NhlpaWl2ksphGKY9wlWYkJAQ\nRYcgd3SPqk/d7w9ov3tUumRdH8MwrKSvJb0XY1lWvTM1IaTDUbpmEDs7u7TaDxXz8vLMLCwsciTt\ny8jIsLG3t3+qgDAJIaRdKV2yDgwMPHfs2LFgoVDIvXTp0kgPD4948QNELy+v2ISEBPesrCyr3Nxc\n89jYWC8fH58YRcdMCCHypnTNIB4eHvFBQUGnevTo8djU1PTF6dOnx69evXqjt7f3zaCgoFM7d+5c\nMHTo0GsAsGvXrvkaGhoCRcdMCCFyx7Ks2rw2bdq0wtbWNs3T0/NOenq6jaLjkefr2rVrQ1auXPmF\nouOQ9UsgEHDnzJnzva2tbVqfPn3irl+/7qPomGT5Kisr0w0ODv7Zyckpxc3NLSEiImKEomOS14vH\n4+nZ29s/SU1N7aXoWGT96tOnT5yzs3Oys7Nz8pQpU462xzWVrmbdWk31z1Y3fD5fc/v27Yt69Ojx\nWNGxyNqJEycmFRYWGqelpdklJye7BAcHH7t7924fRcclK0ePHp1qamr6IiUlxTkxMdFt6tSpR9Xp\n/mr79NNPN/B4PH1FxyFrfD5f08TEpCAyMnJEe15X6dqsW6up/tnqRCgUcrt37/7k3LlzgYqORR6e\nPXvWbebMmQcAwMXFJTk/P7+LomOSJR8fn5iVK1d+CQDFxcWGnTt3fqnomOQhJibGh8fj6bu7uyew\natY7KyMjw8ba2jqzva+rNsk6IyPDxsbGJkP8Xtw/W5ExyQOXyxVmZmZab9u2bbG6fQgAYNmyZZvH\njBlzHgCOHDnytp2dXZqiY5IlV1fXJGtr68yJEyee9PX1vTpjxoyDio5J1qqqqrRWr169MTQ0dAXQ\neBdbVZWenm5779693p6ennFDhgyJvnHjxoD2uK7aNIPUp24/IB1JaWmp3vLly7+OjIwccfbs2bGK\njkceTp48OTElJcV52LBhV4KDg4/p6uqWKzomWfn8888/mz179l5jY+NCQP3GPRgZGRXNmTNnz7x5\n83bHx8d7vP76678/evTIQd7XVZuadVP9s4nqKC0t1Rs2bNgVHR2diri4OE9HR8eHio5JltavX7/m\n3r17vQHA2dk5xdbWNr2goMBE0XHJUnR09JDPP//8MxcXl+SbN296jx079uz9+/d7KTouWXFzc0uc\nN2/ebg6HI+rTp89dU1PTF8+ePesm7+uqTbJuqn82UR3btm1bPGbMmPPffPPNR+pU2xTT0dGpOHz4\n8DsA8ODBg54lJSUGXbt2fa7ouGQpMjJyRHJysktycrKLt7f3zXPnzgX26tXrvqLjkpUtW7YsXbNm\nzXoAePTokcPLly87W1lZZcn7umrTDCKpf7aiY5I3dWzqiYmJ8YmLi/P89ddf3wSq7/HevXu91aU/\n/cKFC3fMmDHjYM+ePR+YmZnlHTp0aLo6/j+qs4ULF+4IDg4+5uDg8KhTp05lBw4cmMnhcETyvi7D\nsvRzQgghyk5tmkEIIUSdUbImhBAVQMmaEEJUACVrQghRAZSsSYezYsWK0KVLl24Rv6+srNTu3r37\nk5s3b3orMi5CmkK9QUiHU1RUZOTu7p4QExPjY21tnbl169Ylt2/f7vfTTz+9q+jYCGkM1axJh2Nk\nZFS0evXqjevWrVvH4/H0v/322w9HjRp10c3NLdHJySn1u++++wCongNi8ODBfzk5OaUOGDDgRmZm\npjUAODo6Ply6dOmW+fPn77px48YALy+v2O7duz9ZsWJFqGLvjKgzStakQ5ozZ86eW7du9V+4cOGO\nwMDAc0ePHp16586dvgkJCe6nTp0KysjIsDly5Mjby5cv/zo1NdUpKCjo1NGjR6cC1TMfDhw48O9d\nu3bN/+qrrz758ccfpz158qR7QUGBSXZ2tqWi742oJ0rWpEPicrnCjRs3rr5w4cLogICA8Nu3b/fr\n06fP3d69e9979OiRQ0pKivOKFStCtbS0qjZs2PBpWFjYhIqKCh3x+ePGjTsDAK+88so/s2bN2r9p\n06aPP/300w2WlpbZirsros4oWZMOy83NLdHe3v6pQCDQeOutt34Rz2fx119/DR40aND1OXPm7Lly\n5cowPz+/qEmTJp2ofa54+Ptnn332+f79+2cBwMiRIy/duXOnryLuhag/Stakw+vfv/+tixcvjioq\nKjIqKioyCgwMPFdcXGx448aNAXPnzv2+X79+ty9fvjxcJBI1+Lz06dPnrrGxceHHH3+8adSoURep\nGYTICyVr0qExDMPa2NhkLF++/Ov+/fvf6tOnz90lS5ZstbKyylq2bNlmf3//iOHDh1/29/eP2Ldv\n33vFxcWGtc9fv379Gn9//whXV9eksrKyTgEBAeGKuhei3qjrHiGEqACqWRNCiAqgZE0IISqAkjUh\nhKgAStaEEKICKFkTQogKoGRNCCEqgJI1IYSoALVZ3bw2Wi2adGQsyzKyKos+S/Ij7f+T2tasWZZV\nutfatWsVHoMqxaXMsSlrXB3lsyTpNX36dIXHIM//J7VN1oQQok6UIlkvXLhwR2FhoXFKSopzv379\nbvfo0ePxm2+++WtZWVkn8TEikYgzcODAvy9cuDAaAGbNmrVfIBCoZTMOIUR69vb2ig5BrhSerBMT\nE904HI7I2Ni48MMPP/x2/fr1ax4/ftzDyckpdceOHQvFx23dunXJo0ePHMTvx44de3bv3r2zFRN1\n6/j5+Sk6BImUNS5AeWNrj7jC/7yEt9+Yi+AJc/H2G3MR/ucluV9TEoZhVOIVEhIi9TmdjYwV8j1t\nDbnWTPl8vua777770927d/uIRCLOzp07F/j7+0fUPmbPnj1zxHMF8/l8zcDAwHMAMHjw4L9+//33\n1wHgyZMn3S9fvjx83LhxZ9h/G+XHjRt3xtfX9+q8efN2y/MeZKkjJ57WUtbY5B1X+J+XEBqyF900\nRtR8SEND9gIAAl4dKddr1zdtyPfter3Wyi5KhaWRk1Tn/Bg9V07RyJ5ca9bXr18fZGNjk5GcnOxy\n4MCBmZs3b15W/5jIyMgR3t7eNwEgIiLCHwCqqqq0du7cuUC8/YMPPvhuy5YtS4H/nk5ra2tXdurU\nqezZs2fd5HkPhCjCjz+cQDeNEXW2ddMYgRVzvsH0oXswfegenNwfq6Do2l92UaqiQ1A4udashw0b\ndkVHR6diy5YtS2NiYnzKy8t16x9TVFRkpKOjUyF+HxcX5zlt2rQfvb29b7733nv79u/fP2vgwIF/\nOzo6PmRZlmFrdXfp2rXr86dPn9p369btWf1y161bV/O1n5+f0tbQCJFEKJD84eQwdetXUVFRiIqK\napeYFCmn6H6ztWZpa9WqRq7J+scff5z2yy+/vLVkyZKt/fr1u7127dqQpo6PjIwcMWvWrP1bt25d\nMmHChDAAuHLlyrC///574OHDh9/JysqyioyMHHHo0KHpw4cPvww03g+0drImRNVwG/lkilhRnff1\nKyIhIU1+xFTW88IkpOX/I5ey3d3d5VKurMk1Wd+4cWPA66+//vvo0aMvbNiw4VNWQidwAwODEj6f\nr6mpqclfsmTJ1vDw8AAnJ6eav3kOHTo0Xfz1zJkzD0yZMuVncaJ+/vx5Vzs7uzR53gMhijDt/Uk1\nbdZiz/gRCN3zUbu3WSuDLgbd4WgxuMlj8kueoouBvVTl/nFnPY4dO9aGyFrHw8ND6nPkmqxnzZq1\nf8qUKT9v37590fTp0w+lp6fbRkVF+fn5+UWJj/H394+Ijo4e0qdPn7upqalOQUFBp8T7xo0bdyY0\nNHSFpLIFAoEGj8fTl9QEQoiqEyfkn/b+CgGfhYYmgxWz3++QiRoAtDR0YazX9OOpSgGv2WMkUZWa\ntcKX9UpJSXHesmXL0j179syR5rw//vjjtcePH/dYsmTJ1vr7GIZhFX1fhCgCwzCQ9BdsG8pjlaE3\nyN30P9DH9jWZl/tj9Fy5jfxsSmv+nxTez9rZ2TlFR0enIj8/v4s05508eXLi/Pnzd8krLkKI8rAw\n6qXoEBRO4TVreaCaNemo1LVm3RKt7WetKjVrStaEqBF5JGtZlaWMjAw742VRYbtftzX/TzS3BiGk\nSVTxUQ4Kb7MmhBDSPLkm64MHD85YtWrVF80d19Sse7t3757n4uKSLH7Z2Nhk/Prrr2/SrHuEtA9F\nT9Akj5exsYmiv61Sk2uya0l7V+1Z96ZMmfLz+vXr1wQGBp779NNPN+zYsWPhihUrQsWTNRUWFhoH\nBQWdGjdu3BmGYdi9e/fOVqWJnAhRRadP3FN0CC0Sn3gLHm79W3Ts+Em95RyN7Mm9GSQ+Pt7D19f3\nqoODw6Pjx49Prr+/qVn3UlNT6zzaXbly5ZerVq36QkdHp2LcuHFnDhw4MFPe8ZP2FRFxGYsWLsXi\nhSuwaOFSRERcVnRIRMnEJ96SuL2libo9yXLeFrkma5ZlmYcPHzpevHhxVExMjM/KlSu/rL2gANCy\nWfcAIDMz0zo+Pt7j1Vdf/ROgWffUUUTEZRw+9BsChs/E6OHTEDB8Jg4f+o0SNqkjIfG2okNoMVkm\na7k3g4wbN+6MtrZ2pbm5eW7v3r3vJScnu3h5edXM7djUrHuzZ8/eK96+Y8eOhbXfA03PukdUz8nf\n/8Dr4+vOL/z6+LnYs2s7ygqrx0z1cjWHk6tFg3NTk3JwPym3wfaOdry6EwqFyMpOxz9xfzXY9zTt\nPuztWj54Jjw8XJahNaCvry/T8uT+gI7L5QrFX1dVVWlpa2tXNnaspFn3gOoa+okTJyb9888/r9Q/\npyWz7tEUqaqBAVfidi5H8nZS3SSgSjXNthKJhEi5fw9FxQ37RpfwinA3/kaLy9qyZYssQ2uge/fu\nsLS0lFl5ck3WLMsy58+fH7Nu3bp1BQUFJg8fPnR0c3NLrH1Mc7PuAdXt3gYGBiWGhobFtbc3Nese\nTZGqelgIJW4XiiRvJ9XttLXban8+od4zMGhqamG47zhMmTy/TeWMn9Rb7jVrQLZ5SO7NINbW1pn9\n+/e/VVFRobNnz5459WvCLZl1LzY21svHxyem9nk06576mfj6azh86Ps6TSG/he3GnPnB8PdvekpJ\nJ1cLic0FdDxRFwofbk6z7pHaIiIu49TvZwEwAFgEvT4W/v7DFR2WypDHcHNl67rXWBc9abvutUeO\niIqKktgEq5LDzWvPutelS5f8lp538uTJibt3754nz9hI+/P3H07JmTRJGbvoNUaWz8oUXrOWB6pZ\nk46KJnJqmc6djVFYWKCw66tkzZoQotyo4qMcaCInQohaUPdV3ilZE0KICqBmEEJIkxhGZk3gCmHc\n2QgFhS8VHUabKUWy3r9//yxra+vMwYMH//Xuu+/+9M8//7xiZWWVdfDgwRlOTk6pGzZs+PTQoUPT\nuVyukGEY9ty5c4E//fTTu8HBwcd69uz5QNHxE6LOhH++p+gQ2oT76j5FhyATCm8G4fP5mseOHQse\nPXr0hW3bti12dHR8+PTpU/v169evWbp06RYASE1Ndbpw4cLo5ORkl6SkJFd7e/unc+bM2RMSErJW\n0fET0lpXIsPx2eJ3sO6DKfhs8Tu4Ein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"text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Figure 2c" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* I use matplotlib_venn package for venn diagrams\n", "* https://pypi.python.org/pypi/matplotlib-venn " ] }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib_venn import venn2" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = subplots(figsize=(2.,2.))\n", "a,b = p53_mut == 1, del_3p==-1\n", "\n", "b.name = ' '\n", "venn_pandas(a,b, colors=['white','white','white'], alpha=1)\n", "venn_pandas(a,b, colors=np.array(colors_th)[[2,1,0]], alpha=.8)\n", "r = plt.Rectangle((-.65,-.6), 1.28, 1.2, fill=True, alpha=.7, zorder=-10, facecolor=colors_th[3], \n", " edgecolor='black', lw=3)\n", "ax.add_artist(r);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv, combo=='d', [age, old], print_desc=True, interactions='just_feature');" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature 1.293 3.642 0.311 4.16 3.2e-05\n", "old 0.627 1.872 0.157 3.99 6.6e-05\n", "feature:old -0.392 0.675 0.183 -2.14 3.2e-02\n", "\n", "Likelihood ratio test=36.9 on 3 df, p=4.95e-08 n= 259, number of events= 109 \n", " (119 observations deleted due to missingness)\n", "\n" ] } ], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv, combo=='d', [age, old], interactions='just_feature')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 47, "text": [ "LR 4.95e-06\n", "feature_p 3.24e-05\n", "fmla Surv(days, event) ~ feature + old + feature:old\\n\n", "hazzard 3.64\n", "dtype: object" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv, combo=='d', [age, old], interactions='just_feature')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 48, "text": [ "LR 4.95e-06\n", "feature_p 3.24e-05\n", "fmla Surv(days, event) ~ feature + old + feature:old\\n\n", "hazzard 3.64\n", "dtype: object" ] } ], "prompt_number": 48 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Subtypes 1,2,3,4 (Figure 2f)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(st, surv, order=[3,2,1], figsize=(5,4), colors=colors_st)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AwzA4eeNOs31O5d2BrBs3ri/dqsCxa2Xdipv0XjpXBvH19U0PDw/f5+rqesPKyurO/v37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\nLQkEgnz5TUUAKC8vt7a1tS1ZuXLlZmN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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv, '_' + st.astype(str), [age, old], print_desc=True, interactions=None);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature_2 0.749 2.11 0.2781 2.69 7.1e-03\n", "feature_3 1.354 3.87 0.2731 4.96 7.2e-07\n", "old 0.317 1.37 0.0773 4.10 4.0e-05\n", "\n", "Likelihood ratio test=40.3 on 3 df, p=9.12e-09 n= 259, number of events= 109 \n", " (119 observations deleted due to missingness)\n", "\n" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph(surv, '_' + st.astype(str), [age, old], print_desc=True, interactions=None);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", " coef exp(coef) se(coef) z p\n", "feature_2 0.749 2.11 0.2781 2.69 7.1e-03\n", "feature_3 1.354 3.87 0.2731 4.96 7.2e-07\n", "old 0.317 1.37 0.0773 4.10 4.0e-05\n", "\n", "Likelihood ratio test=40.3 on 3 df, p=9.12e-09 n= 259, number of events= 109 \n", " (119 observations deleted due to missingness)\n", "\n" ] } ], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv, '_' + st.astype(str), [age, old], interactions=None)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "LR 8.74e-07\n", "feature_p NaN\n", "fmla Surv(days, event) ~ feature + old\\n\n", "hazzard NaN\n", "dtype: object" ] } ], "prompt_number": 55 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Further subdivide subtypes" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Level 1 p53/3p Aggregate Event" ] }, { "cell_type": "code", "collapsed": false, "input": [ "r = screen_feature(st==1, kruskal_pandas, rna.features)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "r.head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Hpq
(pathways, BIOCARTA_MAL_PATHWAY) 52.99 3.35e-13 1.77e-09
(real, ACTR8) 48.58 3.18e-12 6.98e-09
(pathways, KEGG_WNT_SIGNALING_PATHWAY) 48.15 3.96e-12 6.98e-09
(real, MTMR14) 47.49 5.52e-12 7.31e-09
(pathways, REACTOME_MITOCHONDRIAL_TRNA_AMINOACYLATION) 46.19 1.07e-11 1.13e-08
(pathways, BIOCARTA_RAB_PATHWAY) 44.43 2.64e-11 2.33e-08
(pathways, BIOCARTA_PAR1_PATHWAY) 43.58 4.06e-11 3.07e-08
(pathways, REACTOME_MTORC1_MEDIATED_SIGNALLING) 42.77 6.16e-11 3.62e-08
(pathways, BIOCARTA_BARRESTIN_SRC_PATHWAY) 42.77 6.16e-11 3.62e-08
(real, RHOA) 41.89 9.64e-11 5.10e-08
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10 rows \u00d7 3 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 57, "text": [ " H p q\n", "(pathways, BIOCARTA_MAL_PATHWAY) 52.99 3.35e-13 1.77e-09\n", "(real, ACTR8) 48.58 3.18e-12 6.98e-09\n", "(pathways, KEGG_WNT_SIGNALING_PATHWAY) 48.15 3.96e-12 6.98e-09\n", "(real, MTMR14) 47.49 5.52e-12 7.31e-09\n", "(pathways, REACTOME_MITOCHONDRIAL_TRNA_AMINOACYLATION) 46.19 1.07e-11 1.13e-08\n", "(pathways, BIOCARTA_RAB_PATHWAY) 44.43 2.64e-11 2.33e-08\n", "(pathways, BIOCARTA_PAR1_PATHWAY) 43.58 4.06e-11 3.07e-08\n", "(pathways, REACTOME_MTORC1_MEDIATED_SIGNALLING) 42.77 6.16e-11 3.62e-08\n", "(pathways, BIOCARTA_BARRESTIN_SRC_PATHWAY) 42.77 6.16e-11 3.62e-08\n", "(real, RHOA) 41.89 9.64e-11 5.10e-08\n", "\n", "[10 rows x 3 columns]" ] } ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "violin_plot_pandas(st, rna.features.ix['pathways'].ix['KEGG_WNT_SIGNALING_PATHWAY'], order=[1,2,3,4])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GgweHUnqTSAeNRgWvt1G0x6NpGhxHtetTxNKlXVP+XY7jIJOpC66u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\nusXzPNzuICyWTnm9+EoQRHbEnaOP8Xg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"text": [ "" ] } ], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "features = [p for p in mut.features.index if 'TP53' not in p and \n", " ((p not in run.gene_sets) or ('TP53' not in run.gene_sets[p]))]\n", "df = mut.features.ix[features]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 105 }, { "cell_type": "code", "collapsed": false, "input": [ "fisher_exact_test??" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 116 }, { "cell_type": "code", "collapsed": false, "input": [ "r = screen_feature(st==1, fisher_exact_test, df)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 110 }, { "cell_type": "code", "collapsed": false, "input": [ "r.head(10)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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odds_ratiopq
REACTOME_SOS_MEDIATED_SIGNALLING 8.98 4.54e-07 4.41e-04
REACTOME_SHC_MEDIATED_SIGNALLING 8.38 1.38e-06 6.73e-04
REACTOME_SHC_RELATED_EVENTS 6.44 8.59e-06 2.50e-03
CASP8 6.79 1.03e-05 2.50e-03
BIOCARTA_BIOPEPTIDES_PATHWAY 3.71 2.34e-05 4.55e-03
REACTOME_SIGNALLING_TO_RAS 4.53 3.33e-05 5.41e-03
