Antonino Ingargiola Commit executed notebooks  about 8 years ago

Commit id: 1ea0745ad33e764bc2b9b53a7f219a205e8b1576

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},  {  "cell_type": "code",  "execution_count": null, 1,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Optimized (cython) burst search loaded.\n",  " - Optimized (cython) photon counting loaded.\n",  "--------------------------------------------------------------\n",  " You are running FRETBursts (version 0.5.5).\n",  "\n",  " If you use this software please cite the following paper:\n",  "\n",  " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n",  " Ingargiola et al. (2016). http://dx.doi.org/10.1101/039198 \n",  "\n",  "--------------------------------------------------------------\n",  "phconvert: 0.6.9\n"  ]  }  ],  "source": [  "from fretbursts import *\n",  "import phconvert as phc\n", 

},  {  "cell_type": "code",  "execution_count": null, 2,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 3,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 4,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4917442/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",  "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url = 'http://files.figshare.com/4917442/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'\n",  "download_file(url, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 5,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'"  ]  },  "execution_count": 5,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename = './data/' + url.split('/')[-1]\n",  "filename" 

},  {  "cell_type": "code",  "execution_count": null, 6,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4861018/004_dsDNA_17d_green100u_red40u.hdf5\n",  "File: 004_dsDNA_17d_green100u_red40u.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/004_dsDNA_17d_green100u_red40u.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url2 = 'http://files.figshare.com/4861018/004_dsDNA_17d_green100u_red40u.hdf5'\n",  "download_file(url2, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 7,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/004_dsDNA_17d_green100u_red40u.hdf5'"  ]  },  "execution_count": 7,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename2 = './data/' + url2.split('/')[-1]\n",  "filename2" 

},  {  "cell_type": "code",  "execution_count": null, 8,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 9,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 764963 #acceptor: 1717128 \n",  "\n"  ]  },  {  "data": {  "text/plain": [  "data_004_dsDNA_17d_green100u_red40u G1.000"  ]  },  "execution_count": 9,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "d2 = loader.photon_hdf5(filename2)\n",  "#d2.add(D_ON=(2100, 3900), A_ON=(100, 1900))\n", 

},  {  "cell_type": "code",  "execution_count": null, 10,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "{'buffer_name': 'TE50 + 0.5M GndCl',\n",  " 'dye_names': 'Cy3B, ATTO647N',\n",  " 'num_dyes': 2,\n",  " 'sample_name': 'Partially hybridized 20dT DNA oligo doubly labeled with Cy3B and Atto647N'}"  ]  },  "execution_count": 10,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "d.sample"  ]  },  {  "cell_type": "code",  "execution_count": null, 11,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "{'buffer_name': 'TE50',\n",  " 'dye_names': 'ATTO550, ATTO647N',\n",  " 'num_dyes': 2,\n",  " 'sample_name': 'Doubly-labeled 40-bp dsDNA, D-A separation 17 base-pairs.'}"  ]  },  "execution_count": 11,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "d2.sample"  ] 

},  {  "cell_type": "code",  "execution_count": null, 12,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 13,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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7jgkTJrB9+3Y6d+4MwHPPPUe/fv3qHfuyZcuYMmUKt956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\nWl+dljanQgg89dRTiI2NlbZZ0lxSCycsREREhHjppZfEhQs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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "bpl.plot_alternation_hist(d)"  ]  },  {  "cell_type": "code",  "execution_count": null, 14,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 759244 #acceptor: 1671257 \n",  "\n"  ]  },  {  "data": {  "text/plain": [  "data_0023uLRpitc_NTP_20dT_0.5GndCl G1.000"  ]  },  "execution_count": 14,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "loader.usalex_apply_period(d)"  ] 

},  {  "cell_type": "code",  "execution_count": null, 15,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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QQBAdPHFne6G8dfA1Xtz9bIPhB6r3AVBlr2zSch7ccC/f5f73rNdfai1hxNIh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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(d, timetrace);"  ] 

},  {  "cell_type": "code",  "execution_count": null, 16,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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TIyWHSQxLxGoMD9k6jtrS8Gge6kc2YOz2t2iX2IFRKe+GbH2nGrT2GQCWdL94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\ngYuIiIhIYf8PE0PA9W0plJ0AAAAASUVORK5CYII=\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(d, timetrace, binwidth=0.5e-3);"  ] 

},  {  "cell_type": "code",  "execution_count": null, 17,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Calculating BG rates ... [DONE]\n"  ]  }  ],  "source": [  "d.calc_bg(bg.exp_fit, time_s=30, tail_min_us=2000)"  ] 

},  {  "cell_type": "code",  "execution_count": null, 18,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Calculating BG rates ... [DONE]\n"  ]  }  ],  "source": [  "d.calc_bg(bg.exp_fit, time_s=20, tail_min_us='auto', F_bg=1.7)"  ] 