BIOCARTA_EPO_PATHWAY 4.24 5.23e-05 7.27e-03
REACTOME_SIGNALLING_TO_ERKS 3.81 7.62e-05 9.27e-03
BIOCARTA_MAL_PATHWAY 3.48 1.38e-04 1.49e-02
REACTOME_GRB2_EVENTS_IN_EGFR_SIGNALING 3.98 1.88e-04 1.83e-02
\n", "

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ySlDBDgg03IHUWKTFUol4XEYBT7IqEokgFBKhrCy7F1A7imEY6HQ6lJdXNc2P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\n1IJj2XlyprZ0Zz5uFO6ElLZ169bxffv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"text": [ "" ] } ], "prompt_number": 162 }, { "cell_type": "code", "collapsed": false, "input": [ "draw_survival_curves(mut.features.ix['ASPM'].ix[ti(st==3)], surv, old)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 226 }, { "cell_type": "code", "collapsed": false, "input": [ "get_cox_ph_ms(surv, mut.features.ix['ASPM'].ix[ti(st==3)], [age, old], interactions='just_feature')['fmla']" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 228, "text": [ "'Surv(days, event) ~ feature + age + old + feature:old\\n'" ] } ], "prompt_number": 228 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "ASPM Figures" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from Figures.MemoPlot import pathway_plot\n", "from Figures.Boxplots import paired_boxplot_tumor_normal" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 128 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Read in data across all tissues" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import Data.Firehose as FH\n", "rna_df = {}\n", "for c in run.cancers:\n", " try:\n", " rna_df[c] = FH.read_rnaSeq(run.data_path, c, tissue_code='All')\n", " except:\n", " pass\n", "rna_df = {a:b for a,b in rna_df.iteritems() if b is not None}\n", "\n", "aspm = pd.concat({d: c.ix['ASPM'] for d,c in rna_df.iteritems()})\n", "aspm = aspm.groupby(level=[0,1,2]).first()\n", "aspm = aspm.reset_index().set_index('level_1')\n", "codes = aspm['level_0']\n", "codes = codes[codes.isin(['COADREAD', 'PANCAN12'])==False]\n", "codes = codes.groupby(level=0).first()\n", "aspm = aspm.reset_index().set_index(['level_1','level_2'])[0]\n", "aspm = aspm.groupby(level=[0,1]).first()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 129 }, { "cell_type": "code", "collapsed": false, "input": [ "vec = pd.concat([aspm[:,'01'], aspm[:,'11']], keys=['01','11'], axis=1)\n", "vec = vec.dropna().stack()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 131 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Figure 4: ASPM mutation and expression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pd.crosstab(mut.features.ix['ASPM'], two_hit)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 139, "text": [ "d False True \n", "ASPM \n", "0 73 167\n", "1 3 16\n", "\n", "[2 rows x 2 columns]" ] } ], "prompt_number": 139 }, { "cell_type": "code", "collapsed": false, "input": [ "draw_survival_curves(mut.features.ix['ASPM'], surv, st)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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nwHApXeKIiAgAnO/vB6/4VfD86gsA/2uB/B8xPx/6q1chlpYi5+15UoVI5HBUAQFwvrdP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\n63rH/fqrV1GcdBSlqX+j5Ox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"text": [ "" ] } ], "prompt_number": 142 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(10, 5))\n", "ax = plt.subplot2grid((2,8), (0,0), colspan=2)\n", "ct = pd.crosstab(st, mut.features.ix['ASPM'].map({1:'mut',0:'wt'}))\n", "ct.index = ['TP53-3p neg.', 'TP53-3p pos.', 'TP53-3p pos. / \\n mir548k pos.','TP53-3p pos. / \\n MUC5B pos.']\n", "ct = ct.ix[::-1]\n", "ct.plot(kind='barh', color=[colors[2],'grey'], alpha=.6, ax=ax)\n", "ax.set_xlabel('Num. Patients')\n", "ax.legend(frameon=False, loc='lower right')\n", "prettify_ax(ax)\n", "\n", "ax = plt.subplot2grid((2,8), (0,2), colspan=6)\n", "counts = vec.unstack().groupby(codes).size()\n", "cancers = list(true_index(counts > 5))\n", "cancers = vec.unstack().groupby(codes).median()['01'].ix[cancers].order().index[::-1]\n", "l1 = [array(vec.ix[:,'01'].ix[true_index(codes==c)].dropna()) for c in cancers]\n", "l2 = [array(vec.ix[:,'11'].ix[true_index(codes==c)].dropna()) for c in cancers]\n", "boxes = [x for t in zip(l1, l2) for x in t if len(t[1]) > 5]\n", "ax, bp = paired_boxplot(boxes, ax)\n", "labels = ['{}\\n({})'.format(c, counts[c]) for c in cancers]\n", "ax.set_xticklabels(labels);\n", "prettify_ax(ax)\n", "ax.set_ylabel('Log2 ASPM mRNA')\n", "\n", "ax = plt.subplot2grid((2,8), (1,0), colspan=3)\n", "violin_plot_pandas(st==3, rna.df.ix['ASPM'][:,'01'], ann=None, ax=ax)\n", "ax.set_xticklabels(['Other\\nSubtypes', 'TP53 pos. / \\nmir548k pos.'])\n", "ax.set_ylabel('Log2 ASPM mRNA')\n", "prettify_ax(ax)\n", "\n", "ax = plt.subplot2grid((2,8), (1,3), colspan=4)\n", "draw_survival_curve(mut.features.ix['ASPM'].ix[true_index(st==3)], surv, \n", " ax=ax, colors=['grey', colors[2]])\n", "ax.legend(loc='lower left', frameon=False)\n", "prettify_ax(ax)\n", "\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Length mismatch: Expected axis has 3 elements, new values have 4 elements", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot2grid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolspan\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mct\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcrosstab\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mst\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmut\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mix\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ASPM'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m'mut'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m'wt'\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mct\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'TP53-3p neg.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'TP53-3p pos.'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'TP53-3p pos. / \\n mir548k pos.'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TP53-3p pos. / \\n MUC5B pos.'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0mct\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mct\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mix\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mct\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'barh'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcolors\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'grey'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m.6\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/core/generic.pyc\u001b[0m in \u001b[0;36m__setattr__\u001b[1;34m(self, name, value)\u001b[0m\n\u001b[0;32m 1638\u001b[0m \u001b[0mexisting\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1639\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexisting\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1640\u001b[1;33m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcheck_axis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2006\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2007\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0maxis\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/cellar/users/agross/anaconda2/lib/python2.7/site-packages/pandas-0.13.0_247_g82bcbb8-py2.7-linux-x86_64.egg/pandas/core/internals.pyc\u001b[0m in \u001b[0;36m_set_axis\u001b[1;34m(self, axis, value, check_axis)\u001b[0m\n\u001b[0;32m 1996\u001b[0m raise ValueError('Length mismatch: Expected axis has %d elements, '\n\u001b[0;32m 1997\u001b[0m 'new values have %d elements' % (len(cur_axis),\n\u001b[1;32m-> 1998\u001b[1;33m len(value)))\n\u001b[0m\u001b[0;32m 1999\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2000\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: Length mismatch: Expected axis has 3 elements, new values have 4 elements" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 133 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Old ASPM supplemental figure" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(12,7))\n", "\n", "ax = plt.subplot2grid((2,3), (1,0), colspan=3)\n", "counts = vec.unstack().groupby(codes).size()\n", "cancers = true_index(counts > 5)\n", "\n", "l1 = [array(vec.ix[:,'01'].ix[true_index(codes==c)].dropna()) for c in cancers]\n", "l2 = [array(vec.ix[:,'11'].ix[true_index(codes==c)].dropna()) for c in cancers]\n", "boxes = [x for t in zip(l1, l2) for x in t if len(t[1]) > 5]\n", "ax, bp = paired_boxplot(boxes, ax)\n", "labels = ['{}\\n({})'.format(c, counts[c]) for c in cancers]\n", "ax.set_xticklabels(labels);\n", "prettify_ax(ax)\n", "ax.set_ylabel('Log2 ASPM mRNA')\n", "\n", "ax = plt.subplot2grid((2,3), (0,0), colspan=1)\n", "violin_plot_pandas(st==3, rna.df.ix['ASPM'].ix[:, '01'], ax=ax)\n", "ax.set_xlabel('TCGA HNSCC HPV-')\n", "ax.set_ylabel('Log2 ASPM mRNA')\n", "prettify_ax(ax)\n", "\n", "ax = plt.subplot2grid((2,3), (0,1), colspan=2)\n", "tt = pd.Series({'01': 'Primary solid\\nTumor','02':'Recurrent Solid\\nTumor',\n", " '03':'Peripheral\\nBlood', '06':'Metastatic', '11':'Solid Tissue\\nNormal'})\n", "tissue = pd.Series(map(lambda s: tt[s], aspm.index.get_level_values(1)), aspm.index)\n", "violin_plot_pandas(tissue, aspm, order=aspm.groupby(tissue).median().order().index, ax=ax)\n", "prettify_ax(ax)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Uast7d/Vq2rlzJ41GgzVr1sw894Y3vIFGo8GPf/zjgd6pMk2TTGYv4bCn624jhxMKabjd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l4YN26cuO3WrVuxdetWxMbG4tq1a9i1axfWrVsnvhEu+gZYE85/dfP398eBAwfE6eDgYPj7+wMA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\nIvHy8tJax/z582XIkCHGD6gaZs+eLYGBgZKYmCgFBQUSGxsrjRo1UtJcV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UmR4OBgsbe3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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Old Figure 4: HRAS/SOS1 and ASPM" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from Figures.MemoPlot import pathway_plot" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "dd = mut.df.ix[run.gene_sets['REACTOME_SOS_MEDIATED_SIGNALLING']]\n", "dd = dd.ix[dd.sum(1).dropna().order().index[::-1]]\n", "vec = dd.apply(lambda s: s.idxmax() if s.max() > 0 else 'WT')\n", "vec = vec.ix[keepers_o].dropna()\n", "vec.ix[true_index(st!=1)] = 'TP53-3p'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "pp = screen_feature(vec=='HRAS', kruskal_pandas, rna.features.ix['real'])\n", "vals = extract_pc(rna.features.ix['real'].ix[pp.q < .05], 0)['pat_vec']\n", "hit_vec = vec" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(10,5))\n", "ax = plt.subplot2grid((2,7), (0,0), colspan=2)\n", "\n", "ct = pd.crosstab(st, mut.features.ix['REACTOME_SOS_MEDIATED_SIGNALLING'].map({1:'mutated',0:'wt'}))\n", "ct.plot(kind='bar', ax=ax, color=[colors[2],'grey'], alpha=.7)\n", "ax.set_ylabel('Num. Patients')\n", "ax.get_legend().set_visible(False)\n", "ax.set_xticklabels([1,2,3,4], rotation=True)\n", "prettify_ax(ax)\n", "\n", "ax = plt.subplot2grid((2,7), (0,2), colspan=2)\n", "df = pathway_plot(mut.df.ix[run.gene_sets['REACTOME_SOS_MEDIATED_SIGNALLING'], true_index(st==1)]>0, ax=ax, bar=None)\n", "\n", "ax = plt.subplot2grid((2,7), (0,4), colspan=3)\n", "groups = hit_vec.value_counts().index\n", "for x,group in enumerate(groups):\n", " y = vals.ix[true_index(hit_vec==group)]\n", " pct = (1.*len(y)) / len(vals)\n", " ax.scatter(np.random.normal(scale=.2*(pct**.5), size=len(y)).clip(-.5,.5) + x, y, alpha=.5, s=50, \n", " facecolors='none', edgecolors=colors[1], lw=1)\n", " ax.annotate(len(y), (x, -2.7), ha='center')\n", "ax.set_xticks(range(len(groups)))\n", "ax.set_xticklabels(groups, rotation=320);\n", "box_plot_pandas(hit_vec, vals, ax)\n", "prettify_ax(ax)\n", "\n", "\n", "ax = plt.subplot2grid((2,7), (1,0), colspan=2)\n", "ct = pd.crosstab(st, mut.features.ix['ASPM'].map({1:'mut',0:'wt'}))\n", "ct.plot(kind='bar', ax=ax, color=[colors[2],'grey'], alpha=.6)\n", "ax.set_ylabel('Num. Patients')\n", "ax.legend(loc='upper right', frameon=False)\n", "ax.set_xticklabels([1,2,3,4], rotation=True)\n", "ax.set_xlabel('subtype')\n", "prettify_ax(ax)\n", "\n", "ax = plt.subplot2grid((2,7), (1,2), colspan=2)\n", "s = pd.Series(aspm.index.get_level_values(1), aspm.index)\n", "s = s[s.isin(['01','11'])]\n", "paired = true_index(s.groupby(level=0).size() == 2)\n", "s = pd.Series({i: v for i,v in s.iteritems() if i[0] in paired})\n", "s.index = pd.MultiIndex.from_tuples(s.index)\n", "violin_plot_pandas(s, aspm, ann=None, ax=ax)\n", "ax.set_xticklabels(['Normal', 'Tumor'])\n", "ax.set_xlabel('Matched TCGA Samples (n=541)')\n", "ax.set_ylabel('Log2 ASPM mRNA')\n", "prettify_ax(ax)\n", "\n", "ax = plt.subplot2grid((2,7), (1,4), colspan=3)\n", "draw_survival_curve(mut.features.ix['ASPM'].ix[true_index(st==3)], surv, \n", " ax=ax, colors=['grey', colors[2]])\n", "ax.legend(loc='lower left', frameon=False)\n", "prettify_ax(ax)\n", "\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ea4NI6hf1BGoC2qqPer0eSZUI1gXRWY5qT0gi1Bgi2Bgk6ooiyzIKR9XdFsYsxSaOduVf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\nEQNiSXZZuHJ0BtdNyuLaSVnMuiCTjPjzT8kGsFsMtHSGerXLikq7L4T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9qkf7Sy+91Osa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\nxRI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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Subtype 4 MUC5B" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Extended Data Figure 5: MUC5B Mutation rates" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from Data.Intermediate import get_mutation_rates" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "rates = get_mutation_rates(run.data_path, cancer.name, patients=keepers_o)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "screen_feature(st[st.isin([2,3,4])]==4, kruskal_pandas, rates.T).sort('p')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Hpq
A->mut 2.51 0.11 0.59
rate_non 2.28 0.13 0.59
rate_dbsnp 1.19 0.27 0.62
*CpG->T 1.09 0.30 0.62
rate_sil 0.89 0.35 0.62
double_null 0.42 0.52 0.78
indel+null 0.08 0.78 0.88
*Cp(A_C_T)->T 0.04 0.84 0.88
C->(G_A) 0.02 0.88 0.88
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ " H p q\n", "A->mut 2.51 0.11 0.59\n", "rate_non 2.28 0.13 0.59\n", "rate_dbsnp 1.19 0.27 0.62\n", "*CpG->T 1.09 0.30 0.62\n", "rate_sil 0.89 0.35 0.62\n", "double_null 0.42 0.52 0.78\n", "indel+null 0.08 0.78 0.88\n", "*Cp(A_C_T)->T 0.04 0.84 0.88\n", "C->(G_A) 0.02 0.88 0.88" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "screen_feature(two_hit, kruskal_pandas, rates.T).sort('p')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Hpq
rate_sil 8.66 0.00 0.02
*CpG->T 7.60 0.01 0.02
A->mut 7.50 0.01 0.02
rate_non 6.28 0.01 0.03
C->(G_A) 4.35 0.04 0.07
*Cp(A_C_T)->T 1.33 0.25 0.37
rate_dbsnp 1.06 0.30 0.39
indel+null 0.65 0.42 0.47
double_null 0.09 0.77 0.77
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 52, "text": [ " H p q\n", "rate_sil 8.66 0.00 0.02\n", "*CpG->T 7.60 0.01 0.02\n", "A->mut 7.50 0.01 0.02\n", "rate_non 6.28 0.01 0.03\n", "C->(G_A) 4.35 0.04 0.07\n", "*Cp(A_C_T)->T 1.33 0.25 0.37\n", "rate_dbsnp 1.06 0.30 0.39\n", "indel+null 0.65 0.42 0.47\n", "double_null 0.09 0.77 0.77" ] } ], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "violin_plot_pandas(two_hit, np.log(rates.rate_non))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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pxTjttChmzw7i/PMLd/lNAPD7Odjtlb3WVpMKCD6fD3fddVfOLOnHMAyMRiOM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\ns87q8tqcOXOwfft2bNiwIW2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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Subtype 3 mir548k" ] }, { "cell_type": "code", "collapsed": false, "input": [ "patients = true_index(st.isin([2,3]))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 54 }, { "cell_type": "code", "collapsed": false, "input": [ "survival_and_stats(mirna.features.ix['binary'].ix['hsa-mir-548k'].ix[patients], \n", " surv, figsize=(6,4))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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HBz744AN4eXkhNjYWAQEBuH79OkaNGoUjVcwvlZCQAF9fX3bZ3d0dAoEAycnJ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\nETEshZiIiBiWQkxERAzrL2ktQLrbJBp4AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 55 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Extended Data Figure 6a-b" ] }, { "cell_type": "code", "collapsed": false, "input": [ "patients = ti(two_hit)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 256 }, { "cell_type": "code", "collapsed": false, "input": [ "coords = pd.read_csv('../Extra_Data/gene_coords.csv', index_col=0)\n", "coords['start'] = coords['start'].astype(float)\n", "\n", "cn_by_gene = FH.get_gistic_gene_matrix(run.data_path, cancer.name)\n", "cn_by_gene = cn_by_gene.reset_index(level=[0,1])\n", "cn_by_gene = cn_by_gene.join(coords).set_index(['chrom','start', 'Cytoband','Locus ID'], append=True)\n", "cn_by_gene = cn_by_gene.ix[:,patients].dropna(axis=1)\n", "\n", "ch_3 = cn_by_gene.xs('11', level='chrom')\n", "p_arm = pd.Series(ch_3.index.get_level_values('Cytoband').map(lambda s: '11q13' in s), ch_3.index)\n", "p_arm = ch_3[p_arm].sortlevel('start')\n", "p_arm = p_arm[1:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 280 }, { "cell_type": "code", "collapsed": false, "input": [ "df = rna.df.xs('01', 1, 1).ix[p_arm.index.get_level_values(0)].dropna()\n", "df = df.ix[:,patients].dropna(1)\n", "df = df[(df == -3).sum(1) != len(df.T)]\n", "\n", "test = lambda s: get_cox_ph_ms(surv, s, [age, old, clinical.processed.year], interactions=False)\n", "exp = df.apply(test, axis=1)\n", "exp = exp.sort_index()\n", "exp.index = p_arm.sort_index().ix[exp.index].index\n", "\n", "exp2 = -exp.LR.map(log10)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 281 }, { "cell_type": "code", "collapsed": false, "input": [ "mir = pd.read_table('ftp://mirbase.smith.man.ac.uk/pub/mirbase/12.0/genomes/hsa.gff', skiprows=7, header=None)\n", "mir.index = mir.apply(lambda s: s[8].split('\"')[-2], 1)\n", "mir = mir[[0,3]]\n", "mir.columns = ['Chromosome', 'start']\n", "\n", "r = p_arm.index.get_level_values('start')[[0,-1]]\n", "p_range = lambda s: (s > r[0]) * (s < r[1])\n", "\n", "loc = mir[mir.Chromosome == '11'].sort('start')\n", "loc = loc[loc['start'].apply(p_range)]\n", "\n", "df = mirna.df.ix[loc.index].dropna().xs('01',1,1)\n", "df = df.ix[:,patients].dropna(1)\n", "df = df[(df == -3).sum(1) != len(df.T)]\n", "\n", "mir_surv = df.apply(test, axis=1)\n", "loc = loc.set_index(['Chromosome', 'start'], drop=False, append=True)\n", "mir_surv.index = loc.index\n", "mir2 = -mir_surv.LR.map(log10)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 282 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(10,4.5))\n", "ax1 = plt.subplot2grid((7,1), (0,0), rowspan=3, colspan=1)\n", "ax2 = plt.subplot2grid((7,1), (3,0), rowspan=3, colspan=1)\n", "ax3 = plt.subplot2grid((7,1), (6,0), rowspan=1, colspan=1)\n", "\n", "bands = p_arm.reset_index().groupby('Cytoband')\n", "bands = bands.first().start.order()\n", "starts = p_arm.index.get_level_values('start')\n", "for i,(idx,v) in enumerate(bands.iteritems()):\n", " try:\n", " r = plt.Rectangle((v,0), bands.iloc[i+1]-v, 1, lw=2, \n", " alpha=.5, fc=colors[i%2])\n", " except:\n", " r = plt.Rectangle((v,0), starts[-1] - v, 1, lw=2, \n", " alpha=.5, fc=colors[i%2])\n", " ax3.add_artist(r)\n", "ax3.set_xticks(bands)\n", "b = [s for i,s in enumerate(bands.index)]\n", "ax3.set_xticklabels(b, rotation=270+45, ha='left')\n", "\n", "ax1.scatter(starts, (p_arm > 1).sum(1), s=40, c=colors[2], \n", " edgecolor='grey', alpha=1)\n", "ax2.scatter(exp2.index.get_level_values('start'), exp2, s=40, \n", " c=colors[4], edgecolor='grey', alpha=1)\n", "ax2.scatter(mir2.index.get_level_values('start'), mir2, s=40, \n", " c=colors[0], edgecolor='grey', alpha=1)\n", "\n", "#ax1.set_ybound(215,255)\n", "ax1.set_ylabel('# of Patients\\nwith Amp.\\n\\n', ha='center', va='center')\n", "ax2.set_ybound(-.5,0)\n", "ax2.set_ylabel('mRNA/miRNA\\nCox Surv.\\n(Log10 p)\\n\\n\\n', ha='center', va='center')\n", "ax3.set_yticks([])\n", "fig.tight_layout()\n", "for ax in [ax1, ax2, ax3]:\n", " ax.set_xbound(starts[0], \n", " starts[-1])\n", " ax.set_xticks(bands)\n", "\n", "for n, ss in mir2.order().tail(1).iteritems():\n", " ax2.annotate(n[0], (n[2], ss), xytext=(15, -5), \n", " textcoords='offset points', \n", " arrowprops=dict(arrowstyle=\"->\"))\n", "for n, ss in exp2.ix[['CCND1', 'FADD']].iteritems():\n", " ax2.annotate(n[0], (n[1], ss), xytext=(15, -5), \n", " textcoords='offset points', \n", " arrowprops=dict(arrowstyle=\"->\"))\n", " \n", "ax1.set_xticklabels('')\n", "ax2.set_xticklabels('')\n", "ax2.set_yticks([0,1,2,3,4])\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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lhYWFKCwsHFDbQd3019HREV1VVTXqkUceeffdd999pHd7b7WMW265Zf/Z7fPz\n8wsKCgryp0yZUnR2NQ0gkGAfOnTopgud7+WXX165ePHizePGjSsFgAkTJpwsLy/P8nq9IgBYv379\no3q9XrtixYo15/ZNN/0RMvx8WPAhautqcWpMMTSWMER3xqB2RBV8Ih/AA2HmcIwyjsYLz70AofCq\nzCwjw0xVVRU27PoIp5JOBreNODMSFrU5OL0HPBDWHY64jnjIBXKkj8zArBmzEBERMURRE0KG0mW/\n6S86OrojOjq6o7a2Nq2qqmrUt99+eysAzJkzZ3d/q/795S9/eQEANmzYsFQoDPxZf76A+iOVSns+\n+uijB/7nf/7n/6utrU1zuVyyRYsWbdmxY8eC+fPn7ywoKMhfu3bt84O5FkLIL4vFYkFDYwN8Ah94\nlocptAsStxRjqsfBIbdD6pYiRByKhx58iJJlcl4ulwtuYd9vJQR+ITwiT/B5XHsC1HY1mmOb4Ja4\noTPoUPNuDR5d9iiioqKudsiEkF+wS1o79u23316en59f4HQ65Q6HQ3Hfffd9vG7duifObRcXF9cK\nAAsXLtz65JNPvvXZZ5/d09XVFZ6UlNR07qp//Xnqqaf+3tjYmJKWllb70EMPffDBBx889Oabbz69\ncuXKl1NSUhrnzJmzOzs7u+RSroUQ8stgMpnAyf1gAMidcoAB2rWtOD2qFFalFUpWiRf+9QVotT9b\nYIdcx5KSkqC0qsD6f/yYsytsCOsOBwCIPGJEmCJQM6IKPVIXxB4RjJpOnAlvxK69u4YqbELIL9Ql\n1WFOTk4+U1lZmSmTyVwA4HQ65aNGjaq6UNWLpqampKKioimHDh266eDBg9Pi4uJat2zZsmjQQVwA\nTckgZPgxm814fd3raIiqQ1xHPFpidHAo7FA4lEhsTcaShUswYfyEoQ6TDAObvtqE4oZiNEbUwS32\nIMIUgWhjDLoijHCzPVA4lWDAQOFUwiV1QuaSw66wIaInEv/xh/8AEKjUwjAD/kKUEDKMXbE6zCzL\nci6XS9abMLtcLplAIPCfr/2xY8cmFRUVTTly5MjkhoaGEYmJic0333zz95cSAyHk2hIaGoqUlBRY\njBboYpsR2RWF+PYEsBDghrE3ULJMBuzORXci/ng8Dh07hB5nD5KSkjA1bypKy0+hvOI0HF4HrGoL\nyjJLwLM8GI5BcvMIcOBgMBiw/ZvtaG5oBiNgkDk6EwvmLoBcLh/qyyKEDIFLGmH+8ssv7/zDH/7w\n6uzZs/cNw/V9AAAgAElEQVTwPM/s2bNn9iuvvPLiXXfd9UV/7eVyuVOj0XQ/88wzbzz44IMf9k7V\nuFJohJmQ4cnj8eDLrV+iproGvJgH62UxdcpU5M7MpdE+cllYLBas/dtanBpTDE7ABbcLfUKMr8yB\nSCxCY1g9DGGdkPbIkNSaAjknx4SxE3DzlJsRHh4+hNETQq6EK7o0ttFojDh48OA0hmH4adOmHQwP\nD+86X1ufzycsLS0dd+zYsUlHjx69sba2Nk2r1eo//fTTX11SEOdBCTMhw5vL5YLdbkdoaChEItFQ\nh0OuIR0dHVj3f+tQnHbsJ/tyTk9CV5gRTTGNUNiVSD2TBmOYAV6hB5GmaMg8MozNGou8vDxa9ISQ\na8gVXRo7IiLCuHjx4s0DaVtaWjru6NGjNx49evTG8vLyrIiICOPEiRNPXGoMhJBrk0wmo4SEXBFh\nYWEQ+oQQe8TwiH+snCHtkYIDB5OyC+CBxNZkNMedQZg5HFHGaIABTCFGHDzzHUr/XIq5t87FpEmT\n6A86Qq5xlzzCfDHmzJmze9asWftmzZq1b9KkScd6S8z9HL/fL3jyySff2rlz53yNRtO9bt26JxIT\nE5sXLly4taurK3z58uVv97diII0wE0IIOZ+9hXtRWLwP1doquGROKJwKpLdnIlIViRJBMbrV3cis\nHYPWaB0SWpPgFXtRnVYBn8CHuPZ4RHRFgWd4SFgJJk2ahLmz54JlL6n4FCFkCF3REebTp0+PGTNm\nzOmBtN29e/ecwZzjs88+u6e7u1vT1NSUVFlZmXnvvfd+kpaWVrtmzZoVeXl5X+fm5u6dP3/+zpyc\nnOLB9E8IIeT6M+uWWZBKpJB/r4Db6YZMKcOsmbMQFRkF08cmOGR2MDwQbYyBT+SFPqoNPqEPcW0J\nkLvkqBhVBq/IC5FHjJ7TLvA8j7y5eUN9WYSQK2BQCfO+fftmlZaWjouLi2v9+9///tTmzZsX33rr\nrd8eO3Zs0uUOEABaW1vjfvOb37wPAJmZmZUGgyHSZrOpvvjii7sAYOnSpRu2bdt2OyXMhBBCBoph\nGNw09SZMnTIVHMdBIBAE9+XNzgO7m4WbdUPoE8Iv8MEr8oL1s4gwReJ0Rhl8Ii8AwCv2oCq2ArIT\nctw661aankHINWhQCfP48eNPSSQSd2tra5zRaIz4/e9//981NTXp+fn5BUKh0Pfhhx8+eDmD/Ld/\n+7f/7X28YcOGpTKZzBUaGmru3ZaQkKArKiqacjnPSchwwnEcdDod9Ho9uru7YbfbERISgpEjRyIp\nKemivybu6elBQ0MDDAYDbDYbWJbFqFGjkJKSQlUqyDWHYZg+yTIATLphEsaNHYfS0lLs2LkDjI+B\nxhwGj9gNn9AbTJZ7ecVecEIONpsNYWFhVzN8QshVMKiE+fvvv7/58OHDUxMSEnRKpdL+3HPPvVZY\nWDizoKAgn+O4KzKBy+FwKF544YW/7N27N/fjjz++b/ny5W8P5LhVq1YFH8+cORMzZ868EuERclmc\nPef+h7lUfbb1PhcIBMHtOp0OGz/dCJfLBR48WJ4BzwBuSQ/2Ht8LlUCFpfcuRVJS0oBiOPj9QXy7\n91twHAcwAAMGLqkL35cchFygwL889C/QarX9LujQG1Nv7JRck+FMIgnMTU5MTMRb77yFUIsGHMNB\n6BVB6BXCJ/rxNhyRVwTWx0KpVA5hxISQi1FYWIjCwsIBtR1Uwjxv3rxdY8aMOd3S0hLv8/mEGzdu\nvL+joyP6vvvu+5jneeaTTz65dzD9no/D4VDccsst+6dPn/5dSUlJtlgs9nR3d2t69+t0uoTzLbF9\ndsJMyC9VU1MTvtr+FYxGI8AALMeCYziAB8DwwA/3IPAMD5ZnwYEDWEDACcCDh0/gAwsWYACfwI/a\n1Cr0SHsAAGprCD7c+CGee/Y5KBSKC8ZRXV2Nb/d/Cw/jgRBC+EReVKdWwSv2ADyg6Q7Du++/i8jo\nSOhb9BCIBBg/fjwmZk/EN3u/QVNDUyDJFjDgvTxCIkIwd9ZcjB49+kq/hIRcMdHR0fjtU7/Fx59+\nDMbAgAePlKaRaEyqg0/kg9ArQkZrJnJyciAWi4c6XELIAJ07kLp69erzth1UwiwWiz0jRoxoGDFi\nRMOf/vSnf589e/Yes9kc+re//e23g+nv57zxxhvP5OXlfb1mzZoVvdsmTZp0bMeOHQvmz5+/s6Cg\nIH/t2rXPX4lzk2sfz/Oora3F/u/3o9PQCY7nIBaLEaIMAc/yiI6Ixk2Tb4JWqw0eU1JSgl3f7oLD\n44BYKMaMKTMwbdq04NQHv9+PsrIyHCs5BqvVCoFQgMS4xJ/0AwAtLS34YMMH8PkCcyTbtC1IbEmG\nj/VC6BfBx3oh8gc+hH1CH4Q+IRgG0Ee1gwcPtS00MLrFs3BLetClMQaTZQCwqi0wmbtQWlqKqVOn\nXvC1OHD4AHrYHgh4AXwiL1pjWgLJMgAwgEvmgsfnQREOwZTVBZFPBHNtN04Un0BrtA6iMDHkLgV0\n8U1wSZ1Q29SwbLXgLu4uZGVlXY4fFyFDIiwsDE8+/iSAwO/39p3bEXoqFLyYB+NhMGHCBMy7dd4Q\nR0kIuVKualm5wbrjjju+KikpyZbL5U4gUC5u165d8+68884vDQZD5OOPP/6PP/zhD6+eexyVlbu+\n2Ww21NTUAADCw8NRUVEBm80GIJAkSyQSAEBtQy2sLusPo7lAV6gREeYImEJNsKotkPcoEG9KwJKF\nSzBmzBhs2bIFx08dg1PqhCGiEwzPQNsZg5TIEXhs2WPgOA4fbPgnGgyNYFwMujRG2FRWyFxyJHQn\n4q5Fd/UZcX3/o/dR3l4GuVuOmtQqRBijEG6OgEvigtwlA8fw4BkeVrUZIdZQMDyD7tBuNCU2Iq4t\nAZIeKcReMUQ+IXxCH1pidbCprH1ei+hOLe5MvAsL5i+44Gv2v6//L7ptJrB+AfwCP2pHVKNH5gru\nT24eAZfUiY4ofXBbXFsCGJ6BProNY