},  {  "cell_type": "code",  "execution_count": null, 19,  "metadata": {  "collapsed": false,  "scrolled": true  },  "outputs": [], [  {  "data": {  "image/png": 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H1atXWLDgEyBruHHixHEMGjSUgQMH51rmuHETOHToAH5+i5k5c84/5/noMCLn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ihSmEibiU3YER5JV/xszogC0EyN9r4ThBujMKbYc6r+gVbvQAsLi+mwDCmLZcHYpseHuzX++4UE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\nvt0SKaVSiVdffRUVFRVWy5ctWwaBQIC9e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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(d, hist_bg, period=0);"  ]  },  {  "cell_type": "code",  "execution_count": null, 20,  "metadata": {  "collapsed": false,  "scrolled": true  },  "outputs": [], [  {  "data": {  "image/png": 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eXWRlZQGaTtYDBw5m2LARBAS0K7ZWqLgT5pUrl1m1ajkbN24gPT0NAFdXV4YP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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(d, timetrace_bg);"  ]  },  {  "cell_type": "code",  "execution_count": null, 21,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Calculating BG rates ... [DONE]\n"  ]  },  {  "data": {  "image/png": 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L6NETaN7cPtU4ChQowKNHD9Sv7969zffft1cvkT14cO+DujuYmJiQN28+Dh7c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\n/1YSHp2d4+GhAAAAAElFTkSuQmCC\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "d2.calc_bg(bg.exp_fit, time_s=20, tail_min_us='auto', F_bg=1.7)\n",  "dplot(d2, timetrace_bg);" 

},  {  "cell_type": "code",  "execution_count": null, 22,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d.burst_search(F=6, m=10, ph_sel=Ph_sel('all'))"  ] 

},  {  "cell_type": "code",  "execution_count": null, 23,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d.burst_search(min_rate_cps=50e3, m=10, ph_sel=Ph_sel('all'))"  ] 

},  {  "cell_type": "code",  "execution_count": null, 24,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Deep copy executed.\n",  "Deep copy executed.\n",  "Deep copy executed.\n",  " - Performing burst search (verbose=False) ... - Recomputing background limits for Dex ... [DONE]\n",  " - Recomputing background limits for all ... [DONE]\n",  " - Fixing burst data to refer to ph_times_m ... [DONE]\n",  "[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Performing burst search (verbose=False) ... - Recomputing background limits for AexAem ... [DONE]\n",  " - Recomputing background limits for all ... [DONE]\n",  " - Fixing burst data to refer to ph_times_m ... [DONE]\n",  "[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d_dcbs = bext.burst_search_and_gate(d, F=6, m=10)"  ] 

},  {  "cell_type": "code",  "execution_count": null, 25,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d.burst_search(F=6, m=10, ph_sel=Ph_sel('all'))"  ] 

},  {  "cell_type": "code",  "execution_count": null, 26,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n"  ]  }  ],  "source": [  "d.gamma = 0.85\n",  "d.leakage = 0.15\n", 

},  {  "cell_type": "code",  "execution_count": null, 27,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 28,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 29,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 30,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 31,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 32,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 33,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "array([[ 30.58760797, 18.93619238, 20.85397783, ..., 24.70005745,\n",  " 19.63811229, 18.40923355]])"  ]  },  "execution_count": 33,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "ds.burst_sizes()"  ] 

},  {  "cell_type": "code",  "execution_count": null, 34,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 35,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 36,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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vQhLYi6+3XqpWvX8F4WFmrXGg67Pvs3P5LA79/h1HW7rTtm27Etu5uIipmQXh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\nVREdHU1NTc15d546wvdfsXuwjs6oEx0dTWxsrFvC2bZtG5mZmX4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7mt3UVsYSorLdXbBGrVbTu3c/Vq9eyddff8mLLw7E3d3B2OEJYVIkof9Hxa2E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\n86K4NJRkkpf+916sipff/OYpCgre/29bXhSXDWX/t6dVX5j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XrSJzgK39HnZMWh2LgsDl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u/Q2Noxtt+4ygWvWa6PXSUUmUjoLT0TrjFtqSNRu3ci7DlbkfDJWlVYWwgCR0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\nVj8dPp1+xsdTJsg0J1V22lPEzPG25/vdXH/KErx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3eHl9jZuPvGs51cHpzzKnY+dc5NUW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\nKD0k8Fa64NjvVyEU8BESJAfHcbh0pQzv7EzGj8dy4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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "alex_jointplot(ds)\n",  "alex_jointplot(ds2);\n", 