6rGoXxUKfxnVYxU2VTI6Z6E5595nqZokGuK2+2G1WqFWq0O\nvp/8HI/Hg+rqarhcLiQnJyMqKuoKR0kIGagrWlbuavjqq6/u6G/78ePHb7jasZCrj+d5mM1miESi\n884P5HkenZ2daG1tRUhICKprqnGs+BhsahvETjGEHgH8jB8sH5jCwHIseIYDg8B8X4ZnABaoTq1E\nfHsC2rStMER0AgAsajMsym4ItgsQGxuLEyUn4JQ7UZNaBfzwa9UdagJbJUB9fT1cLhcauxrhghPd\nMSYYww3BfqwqCwTbBMjIyAjeZNTe1g4RJwL/wwiu0qmCV+SB1C2BS+qCxCMFAwY+gR8CTgiPyAOL\nOnDPq1PmgMquhtArgJATwiv0Qm1T/yRhjrBHISEu4Wdf6/i4eHTWdYBlOLA8A7UtpE/CrHAqoI9q\n73OMwqlAe3QbZC45XFJnn2QZAGxKG+xn7PD5fFQ9gFxTJBIJIiMjB9y+sbERGz/ZCIfCgR6BC6H7\nNMgYmYF77rynz425Z7/nyeVymM1mSKVSyOXyK3EZhJABGBYJM7l+VVdXY8uOLXB5XIAfiImNwT2L\n70FoaGiwTV1dHTZ+shFevzeQ+ALgBTwq0sugtocg1hqHbnU3Qq0aOOR2KFxK9MhcEHvE8Al86JH0\nQOgXgmd4uCU9UNnVqE+u7ROHU+6ER+RBUVERONYPQ3hnMFkGAJ7lYQjvQPGpYnh9HrSqWpDQloS6\nlJpz+nHAK/Sgra0NCQmBBFahVMDk6ILYK4HQJ4RH5IbKoYZX4IXEIwmMfLM8GJ4Bx/jB+llIe2QA\numEO6UZMRyx4loef90PqlkHikcIj8sAYbgDLCRDTEYtIYSQyMzN/9vWeNX0Waqpr4PF5wACI6YiF\nT+hFd6gJQr8QDMdA2iNFj/THJNoj8kDaI4VVZYXELQ2O1PcSeyQQioQQCunthly/PB4PNn6yEafj\ny2BXBr7pYjgG7iY3ko4lYcrkQKGnuro6bN6+Gc4eJ3hv4NslRsiA8TNITErEPYvv+dl7EQghlx99\ngpEh19TUhD0H9sBoNCJMo8Gs6blITU3Fd999h937d6MuuQZ2hS0w9cEYC8s/LXjumecgEAhgMBjw\nUcGH4MDDprRC6VCBAQN9ZBu8Yi/CuyIg4AJTFXiGh0PugF/oh9oaAo7lYFFbIO2RAjwTrC4BBEac\nefSdzsNwP5Se4hmw/E+LwTA8C6FACI7ngjfp/aQfHoHjzxpNmj5lOjbv3gyO4ZDQmgRDeCcUTiU8\nYjeELgU8Ig8kHgk05jBwDA8wQLRRC0tIN1wyF2pSq5CoS4baFhLsM06fgIS2JIAB0jLSsPj2xQNK\nWKOiovCbX/8Gm7ZsgtFgBHgeCa1JSNaNABgeWm0MxAYxyhSn4BV5AR7okfQgtiMeVnUFeqQ9iNXH\noU3bGrh50c9ipD4NEydOpOkY5LpWXV0Nh8IRTJaBwB/ajZH1KDpehCmTp0Cv16Pg8wJUxVWA4Rgk\ntSajPrkOTrkDrJ+FwdAB2//Z8PTjT1/S71NzczP2HNiDDn0HeAQq74SEhmD65OkYO3Ys/a4S0g9K\nmIchnufR2NiIyupKiEQijBwxEmVlZWhua4YmRINbpt8CvV6PQ4cPwWqzgGFY8BwPzs+BYziwDIuU\npBRowjWQSWUYmzUWBoMBDU0NEAvFcLlcaGlrgd/nQ1h4OCblTEJGRkYwyevs7MTxE8fR3NQMR48D\nHpcHHl+gigIrYCGVSCGRSTAieQSmT5uOkJAQeDweHDp0CBXVFRCJRBg3ZhxOnz4NXYsOPsaHlthm\nsAoBIvQRaN6gg0wsg9PrRJu2JfgBwzM82qNaEdkUhaqqKowZMwb7D+4Hx/NwS9yQumWBEmgyJ7zi\nQI1UoV8EjuEg4ARgORYMAJ/AG6g2wbEwhRqR1pABgAHP8lA6lDCruxFt0KJd2xZ8zdVWNWSMFNOm\nTcPBIwcRZdDCFNoFng0kwwKfANFd0Zh02yS4XC5UbamEWWVGlFELffRZ/dhCIGNkiI2NDW6bMGEC\nDCYDig4XIcQaCrU1BD6BFwqXEjzHQ+IN3PAXiJ8Bx3BgAIyqHQ2X1AWWZyHzyfGrX/0K6enp4Hk+\nuAgDy7IX/eEXHx+PZ598FhzHBcvY8TwPoVAIhmFQuH8fBN8L4VG6IfQKIWcVmHDTBEiOSOCRuqEw\nKRBpioJf6YfUKUNGegbm5A5qkU9Crhkulws9AtdPtnuFXrjdbgDA/u/3QxfeDJvKirT6DLTE6OCU\nOwAAnIBDU/QZhDdE4syZM0hJSbnoGKxWK3Z/uxtllaVoD2tHVE8U9FHtMKvNkHqk6NzdgfbO9ou6\nebGlpQUlp06is9MAqUyCtNR0jBs3DmKxGPX19aiqqYJEIsH4seNpvjYZ1ihhHmY4jkPBpwWobalF\nm6oVsh4ZQg6HwiPyoCvMCJFJhJr3asAjUAOXY/xgOUHgaz2WgVHTCZU9BBVtFejqMUDqk+HA4QPw\nyb2wCm0IM4cFRkQZoCvMAK/Di8otlUiOSMKyX/8LDh85jH0H9sHn9wHcWd+9MwjMCeZYWHkLusXd\nqGmoxomSE1iYtxBf7/4aPd4eGMI6IXQJodvZHDiIBRqS6hDTEQtZT2AOLM/zcLld4IQcHAr7T16D\nLrEhUH4NQJu+DTzDw66wIrIrOjBqrLJAYw6DKbQLNoUVGqsGXqEXfoEPDBeYl8uDh1/og8KpRLu2\nDVp9bGA0tDEdZlU3IruioHCoYAnphtodgghbBH51372Qy+WYmzsX3+z9BmOqxsIQbgDLM4g0RiNr\n1FgkJCSA53lkjRyL09WnoXSooHAoYFVboHSpEOWIwr359/ZJYhmGwbxb52Ha1GlobGxER0cHxGIx\nkpKS0NnZCYvFAovFgp6eHng8Hni93j7zJkeMGIHRo0df9ikP51vsZOYtszD5xinQ6XSQSqVISEgA\nwzCYMW0GmpqaIBQKIZFIYLPZEB0d3Wf6DCHXq+TkZITu1YDRsuBZLrg93BKBlORA8tth6IBNGbj/\nQOqWwf7D+x/rZ6FwKsGxHGxSK7q6ui46Ya6pqcEnn38CN+9GY2I9ogzRaI1pCd5j4Zb2oEx+CsKj\nItw85eafrSfN8zx27NqB4yXH4fP5YFVa4PDZUfx9Mfbs34Pw8HC0mlrQqmqFmBOj6NhhzJqei7jY\nOABAYmIi3G43mpubYbFYAAQqkSQmJvZ7A6XRaER3dzciIyMRGhoKv98PnU4HjuMQFxeHjo4OeL1e\nxMfHB4/neR4tLS1wu92Ij4+HVCoN9ud2u9HS0gKxWIz4+HgwDBPcJhKJIBaLYbPZEBUVBbvdDpfL\nhdjY2D7zyHsXjOr9g0ckEiExMRECgaBPX1FRUWhtbYVIJEJ8fHzwvdVgMMBsNiMqKgohISEYKJfL\nFXzdIiMjg+ccah6PBzqdDkKhEAkJCWBZFiaTCV1dXQgPDx/2C/oMu4T54MGD07Zv337bq6+++ofW\n1ta4hQsXbu3q6gpfvnz52y+++OIrQx3flVZaWoqq9kqUjigBz/AYVz4BTpkDNanVAMMjviUwL5Zl\nGJhCTAi1BMpVM2BQkV6OUGsovB5PYG4tA8S3JqJb3QVdbDPGVmYHk+Wq9Aq4JYHSZB2ReviavPh2\nz7c4VnwUPXBBwAjBC/gfSgTz8Al9EPgFsKpNaI4/E8yjjU4DuO2Bke2KjDJ4hV6ML88JTnPlWA5y\nlwJirxgdkXqEmkPBgoVf4INb0gOFUwlnoDhKkNoRivDwcABATHQMjAYjlA4VesQ9EPlE8Ao9EHsk\nSNKloDvUBI05DJHGKPgFfkR2RcMt6YGf8UPqkSFWHw99dBvOJDUgoisSSpsK0T1aRMVGIUwdBgiA\nyPBITMieAJVKBQCYdvM0jEgZga3btkJhVkKtUGP+vfORlpYWeK0ZBnfdcRduaLoBp8pOwdRlglAi\nRFJGEnIm5Jz3g0ihUCArK6tP+bXExMTL8b/NZSeTyZCent5nm1gsDr4GhJC+oqKiMCp9FDxNbjRE\n1sMr9CLcEoFEcxJm3z0bABAdGQ2VSQWH0o4eSQ+UTiWEFhFiO+Lgkjoh8Ash8UpwsdWfvF4vPtv0\nGarjKpGiGwGb0orUM2loTGro084n9KFHFUjGfq52elNTE46fOg4X40R7XBu6NSYAQGdkB3yNPpi6\nTKhKrQjUkQfgFDrg2+MHrwrcj8G6WIADOD7w+eAX+uAX+KHwKTF75mzcfNPNAALJ4cZPN6C1vQ1e\nuQcihxix0bEwdBngFvaA9/OAiwEv5QExIHaKcWvurUhKTMJHH38EJxe4EVnkECN3Zi5uvulmHDp8\nCHsL98Ijd0PgE0DOKjA+azyOHj8Kj9QDOAPJNifnIHAIwIt4QA6I7WJMnjwZc3LnoLm5GR9//jGc\nPifg4eEWuyEUiCDn5BiTOQZl5WXwyD1gXQx4D8Cp/BDwQsghx+LbF6Pw+0LoO/XwygLXlJGegbsX\n3x1MfM9dxKp32779+/Ddwe/A8X64xW4wYKGEEr9a8qs+77+9C0ed/e/ZfQ3W+fopPlmMHTt3wCvz\ngOFYSPwShIWFocPQAa8icI2J8YnIvyf/vBVlLleMZ/d3MYto/dzv1bBKmL1er+jNN998esSIEQ0A\n8Mwzz7yxZs2aFXl5eV/n5ubunT9//s6cnJzioY7zSjp+6jiaNU3gWR4KhxJg+UDVgh/elMLMEYFR\nCLUFIfYQMIGl2mAO6YZH4obGHBacXwoAGnMYakZWIsQeCq/IA78g8EvYmywDABigJVKHktISmFQm\nKM2qH0qvRQIMD5/QD7/QB7FPhI6o9j43fLmkToADuiKM8Iq8kDvlAB/4hbCqLFDbQxDWHQaRT4wu\njQExnTGwKaxQuJRwSh2I6YiFS+qEXWkHwzGIMkZD6VVi1KhRAICZ02eivLwcEo8UVqUFQrsA8W2J\nsCtt0Jg10FgCI+YMz0DIC8DzgMQj+WFucWCOsbYjFgwYSCRizJk/F5MmTfrZX67Y2Fgsf2z5efcz\nDIPk5GQkJycP5sdMCLkG3b34biQdT8Lh44fh7nFjRPII5N6dGxwAmHHTDNR8UAOH1I6OiHYk6VLA\nszwq08rhkQSmvYVaNNi9bzfGjRs34FJ2jY2NcMt6YFfawPAsWI6Fn/VD5BXBLfD3aSv0ifqMxJ5P\nSVkJOlTt0JjD0B1q6tuHX4i2qJbg55K0R4q4jgRUj6yAU+5EuCkCWncsWJ4FwzJojjsDc0g3wABi\njxj8QQ6REZFIT0/Hp19+ijJHKRoyGgCGh9gtga/Gh7qUGjhlTmRVjUNTYiMsIYHKQWK3BP5CP4S8\nANXaqj79cgc5eD1e7D+6H2WpJfD8sCBTjD4W1qMWVI2sQJIuBfYwO9qiWzCmehzaY1oDo/AMAqs7\nlnihVqixp3AP6iJqEdcRj7rU6uDATqQhCs5SJ6pGVkDsFSO5eQRqM6rglgRGoUOsoXB86oApvAtN\n6Y3Bez2crQ6o96gxMXsitn+zHU31TeDYwHRCsVyMaVOnIUQdgv1H98MPP2pTq+H64ZwKhxL8Fxwe\nf+QJlJSW4Ojxo/C6vGDECCTrAi4wpY9hkDIyBbfPvx0ajQYXw2w2Y9uubWioCfyRNTIjFbfNux0h\nISHQ6XTY9s02lKecCq4BkNqQBr1NjzPp9eBZHgzHwNzeDelWKe67+74+fbe0tGD7N9v7LIY179Z5\ng14EqKKiArv27oK5ywywgemMoZEhmD87DxkZGT9pbzKZsH3XNjTWnblgv8MmYfb7/YKUlJRGq9Wq\nfvrpp9/kOI4tLi7O2bRp0xIAWLp06YZt27bdfq0nzD6/D5ww8HVeb9LHnfX1XqBKBA8/ywEcghUL\netswPPuT9hzDBfpiePDg++zvxTEcOI6DH/5Af4JAm96F6HpvZjv32N6qFRzz4/l7+QV+WFUWKByB\nO755JtCNX+iHW9IDjSUcLVpd4IYznoGAE4DhgXvvvTc4/SAyMhIP5D+AjZ9uhMqmDl4Hx/pxOrMM\nPoEP4d0RGGEYiccfeRwRERGDe+EJIeQSsSyLyTdOxuQbJ/e7PyYmBvcuuRdfbf8KLo8LPnjRrG0K\nJMtAYPAjtBs2mxUVFRWYMGHCgM7r9/vBsRw4AQeLyozYjjh0aYyI08ejIakuOMgRatFAwckH9Ie+\nz+cLfC6wXJ9BEuCHz5WzPgsiTJEwhnX+mFQao9AjccHPchDwLMyh3cG2HrEHjZEN+K7oO2i1WjQ1\nNaHxh2QZAMLMYejSGGFX2hDRFQm7whZMlgHAI3HDIO+EzCvrp996CI4J0BhRH0iWf3hNZW45WrQt\nYHgGEo8ENalVUNtC4BN6YYww/HjNIh/qomqx/+B+dKtMkLmlfa4LAFR2NVpjdPBI3IhrD3yD2Zss\nA4BL4gIHDs3RZ4KvGyfgUKetgeK4EidPnkS7rA0qkRpNCY2wKa2Q9cjgOGaHglPCIjLDpXYGk2UA\ncCjs6FB3YMOnG9DubUdrVAuSWpLRGqVDTGcsukK70BmpB88ArV0taP3/W/Hsk88OuEyhy+XC2+++\njUZVAzpGtwM80N7VhpYf+vn+yPfQhTUFk2XWL4DSoUJ55qngfT48y6NBWw9NdRhcLhdkMhkAQK/X\n458f/RN1UTXozjJB6BOhu8GE9o/a8OhvHrvo0ebTp0/ji22fo1tkAqsUQB/VDrVNDbvdho2fb8Sc\nW+ZAKBKivKocEokE4zLH4etvvkZjSD06RndcsO9hkzALBAJ/S0tL/AcffPBQVVXVKKPRGKHRaIK/\nDQkJCbqioqIp5x539tLY5y6BeC6/349Tp06hvr4eoaGhmDJlClQqVXAeVGtrK9RqNdLT0y/rfFG3\n242TJ09Cp9MhIiICkyZNCn5tbzAYcPLkSXR0dIBhGHgdXkR7tbCozHDI7WA5FpHGKNgVtsCbqbob\nGnMYNOYwWJVWqOwqCDgBNOYwtMboYFGbEdEVGZwbHHgeBUNEBxJaksCDh9QtQ2tMS596utEmLdLT\n0uGr88EDD8LNEYG7qxFYtpnhGfgEPkR0RaFd2xo8TugXgmd5hJsjoI9ug1PmQCCl56CxaFCVVoG0\n+gx4hV6E2EMC/1pDUZ1aiZFn0pHYlgyzqhsCvwBqewhyZ+X+ZCpAWloaVr64Eu3t7SguLsaRqiM4\nk9j447SQcAPEfgkOfH8AS+5Yctl+boQQcrmlp6fjhbQXYDKZ8M8N7/cp4djLLDLDarX2c3T/UlJS\nILFJIXZLoItvwsiGDDB8YORtbGU2LCoz1FwIVB4VHlj64HnvXzhbVmYWyhpK4eV8UNpVfap/uEVu\nRBu1wc8lkUccGOn9gdgrhp/1wyf0wSVy/6Rvl8QFi8kCu90OXsIHk67eY10/vCaisx73xcMu/en9\nLy6pC16P9yevqdgrRo/UBZFXjB5JT2BE2ivus2Jqrx6JC253DyxqC+ROeZ/rCvYlcf3k8Y/7RXCL\ne/pcExAoz+n3+9EZqofSqsKZxIbga+qSuXA6oRxjK8eDUbD9XnOPoAcmgwmVo8uR0pyKdm0rWJ6F\nU+ZEe8yPn8ntUa1QeZU4fuI4Zkyf0c9r91MnTpyAQdaJtuiW4LbWaB1ULSqUlJSg22KCU/pjAi/0\nCeEX+uEX9v32ghP4wYt4OByOYMK898AeNIU3whTWBQDwij2ojauGuj4Ezc3NSEpKGlCMQGBKxa49\nO1EfVYfE1mTUJVcjtSkdXRoj/h979x1QVd3/Afx97mJc9mUje+NggygqKoLgnplNy6xMG49lj42n\nrH75qK0ns6WVVmrujVsRURwICCJ77yWbC3ed3x/IjS0QiOjn9U9wOOd7PgcSPvd7P9/Pt8i4EMJ6\nIU5fOI1GLTGKtYvAbeDi7KYzSClMRaXW3fuOP2QS5r5qnTB3pr6+HtXVzf8w9xzYA4lUgmqtSjAF\nHFy+GonJAYFIyUhBQVkBKoV3oSnVhEaYJp5Z/AxUVFTQ2NiIxMRE5VvwPB4PTU1N0NfXV3YV0NLS\n6uv7LxcAACAASURBVPJVUmpqKnbt2QU5K0e1VhWYAgYXIy8iOCgYBYUFSLidAAWraO7qcG9GWY2j\nDvtMR5SJSnFXuwKiahFss+1RrlcGsVoDdKv0ABbNM7cs7iW1gHPqCJQYFEOvXgSbLHtU6JVBrCqG\naYkZVGWqqNRprnlmwcIpzQUlhkWQ8qTQr9SHGTsMIcEh4PK4uJV0CwqpAnKODDwZHxwFBzw5FwqG\nhWGZEfhSPqq0K6HSpAKzMnOM8RmDq9FX4ZQ2HCWGRajQKYeo0gBgALtMR5ToF8O4zBTmBZao0rwL\n7Rpd2GU7oMiwEKoSVehU6UIgF+DFF15U9i5uj2EYmJqaIi0tDeXC0g4zHlUalcjJz+nD/0GEEPJg\nMQwDkUgES3NLpJWmtV3HwQKGDUZtOu3cj6qqKoICg8BeYJGnl4NCo3yYVJpCo14Tfr5+EAqF0NTU\nhKOjY483F3JwcIDNTVtkFKTDNtsOJfolaFCvh1adFgzEhlBXV4cgX4BCreZkTadGV1nnXK/W3PmD\nK+dCrVEdhcb5bX5n69TqwtzMHCKRCJxGDvhSfnMbSwD1ag3QqdZFmX4pGtTqYVxqiiKjgjbX81g+\ntOs0UMDmtTmuW6sLLU0t6NTptvme1qvVQ7tGG6X6pVAXC8GVc1GvVg/jEtMOfeW1arWhpyeCpEGK\nErViaNVqK58LaO7Zr1Wrg3ph/b2PtVGn8XfyLlZphFqTOnj3dmZtIWzQAMtlUSmshF65qPnFRity\nngzgsWAZBbRrtdvMngOAfq0BxJpisBwW6g1C5JvkwaTEFNWaVWivTFiGzLxMjEfPEubMvEyUqZd2\nHEe9FJl5mbAcZoU7WXeUG2ZJ+RJwFByoNKqiqdWLDkGTCrhybpuF4PkFBag2aRcjA9wVlqOwsLBX\nCbNcLkdtVR3k2nLUq9fBtMQcBcZ5qBA1NwlQE6ujRrMKmRYZyp+prYs9HPztlN/P1N1pXQ0/dBNm\nfX398srKSmURTl5enrmVlVV2T6+vq6vD7v27kZuXA8ibyxIUPAWSnBIhu/cPU9CkAkU4i3qdOqTZ\npeDe1Ciscm3w05afoEDzW1EMmmsJIqIiwNw7h713nMvjQkdbB/NnzYeZmZny/gqFAmGnwnDj+g3I\n+FIk2d9pc1+cYSHnKSDjyZo3sJCqoIkrRY1WNQqNCqBfqQ/9uwbgS/nQ0tCGiYYp9Er0oK4mhN8U\nPxQXFyMxKRESNG9AwbAcMFIGpvd+AZjITOAkc4S6phCuvq4oryhHek46uBpciMViVNVUwbLUGurq\n6vBy84LfaD+oqqpizsw5cLJ3QmRUJMrKyyCDDAqZAgpWAW7znaBfrQ/DBkMY6RsjeHEwrKys4Ovj\ni7ATYdAo0ACPy4W1kw2ycrLQIG6ASakpGIYDXS1dCOXqkAgk4Ci4GFba3H3Bepg15s2dp1x01x1N\nTU1oy3RQgPw2x1UbVaGtqdXT/z0IIWTQTfAPQPIvKWjiN+KuTgW4ch4sSq1goG4AW1vbXo3l6+ML\nE2MTXLl+BdW11bAdZYvRPqPv2w2jKxwOB888+QwSEhIQFR0FjWpN8GV82Fnbwd/PHxoaGrgZcxMJ\nyQngiXgoKixCY2kjSkRFKDUogU22nbJbkUW+FYqMCyDjyqBXJYJ5pQUC5gZARUUFvr6+kNySINU4\nGWK1Bkj4jdCs18SwIgsU6ReAUTCwyLdCoXEB5PdK8PTrDaClrYmGQnvkGmYrxx121wLT50zH3oNi\nNPGalN9TFYUqNCs1IRFIcFenArZZ9sgdlgOxagNscuyQb5oLCV8KnWod2JTZYfqi6Th49CBqZdXQ\nqNWCcYkJSvVL7q0ZYmFcZgIpX4JSvRI4Zjgru1hx5VwMK2vuAuKSNwJpxikQq4qhUa8Jx0Ln5m4a\nkjwoOAoIJIK/S3GA5rJElgc9sR4kCimMBE0o0y8BwzIwKjeBFqsFibQJYJsTVrUmNUj5Uqg2qXX4\n2ak3CaFn0POOFXo6ehDmaqASbWdhhRIN6Gnrwc/XD3FxcRBzG1CuVwYOy0GTaiPssxyRZZGBevU6\nqIuFcCxygv9Y/zbv0GtqakK1Ua3DbL6mVKtHf/Nb43K54Al4YACoNqqBL+Mj3TpF+XWdGp02a7iA\n5lKdlo3A7mfIJcwte3xzOByFt7f3jbCwsNCpU6ee3LVr15NfffXVv9qff+DwAUwcP7FNgTvLsvhl\n+y8ori1GrXYNynXLYJdtjxL9ImXSCjTXQgFAjtHfb+/rVxhArVEdMkYGLpq3WZZz5WAUDDjgoMA4\nDyalZsgzzVEuhNCt0kPdH3VYuXwltLSak7bT507jWsJVyAQylOmXdrhvE1cCKFjw5QLIuFJw5Vxw\nFRwUGRWA5SpQpl+KMv1SMAoGwmQNLHtxmXLsFnPRu/KDyZh833MYhoGLi8t9V1C3p6uri6cWP9Wr\na/pi+PDh0DqjDe1qnb8XgUgEsC63xbg5PXs1TQghDwMDAwO88OwLOHbqGIpuF4HD5WD4iOEIDQ7t\nUdlEexYWFv3aeYfD4cDV1RWurq6dft1vtB/8RvsBACorK3Hs5FFk3ckGAJiYmaCuvhaVlVXQqxRB\nVKnfnPyZGWHmMzOVrTOnTJoCoboQGlc00FjXCKGOEGMDxyI7PxtpKWlgFSz0BfowTDECq2BhamGK\n6c83L2o7cfoEbt8WQSFTwHiYMaY/Mx1mZmZY8swSHD99/O/v6cjh8HT1xJkLZ1BQUQBwgOEZIwEZ\nwFPjQZQmgkLOQmQkwrQnpsHKygrLXliG46eOI/luMoxLTWFa0tyazs7BDt5TvHHxykUUphWC4TBw\nqHFCU2ETOBwOnIc7ISQoFDdjbkLjmiaa6pugoauBKSFToK2ljbK/ylCiXQzzQktkWWQ0rxdiAYsS\nC5iYmCB4UjCOhB0Bp5QDs+Lme9rY22DGohnY9uc2mJSbokxUCrOiYcgelgX7LAdUad9FvbB5Vl9N\nrA7TSjOMntOhgrVLvl6+iL0ViwrNcmXttHqDEEaVxvD29Ia2tjaWLlmKY6eOIS8xr/mZnRwwzHgY\nom5cQUONGGqaaggYFwBvb+82Y4/3G4+SEyVIEMYpN8PSqxJBo+nvxf09xTAMvL28UXe7FlKuFHwZ\nv83mYSzDKtdVtSgXlcIhw1m5EVi34/e2Pc1g2759+3MpKSmOn3/++XtFRUUmM2bMOFpWVmbwyiuv\n/LhmzZp1rc9lGIZ99ceXYV5tiVeXvap8GyAjIwN/HPgdUqkUCc63oFGvCatcGxSY5rVd7csCHvHe\niB0Zraw3GpE0CgUG+bAqsIaC09xOTcE0vxqs1L0LiUACvpSPvGFt3/63KbLDdMcZCJwUCKlUivVf\nrEeubg70qkQoMi7osMp4xB1XMAoGfDkfjSqN4Mq4YBgg3iWuQ7mBZ5o3Xn1uOTWFvyc/Px879+xE\nAxqg4MnBr/u7nRAhhAxF/d1ya7C0fw6Fou1C8e5eCCgUijZfbz1WV9+flo2XOhtXoVCAYZg217Qe\np+V+3Y3RPofqaqyu4mv/TNHR0Thx+gSkHAkgZSBWE0NDJoSRgTGefuJp5TsCLd+31vFXVlbij12/\no7KuCjJIwWnkQqoqBb+JjyZBE/gCPlSbVDFr+qw27Ut7IjExEYeOHoJEtXkiUaVJFXNnze2Q1Hb2\nnO2fsf354RHhiLwcqdwMS8jVwNOLnoaxsXGvYgSayzIOHDmAO0l3IFPIUKJfjOJ7m5AZlBs2dwa7\n14YXAPhSPkaluIPL5UKqJsEnb32qnJhtb8glzL3BMAw742AozIstEGgWhDkz5gAArl+/jn2X90LC\nSJBplQ6OnINRie6o0axGpnX63wOwwKg77sg3yW0uSL+XQOcb58K02Awst3nRhIJRQM6Voci4EJq1\nWqjRqsZd3Yo2sehW6iFQLQjPLHoGlZWV2LRlE26bx8Mh3Ql1GrUd7jsyyQ0ynhQcOQeNguZ+xAqu\nos1CAKD51aJrnjveXfXuQ9G4/GHR0lBeIpHA3Ny8R22SCCGEkMEmkUiQm5uLxsZG8Pl86OjowMjI\nqEfXsiyLoqIi1NXVQUdHB9XV1eDz+cqdWy0sLHpcp96eTCZDTk4OGIaBhYVFvzY/EIvFyM/Ph6qq\nqnIjmX+iuroaGRkZOHn2JKpVqlCuXgYdiS40KjXBqipQpFUIvkIA4yoTTBo3Cb4+vsjNzYWdnV2X\nCfOQK8noizLtMqRn/p2QikQiqMvUwZfyAba5pUuxYSGMykxgmWeFUv3Se/15TaCtpg2VEnvw5HxU\na1VCypNAypOieWs7FlK+BApGAb5EAGG9RvNmG/UaHRJmnUZdmFiaAAA0NDTAkTdvzlGjVQ3tWm1Y\n5Fk1l1iwDIxLTaCvqY+G+gY0ShuhIeU3L/qTc2CTbYcC0zzUCWuh3iCEdYkNpgZPpWS5HQ6H06vF\nAoQQQsjDQCAQwM7Ork/XtiyAb9Gf7zzzeLxe1873lJqaWr9ufKWtrQ0PDw+MGDEC8fHxyC/Oh76O\nPtzc3FBUVISk1CSoCFTgNspN+WLkfs/2WCTMfBkfqip/zzDa2NhAV10PxbXFsMi3Qr5pLoqNmzfc\nMCo1gW61CDwuF6NcXBEyNQR3797FuYvnUFBQAI6QA85dDuSMHFyWC66UB4bb3MVCr0oPBcb5MCg3\nQp2w9u8a5mo9GFYbwcfLpzkePh+enp4Q32lAsukdiNUaYFBmBN0qPXA4HHi7e2PK5CloaGjAydMn\nkZqeCrn8XnsWtnl3Pg7DgUikh5B5obS7GiGEEEJIOwKBAF5eXvCCl/KYvb19n/KmR74kY+b+6RiZ\n44rZ42bDy+vvb1hdXR3+2vcXcvNzwSgYyLlyqHBUEDgxULlIoTMsy+LS5UsIvxgOqUzapksGy7DK\nLhnNdcb3umRoaWPerPkYNmyYchyFQoGTZ0/iZvRNsHwWjJSBm5sbQoNDabaYEEIIIeQBu1dv/njW\nMK/971o4Ozhj3qx5nRad19fXo6qqCgKBAHp6ej1OVmUyGaqrq1FfX4+kpCRlH2Y+n4+mpibo6emB\nz+eDYRhoa2t3WY8jkUhQU1MDTU3NHm9zSroWHh7eZnOa9p+ToYd+ho8n+rkTQh607hLm3veleYhs\n3LjxHUtLyxx3d/fYvLy8Tne0eGXJK1gwZ0GXKzSFQiHMzMxgYGDQq5ldHo8HkUgECwsLBAcHIygo\nCA4ODrC2toaTkxMMDQ2hq6sLHR2dbovXBQIB9PX1KVnuJ+Hh4d1+ToYe+hk+nujnTgh5mAzZhDku\nLs7t4MGDc7Kysqw3btz4zooVK77r7DxqtUYIIYQQQv6JIZswnzhxImTx4sU7ORyOIjAw8Ozt27dH\nSKXSvvVKIYQQQgghpAtDtoZ5+fLl3wcHB5+aNWvWYQAYPXr01X379s0fNmyYck9khmGG5sMRQggh\nhJAH7pHvw9xZctzVQxNCCCGEENJTQ7Ykw9LSMqf1Qr+ysjIDIyOjksGMiRBCCCGEPHqGbMIcGhoa\n9tdffy2Sy+Xcs2fPBo4cOTKBz+dLBzsuQgghhBDyaBmyJRkjR45MmD179iEbG5tMkUhUceTIkZmD\nHRMhhBBCCHn0DNlFf4QQQgghhDwIQ7YkgxBCCCGEkAeBEmZCCCGEEEK6QQkzIYQQQggh3aCEmRBC\nCCGEkG5QwkwIIYQQQkg3KGEmhBBCCCGkG5QwE0IIIYQQ0g1KmAkhhBBCCOkGJcyEEEIIIYR0Y8gn\nzPX19UJra+us1NRUh8GOhRBCCCGEPHqGfML8/vvv/19dXZ3GYMdBCCGEEEIeTUM6YY6KivKrq6vT\nGDFixG2WZZnBjocQQgghhDx6eIMdQF9JJBLBe++99/mBAwfmzp079wDDMGz7czo7RgghhBBCSGe6\nmoAdsgnzZ5999sHSpUu36urqVgJdPyDLUs78OPn444/x8ccfd/k5GXroZ/h4op87IeRBY5iuixWG\nbElGZGSk/2efffaBs7Nz0vXr132mTZt2nBb+EUIIIYSQ/jZkZ5jPnz8/qeXjiRMnXvjpp59ednBw\nSB3MmAghhBBCyKNnyM4wE9KZgICAbj8nQw/9DB9P9HMnhDxMmEe5xpdhGPZRfj5CCCGEENI/GIbp\nck0czTATQgghhBDSDUqYCSGEEEII6QYlzIQQQgghhHSDEmZCCCGEEEK6QQkzIYQQQggh3aCEmRBC\nCCGEkG5QwkwIIYQQQkg3KGEmhBBCCCGkG5QwE0IIIYQQ0g1KmAkhhBBCCOkGJcyEEEIIIYR0gxJm\nQgghhBBCukEJMyGEEEIIId3gDXYAhBBC+k9RURGysrKgoqICFxcXqKmpDXZIhBAy5DEsyw52DH0i\nFovVXnjhhV9jY2PdeTye7Ntvv3190qRJ51ufwzAMO1SfjxBCekOhUODQX38hKzkZlukZaNTSQoGp\nCeYsWgQHBwfleWKxGDweD3w+fxCjJYSQhw/DMGBZlunsa0O2JGPnzp2LRSJRRXJystPu3bufeOut\nt74e7JgIIWSwREdHo/xGNOZv+x1+FyMw8egxBB04hIN//QWxWIyysjJ88MEHMDc3x5kzZ7oda9u2\nbVizZs0DifvQoUP4+uv7//qeNm0anJ2d4ezsjAkTJrT5WlhYGMaMGaP8fM2aNcpz9+7dCwAICAhA\nSkpK/wZPCHls9LokQ6FQcCIiIsYHBASED0A8Pebn5xcVHBx8CgBqamq0dHR0qgYzHkIIGUy3Ll+G\n2+XL4MnlymOGZWXAnSTMmDEDN27cQFBQEHbs2AE7Ozvk5eVBIBBARUUFOjo6bcZimE4nWAbE7Nmz\ne3RedXU1kpKSOhyvra3F+++/ryw9iY+PR3h4OO7cuYPy8nJ4eHhgwYIFYBjmgT4XIeTR0qOEWS6X\nc8+dOzd537598w8dOjTbxMSk6NatW64DHVx3XFxc7gDAnDlzDh47dmz6zz//vKyz8z7++GPlxwEB\nAQgICHgg8RFCyIPUKJFATSzucDw8NhbnUlNgYGCA5ORkvPHGG5BKpZBIJJBIJJDL5YiMjISTk1Ob\n65KTkzF69GiUlJRg48aNqKqqwldffYXGxkasX78eCxYswOnTp/H222+jvr4ePj4++PPPP8HlctuM\nExAQAE9PTxw/fhyWlpbw9/fHH3/8ATs7Oxw5cgR//vknUlJSsG7dOlhZWWHs2LFwcXHB+++/rxxD\nJpN1WULy7rvv4s0338SPP/4IAOBwOGhsbERDQwOqq6s7XJeVlYUZM2bgwIEDbUpVCCGPn/DwcISH\nh/fo3C4TZolEIjh9+nTQ/v375x05cmSmvr5+eVZWlnVMTIzHiBEjbvdXsP/UwYMH5yQnJztNmDDh\n4qJFi/5SU1Nr8xejdcJMCCGPKhsHB2Q4OkIv6qrymIzLxeRFT+D9KVOwadMmXLp0CR988AGWLVsG\nHq/r+RKWZZGcnIyYmBiUlpZi1qxZkEgkSEhIQENDA5YuXYoFCxZg8+bNOHXqFExMTBAcHIybN2/C\nx8enzVgMw0AoFCI5ORkTJkyAWCxGamoqZs6cicjIyDYzv7m5udizZ0+HMfLz81FQUAAfHx/I5XJ8\n+umnCA0NRUREBGQyGQICApQJ84gRI+Di4gITExM0Njbik08+UY5TWlqK119/Hb/88gsly4SQDhOp\na9eu7fLcLmuYDQwMyt57773Pvb29b0RHR3ulpKQ4crlc+cOSLH/yySf/iY+PHwUATk5OyRYWFrl3\n797VG+y4CCFkMPhPmoQMD3dcH+OHcpEIecOG4eSCebB1doa/vz92796NY8eO4cyZM4iNje12LIZh\nEBQUBDU1NVhaWqK0tBTm5uZYsGABdu/ejZ9++gkAsH37dpw/fx4ffPABEhMTIRaLcejQITg7O8PF\nxQWFhYUAgDlz5gAATE1NERQUBACwtbVFSUkJgOYEHQBEIpEyWZ48eTKcnZ3x/vvvg2EYLFmyBJcv\nX8bBgwexcuVKFBQU4L333sP69evRenH3kSNHUFJSgtLSUqSnp+OHH35ARUUFWJbFs88+C2NjY/j6\n+vbjd54Q8jjocorhP//5zyd79uxZ+P333y8vKCgwmzlz5pEHGdj9qKqqNv75559Pb9iwYXVaWpp9\nbW2tpqmpaeFgx0UIIYNBW1sbS197DZcvXMCllFSoqqrAc+xYeHh4KM/x8PDAwYMHezSeurq68mOW\nZXHq1ClcuHABx48fh5eXF+7cuYMJEyZg+fLlmDdvHlJSUsAwDGbPnt2hLlkoFCo/5nC6Xmveetb7\n3Llzyo9lMhlWr14NLpcLCwsLeHp6IisrCzk5ORgzZgykUikKCwsxd+5ceHh4YObMmVBVVYWFhQVc\nXV2RkZEBhmGwatUqbNmyBZcuXcK4ceN69H0ghBCgmxnmVatWfXnt2jXfo0ePztDS0qpZvnz59xKJ\nRPDmm29+Exsb6/4gg+zMa6+9tjkrK8va3t4+7bnnntu+ffv25xiGoR5yhJDHlra2NkJnz8aKd1dj\n6RtvwMvLq9sEtacqKirg6emJcePGYf369VBTU0NxcTGqqqrw8ssvw9jYGNevX4dCoeiHp+ho7969\neP7555WxxMbGYvjw4cjLy0NSUhLOnTsHV1dXHDhwAI6Ojjh58iRYlkVdXR0yMzOV9dlTpkzBunXr\n8K9//WtA4iSEPLru+5vU2to66913311/8+ZNz5SUFEdDQ8PSJUuW/PYgguuOUCis37t374K0tDT7\nK1eujPH19b022DERQsijonVHCZFIhJkzZ8LR0REjRozACy+8AAsLCwQFBcHOzg5Lly7FokWL8N//\n/vcf3aurLhYLFiwAl8uFtbU1xo4diw0bNkBXV1f5dZZlldcuWLAALi4usLa2xrhx4/B///d/0NLS\nUp4bEhICoVCIP/74o0+xEkIeT11uXJKSkuLY2YxtS0NnR0fHh76hJW1cQgghhBBCeqK7jUu6TJgD\nAgLCO0uYb9265VpTU6Mlk8ke+m21KWEmhBBCCCE90aeEub3U1FSHVatWfVlTU6P1zTffvOnu7t79\nMuuHACXMhBBCCCGkJ/7R1tgVFRWilStXbpo5c+aRJUuW/Hbx4sUJvU2Wb9y44d3Z8Tt37risWLHi\nOxcXlztWVlbZVlZW2c7OzkmvvvrqD3FxcW69uQchhBBCCCEDocsZZolEIvjf//73xubNm19bsWLF\nd6+//vq3AoFA0pebtHSxaH1s5cqVmzgcjmLhwoV7fHx8rvP5fGnLfWNjY9337t27oK6uTuPHH398\npS/3BGiGmRBCCCGE9EyfSjJsbGwya2pqtN58881vDAwMyu4ln8y9Adlly5b93Nl1dnZ26XPnzj0w\nf/78fT4+Pte7CqqqqkpHR0enqrvAa2trNTU1NWu7O6c7lDATQgghhJCe6C5h7nLh3rPPPvs7AMjl\ncm5xcbFxT292/fp1n+PHj0/buHHjO8nJyU7BwcGn5s+fv2/06NFXW5/XkiwnJiYOf/31179t6cox\nZsyYK19//fVbpqamhf8kWSaEEEIIIaQ/dLvor6mpSaWqqkrH0NCwtGWGWSKRCLKzs6160lYuKirK\nb82aNeuuXLkyRiKRCDo7x93dPXbjxo3vBAYGnmVZljly5MjMzz777IOu6p57g2aYCSGEEEJIT/Rp\n0d/evXsXGBsbF7u5ucXZ2Nhkrlu3bo2ent5dZ2fnpIULF+7p6rqdO3cufvbZZ3+3sbHJ3Lhx4zsv\nvvjiLyUlJUZdnS+TyXiBgYFn7wXKzpo163BDQ4N6V+cTQgghhBDyIHU5w+zi4nLnxIkTIZaWljnX\nrl3z9ff3j8zMzLQxNzfP627AZ5999vc5c+YcDA4OPqWurt5wvwCWL1/+fUNDg/r8+fP3cblc+f79\n++eVl5frL1++/HsACAoKOt2nJwPNMBNCCCGEkJ7pUw0zAFhaWuYAgK+v7zUbG5vM+yXLQPNivjlz\n5hzsaXANDQ3qDMOw+/fvn9dyTFdXt3LXrl1PAv8sYSaEEEIIIeSf6jJhbp9hczgcRU8GtLW1zdiw\nYcPq6dOnH+PxeLKW4w4ODqmdnb9t27bnexgrIYQQQgghD1yXCXNVVZXOzz//vKwlcW79eXdt5WJj\nY93j4uLcTpw4EdL6+IULFyb2b+iEEEIIIYQMvC5rmD/++OOPGYZRfrElUW7570cffbT2gUXZR1TD\nTAghhBBCeqJPG5f0lbW1dVa7m7M8Hk+Wmprq0P7cmJgYj2PHjk3PycmxBAArK6vsGTNmHHVzc4u7\n333kcjl3+fLl3588eXKqrq5u5Q8//PCqn59fVPt7U8JMCCGEEELup0+L/saPHx8REREx3tjYuLj1\nTPO9AdnCwkLTzq5LSkpybvlYLBar7dmzZ2FGRoZt+/M+//zz906fPh301FNP7WjZETAvL8/8X//6\n11dTpkw5s2bNmnXdPdTevXsXVFZW6ubk5FgmJSU5L1q06K9bt265dncNIYQQQgghvdXvM8ydsbOz\nS09PT7drfczS0jInKyvLuv1iQoVCwbG2ts5qmXXuypdffrnKxcXlTkhIyAkAMDMzKygoKDBrfQ7N\nMBNCCCGEkJ7oc1s5AIiOjvb67rvvVrTefIRhGDYsLCy0s/PbzwxnZGTYmpqaFrY/TyQSVZw4cSJk\n2rRpx1sfP3ny5FQDA4Oy+8W1atWqL1s+3rFjx1MtLfDa+/jjj5UfBwQEICAg4H5DDxlNTU2IjY1F\ndmIi1DQ14T56NCwsLAY7LEIIIYSQh154eDjCw8N7dO59Z5jt7OzSN2zYsNrGxiaz9fGu6oy3bdv2\nfOsSDh0dnarAwMCzQqGwvvV5BQUFZitXrtwUExPjoaurWwkAlZWVut7e3je+/fbb101MTIruF3x9\nfb3w7bff/uL8+fOTjh8/Ps3Ozi69zcM9wjPMDQ0N+PX776GVngHrxETUa2gg0dsLowMDMXb8+MEO\njxBCCCFkSPlHM8y6urqVISEhJ9TU1MT3OzczM9Nm4sSJFywtLXMSEhJGHjlyZCaPx5O1T5aBD2by\ndQAAIABJREFU5hKKAwcOzJXL5dzy8nJ9ANDX1y/ncrnynjxUfX29cMKECRfHjRt3KS4uzq0n8T1K\nLl24AMO4Wxh7IVx5zCY9Awe4XIx0c4OWltbgBUcIIQNAIpHgUvh53L4VA5lcDnsHR0yYHAxtbe3B\nDo0Q8oi7b8K8dOnSraNGjYofM2bMlZZ6Y4Zh2F9//fWF1ud9//33y7/99tvXt27dupRhGHbChAkX\nV69eveH48ePTMjIybP/zn/980tn4XC5XbmRkVNLbwDdt2rQyJCTkxKeffvphb699FCQnJGBS3K02\nx4QNDbDIL0BaWho8PT0HKTJCCOl/CoUCf/76E3TKr+JJ2VnwIUHsbW/8mp6Ol5a/Dg0NjcEOkRDy\nCLtvwrx+/fp3P/zww09bl0i075oBAN9+++3rly9fHisSiSq++OKLt0NDQ8P+/e9//1cul3NHjRoV\n3z5hXrNmzbqWcdpPfzMMw37++efvdRdXVFSUX1xcnNu+ffvmt1wTHx8/qvXugo8yDhgoOJwOxxVc\nLjidHCfkcVVZWYnk5GQoFAo4OTlBJBINdkikD1JTU6GozMQc2S4waP4TNElxBmKJJm5cvYKJgUGD\nHCEh5FF234TZ2Ni4+Mknn9ylqqra2O1APJ5MJBJVAEBkZKT/nDlzDgLNM8gymazDfaZNm3b8u+++\nWxEWFha6adOmlb0N/PDhw7N6e82jxMXDHYmpKRh/6gxaXm3UaGoi38QYcxw6tLwm5LF0JTICkRfP\nYTh7Gwwrx2/ho+DpOxYTA4MHOzTSS7nZmXBqilYmyy2cZHGIzEgGKGEmhHSirq4O5eXl0NbWhq6u\nbp/HuW/CbGFhkevm5hYXHBx8Sl1dvQHofAbYxMSkKCwsLNTBwSE1IiJifEsSHBERMV5LS6um/bj+\n/v6Rvr6+16ytrbOee+657X1+gseU/4QJ2J6UhJPa2rBMSESDtiZSRo7ElNBQCIXCwQ6PkEFXWFiI\nqxfP4FXp/6CJWgBAgPwMtl6XwcrWAdbW1oMcIekNdaEmqnmGQLv3EKugA3UNzcEJihDy0JLL5Th5\n7CBuJ9yGIa8a5XJNDBtmgdkLn4Kamlqvx+syYa6qqtLR0dGpCgkJOTF16tSTgLLrBNNZScbWrVuX\nvvXWW19nZGTYrl279iNzc/O81atXb9izZ8/ClrKJ9vh8vjQ3N3dI9kGrqKhAcXExtLS0MGzYMDBM\np4sqB4yKigpeeO013LlzB1lJSVDT1MTzXl4wNDR8oHEQ8rBKiI2Gp/yyMlkGAHU0wEd6AfE3R1LC\nPMSMcnXFjxGj4I4omKK5QrAOGrgsCEao77hBjo4Q8rC5eO40Km+fwRuy36Eqa4QMXJzOnYHD+xgs\neubFXo/XZVu51157bXNVVZWOr6/vtVmzZh3uqs9xd2prazWFQmF9+81JWtu+fftzLYk40JyUczgc\nhYuLyx0PD4+Y3t6ztYFoKyeXy3F43y5kpqfCglOIMuiDp2GIJ555ATo6Ov16L0JI3x3Z/xdMEr6E\nN6LbHI/HSKTYvYEFT/f+FyYZXMlJSThycC/MmCII0IRMuQXG+I/HuIBJgx0aIeQholAo8MV/P8NL\nkq+hiyrlcRl4+Jr/Hl567a1Oc7Y+tZXbvHnzawqFgnPt2jXfH3/88ZXMzEwbR0fHlFmzZh329PS8\n2ZOANTU1a+93TlhYWGhMTIxHaGhoGJ/Pl544cSLExMSkSCwWq02dOvXkhx9++GlP7vWgXDx/Bk3p\nF/CG9HfwIQML4Ip0HPbt5ODFV9944DPNhJDO2TiOwPUUP3hJbirrXlkACQI/ODm5Dm5wpE+cnJ1h\nbfMu0tPTIZPJMNXGBpqaVI5BCGlLIpFArlC0SZYBgAcZ9Lh1qKmp6fUkZ7c1zBwOR+Hn5xfl5+cX\nBQCpqakOR44cmblhw4bVu3fvfqK3D9CZ3Nxci/j4+FEtfZTXrl370fjx4yOuXr062s3NLe5hSphZ\nlsXN6Bt4UXoI/HuFdAyAMYpIRFeNQ0lJCYyNjQc3SEIIAMDZ2RnRVxyxu+x5+EovgAMWN3jj0KDt\njFGulDAPVSoqKhg+fPhgh0EIeYipqKhAXUWAApkpzPD3ZtMNUEO5XBP6+vq9HrPH/cfq6uo0oqOj\nvaKiovxOnjw5tavzkpKSnNsfu3Llypiuzi8tLTWsq6tTNtCsra3VrK6u1uZwOIqmpiaVnsb3ILAs\nC7FEDh1UtjnOgIUepwZ1dXWDFBkhpD0ul4unliyDRcALOGewAqdFK2A47gU8u/RV8Pn8wQ6PEELI\nAGEYBuMmTcFBwdPIxzCwACogwl7+83B1dYO6unrvx+yuxreqqkrn8OHDs/bt2zf/7NmzgVKplP/N\nN9+8+cQTT+w2MDAo6+wae3v7tHnz5u3/6KOP1tbU1GitXr16w9WrV0enpKQ4dnb+7t27n3j//ff/\nb+TIkQkymYyXlpZmv3nz5tcuXbo0jsfjyT744IPPev1ULQ83ADXMP3/3JSaU/wxHpCqPNUANXzP/\ngp6ONtx9/OHj60u9kAkhhBBCBlHMzWhEXjiDOnET+DwuvH1GY/zEyV3maN3VMHeZME+dOvVkXFyc\n2/jx4yNCQkJOBAcHn7K1tc0Qi8Xd9uJobGxU3bhx4ztbt25dKpPJeKtWrfpy5cqVm/h8vrSra+rr\n64XJyclOAoFA4uLicofL5coVCgWnu8WCPTEQCXNqaiqO7v0TIdL9sEU6ymCAEwiFIUrginhcFIRA\n03YM5j7xdL/elxBCCCFkKJHL5RCLxVBTUwOXyx2UGFiWhVQqBZ/Pv+86sz4t+uPz+VJ1dfUGAwOD\nsmHDhuV3NaPcXnR0tNehQ4dme3t73ygqKjK5fPny2FmzZh22tbXN6Oz80tJSwzfffPOby5cvjwWA\nsWPHXv7666/f6st22Q+Cg4MDZj3xLC6dFeFA6V2osfUYy0bCF9fBgMUwyRZ8l6GHoqIimJiYDHa4\nA0omkyEjIwMymQzW1tZ9eouDEEIIIQODZVmkpqYiOf4mWJaF40gPODo6Dvi74CzL4tLF87gWdQVQ\nyABOy+xu4AN/B55hGAgEgn8+zv1KMg4dOjR7z549C2/cuOFdWVmpu2/fvvnTp08/1tUW1M7Ozkmb\nNm1aGRgYeBZobhv34YcfftpVv+WAgIDwl156acvixYt3sizL7Ny5c/HPP/+8LCIiYvw/frgBmGFu\nbfNX6zC/5hsYobTN8RPcWdAJfBd+fn4Ddu/Blp6ejoN7d8EQZVBBE3IUphg3YSLG+P/jHxshZAA1\nNDQg+sY15GckQ6ilAw9ff5ibmw92WISQflBaWoq46Guoq74LU2sHFOZkoiQjDl6Si2CgQIxgAnSt\nRmHeomcGNHENP3caGdeOYbZkB0S4i7vQxWHBU7D0DsWkKSEDdt9/qk8lGe3dvXtX78CBA3P37Nmz\nMD4+flRxcXGn7SAkEokgMzPT5uzZs4EMw7CBgYFnTUxMijrb7Q8AzM3N8/Ly8szvd6wvBjph/uX7\nrzGhdDPs0HbyfI/gBdiHrIC7u/uA3Xsw1dXV4ftvv8QiyS+wQB4AoAZa+E3wGqY/8SJsbW0HOUJC\nSGeqq6vx28+bYdN0Cw6yW6hk9BDFn4xxk6fB23f0YIdHSJ9IJBKkpaVBKpXC2toa2tragx3SoEhI\niMfJI/vhJb8CPUUZYrh+qFGoYjm7GXw0V8XKwcWvgtcxdvZSuLi4DEgcUqkUX29ch2WSr6CDauXx\nGmjiB/4qvPXOmn6Z8R0I3SXMPX55oaend3fp0qVbT58+HZSYmNhlT5/ffvttyZNPPrmroaFBva6u\nTmPRokV/7dix46muzvf09Ly5YcOG1WVlZQalpaWG69evf9fd3T22p3ENJlefcbgoCIUEf6+4z4U5\nsmEJZ+cOzUIeGQnx8XBSJCmTZQDQQg38JacQczViECMjhHQn/EwYXBsuYKZsD5yQAj82Cksk3+Hc\n2VMQi8WDHR4hvZaWloZvvvgv4o58h4ywr/HTd1/h/OkTGMjJsoeRRCLBiaOH8Jz0R0xUnIUrbsFA\nng8f9qoyWQYALuTwlFxEcnx0N6P9M7W1tVBhJG2SZQDQQi2EnCZUV1d3ceXDrcsaZmNj4+LOtsBu\nOVZYWGja2XXr1q1bk5SU5NzSV3nlypWbnJyckl999dUfOjv/zz//fPqTTz75T1BQ0GkAmDJlypnu\nEuyHiaenJ4pyM7EpSRuOSEEdRwe57DDMe+IpqKqqDnZ4A6a+rga6ssIOx/VwF/G1Q/MfAiGPg5TU\nNLzCXm9zTBdVsOQUITMzk/obkyGlvr4eB/fuxJOSrTBHPoDmrlXbolfAxNzqkZ64ai8rKwsmnFIY\ntisR7cxAv5TQ0NBAo4KPOgihgXrl8Qaoo16hMmQ3G+oyYW5fciGVSvnffvvt65s3b37t9ddf/7ar\n6zgcjkIsFqu1JMxisViNy+XKuzpfQ0OjbsOGDatbH/vwww8//fTTTz/s+WMMDoZhMGPuQpSVTURW\nVhYsVFUxx9ERKioPVfvofmdmbokrKp7wb7qE1u9bpHBHwdzaYdDiIoR0j8NhIEPHleoy8AZtBTsh\nfXX79m04sCnKZBkA1CHGOMkJxF61eawSZpZlO2TCTkjCKUyFF24qZ5ll4OKmIAD+o7wGLBaBQADX\nUaNwNP4JzJbuhBoa0QhVHOUvxIjhw4fshGK3O/212L9//7wPPvjgsylTppyJjo720tPTu9vVuV9+\n+eWqMWPGXJk8efI5lmWZc+fOTf7iiy/e7k1Q33zzzZt9SZgjIyP9jx8/Pm3dunVrenvtP2FgYAAD\nA4MHectB5ejoiMs6VjhSsRD+srNQQRNiGU8kCrzxkp//YIdHCOnC8OEjEBUXgFD5QeWL3SKYoIg1\nhI2NzaDGRh5PMpkM+fn54HK5MDMz69VCNHFDA7RlHRtq6aAa9fWP10ZiNjY2OMIaohSGyllmW2SA\nz8jwA7MSvorLYKBArGA8RNaucHJyGtB4AkNm4KRchv/dNocerwGVMnW4ODsjePrsAb3vQOp20d/1\n69d9Vq1a9aW2tnb1F1988baTk1NyTwYtLy/Xj4yM9GcYhvX3948UiUQVvQlKU1Oztra2tldz9lKp\nlP/MM8/8YWNjk/n555+/Bwz8or/HWWNjIyLOn0FC/C3I5ArY21ojIGga9PT0Bjs08phjWRaZmZnI\nz8+HUCjE8OHDoabWbfv4x4ZYLMb2Ld9DWJcBB8lNVHGNcIvjgRlzFsJ5gBYAEdKVhPh4nDx+CLpM\nNWQsF408HcxesBhWVlY9uj4jIwOnd/+ElyVfgNNqevU0dxrg+QqCQqcPUOQPp4T4eJw6uh+e8ivQ\nU5Qile+OQhVHTAyahuy0O2BZFk4jPeDg4HDffsS9VVNTg4hzp5CamgIel4MRrp7wnzARMpkMVVVV\n0NbWhlAo7Nd7DoQ+dclYvHjxzrNnzwZ++OGHnwYFBZ1uX8/s4OCQ2vpzlmWZr7/++i1LS8ucefPm\n7QeaNz958cUXf1mwYMHe3gTc24RZLpdzLS0tc2pqarRWrFjx3cOQMDc2NiI9PR0AYGtrO2B/sIuL\ni5GTkwM1NTU4OTk9tCtPCXkQJBIJdm7bgsaKbDhIYnCXPwxZjC0WPPlsj/8IP+pkMhkSExORn50G\noaYuXN09oKurO9hhkcdMYWEhdm37EU9JfoYxmmeJ02GLg4Jn8err/4KGhsZ9x2BZFn/++hNUiq9i\nnPQ0VCHGLY4HYlQm4sVXVj6W3TJKS0sRe+Mq6qrvYpiNE1zd3Aa8BKK+vh5bvv8fRooj4K64DikE\nuMybjCr90Xh+2WtDaufjPiXMAQEB4fcu7vSECxcuTGz9+UcffbQ2IyPDduPGje+YmJgUAUBMTIzH\n6tWrN8ydO/fA8uXLv299fleLCoHmzUzkcnmvC+q2b9/+XHJyslNLSQbDMOxHH33U+pkQEBDQ22F7\nLS42BqfCjsKCUwgGQI7CFEEh0+Du0X81QwqFAgd37UJ2SgrMs3PQoKONUkNDLHz66SGbGDQ1NaGw\nsBAqKiowMTHp91fAXamrq0NhYSGEQiFMTU0f2H1J/ztz8jhqo3dgjuwvMPdmnDJhg4OqS/DmO2uo\nTpeQh8SR/bshuv0dxrKRbY4f5S2AXsBKjPUf16NxpFIpLl+6iITYG5BIZbCzs8f4ycH0IvABCj9/\nFnVXfsJ02T7lMRYMflV5A2NmL3uoa8nDw8MRHh6u/Hzt2rW93+kvPDw8oKuvNTU1dVjVdvjw4Vk3\nbtzwbr0FtoeHR8yhQ4dm+/r6XmufMHfVx7m/ffzxxw/iNkolJSU4G3YYL0o3Qx/NlSgVEOG3E3KY\nmA6DsXH/PPbVqChUXr+O+QcPgydvXlNZYGqKPQDeevdd8Pn8DtdUVFQgNTUVHA4Hzs7O0NLS6pdY\n+kPU5UhEhJ+DIbcKdQo1cIW6mP/kczA0NBywe7Isi7MnjyHm5k2Y8cpRxWqCp6GPhU8todISNG9p\nmpycjNysNKgLtTDKzf2h/CNUXl6OmBtXUV1RgozsPDwlu6RMlgHABpnQY8uRmZkJe3v7QYyUENKi\nprIMzmzH+mMDWS4qK8t7PA6fz0fApEAETArsz/AeqIKCApw/dgy5xcVQ4fHg5umJCZMnd/p3/GGU\nm56EMbK4NscYsHBquoHcrMkPdcLcfiJ17dq1XZ7bZcKcmJg4/I033vhfQUGBmbe3941ly5b9/Omn\nn35YU1OjVVpaapiRkdFmd4qqqiqd1slyCw0NjbrOsvUVK1Z89/zzz2/z8vLqtBlgZGSk/44dO576\n4YcfXu0y+odQXPQ1eMkvK5NlABChAt7yy4iL9sDUfip4j7tyBb6XLiuTZQAwKyyEfnk54uPjUV1Z\njryMFAg1teAxejxyMlIRfT0KLuxtyMFH+FknTAwMho/v4O9GmJycjOiLx/Gy9EfoSKvAArgldcOO\nbVKs/Ndq8Hg9WpvaYwqFAgBwM/oGcmLPYaXsZ6jLxGABXJeMxq7fFVj+xtuP9UxzU1MT/vj1R3Ar\nM+AkiUY11wBbrrhj2uwFD1XrsdTUVBzetxOesig4KwrAgwP24Ak8h+3Qx99/dNUghkQiGcRIB4ZM\nJkNCQgLSE2PBF6hguLsP7OzsHuv/d8nQYGJhi8wiJ9jL09oczxS4wnmY1eAENQiKi4ux45df4Bke\nAf/MTDSoq+Nmbh725Odj8YsvDol/y+oamqhGx/KXaq4BNDUerhZyd+/eRcS5k0jPyICAx8VId2/4\njw/o0YuTLjORJUuW/Pbmm29+4+HhEXP06NEZAQEB4Tt37lzs6+t7TUNDo8PyUy8vr+gtW7a89NJL\nL21pfXzv3r0LLCwsctufv3bt2o/Wr1//7iuvvPKjvb19mqmpaSGHw1EUFxcb3759e0RISMiJB93t\n4p9iWRbVleVwUHRc46ijKEd5TVW/3atRIoF6Q0OH42o1tThzKgyj5DHwlyegqkgHBzLTwWMleE2+\nGepovmY8dLD1rAKWVjYwMjLqt7j64kbkOUyUHIUOmr8/DAA3Ng4J8jFITk7GiBEj+uU+1dXVOHP8\nEJIzssGygBpHimDZOahDrLyvD3sVcWJ/ZGdnw9raul/u+yDV1dUhLuYmqu+WwcjMEiNHjepTm8NL\n4ecgqriK2bK/mrspyAE3+TVsP8TAzs7uoWidKJfLcezgHjwh+VW5ic4IJOIqfHEaQViMnQCAOmgg\nR2GCGUO0VKkrUqkUO377GUz5HbhJIiGBCk6nT0LGqNFtXpiXlJQgLjYGGUnxqGlogpmRPsYFhg7Z\n0q3BxrIs6urqwOVyoa6uPtjhDFlevmOwJSYauooSuLMxkIGHKM54VKja9Nvv/KHg0pkzcL0SBaeU\nFACAoLoaE4+HYZ+hAQoLC2FmZjbIEd6fu+84HM9OhaMkBRpoTg+LYYzbHFe87Oo2yNH9rbq6Gr9t\n+R5eTefxkiIGjVBFRFQQdmWl45kXX7nvi5MuE+b6+nrh4sWLdwKAk5NT8ubNm19buHDhnq7O/+GH\nH16dOnXqyT/++OMZLy+vaC6XK79165Zrdna2VVhYWGj780UiUcWGDRtWy+Vy7s2bNz1zcnIsgeZt\nsb28vKJ5PJ6sx9+FVrqqix5INTU1CDt6CDmZqZAqGDRhJNzQ9u2JFIEnrGz7720JK2trZNrbwS3m\n700RpTweckxNMEp6DaHsceXxdJkNbJCtTJYBQAdV8JBfQ8ItPxgFDe6+7tXVNTDqpNm6oSwXNTWd\n7qjea01NTdi25Xu4NpzF24rL4ECBaIUXTiMY1shW/iNnAOizZaitre2X+z5IWVlZ2P3nNjjJ42GK\nAqTcckLEBUe8sOw16Ojo9GqsxPhYPCk736bPtjFKYMEpRFpa2kPxB62wsBDqipo2O04CgCdu4gyC\nkA0L1EAbEYJQ+I0ZNyRWaPdGbEwM+GW3sFi6VVmCMkoSjx/i38YoDx/U1NTgq6++wq5dO7F42ji8\n73QH+ihDer499u0owdwnn1O2ksvOzoazs3ObJNrd3R2///47jIyM8M477+Df//43gOaav5kzZ8LM\nzAwSiQSqqqr49ddf4evr22YcuVwOhUKBb775BtOnPxrdCnJycnDy8F5U19ZCwTIwMzHEtDmLqISr\nD7S1tfHsCy/j7HFDnMoLBYcBnO1t8Py02UOmFAFofgHFsmyfF7YV5OdjeG7bOUUOy2JYdg7y8/OH\nRMJsa2sL9zGB2BwpgC0nB1JGgFyFGWbMnvdQLby8ejkCIyVRmKC4AADQRjXmyf7Ez2XGyMzMhK2t\nbbfXd5kwKxSKNj/9lo1IumJgYFAWHR3tdf78+UmJiYnDGxsbVVeuXLlp6tSpJzsr1WjB5XLlPj4+\n1318fK53dU5PPffcc9v/6RgAlFtqtn61wbIsmpqaIBAIlP8wcnNzceXiGWRlZoLHSrEIu2GMYmzB\nMhxHKPxwFQCL61x/lKo5YpZb/73SGh8UhN8yMsEyHFinp6NeQ4jYcf5guQz82UttnwdcCFvtttNC\nXVGNCnHHWeqBIpFIkJ6eDqlUCmtra2hpaaG8vBw8gQDpsIMBylrFDGTynBHcTzXf8bduwUSShgDF\neeWxMYhCOfRxE56YgIsAmpu6Z7PmGG9i0i/3fVBYlsXeHb9hnvwv2KP5LU4f9gYuNkzAkX16eHZp\n7yqb5Aq2zXaqLXiQQi7vch+ifpebm4trl86hvKwU+gaG8B03GRYWFgDurWZGxxkBFgzAMDil+xo0\nNbUQ6Bcw4D1HB0NK/A34SC+2qddWQROQfhLjxu1CWVkZAgMDMW1qEOaoHEdhvgSVPECdH4+pelKE\nn9KDzatvKK91c3NDVFRUm3uEhYXB1NQU+/btUybMDMNg2rRp2LVrFwAgJiYGM2fOxO3btzuMk5WV\nhYkTJ8LR0XHI14+Xl5djz45tmC75C05IgRwc3Mj3xe+/VGH5G29Th6I+MDQ0xOIlL0Mul4NhmCHV\nTaG+vh5nTxzB7aRUKFjAxtwIgaFzev2OrYa6Oqq1tKFd3XZyqEZfv0edQh4W4wImwc3TGxkZGeDx\neJhrb/9QvBPZWl5mKoLkCW2OccDCURKN3NyQvifMEolEkJqa6gA0t4xr+ZxlWYZhGLZ9WzmgeXZ3\n8uTJ5yZPnnyub48zuO7evYuzYYeRmpkL5t6r3cDQWcjOysTFsydQ19AEDocDd3d36BkYI+LMEYyV\nnEENXOGPSFii+VXiEvyKcATgR+YVCAQqcBk+As9PCurX/3n09fXxwvJXcensWZzNzISaqio8/P1x\n6fxJSMRtf3FbIwuxcIcz7ijTCxYMElVGw8++f4vx5XI5OBxOh7c20tLScHDvLpgxxVBhxTipsISV\ntQ1yszNgJ0tEBMZDE7VwwR00QA0XeFOhomve57IIlmWRn5+PlDu3AYZBWUkR7CXxHc6zRzquwA/+\nuIQq6OA0fzYsbeyG3EY0t2/fhkBeCzu0rQf0QxQiCiZAJpP1qhbcwdEJN+N9EKg4pTxWC01kyi0Q\ncp9fKv0lKSkJYQd3YYL0BMaxecivNsfenCyEznkSzs7OMDU1RSNXC1mwgjWyldfdYHxhb22ORc8u\nfSBxDpbmFwwdE4yiquZuMyKRCKWlpagty8N/myQQywCxFGiUAb/OTkYepwosy3b7NuTevXvxwQcf\n4I033kBOTg4sLS3RvrOSh4cHZs6ciV27diE0tO2bidbW1li+fDm2bt2K9evX98+D97OKigpEX43E\n3dIi6JuYw8t3TKeLW69fiYC3LBLOaN6OgAc5/NgryJU6ISEhAZ6eng869EfGUOteI5PJ8PvWH2Bb\nE4635BfAhwRxOe7YtrUYz734Sq8W93sHBOBSYREM9u2HWmMjACDT2hpVBvpwdHQcqEcYEJqamnDr\nx4nB/qYu1EB1uQ7Q7l3JKp4JzHrwDmSXf0HNzc3zXn755Z9aPrewsMht+ZxhGPb8+fOT+hz1Q6i+\nvh7btv4AH/EpzGKvQwEOolL9sTUnBxxZA+ZKd8AcuaiRayMsdi5i5CZ4UbEFBijDRUyAJXKUYwnR\ngGkIQyNXB7Yh7wzY/0AikQizn3gCGRkZuBF5HjFXLkCoLsRZSQiekP+hTI7roYocWGA/5mE0rkEO\nLq7wJ4Gn79BvM2/5+fk4d+IQcovKweUwGOnijMCQGVBTU0N9fT0O7t2JxZKtGHZvC9N6CPFz+jJM\nZC/BC9HIgQXOYzIOMHPBZQDXESOxeOr0Pi14YFkWJ44eRNrtm3CVRgFgUMjxQR3jBU/2Zps5yRLG\nBDWqlvis8T9QF3Dg6eWN8RMHd7W1VCpFbW0tNDQ0UFFRgYqKChgYGHQ7c1FcXAweZB3mWzmQA2A7\nJDn3M35SEH5LT0NDow6cZDGoYnQRxQ+E/7iJD2TWg2VZnD5+EPMl25UvRI3ZEhhISnH4eHPPcQ6H\ng5nzFmHfbhlGKWJgKMtFFn8EcvhOeG763AGPcbA5u/niWmkiHCSp4KB5IWsdhBB5zMYHc3mJAAAg\nAElEQVSpN6cgIiICX331FUY4WuPghFzotmrFWgE9XFVp+8L21q1bytXsDMPgm2++wYkTJ7Bp0yaE\nhYVh3759WLVqVaexDB8+HCkpKR0S5pavbdmypZOrBl9WVhb27fodnrIr8FDkIC/fFltjb2LR00tg\nbm7e5tyy4nyMU2R2GMNckoTy4kIAlDA/LpKTk6HekI0p8uPK37neuIFKqQ5++1mOqdNnw92jZ/8/\njBo1CuWFhdinrgbjirtoEKpDoq2NOQsXIupKJEryMqGtZwQPn9EQiUQD91CPAffR43H+/9l77+io\nzizd+3cqSKWccw5IQkJCiYwIIoMBk9wGHMDGxrm73T09373z9ZpZ687qu6bDtLuNM2AbMMFgcs5Z\nQhJCSCjnnLNUuc75/ihRUBaYYNy2e77nP506sXTqfZ9372c/u7mKcH0lDkMS1XqCKBeimP0QxewP\ntJXLyclJff/9999ua2vzBnO0+cfQCf/QuJ6dxQj9TSs5Q7p4iiatLx5SG8FDk7YLvSw3bOPPwm8t\nKWs3umnGj0gqLMdKQLMQQOoDbLh6enro7OzE3d39sSy7srMyuXL6ENP0R/GmlUohistM5iPlu8Qb\nrnFTSKZPciKEahoI5CsikQkibh7BvLjmlSeSAmtra2PHlk3M1u/jOW6hFVWcL5zNtpYmXn7tHQoK\nCoiWii1kGcCBQdKlMxQTSyo5hFDHWj6nTgrikNMbPPX0ciRJQhTFR77HyspKqm9l8Zr+PXOKGhhv\nusoHwptcYzzjyQSgCT9ylJN5fs16vL29f/RqZFEUuXDmJNnZWdiiY9AgQymYCFG00ogfXn5BrFi1\n5p6ZioCAAHJwooEAAmm0bM8jETu5+MiaQGdnZ15545fkZF0jq7IIe0dnFo2d/A8rhOzu7kbUayy/\nu9sIpg6TXk13dzfu7u5ERETwyhu/5Mb1bGo7W/ELDGdeUtL/iM5+iUlJlN5KYlPzLxmtu0K74EU+\no3GRBqi9uhul4Mm2LV/yt/f+yr7OWNYGmDNMRuScVC4mOWWs1flGjx5tJck4dOgQSUlJODo6MmfO\nHDZs2HBfwmw0Gu/7+/muz35MSJLEkX27eFq/jRFDY3e0qRRfUy3HDzjyylvvWu3v7uVLY3MQ4ZI1\naW6yGUGI149bOP3/4x+L5oY6InR5wwIUI6igXgzmzLGD+AcEPpQ8QxAEZsybx7i0NOrr61GpVDg4\nOLDt808ZYSgg2lhEmyyAzTeyWbx8FVFRUT/MQ/0PQExMDK3jZrAh044IoRatYE8zvixdsfKhalwe\nmKN99tlnd/7xj3/8XXh4uGWU+GckzE215SQYbw3bPlIqogFr0b0SA7600IY3rvQwnkxOMAd3unCn\nCxNyzjMVpbOvRW/5bRgMBg7u2UFlVSW+8h5aTa6EhIby9IrVD6WFa2pqoqS4mGtXL/Kq6WM86ALA\nX2rGmW4ynJ6j1mUdspocfs1/Y4c51VNCDEekBXR2tDMwMPBEfHUzLp1lvPEco7kJmMnwfNM+PusN\np6KiAvXgAC6GlmHHudLLINYvqS16REnkxJGD5OXloTOKBHq7Mn3u4ocma4V52YzRn7OQZQAVWsaT\nyQXFLPLlk5EJIj2SK/MXLf3RXUJu4+K509RkH2G9fisu9DKAIwekRTjpu/klX3CkcSnHDjjx9DOr\nAPOE39/fjyAIREVFIVPasV2/mvFk4kMr1YSRKyQzYeLjJYPs7e2ZMm06TJv+4J2fMGxsbNCLMkzI\nUXBHM21Cjl6UWf1GXF1dmTItnYaGBsux/xMgl8t59oWXKSsro6RgDCUlJTxt+pqRphIwQS8ufJn/\nOv/3j38m4+JpPtW04ym1UyMFExIeydQH+Nbu2rWLM2fOWBYfBoOBxsbGe+5bWFjI+PHj7/tZfHz8\n93tYzHKv0tJSS8YlKirqey34Ozs7MWoHrAIdALEUcbS3l/7+fpyc7lhiqeyduMxEAqkllBokBG6S\nSK1sBE8lJDz2ffxPgtFopLa2FkEQCA4OxmQy0drair29PZ6enj/27T00nFzdaVGGgOGK1fZ2vHCj\nm3BTLTevpzJ7/sKHPqejo6Mlw7P9i0+ZqD3KeGloASveIlJfzDf7lPzqX/7Xz0rr/VOCIAhMmzGb\n5DHjqa6uRqlUMmLEiIcOKD2QMLu5uXXPmzfv2IOK/n7ucHbzpKPWF8Riq+0t+A6lte9ARKADL3ow\nN/6Ip4ABHPiY9digx4ASW1sbpk++P9E4cXgfUuUpfm3chdJgwIiCw9XLOLLfhiXPrL7vcZIkcXj/\nHiqLbxJkKMNdcreQ5dsYxS0O9gwil8mYLZ2wkGWAGErIIRUNbjQ1NT0RwtzcUMcY0VrSLgAR+pu0\ntLQQHBLKmaxUpuouWhUo3SIOP5qsjsuRTwBBTv+N3aw3HsKZfopbY9izvZtnX1g3LE16L5iMhnsW\nrNlIOqKjY0geNxlRFAkMDHziHs+PC6PRSFZmBq8YtuFCLwCODLCEffydX6LDBpNRoqSknNlqNZ2d\nnRzb/zW9fb1ICHi4u7Ng0RJOHD3Add145JKBQRyIGxXPtOn/eML7feHo6Ii/ny+ZjZOZLF6wbM+Q\nTSbA389KFlJeXs7BvbtwEnsRBIk+XHlqyYqfnf7vcSCTyYiJiUGj0aArP2Mmy0NwoZdp+qPcyg/l\njV/+CzU1NfT39zPV3/+B5ESr1XL8+HGampos+y5fvpy9e/eS8C1ymJuby7Fjx/jzn/9MV5f1WFRd\nXc1nn33GqVOnvtdzdnd3s3XzJ7joGwkwlJOhjOaMXSDPv7T+sRswyWQyREnAPFrdGZckBCQJK1LS\n19dHbvY15klHOMQiAAwoEQSJqJFxP3jr4X8GFBUWcuTgXjyELiQEOgxOSIKAp2KAftEOZzdPlq18\n8ZEdfX4MJCQkcOlcNOWMsBRZd+DJZSaznD10ih7UDvQ+1rmNRiNVdU2skKxbVIRQh73YS2Nj40PN\ng08avb29nDtxhOKycgRBYGT0CNLnPGW1qPy5wNnZmdGjRz/ycQ9kC+vWrduYkJCQP3HixKsymUwE\nc4R58+bNLz3Gff5kkTx2ItsKbhIlFuOLORpaRzAF8mTcZP0MGBxwZBATcs7K5+Di7suFvoU0itF4\nGWookycgl2SoBJGppjMIOomsYwNUFOez7NnnrQZfnU7HraJi3jHutRA7BUbmGvfzt/IY1Gr1ff09\nCwsLaSrO5A39BtrxZD9LkMAqNaRFhSAI9HR3cZoZlBLNeDIsxNqNbloJfmIvup2dPe3d3vjTTD+O\nVBGBHBPNinBGOTsTERHBFc9w9rQ+R5rxJCq05MlSKJSPwQY9XsYOnKR+CpWpNNjGImr6WGLczg2S\nyGQCXbjjbOjj6IFvWP/Wr77zXiRJwiDJyWIso8lDNjQRisjIs0lj8qgkgoOD0ev1lJaWotfrCQsL\n+8EGaVEUKS8vp7W1FRcXF2JjY++5mm1paUEyanDD2qvbHg12qFGhRYEBO7GHj97/K3q9kUWmr4ml\n2BzpahvN8cN9rH/zV7S1taFWqwkMDPxJduZ7WCxctpJtn/dRoU0gSF9KvU00A6oAnlv6rGWfrq4u\n9u/ePuTFbJZv1BPIzj1G1q5/62cVtfo+6Ovrw9NQO2y7J+309/YiCMIDMzR3yyaOHTvGpEmTrL6/\n1atX87e//Y2EhASOHj3KyJEjMZlM2NnZsX37dpydnenq6rJooW83CPrLX/5CZGTk93q+A7u/InXg\nMBOloYie7gTnDTM5ss+VlS++8ljndHNzw8HZlYLOUSRwp3L+hpCCj5enVYq2rKyMKKGCRPIZTQEd\neKLAiEZSsa/qhy0Qvj2GVJUVY6OyI3500g/aAfWHQHt7O0f272a14VP8aaaAeC4wlefYhquxBxGB\nzPZJfPWFntff+c1PPoJqb2/PL1av4euvJFT6DhykQdrxYianCKKOyzZzif6eNrL3SuNLCD+KvEmr\n1fLFZx8Srz7H2+JVQCCzaBKf19ay/q1f/+TcMH4oPJAw/9d//de//v73v/8/fn5+zbe3/TNKMnx9\nfZm7eDlbD8nxELoRJRm9ghtLlz5DXVU5G6674iXvo9vkgK9fAKt/8RyCIFCQn09vdyeBciXanNO8\non8fJWYL6UT9DTbX/JLS0lKr1pBqtRqVYLTyRQZQocNBpmdwcHAYYb5ta5effYWJ+lPYoMefZiQE\nbjGKeMxyEgnYLTyLvaRmungSLzqoIJLNvMxzbMWbdkqJRq5yoq+vj/LycsLDwx+7Srm5uZnmtk66\nSKcNT3JJJZxKdKioNXoTj3kiXvniOq5cjOTrvBgMRhORkZE8N3EqmRlXuFiqQDIZMEgqFJpBNKKC\n9/g1Mkws4xsCaKSOYPZ1LiUn+xqpY8bd934KCgrorMrDAS1beYExZCMhcEWYhKP/SKKjo6moqGDv\n19sJEJqxkwY5JYWRnDKWGXPmP9HBSK1Wm7vl9TcQpr9FoU04Z04EsfrFdcNkIPk3shGR0YOrpYEL\ngBo7NNjRgi99uBBBFQ0aPTpcaCCIOIoQkEiUbpBvSGHLxg/QawYZMAggyBkZGcqsBU8/thdmZ2cn\nBfk3Meh1RIyIJiws7B82YLu6uvL6O7+1pOHHengQHR1t9a7eyMki0ZRlpXUOooFkUyY3slOZNe+n\n5f+r0WgoLi6mqrKSwa4W7OztiU+dSExMzPf6Xv39/TlrM5p03WmrxXOFLAb/oNAHHh8aGsrVq1ct\nfy9ZsoQlS5ZY7XP3tt7ee0fPQkNDUd+jodL3QW9vL+3t7TwvWVveTRIv8Jf6SWg0msfSrAuCwOyn\nlrJrWy9lpmhCqKFKiKBOOZI1dy3Khh2HZLHA1PDD2k8ajUZ2bt2MurmUUfoMtDIntmSNIy19DuMm\nTPpBr/0kkZuVQarpCv6YaUQWY5nDCctYJ0NioniZW5pxVFdXP9De60lBFEUE4fFIaHBwMG/+6nd8\n8sF72KkLeUH8EgUmjsiX0OswYlgm5mGhUCiICAkgp2YcE6XLlu3VhKKVO+Pv7/9Q5xkcHCQr8yq1\n5YWo7B1IHJtGdHT0Yz3rjdzrBOmKSBfvZIpmiifo1vlxMy+PsePuPyf/mNDpdBQVFdHX14e/v//3\n7oL6QMLs6+vbsnLlyh0qlUr7oH1/7hg1Kp7o6Bjq6+stGiu5XE5UVBSTpqbT3t6Ok5OTJWpnMBjo\n6+7gxo1cjHodM7hoIctgth1K0V+gJD/RijA7OztjFGzowMPSQnsQe9rxYlC0HRbtvJl3gwunjzOo\n0SFJJpREEUsRckwsYw/bWc1NRuNHCxU2o+kw2POG+AFudAPgSD/1BPIlL6LEgF5QgUZD4aG/o8ae\ngzJPlj/7PCEhIY/8nV08fZR001E68OAmSbzBhzhhbvrRIvmw+YCEm7s7wcHBTJ85m+kzZwPmjnSb\nPn6fME0Oy0y5FBNDIaN4mn2EUUMLPhxlARWMIJh6wqhhlfQV28+6kZwyxioCoVarybh8kcL8Gwyq\n1YSIDcRTQBGxXGUC9qjRyZ1JGzcZrVbL3q+386x+I670cp0UgjCQl6XDyc2TcU/wh3/y8H5Cus8z\nx3TITGJ0kCcksnenLa+98xurH25jTSWx0i328zRL+QZn+hnEnn0swZUe3OjhBbZYIuaXmcQVJhFF\nGWFUc5YZ9JlUTOndgTP9FBJHhRSJU/kuvtzY/FhRgKxrGVw4fZzR4nVUYj/Hr4/HM3gky1e9cN8I\n0L08zL8P5HI5sbGx9/28t6uNcNNwXa232ERpV/s9jvjxUFCQz9GD+wgwVmEjaWkmnHAquFBfQlXs\nOBY8vfyxzx0ZGclFt2AOdaxgmvEEdqjJJ4FrimmsnfLzNjTS6/WoZEbkQ04gt6HAgEIQ0ev1j0WY\nJUniwumjjJSKcKONVnxxlbpoknQWnfRtREVFceZEJL0444LZL1cCMoRJDAxq2PLZBiZMm/PEvKZF\nUaSjo4NbBQXQlMM6wyazE4oIKeI1PjkrI3pk3M9CvgDQ39NBtHinjqUHV3wYXtfiKzXS0/PkOuLe\nD7ddnWqbOlDIrV2dHgV2dna88vo7XDx3ih1FMQgIjIyL58XpM79X85U5C5fx5cY2Wg3BhBmKaJMH\nclOeytJlzz5U9L2/v59Nn2wgUnudKcZc+nHibEMFjSlTmTFnuJPNg9BYXUaU4eaw7SP0eVTXlMET\nmDfb2tqorq5GpVIRExPzvaLWoiiSlZXFhdPHCaYWb1M952wSuegazOq1rz62hOqBhDk4OLguMTEx\nb86cOSfs7e3VYI4w/+EPf/jfj3XFnziUSqWl+9XdsLOzG1bAt2/XNqg9z3rDAS6Rds/z3SsUL5fL\nmTRlGrsv9DJLv59sxlJLCHLBhAyJkpJi4uPNq9OMjKtkntrPcnEHgTTQiwsHWcRnrGM5e/CjhTf4\ngA8Vv8YpfgXRLi7YZu7DTWsmyzmkcoYZxFCMD63cIh43qZM+kzNppsP400wlEXy9XeKdd3/3UC+p\nJElcz8kh89IZuvo1dEkpqNAwlfMWsgzmznCjpRvs3rGVd3/3vy0kSpIkDu7bQ8TgVZ6SDiMBh1jI\nCr62WIgF0MSz7OAD3mIiV1GhxZdWMOno7++3REy1Wi0bP34fQ38H9tIgEbRTSSR9uBJOJWoc6cKD\nABoZGBigsLCQSKkcBUY+5VXiKCSBfDzETs4cV+Dh4fG908dgLlAqKivnVdNV1DhYGseMlvK4ODiP\n1tZWK69OewcHwjqrcUTNR7yBPWr6ccKTNrpw5zm2WcgywESukskErjEWV3rIJZm32IDdUJvvMKo5\nxSyMkgIfXTkF+fmkjhnz0Pff3d3N+dPHedXwd0sUaJL+ClvrXiM3dxSpqalW+7e3t3Pm2AHKaxqR\nyyAuJprJ02fh7u7+g0ak/YIjqKqMJ/Fbg3mVMg7f4H9MlOph0N3dzbGDe1lr+Ajvoa6WAziymZeY\noz/IsSJbmsZOfOjo0bchCAKr17zK2ZOBfFgwCr1JIiLQh+fmLf7ZylL6+/uprq5GoVBgkNnRSAAB\ndznAVBOGys7+sTXMTU1N9LU38qK416q2ItRQx5Vz3laWm87OzkydPpNN502MMVzCSeolj0T6JSfW\nGj+irdGbw7tbmLFgOQnfsxVwcXExJw7vRW4cRK2XcJKUdOJhiWq70EucVEBRURETJ058rGtUVFRw\n5dxx2ju6cXNxZPzU2cQ9hK3WvXC7kE+SJEJCQu5JFP1CRlBZE0+8wZwJvV2UPJp8JKCCSPJJoNoQ\njKqjA71e/0SKdwcHBykqKkKv1xMeHo6fn98wVyeNUcWFu1ydZDIZJpOJ8vJyent78fPzIygo6L7j\nmIODA/Oeepp5d7Wj/75wd3fntbff5Ubudarrq3Hx9GZdytiHlthdPn+aWPVlZotHLdui9OW8n6Mi\neeyER5bqObq60yXz5ltrVjplPji6fD+rO1EUObTvaypLComWihmQu3LiSDBLn1n1WHOxRqNh2+ZP\n6OxoY7G0z+Kbnq47w+GOZZw5EcCCxcse614fSJjnzp17fO7cucf/GWUY90JfXx99fX14eHh852qz\nra2NhtoqVhpOcJ5pNONHNWGkkGvRJRuRk61IY1pC6rDjx0+cjFyhYM8JFSniNZazB6VkoMEQyI59\nOoxGE8HBwVw4eZhnpd0EDVmyudLLs+ziv3mXjaxjIlepskkgKDiKRYsWUVdXR2mGmfR24c45pvMq\nn2CDgeuk4EszLfgSSjUnmMtaPieCSkKkagoLC0lOTr7n8xqNRoqKimhvbaWjo42uqlwWG3bjRzO1\nBLOPpbgyPE3rRjeSfoC6ujpLBPvKpQs0VJXwnHQdAB0qBnAcZiHmxACedNCGF8HUo8YOvaSw+r9c\nz8nG1N/GGCmHNC7yFasZQxYzuNPW+RKTyTBNZqyfH5WVlbgYWznOPGZyisQhZ484igiTqtn9lYhC\nqSI4KIC0GfMem8A0NDQgmHRswtw8w5s25nMUH1qxl+nR6/VW+3sFRnCufibrpE9J4yJ9uFBFCKeZ\nhYjc4hl5GzIkHBhkEHsqiCCScgtZvo1E8tjBSibor9LSUA2PQJiLiooYJeZbyUPkmJigP0Xm9Sii\no6Opq6vD1tYWd3d3vtz0MWm6oyyWbnBenE5eoY5bhYU42KuYkj6H5JThv4FHRUdHBzU1NahUKqKj\no1EqlSQmJZN5ZSSXTFMZK2YgYG5cUqkcxawncM0nhfy8G2av6LtawDsywESucot4RhmyKSsrfez3\nDUClUjF/0VLmL1r6wIYkP3VcOHuKzIwrhMvq0WKHQfTiK8VLzDQewX9IonVePpv5sx/Pqx3M71Mg\njVZkGSCIetq7+4btP37iZIJCwsjLSSIj/zqppgzSuIwSA96046bv5usTdoyKT3j8NsmNjRzZt5Nn\n9J8TTD0iArkks5XneYv3sbld8yLpLRrxR0Vh4S1OHNjFbP0+Qqilqc2fkwdaGehb+Mgyj5KSEg7t\n242H0IUgSXwjujF/0dJhrijJKal8nDGKi6ZpjBUzGUMWB3gae9TUEEopMYwng5FSMfk5HXxeVsiL\nr7xhFQk0Go1oNBrs7e0fSkJYVFjIof17GEEFDmIPOy+MJmxEHAhYuTo5WlydwqioqMDNzY3tX27E\nxdCMt6mRbFkUzt5B/OL5l5+oVlcURaqqqujt7cXHx4eAgADLu6zRaKipqcHL24ex48YPK07XarVc\nuXSB0ls3kMtljExIZfzEyZZFRnlpMc+K2VbH2KEhmjIqKioY8whzAUBS6ni25uUyUizAZ2gMa8GX\nXPl41qaOfcDR343c69fpLL3C24ZPzNzJCHUEsfNreOfd3z1yNPjUsUM4dV7HJDlayDKY67ymmU6y\noSCB+YuWPta48UDCvGbNmi8e+aw/ITzsxKHVajmwezu1dbW4ydV0mRxJTk5mxpwF9xz8mpubcZR6\n+JI1lsifgMTfeYvJXEFA4jqpDApO96zWFwQBdw8v3BQaZurv6A4DaWCOeJTjh2SERUahk2wIuauL\nGTCkX24khFoy5VNIn/00ycnJCIJAUFAQWqUbpbpoWvBhFAWAwCesZwTlJHGDDjy5yiSMyFFjhz0a\n3A2N9Pb2IooikiRRU1ODVqslJCQEk8nEFx9/glNTE96VlfT7+TLo64qtXIsGO+oIwRYtJ5mFPYME\nDDlfSEAJI3GT9dPXZ56AdDodly9eQCaZyGIsAzjhwAACEv0448ydicqEnB5cyWACu3kGUZDh4eZm\n9f8ou5WLQZKTTA57WUoNYdQRQiUjmMFpIqlkAhlcZiq9vb1otVoKhBQMElaFPgCRVGAnaXhav532\nKm++qm9g9ZpX7ktimpubKSsrw8nJiZiYGIvuvK+vj93bv2SBdIRRFFjsp7bxHCv4mm7RGb+7Wm9X\nVlZSkHWJCKmaDbxNOJX040STEIgjg9hIfVQSYWV/1YMr3bgBIicFP0KpG5bO0GGLEgPtimCc3R6t\nMEmr0aAUh2tRbdDT29vDh3/7C6HyJgZwpMPkTKRYzDgpk0MspA9nXpc+wpUeGgf92XeiH0GQkXSf\nxdiDYHaG2U1p0S2iKKdf5sqxQ/6sWPk8oaGhrFn3OqeO+PKnKrMbyIiwQNYsWHLfwtkfAxr1AM6m\nzmHbnelFgx32MgO28ifn2PJzJsulpaUUZJ7hTcMGHIcyM3UE85XsRU4Ic7CVdLjQg4/QzrmThwkJ\nCXmsAmZ3d3cu4T+saLqRADxc7riwGAwGBEFAoVAQEBCAre0UKouuk246Z3W+AJrAqKW3t/eBETyj\n0cjVy5e5lZ2NwWhkRGwsaenpZF05x2TDKYKHOpHJkEjlOhWMoJBRJHEDLSpuyRJ5/jH8eCVJ4uzx\nQyzTb7Fk86Ipw0O/kU9PKbFR2ZOYmPhQ709XVxeH9u7kF/pN1BBOFmMxoefQ3p20tTQzfcZM6urq\nqCwvRWljy9PLV3I9I4A/V04zf1++PhzrfQn1YB+/lN6zuDmNNBSzr3cV1zKuMnV6OqIocu7UcXKu\n5yCXjCBXMmHSFCZOnnLf+xwcHOTQ/j28aPjInJkE0k0n2FL+GoMKL8be09Upn+bmZs4cP0ja4Dck\nDwV0jMj5qnkNu7bb8tTiJbi7uz/y9/5tdHd3s/3Lz7DRtOIjNnFFCMPVJ4hfPPcSN65nc+HcGYJk\nLegFGw7gydPLV1qireXl5ezf+SUaUY5SMhBJOc2XC9lacos1r7yJXC5HqZCjZzi51wt2jyUV8fHx\nYc7CZXxxWI6frB0JgVbRkwWLl33vDFZe1iWm649ZOVsFU08otZSUlDxS4zdRFLlVVMwi8QbXGR4w\nsUODQXz82O9Pw1PrB8THf/sTMxcsuae2rKqqirysy2gGB+gZ0BDYe41fi/tQGowM4sDXN9Zwxc6B\ntGn31gC2G11YzH7iKEICbhHPUeZzjumEUIu9cZAevSsHvv6aSenpwyqbOzs7CTBWDjM/D6QeJCMV\n5WUokWjD27KqA7PjQxs+zOUYufIphIWFYTAYqK+vx8bGbEu37Qs1jmIPCRRwhhmMIZs07jRliaGU\nT3kVIwpKiCaXZPSXLpBx+QKCaMCFHpxlGg4JwTja2BFxNYOkHPMAwg0oiYnim/HLUSvtGUkxczhJ\nG158xXNM5hIRVHKVSYgI9EjuFvlBS0sLKjSosUGGyFiu0YU7ZURxhPmsYA8KjIgInGEGOpRoUDGK\nAgKlBgq6x7Fr62ZWrXkFQRCQKWxxYJBdrMSHFt7lL9ihpZwR7GcJv2AnQTSgRM+ZA1sJMZajFAPQ\n4XxPuQyYIw4hUg7tBk/27XYibfpMRo4caRloBgYG2LrpI7p7erBDiw5bThxWMm/hYhKTkrmefY04\nUy4J3G7FLZFMLnUEs1P+AjNmz7UatK6eO8Fs4wHiKaCPs1QThg0GDrOIWdJx+nDmG5biQi8BNBBI\nIxeYRgjV1BFCqpRJtjCRVnzwGZocRAQuM5kAGrglS+G1h+w6dfv5buRcQ08KjmxT8dAAACAASURB\nVPSRQIFFUpLNWPRaNW+J7+NgNBPqMqLYz2K6cKWIWH7FnYYxATSxWP8V+8+5kJiU9EhETqPRUFBQ\nQGlJEb11t3jD+AH2Q5NqFWHs3gG//M2/4ubmxjPPvWSJuMlkMtRqNWdPn6CiOB+lQsmo1EmkpKT8\nQ6rvJUkiLy+PnKsX6erpRiGT4eDihqBIYYIxwyqiWUwsPrSQJ5vIy4+ZEv9nQ27Geaboj1nIMpgb\n1kSIJXTgiQZ7HBlkiXEvFwZmcv5UOAuXPvPI1wkMDMTO3Y9T7QuYbjqJEgNteHHcZhnp0+bQ1NTE\nqcN7aWjtAASiwoOZs3AZKpUKjUmBAYVVzYoeJTpR/sAopCRJbP30U8gvYPy1LJQGA2WjYtlUXIy9\ng4IUabgm358myhhhdpOwmUl84pjHcsro7e1Fo1YPy+Z50omL2M3lozvo7mglfdbcB54r73o2iaZs\nyoihniDW8jkedNIi+bInQ01FaRHGvhbiDNdQy5zYI0ti+qz5LFv5AmBe1F2+fJn+c3/CznSnREoA\nUoyXOXkrianT0zl59CDtN4+z3rATV3rN4/KlbgRBYOLkKfe8t8LCQqIos5BlMPdPSNMf5wjP0o63\npQDxNtqVofhKEsbBLpKGyHIj/uziWdxMXdjVnmbTR7XExI5iweLlDzWW3K7p6O7uprKyEqVSSXR0\nNHt3biGp7xATRXNRn4jAoeYVfPO1HW315aw3fGDJ2NYRzM6vRd545zf09PSwd+dWnjLtZyTFDODI\nGWbQb5SQdZZTWFhIQkICo5LGcflyKc8YvrAE9FrxoUoK4anHtNuMT0ggOiaGmpoawNz2/vvotG9D\nq9PheJeU8zYcTV1oNI/mZixJEiZRIowqjvAUPbhYZb7zSSA88PGblP3TE+ZZPZ+xf/cgv3je2sP3\nwtnT3Mw8S7g+ny780OJMGSEk4UswDTgwyFP6XWzJ9GXy1OnDvuBrVy4ymjxGUQiYf+QJ5FNDCDel\nBOqNQSRcz2dUeyEtBbf4orSMFS88b2Xt5OHhwXWGNzZpIBBbSYsDaqIo4SgLeIZdOKDGiJxTzMKJ\nPjzpxChKFBTc5NqVS/jKu9BItvTjDJJIAI3kk0A/zizgiNU1vGjHm1auMJECYTRLpT1ESJX04cQJ\n5iIhsNy0h3Y82Kh/lfgbeVbHR5WWkzNuDKlkM4Oz5m2UEUUZn/Eq2YwhkgrsFSZcwiPw8vJCkiTk\ncjlaI0ziMlO5aDlfOJVsYh1/4l/wo5l2wROjpMAGA4E0ISLjGPNJNWRT2OxNbW0toaGhpE5IY9+e\nRtylLhZwp01pFGVM4xxXmcQkriBKAuv072GDETkmPuAtcklmDHe8LksYiQ16mvBlByvNq/fuExQc\nKef08UBWv7gOb29vtmz8iIie06RzFiVGWvFmu7SaY4cPEBgUTHtTLXFG62YIACHUMBAwl5RvpbDa\nOjotrdWd6Wf0ENE+yny6ceUaE0jjEj60UkEkx5iPPw00EogDA1QwAoVkYDMvEcctnOkjn9HoBHtk\ntvYsf2b1Q+s8RVFk66aPkOm6SJYKaSCQC0xjDFl04041YcwTj1pJRKIow59mcknBlxarhjFgzpr0\nDuowGo0PPcA2NjayY8tmwsRyQg3VVBDJF7zEC2zBkQHCqSaQBkpKSizV6LcnMI1Gw+ZP3idkMId5\nxmtoseXKqXJqyotYvvKFBw6WXV1dVFRUoFAorDIHDwOdTseWTR/T0d7GeOkqSdxAhy0X2qZRRTi7\nhGeYKl3AZDSQL0+hTBYFchWTp816IpGrfwYMDgxYSYFuw4t2vOhgChc5wGJOMocp4kU+LhnPw7eH\nMC8Ir148R1nJLeQyGRUu08ntTcVBoUcn2DE1fRb+/v5s/Ph9Zun28RwFGFFwtTKNLz5r5cV1rxMY\nEMjF+hmkiycsLs4X5LMICwn+zvelr6+PHVs3o66sY/nhI8iGCNX4S1cw2tjSMzaFOlkowaI1oa1W\nRKNxiaHGcz6zUiY8VnFha2sr27/ciEE0W4/e7c9vQo4ae54zbGHLNXvGTphs5XV+z2fp6cDP1M55\n0nmTD3BkAABfWnhG/IpNnev4jfQXbDCCCcaZLvHZKYHIqGhLsaJcLsckDB8TTCiQyeVoNBpu3rzJ\n24atFlcpLzpYqt/KpvNOXLt6EUmC6OgYpsyYY8k06PV6HEzD3yEH1Mht7TjPfIL0dbjTjQQUEkej\nLIQgpRI7U5+lI+YunmU+R4kZSu3rDUq+Kn6VbL9gxt2nUQ+Ys49njh2gsr4VJUZkgsRIeQU6wYHj\nh4ORSQbGi3eansiQmGE8woaqSGZIJ61IXjB1xIhF5N+8SX1VCemmY8QN8Q5n+ljMfj7gLaINxdSU\nF5GQkMCESZPZUVHCp20ejNRlMaDwpFCI56nFy75XF1QbG5sn3mkwNHwEhfmj8bnLgcOAglJZHCsf\nsbOsXC4nyMeDyuYRTOECW3iRqZzHiw7KGEG2zXRWz1183+MNhuH9G+7Gz5ow/+lPf/qXDRs2vOXu\n7t518ODBRUFBQfXf3ieSCqYZjpJxIYSg58zW0b29vVzLuESKIZNi4pjKeTzoopQotvMca/kcH1rx\npAON3jhsotfr9XS3NzLxW1IJgCDqKDAlMOPYWXxbzatb35ZW3Do7Oe7owGvvvmuZsMPDw9HaeHJW\nO500LqHESCP+nGEmRkHBQukwYVSjw473eQcv2unAExGB1/mQfBIwmUzcuHyKV4yf4G4wF/p9zHoi\nqGQmp9nNM/Thgonhq2EjCm4IKSyWDljS/S70MZ/DfMhb/Bf/ioiAIErITdbNW2SShMwoEm1TarXd\nm3Y86KBV8KVQOY7k5BSmzZzD9ZxsLp87hVqrx4SSVHK+dVwH/jRTTyA9gjNGSYEKHa/zEaqhgX0S\nV/iUVwk1lFkIc2xsLGdd3AnuGd6mNIxqLjKVr1iNCjV/5bcISMRSxHwOsZPVNBJACHXUE0gJMcgx\ncYaZRFLBUxy2uFvcFEbzzU4b5i9egaG3mdmctFzPZ0iffMi0kPwb1/HwCaCpJpQ4U6HV/TQpIggO\nHz7Rubs609TibyVHqSMIg6TgMmm8yJf4DVWUR1CFFx1cJ5lkcikklm48Wcl2POmkgHg0qJALJjTY\noDCYyL5yHg8Pj4eylsvNzUXeU8E70mYUQ9GzVnzYxMtM4ArN+FpFbSzPQBca7GjHCxNy5Hc1++nA\nE5WN/KGbxEiSxN6dW1mg28FIzI2E0rjMKWZxktksZS8AzqbOe0YgsjKvEjSYy0LjHsu2MH01H9c4\nW2np73Xds6eOkZt9jWhKMAgqTh0LZ97Cp0lIeDiT+wtnT2FsLydJqmQ65y3bV7CbT3mVij4VH10L\nJefGTd55I5ap06eSnHr/aGF7ezuvv/46OTk5uLq6snjxYv7jP/4Dk8nE73//e3bs2IGTkxOJiYm8\n9957eHh4MG3aNPz9/dm+fbvlPH5+fjQ3N7NmzRrOnj2Lg4MDfX19TJkyhY0bN1p5Dv/nf/4nY8aM\nYc6cOQ/1zE8SkiRhlASKGGkVBZUQKCOaGZxGjok5HOd93mE8V7/jbMOhVqvZ/MkGRqgzWW7KRI8N\nV5SzsPdNYf7i5Xh4eCCXyzlx5ADJhqskYg4UyDExXTxNTX8Qf3vvL8gFgRbFOEpJIEiqpUEWisLF\nj1VLf3Hfa4uiyLbPP8Wuu5iAsjYLWb6NsJIS8hJHk6GYjpe+lSjKMCIng4k0mrygp5+AgEBCQkIe\nOUImiiK7tn3OTM0uKqRIzjKD+RxFQEICLpGGLy340UqwvIW6urrvdKcB8A+JpLg0CVdjj4Us34Y3\n7cglIzpU2Ax95kYPcWI+hYWFTJpk1kqPHDmST8+OIo3TloZNIgIZynRiE8fR3d2Nq3wQe4O1PMyT\nDjDpWKr+Eif6uJ4/ns0V5bz65q+ws7MjLCyM3YpEputPWmUBCuQpjIxNwMXNjc/O2OIt70Ej2SLa\nuuHr4UnO+SOojc704kwz/njQaSHLADYYSNcf4ti1+xPmzs5Otn3xGem6A4xGzyWmsFbajJ1onsda\n8GWz8BKDOFoVyTugRsA0rBEZgLuxkYH+Xpqbm5lNpdVnMiTCqaJd8MXTzvw7VigUPPfSeiorK6mt\nnomrnQOvJSQ8doHsD4lJU2ewubQEQScxSrzJAI5cUM4jdMRIq8L4h8WM+U+zc2sXEw1nGCdlksVY\nugUPvPyCWLv0F/eUkLS1tXHi0DfUNQ2f2+7Gz5Yw5+XlJe7bt29JdXV12NmzZ9PfeuutDQcOHLjn\n0iFEqiGz9Y6FTXl5OeFSFTmMtbJB86cJe9ScYzrPspNGAnG2tx020be1tSFIIg0EWSLMt1FKDEqD\n3kKWbyO4to5L/f0MDAxYVsEymYxlK19k55dassRx2KFBREYst8gjBTvUCEjM4hSTuEwHXmSRSh/O\nnGUmxcTgJbUzxpiD+5CFHIAtOrxoRwCWs4eNvMwVJjGHk5Z9GgikF1dARjiWrudICOxiJSMpZgan\nUaFlg/Q2tSEhhNbeaYzQ6uON3sYG17uuezeUMnj71/+CnZ0d13OyyTy5hxX6bfjTxP/l/8HI8KiC\nDlskQQBJxgjKCabOQpbB3HI7hRxuCUkEDU3wgiAQlzCa8oulw87Xgh8SAgbkLOI00ZSgQ8UFpnKG\n2TjShx0aLjGJQRxRoSWNS5xkDul3FQ0CJEg3uaieT2VlJf5SwzByHkAjOmwZ6OshLX02G3OyCDaV\nE4VZK1dMLEXyBF5LGV5sMW7KLE7tb8FT/xmedNKCD9uF1cRLN6kmwkKWLffCTY4ynyhKiaacEGo5\nxCLe5u9Mwhy1CJQayWIMvzDtIqM6jS2b2nnt7XcfGOHNz75MunTWQpbBXNE+kmIcGSSYekqItipe\nE5FRrohDjQO24iBHxXnM4zgKjKix54jNM4wdP+mhJ/mmpiZk+h5isO66OZlL/De/wewlI6NMFkPK\nPchvVUk+04zWBS8KTMQZrlFVOfO+hLmsrIySnAu8ZXjfUkDZjhefH5IIDg55KAuvgps3cJL0w+79\nap3E5ktfc6u+j6iRcRw8eIiYmBhUKhUqlQqTyTSskEmSJObOnctrr73Gnj17MBgMrF27lr/+9a/U\n19fT09NjiYR/+OGHrF27loMHDwJw+vRpsrKyGDvWOpshCAIbN25k9myzveO//du/8frrr7NlyxbA\nPNlv3bp12HH/KJSWlmLqa6GQUdijJpE8tKi4yFRs0RExNFY5oEaOiWvCZCvLzgch+1omIZo85pkO\nWLYFGj7nsw53ent7LQuXloZa0sTyYcdHUYq/1MhU6SIXDNMpc5qKb9oK4r28Hkhkq6qqUKqbGSGV\n0uw0vC5CbW+Pk4sLs5Ys4cQhB/b39WMwSfhKzbwufYiNycCZovns7OrghZdffyTSXFtbi0rfQbxU\nwAjK2cmzbOAtgqgbqkHRsQrzAmsAh4cqtBo9OpGrF0LRGPvRY4MNdwqZ+3BGRG4VxQawFdUY74ri\nubq6MmX6TD47J5JsysRO7OeW7QRU3lGMGTsWnU5Hj9EeHTbY3nX+HlwQJIlAGpBjYpZ4jEGdKznZ\nWaRNmUpAQAAhkbFsq3iNyfrj2KOmQJ5KiWocL0+eYl5kJqfS0NCAra0tra2t3Dj+JW8aPiST8Wzj\necKowvkemQ5XehnU6IZtv42MS+cYY7hICrnsYCVpXLL6HnxpYaRURDappHNHB19BBApbe0oNowg3\n3T0nQ5ltCuODQ2moLqNN7WWxjL2NVrxplwUyI/nO/CIIApGRkU/E9emHhJubGy+9+iZXzkezs7Ic\nlcqW0WMmP5Kr090ICgrihZdfI+PiCFoa63F2dWXapPT7ZmX6+/vZsvkTpuoOsVLK5f/9jnP/bAnz\nsWPH5q1atWq7TCYTZ86ceXr9+vWfGAwGpVKpHBZTb8EPN7c76U65XE4fzgRRb7XCAxhNPqeZRTN+\n7LdZxeTps4YNTLa2thgEJQVSPEHUETs0Od5iFBVEolCCKAhWEQSTXI44VDhyN0JCQli26iUO7d2F\nYBSQA+WqGUQEBFJQloKfySylsEeDL83UEE4INfjRhBZb2vG22A3dRhSlFBNLIjeRITKCMq4zhi48\niKScTjzJJ4FpnOUC6bThbZEEVBOKHhue4pCFFC5UHmRX+rN057nh19RMh7cn+SkJeMlbuMokZnMn\nlVJDCGociJAqyL+Zx9hx47l87pSFLIO5lfgl0lhwO4KLmcC3C17IEEklm2b8UTF8UFKhpQ8nKwuk\njsZqBnDkGmMZQzYyJDpx5ySzUaBnBlcskUo7NMzhOJ+yHjUOTOMceUISadJFshnHaG5ynHnDBnoB\nsBe0yOVyGoRAJMm6UKieIJQY8PA1d9d7ZvUaDu9VcUzTj4SAysGZlctW3rM4KTY2loH+RXx+1g5H\n1PQa5EwQrxBJOdVEDCtKMqJAQKKQUczmJJFUcoGp1BNkKeQxL33AFj3TxDM0aiMpLCx8YAGFXq/D\njuHFfnZo0GPLeDLYJKzDVtIRTwGDOHJOMQ/PgEiWr3qRiooKsi6f468dybjLB+kwOZKUmMTkKdO+\n87p3w2g0YisYhy1KbDAgIVBLCJeUcwmJiLlnBMLGVoWa4WlHjcwVZ5v760tvZl1mkv6klduIF+3E\ni3kU5N8kbcrUB9673ijiwODQYvTOAvOvmZBV0Y2no5KmxibWrVuHXq9Ho9Gg1WpRKpVUVVXh4XHH\noul2JPiVV8yd7JRKJX/60584ffo0f/jDH6ipqbGMJ2+88YblOEEQ+P3vf89vfvMbLl26U7dwG9Jd\n49K///u/ExAQwMDAAPn5+Sxbtuy+TUn+ESi8kcUEwxlCqeECU/mE1zCiIIE8FnHAov9uxB9RkFPp\nOIGXZs176PPXlN9iktE6uyVDIlZ3jZrK6ZZJ1dXDi9YWX8KlKqt92/DBnyZUaJktHaNeF42zszOh\noaEPvHZnZycBphrihQKuRE4mpqAE924z8dHa2pI/cQKzJ00iLCyM9W//lq2bPiKm4QvGcmfxt9C4\nhw1tETQ0NDxSe2S1Wm3xj1ah5UW+oIFAmvDnFqP4N95HQKKYGAYVHg/1PLa2try0/k22fLaBg/0L\nWcxBlBjQYstB+TJcxX4UkrXG+5YylWe+ldIfP3EyYREjKLg5gW6thrSoWKKiopDJZCgUCqKjojhc\ntoKnjHuwRccg9uznaVLJscpkxRhyya0ogqHf6eLlK8nNjeZydgQ6vY7wqDhenjzVMgbb2NhYLGTP\nHt3HJP1JFBiZzGXc6OYKE+nGHQNHrKLUxcJIgr/ju2+ur2GeaA7gaLAbxjHAHG3Plk0gUGzAd8hi\n77RyETPmLuLMCRlO2m6SpFz02HBZno7ROZTo6GhMJhNnDjXhp/8YZ/qRgFxSaBH8mJ4++7Eisj8F\nuLm58dSSFU/sfD4+Pjy9YtVD7Xs9+xqxxjzGSNkP3PdnS5jr6+uD5syZc+L2315eXu2tra0+gYGB\nDXfv14YXZ2wW8tSUmZZt0dHRHDvsjRfD9Spq7ECAXXZvkjZ91j3tsDw9PbGVywg2VnOJNI4zz9yy\nEhGZIODm6UFZTDQxxXdSOYWjEwjy87unfigyMpJf/vZ/0draikwmw9vb29zYo64WUStnlCmXARy4\nTBrRlLKQQwD048wgDpQxgkDuPHYyuVwUpnFGmsEEMlChJZB6oiinkQCc6OdVPqETT5Q2NhyXlrJK\n/xlODNCCLyHUWJGVMGpYotjLvpQVVCWEEyBrYJViOy708iFv0IoPUZTRgReFxLGMPfSIrjQ21KBL\nTEKt1VvIMkA6Z/mSNWzmZeIopF3wplA2mmUrVnH4m69QGXREUkEeo4kn33IvIjJyhDGMS5th9T1q\nNYOkc4brpHKVSTgyQDduBFNLA0FWEXQwk88QanDAg/2KVQiSgn7RBQ+pAyVG/GmiiFhGDXVPBLNF\nX6foyjMpKWReOMUJ5jKds9iipwl/TjAHnWBLUlISYF4IvfGr39HZ2Wl2RHmAH/HYcRNIThlDe3s7\nB7/eSnh3paWTYynRxHAngn6VidijxoMuS8TNnkFLVbSIQDZjrVKJofoC2pob4QGEOTwqjoKcFAJM\nd/5fBpQUM5JZnOS8cj6+XgFUq17hbF0jtko5o5NSmTJ9Bkqlkri4OOLi4ujp6TG3a/b0fGS3Cn9/\nf7olZ9rwtopk5xOPjczESZfXGD1m8n1TovGpk7jSUs4IfYUl6tWJB7dkCbw6atR9r6vVDN63+ESr\nHrzHEcMRGRaMTcUNLklpRFBhKVx775kAAppnkn16DxX98Mc//pHly5d/5ztRWFg4zO/az8+PxMRE\ngoODh2lM7ybNs2fP5sSJE3zzzTcsW3Z/z1EbGxtCQ0OpqKhg4sSJNDc3s3btWitS/Y+EyWhAgQF3\nuljCPsAsFyggnhb88KeJWkI4IFvKiNhkFixc9EhWXyo7BwYYrs0dkLvjYHdHlpI6YQo7y4oJ1Vfh\nR8uQ408MlUQwh+OAeRwJ1RfR1tZ2Tyekb8PLy4sb8gjmGfeyQHaYw0sWEtDUgFxvoiY0grETJljO\nIwgCHZ1dRPNtNweJUKmK1tbWRyLMQUFBHDb5oUWFCi0C5o6Y7XhhKxg5Ll9El9yPFlkAK1eveeji\nWGdnZ1556zcc3LODv9bE4SkfoN3oRHRMNL0N9ewdWE2CMRMtdly1mUVETMI9XYd8fHzwmX3vhc+C\nJSs4sg/eK4vEVaGhU2+Lt9TCNOm81X49ghv2TndkZzKZjNTU1GG/oXvBYDBge1eQJI5C4ijkE9az\nTf4Ss0xHcaGXIiGWS8q5PD/j/kWRzi6utHd6EkgDodRQRCyhd8k3RWQU244haUw6l8q86OkbwMfb\ni2XpcwkNDSUoKIjzp4J5v7IahUzGqPgEXpg5B7lczqhRo+jpnMtHVxzwkXXSa7JDsnFm1f/X3r2H\nRVnmfQD/PnOAGRBQDgJyEFE5iAgIgnhCQdQwDUtLbbPMsjK1rbarXe1tbffF3tfXdTtoux20A6aZ\nKa6pqwaWliaI4gEUEUVFOchBQRge5vS8fxgsjDoqHgaY7+e67ktnGPCHv/t+5vfMcz/3/fiTt3WS\nQ9crLz6DUP2JW78QHbhgNnWzdaJ/90t/9OpdgSurV2PkyJEYOXIk7Ozs8ND4h/Hv79NwSuqLvrh2\n6U2CgJ/kYxEeFomkCck3fTMTBAGJEyZj+6Z1kEvXpj+UwQMymRzDRyYgKDgEX2k0uBAYANez51De\npzeu9uiBpx+/+Z3cMpms1VJjDg4OmPXiPOzfG4b1OVlQaqsxVPqled1gI2QoQAC6CxXIFIbCyViD\nMByFCBV2yxPR1ckFl91m4O+Fw2A0SpBJBozAHgzEIQDXJtV/iycQERMHwajDikwnuAnVuKSzh4tU\neV18Oijh5OwI1/qLeEy7sfn5EOSiBk6ogiscUYsX8Q844iq2yifBycUdNjY2UChkqDZ0a542YocG\nzMQq/F3+JlyCE+Hs5o6XwiPg5OSE4ugROLCvCrOkT5GDCHyDaRiEa9tG75XFoYtXKOLiWn/S17Nv\nf5y/FIjn9J+hAq4QoUJ3lGMlnocOCpTDo9UqIwBwEd4oV/hgUGQkRoRH4l/frUFV9WXUSfYYjXSs\nwxOohQP8cQaX4I4fbcZjZMIYODg4IDQiEvmHRRw2hjff4KYSGtEnbECr4lAQhDtackehUMDT0xPO\nrm4ov+IBH+kCkpGGbzANJ3AK7ijHSQSiHO4Yjj2IRSYESKiBI4rhi1649kn7QUTCBlpE/JZrAChT\n9oaP861jiR0Wh5W5RyGJAkINB6GBPX4U4tEo2CFDPQ0DBkZjeNyoW85H7tq1a5t3IVMqlRjz0ASs\n3qbDMN0P6C6VoUgWgGzlMPzu6eduuVZxaGgozp2OxYoTduinP4xGWRecEIIwNmmi2Zh69u2PvEtR\n6KP/zxxBIwQct43GKP/bu6w5cszD+LL4Alwbi/ChNB89cRZ6KFEKD4ztcQw+z74OZ8+e+Oc//4kh\nQ4bAy8vrpj9LFMUbrjer0WhuuQ6tIAhYunQpJk2ahIkTJ5p9rcFgeCCrh9yOgNBI5BQPR6g2t/nT\n5FjsQ7Z8CNJsn8dV0QC3rvYYEz8O/c2c/NxM2KChyCguQKC2oNW0m2OycMwO+888dS8vL4ydMAVf\nb1HCVlsBgySHEQKmYi3sWlyBKFP6I+w2+3mvXr0gc/REenUS4gzpmC9/H/t8hiBbPgQPPzL5uq2U\nuzp2QVmDe/Pc3iblMm8E3eFW946OjggLj8Dqo7ORoN0MZ1SjQAjET8okxI+dAK1WCx8HBzz+2/rm\nd8LW1hZTnnwGNTU1qKmpgbOzM7p06QJRFJF9IAt7j0dDaWOL2KghbcqZUqlE8uPTUV9f33z1Y/Xn\nn6BC59p8XK+BI/YrEzApum3bhfcOHoAj1YPRS3+2+TkdFGhQusA3Ihb/OtkLGlGLnj7eeGp0ktlP\ncqOGjsKWC0Xw055DNDLxGZ6HHPrfbgBW4RdlIhw8+iAhIQHC6NHXfb+Liwsemzrjhj9bEAQMHxmP\nqJhYlJSUQK1Ww9PTs0MvI2lp50or8O/djfC7jc8IOmzB3LNnz3PFxcXNp9gVFRVu7u7u183Y3rZ9\n5w3f3CMGRsLGVoUNaXL4Gs+iu1SKQptw2Lr4YvrYpFt2wLCwMDg4OODHnVtQVuUEJwc7DGtxEJ/3\nhz8gNzcX1RUViPTwQL9+/e74QOTg4IDEceMRGR2LVZ+sQH1jF1yVHKCBHTIQD1Fmj0qnnpic9Agy\nf/bC1gvlUMqA0JB+eGbcw82fwhoMBnz2j+X4oupZ9JUK0AVXkSeEwtHVE3EjR0ImkyFm6AiUlV2b\nK7vhm1Qc0A5ClJQNARKq4YxdNhMxKv4h7NiqRS76IwS5EHBtdYtNeBTDsBq+KG7etem4PAwvREZd\nO8sfFIOtmY9jsu5LqCFCDwUy5Eno5eeL5Mmtb5KJj4/HucLjWFPxNAYbnrjRsgAAFoVJREFU9+E0\neuN7YSIkhR2GJoxHZFTUdW/ug2IG47NDWdihqUeEIQsCgI2yqTB28cXQqFj8+IsMPbQX4YoqSBCQ\nIwxErdofb7z6RnNOXpz3OrZ9vwmpR2cjUfc9JmEj9mAEfhbi4NrdHUmjxzdfrh03/hEo5HIcyjkM\nhUxAvdEWQQNCMWb8ze++vRPRw+Kx4dwZ+GjPwwcXMAcrsANjsUcxGlGDR6B0727oJSXK0R2VcMOP\nGAWFzIgzPaZDIZeh8kIJnjSsggIGSACOIwRF8r5IMnlDvpGWJ2pbC/Jga6vCoEHDEB4e/kCLqrDw\nCHRzdkH2vgDkXa6Eh7cfZg2Nu62VJARBwIRJU1A6eBgKCwvhpFRiZL9+t7zhpakfbddoEG7IghY2\n2KccDXX3258H6ObmhlkvzMX+X3ZDLCpApWEgBBhhZ9DhqvtjeDwuEb6+vnj22Wdv+bOCg4ORnp7e\n6rlDhw7h7bffxpkzZyCKYvNcU71ej4CAAOTn/+eqQlBQEBITE/HBBx9c9//TRBRFlJaWtpt5jv37\n98eR7BCsvvQCIrV7YIAMWTbx8OoZhCnTn77rwiAwMBAXIkdgebYKQVI+tDIVCiV/PPTwI9edTPUP\nDUVwv374bt3XuFKYhXqjTfPGIRIEHMRAVCh9bnsOddNujNs2dcWyokFQCkYobdWY+NBE9LvBkoLR\nw0fjh82lcNd+gq64AiMEZAqxEFXu6N37znexHDv+ERx098LOX71RpxHh7dUDT97F5kymnJycWt1Y\nrFKpMGz4CAwbfuOl3+6Uvb19882pSRMfwxebBfjKSqCQ9Dgj+WBE3M3vT7iV6MFDsOrIIaTVCQjX\n74cIFfbajEHPPiEY99B4CEkP3/bP6t27N2Ljx+OTDBt4yKuhNNrgiDQYJ5TDYGtji/4DYxA75Pbv\n6bgRtVrdpj5A15s5aza+MOrwhHYVfFGMd3bf/LWCpS693a1jx46FvvTSS//YvXt33I8//jhqxYoV\nL6elpU1q+RpBEKRb/X6NjY3Iy8tDXV0dvLy84O/v3y7P1iorK7En/d84XVQEhUyAh7cfIgfFoG/f\nvq22nAZuvGmB0WjEsWPHcOjAfkCQYWBUNMLCbnznf2VlJTZ+kwpNbRXsZSIuGx0xMn40ogdfu2Sb\nti4VhoYrsIUO1Xo76I2AHLpry/4IckhqFyRPmd58ichoNGLHlk04euwo3OS1qDI4wNfXF49MefKG\nN5fo9XocOnQQ+YezIEkSAsMGITIyyuwJR11dHfbu3oWCE7lQKOQIiYhG7JBhUCqVyM7KxK70Hegm\nq4XGaAuVgzMenToDbm6tN/OQJAlHjhxB9t5dqK3ToIenB4bFj4O3t/cN/01RvLZJgZOTU5v3pr+Z\nwzmH8MP2rXASaiEabaCw64pHpz4FDw8PlJWVYdO3q1Fz+dpGGIKNHRISxyEy6tpNEnm5udi+ZRPs\npavQSgrI7Zww6fHf3bM3xs6s5ZJjCrkcIRExGBw75J6sN3qndDodQkJCkJKSgilTpqCurg7Jycl4\n4YUXsHnzZri4uGDZsmUArt28V1tbixUrVmDUqFH4+OOPERAQgOrqakRFRUEURZSUlGDmzJmYOnVq\n8woYCxcuRGlpKVatWtX875q+5kHT6/U4cvgwTh49AJlcjuDwGISGht7TE7aWSwcGBga2WiXElE6n\nw9ZN63H8xElA0qML6qAV1HDo5nbD48jtEEURjY2NcHR0NPt+s++XPfhlz49wll3FVaMKjr/9m3e6\ntXFnJIoiCgsLYTAY0KdPH7M5vB0NDQ04kLUfhccPw8bGFv0jh2DAgLbv2tjY2Ni8N4K3t3e7uYpD\n1ysoKMCWtPWwM9bipQVLIEnSDQdlhy2YAWDp0qV/+PDDD+e5uLhUbd68eaLp/OXbKZjpxiRJQkVF\nBURRhKenZ6uCQZIklJeXQ6fTwdPTE1qtFuXl5RBFEU5OTje9RFRfX4/Kyko4OTm1+XJ9W+l0OpSW\nlkKlUsHNza1dnhSZ0uv1KC0thVKphLu7+3Ux6/V6iKIIOzu76w7GBoOh+Xu7d2/7Qu1kWYWFhZg7\ndy7Onz8PQRDw8ssvY86cOaivr8fvf/977N27FwaDAYmJiVi2bBlsbGxaFcwA8N5772HJkiXNBXNG\nRgbs7e2h0WgQGxuLTz/9tNXNqDNnzsS0adOaV9Kga65evYqKigrodDo4OzvD1dX1gYwrrVaLsrIy\nqNXqNhXnRHRrRqMRJSUl8PHx6ZwF862wYCYiIiKi2yEIwk0LZl4jICIiIiIygwUzEREREZEZLJip\nU/npp5/MPqaOhzm0Tsw7EbUnLJipU2HB3Pkwh9aJeSei9oQFMxERERGRGSyYiYiIiIjM6PTLylk6\nBiIiIiLqGKxyHWYiIiIiorvFKRlERERERGawYCYiIiIiMoMFMxERERGRGSyYiYiIiIjMYMFMRERE\nRGQGC2YiIiIiIjNYMBMRERERmcGCmYiIiIjIDBbMRERERERmsGAmIiIiIjKDBTMRERERkRksmImI\niIiIzGDBTERERERkBgtmIiIiIiIzWDATEREREZnBgpmIiIiIyAyFpQO4nwRBkCwdAxERERF1DJIk\nCTd6vlMXzABQs/Rvlg6BHpDx//gIBXo5Uj7fCgD4v1efhM2F09j7pwUWjozayjSnZB04donoQXt3\n5w78z86dN/06p2QQEREREZnBgpmIiIiIyAwWzNSp2Hd1afW4u1ptoUjoXjHNKVkHjl0iak9YMFOn\n0qWra6vH3e3sLBQJ3SumOSXrwLFLRO0JC2YiIiIiIjNYMBMRERERmcGCmYiIiIjIDBbMRERERERm\nsGAmIiIiIjKDBTMRERERkRksmImIiIiIzGDBTERERERkBgtmIiIiIiIzWDATEREREZnBgpmIiIiI\nyAwWzEREREREZrBgpk6l7kplq8eXNBoLRUL3imlOyTpw7BJRe8KCmTqV+itVrR5famiwUCR0r5jm\nlKwDxy4RtScsmImIiIiIzFBYOoD77d2dOywdAj1gm7/8oNVj9oGOzzSnZB04domovRAkSbJ0DPeN\nIAid95cjIiIiontKkiThRs936oKZiIiIiOhucQ4zEREREZEZLJiJiIiIiMxgwUxEREREZAYLZiIi\nIiIiM6y+YL7Z3ZDUeZnmnH2g42MOrRPzTkQPSqdfh/lG8vPzg86ePetnb29fX1pa6hkfH7/L1dWV\n++92YqY59/HxOV9TU9OVfaDj4ji2Tsw7EVmCfNGiRZaO4YHLz88PGj16dPrhw4cjFAqFPjIy8qCT\nk1ONpeOi+8c05926dbucnJz8L/aBjovj2Dox70RkCVZZMAuCIImiqB44cOCh1157bVmPHj1KLR0T\n3V+mOXd3d7/EPtCxcRxbJ+adiCzB6uYwZ2ZmxqxcuXKWs7Nz9ezZsz/RarU2OTk5EQCwdOnSP1y6\ndKm7pWOke8s055mZmTEpKSkLnZ2dqw0Gg6ykpMSTfaBj4Ti2Tsw7EVmKVe309+uvv8ZmZGQkiKKo\nmj179ie+vr7nT58+3Xvs2LE7rl696uDl5XVx3759Q1QqlWjpWOneMM35xYsXvdavXz/l888/f0Yu\nlxt8fX2LV69e/eTEiRO/Zx/oGDiOrRPzTkSWZDU3/dXU1Dht3759nEajsZs/f/4HPj4+xQDQu3fv\n07169SrS6/WKbdu2JalUKtFoNMpkMpnR0jHT3THNuaOjY+3KlStnyeVyQ//+/XMVCoVh27ZtSWq1\nuoF9oGPgOLZOzDsRWZpVfcJcUFAQYGtr29izZ89zTc89//zzn548eTJwx44dY9VqdUPL10uSJAiC\nYD3/QZ2Qac4LCgoC3n777XdKSkq8mnLesg+oVCqxZc7ZB9ofjmPrxLwTkSVZVcFsas6cOR/l5ub2\nbzrYVldXOwuCIF25cqVrr169injA7XxMcz5r1qyVJ06cCF65cuWzwcHB+VVVVc4ymYx9oAPhOLZO\nzDsRPUhWWzA/99xznx05ciRsz549I9RqdUNGRkZCenr66IKCgoATJ04EL1u27LVx48Zt50G38zDN\neVJS0racnJzwmJiYzIKCgsAZM2Z8VVNT48Q+0HFwHFsn5p2IHjSrmcNs6rnnnvssLCzsiFqtbsjP\nzw/asGHDY4MHD97/9NNPf1lfX2///vvvv2JnZ6cZMWLEHkvHSveGac7VanXDX//61/8aNmzY3ry8\nvJAFCxYsnjx58ncpKSkL2Qc6Bo5j68S8E9GDZpUFsyRJwuDBg/c3Pb548aKXTCYzjhgxYo+fn9/Z\n+vp6+02bNiXb2NhoWx5wDQaDXC6XGywTNd0N05xfuHDBy9PTs3T06NEZfn5+Z0+fPt27qKioV2Fh\nYe+goKD8pj6gVCp17APtE8exdWLeicgSrG4dZuDawvctH2dnZ0e5urpW+vn5nQWAKVOmrB80aNCB\nzz777Lm8vLyQ7OzsqHPnzvV8++23/3L16lUHiwRNd8U05wcPHmyV89dff/1v3t7eF9atWzc1Ly8v\nZMyYMTtDQ0OPeXh4lGVlZQ1iH2h/OI6tE/NORJZglQWzqfDw8MMbNmx4LDU19amoqKhsQRCkjIyM\nBACwtbVtjImJyezbt+8pSZIEo9HI/7NOwDTnjo6ONfb29vWpqalPTZ069Zt9+/YNOXDgwCBJkgSl\nUqljH2j/OI6tE/NORA+EJElW3bRarVKSJGRlZQ3q2rXr5bFjx243/XpUVNSBv/zlL//V8nmdTqew\ndOxs9ybniYmJO1o+HjNmzI6WOW/qA4sWLfoz+0D7bBzH1tmYdzY2tgfVrHaVDFOJiYk/dOvW7fK3\n3377eNNzZ86c8Z8zZ85H8fHxu+bPn/+BSqUST5061Xfjxo2Pnj9/3nf+/PkfBAYGnrRk3NR2pjlP\nTEz8wcbGRmswGORNOS8pKenxzDPPfNGlS5c6Hx+f86+99trfZTKZkX2gfeI4tk7MOxHdb7w8BeD8\n+fO+Li4uVaYH21deeeX9uLi43U0H28bGRlu9Xq+or6+39/X1PZ+QkJBx5swZf0vGTm1jmvPz58/7\n2traijKZzNiU85KSkh7z5s37MDIyMjs8PDzH39+/KD4+PqOoqMiPfaD94Ti2Tsw7ET0Qlv6Iu721\nxsZGG41Go05MTNy5aNGiPxsMBpkkSRBF0VaSJNTV1dk3/f2VV155Ly0tLdnSMbPd25w3NDTYajQa\ndUJCwg+LFi36c21tbRdRFG1FUbR95ZVX3lu7du0T7APtu3EcW2dj3tnY2O5Xs3gA7bWdPn3av66u\nzl6SJGzevHnC6tWrn9Tr9fK0tLTkoUOH/vL1119Pt7e3r9uzZ89wS8fKdn9yvmzZst/X1NQ4pKWl\nJQcHBx+fM2fOCjs7u7qUlJQ/sQ90jMZxbJ2NeWdjY7vXjVMyTEiSJACAv7//GXt7+3oAyMrKii4t\nLfU0Go2y5OTkTTY2NtrMzMyYNWvWTB8+fPjPTd9DHZNpziVJErKysqINBoNCrVaLycnJmzQajfro\n0aMDUlNTn1qwYMG7N+oDvAO//WjrOOZY7th4/Cai+4Vv8CZarvFpNBplGo3GLj8/P6h3796nlUql\n7sSJE8FFRUW9pk6d+s3EiRM3N73JGo1GGd9wOybTnDc0NKibci6Xyw2HDh2KqKio6D5+/Pgtjz76\naNrx48eb+0BSUtI2nU6nMBgMcplMZqytrXWsqalxsuTvQ20bx0ajUSYIgtTY2Gir1WptLBk/tU1b\n8m7JeImo45AvWrTI0jG0W4IgSEqlUmdnZ9cwb9685QaDQb548eKFM2fO/HzKlCnrBUEAAEEmk0m/\n7SJlFAQBoiiqFAqF3tLx050zzbnRaJQtWbLkzfj4+Ix169ZNa+oDzzzzzOfdu3e/9Oabb/7v1q1b\nHw4ICDhVV1fX5d13313w8ccfvzhw4MBDbm5uFZb+fej2xrEgCJDJZFJ2dnbUzJkzv0hPT08MCAgo\ncHd3v2Tp+KltzOV98uTJ3wmCIEmSJLv2UkFqOmH67eSXy0cRUStcVu4WJEkSBEGQ9u3bN6S4uNin\nW7dul8eMGbOz5de1Wq3Nu++++ydvb+8Loiiqdu7cOWb9+vVTbG1tGy0ZO7WNac5/W991Z8s+EBMT\nk/nGG2/8X0RExCFbW1vt4sWL/+Tl5VWycOHClLy8vJBVq1Y9u3bt2mn9+/fPtfTvQ7cex02v2b9/\n/+CqqiqX2tpax5SUlIU//PBDYo8ePUosFTfdndvJu0ajsbOzs9McPnw4/OzZs37Hjh0LfeGFFz7u\n3r07T5aIqBkL5ltoumTXdKmvuLjYR6/XK3r16lXU8munTp3qGxgYeNLb2/tCamrqU3FxcbstGTe1\nnWnOz54929NoNMr8/f2LgP/0ARcXlypHR8faiooKt+Dg4BN+fn5ns7OzowBg+fLlcy9evOiVkpKy\nUCaTGS332xBgfhxXVVW52Nvb16tUKrGgoCAgICCgAADGjRu3/a233vrvYcOG/WLJ2KntzOX95MmT\ngTk5ORF79uwZ0a1bt8s5OTkRpaWlni4uLlV//OMf/2f06NHplo2eiNoTzmG+BUEQpJbz4urq6rqs\nXbt2Wm1trWPLOcslJSU9PD09S9PS0iaxWO7YTHPe0NBgt2HDhsm1tbWO+fn5QevXr5+yePHiBceP\nHw8+cuTIgK+//nr64MGD9ycmJu5MSkraZjAY5HPnzl3+zjvv/JnFcvtwo3G8Zs2a6ZIkCbt27Ypf\ns2bNdIPBIN+7d+/QkJCQvIkTJ252cnKqCQ0NPWbJuOnu3Oz43dDQoC4vL3d//fXX/xYXF7f7zTff\n/N8nnnhi3ZgxY3a+9dZb/81imYiuY+llOjpiq6qqcpYkCUajUZAkCd9+++0UT0/PkoyMjHhLx8Z2\nf1pxcbH3hx9+ONfZ2bnqjTfeWBIfH5/u6+t7Vq1Wa8aOHfvvLVu2jNfr9fLx48dvOX36tL+l42W7\ndbt8+XJXnU6niI2N3bd169akpufDw8NzPvroo5euXLniZOkY2e59q6ysdGn6+/Lly1+OiYnZv2TJ\nkjcWLFiQ8t133z1m6fjY2NjaZ7N4AB29rV27dqqPj8/5Xbt2jbJ0LGz3t6Wnpyd069at+uLFiz0k\nSUJhYaF/dHR0Zm5ubj9JkrBx48ZJ06dP/7pp/Ve29t8uX77cNT4+PiMvL6+fJElIS0tLnjx58vqW\nRRVb52tNG5oYjUZh2rRpa5ycnK58+eWXMywdFxsbW/ttXCWjjYxGo6y8vNx9woQJ36emps5ISEjY\nZemY6P6RJEnw9/c/ExQUlD9jxozUoKCgk1FRUQcdHBzqXnzxxY9//vnn4SUlJV5RUVEHo6Ojs+Ry\nOadidAAqlUpUq9Xiq6+++vddu3YlXLhwwTsyMvJgbGzsr1zppvMSBEFqaGhQf/XVVzNEUVRHRUUd\n9PT0LBswYMBR6dqNgpYOkYjaGd70d5eqq6udnZ2dqy0dB91fUoubhzZu3Pjo+vXrJy9fvnyui4tL\n9eHDh8MrKirc+vTpU+jh4VGmVqsbLB0v3VrLnObm5vZvyqGbm1uFSqUSLR0f3X95eXkhhYWFfR55\n5JF/GY1GGe85IKKbYcHcRr99CiE1/WnpeOj+a1lglZWVeTg7O1cplUo9899xcfxSE/YFIjKHBTMR\nERERkRlcVo6IiIiIyAwWzEREREREZrBgJiIiIiIygwUzEREREZEZLJiJiIiIiMxgwUxEREREZMb/\nA7B0axJFNoi4AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 283 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Extended Data Figure 6c-d" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = mirna.df.ix['hsa-mir-548k'].ix[:,'01'].ix[patients]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = subplots(2,1, figsize=(4,4.5))\n", "ax = axs[1]\n", "violin_plot_pandas(cn_by_gene.ix['FADD'].ix[0], f, ax=ax)\n", "ax.axhline(-1, ls='--', lw=2, color='grey')\n", "ax.set_xlabel('FADD Copy Number Status')\n", "prettify_ax(ax)\n", "\n", "ax=axs[0]\n", "violin_plot_series(mirna.df.ix['hsa-mir-548k'].ix[patients].clip_lower(-3), ax=ax)\n", "ax.axhline(-1, ls='--', lw=2, color='grey')\n", "ax.set_xlabel('')\n", "ax.set_ylabel('mir-548k Exp.')\n", "prettify_ax(ax)\n", "fig.tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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jjz8mMpmMVFRUEEEQSEVFBenfv3/axxMEgWg0GvLwww+Tjh07kvbt25NHHnmk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\nAMAEQ9KFtbU1Nm3ahCtXrkAqlWLbtm3YtWuXzg7xa9euYcSIEXjmmWf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"text": [ "" ] } ], "prompt_number": 62 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Extended Data Figure 6e-g" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = mirna.features.ix['binary'].ix['hsa-mir-548k'].ix[patients]\n", "g = cn_by_gene.ix['FADD'].ix[0]\n", "g.name = 'cn'\n", "survival_and_stats(combine(g>1, f), surv, figsize=(5.5,4.5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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P6G87AK7N3ep9ropFsPYMqr4eyLRzU5BWmFbnhapoESYlcfPmTXz77bcAgPfv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\nAQEBIifiq3rumrq3VuyvrQvspk2bwOPxYGlpia5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