},  {  "cell_type": "code",  "execution_count": null, 37,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d2.burst_search()"  ]  },  {  "cell_type": "code",  "execution_count": null, 38,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 39,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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r6re4D7VvfcA2C/sIglB+IqFXM1euaBg//h3OnDnN//43ijhpI5HMhQp1c6fG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8L2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\nHf+gQcxm3YQa89Fgsci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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "alex_jointplot(d2s)\n",  "savefig('alex_jointplot')" 

},  {  "cell_type": "code",  "execution_count": null, 40,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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JjIxk+/btrFq1ikGDBtk6nl3K730nEx8fx8WLcZw8eYJz584QGxtLbm5+j1ut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MCMGTPGYLRjy3DbLIfNd52lPFOmn6UN33b2cnHYPrOXHVufTpbjHE5IeZjZjjrsCRhxl8NXHubg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\n3OOkX5cunvjf+QPw7cGf8Owzbnjuucff5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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "alex_jointplot(d2s2)\n",  "savefig('alex_jointplot_fretsel')" 

},  {  "cell_type": "code",  "execution_count": null, 41,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 42,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "[[Model]]\n",  " (Model(gaussian, prefix='p1_') + Model(gaussian, prefix='p2_'))\n",  "[[Fit Statistics]]\n",  " # function evals = 80\n",  " # data points = 46\n",  " # variables = 6\n",  " chi-square = 0.596\n",  " reduced chi-square = 0.015\n",  " Akaike info crit = -181.519\n",  " Bayesian info crit = -170.548\n",  "[[Variables]]\n",  " p1_amplitude: 0.75389685 +/- 0.023534 (3.12%) (init= 1)\n",  " p1_sigma: 0.18069744 +/- 0.006923 (3.83%) (init= 0.03)\n",  " p1_center: 0.34718894 +/- 0.006276 (1.81%) (init= 0.1)\n",  " p2_amplitude: 0.24509267 +/- 0.017972 (7.33%) (init= 1)\n",  " p2_sigma: 0.09539659 +/- 0.007598 (7.97%) (init= 0.03)\n",  " p2_center: 0.83897968 +/- 0.007507 (0.89%) (init= 0.9)\n",  " p1_fwhm: 0.42550994 +/- 0.016302 (3.83%) == '2.3548200*p1_sigma'\n",  " p1_height: 1.66444716 +/- 0.047111 (2.83%) == '0.3989423*p1_amplitude/p1_sigma'\n",  " p2_fwhm: 0.22464181 +/- 0.017893 (7.97%) == '2.3548200*p2_sigma'\n",  " p2_height: 1.02496146 +/- 0.063202 (6.17%) == '0.3989423*p2_amplitude/p2_sigma'\n",  "[[Correlations]] (unreported correlations are < 0.100)\n",  " C(p1_amplitude, p1_sigma) = 0.686 \n",  " C(p2_amplitude, p2_sigma) = 0.678 \n",  " C(p1_sigma, p2_amplitude) = -0.484 \n",  " C(p1_amplitude, p2_amplitude) = -0.405 \n",  " C(p1_sigma, p2_center) = 0.380 \n",  " C(p1_sigma, p2_sigma) = -0.380 \n",  " C(p1_amplitude, p2_sigma) = -0.341 \n",  " C(p1_center, p2_amplitude) = -0.340 \n",  " C(p1_amplitude, p2_center) = 0.321 \n",  " C(p1_center, p2_sigma) = -0.310 \n",  " C(p1_center, p2_center) = 0.275 \n",  " C(p2_amplitude, p2_center) = -0.237 \n",  " C(p1_sigma, p1_center) = 0.224 \n",  " C(p2_sigma, p2_center) = -0.197 \n",  " C(p1_amplitude, p1_center) = 0.192 \n",  "\n"  ]  }  ],  "source": [  "fit_res = ds2.E_fitter.fit_res[0]\n",  "print(fit_res.fit_report())" 

},  {  "cell_type": "code",  "execution_count": null, 43,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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jSsl4NC06ZXEyIXIG2dZFRmVrcWRnZ4ednZ3h7/DwcPbu3cuwYcOM2gUHBwPg\n4OBgeMze3p6oqCgiIyMpUKBA9gQWIpewtDTnnbLF09X29r9PAR0mrf6XtaGEyCFkWxcZpdrZanFx\ncYwYMQJ7e3s6d+5sNC06Ohpzc+NfwQl/a7XabMsohBBCiPxHlescxcXFMWTIEPz8/Ni4cSMWFhZG\n0y0tLdHpdEmeA2BjY5NtOYUQQgiR/2R7cRQXF8egQYO4ePEiq1ev5u23307SxtHREUVRCA0NNRyG\nCwkJoVChQlhaWqa5jKJFC2BmJpdwSo2DQyG1I+QqOXl92Vi/wMwULC3S93E2M9VgY22eZa8pJ6+r\nnEjWV8bI+soYWV+vJ9uLo4kTJ3L+/HlWr15N5cqVk21TvHhxSpQowfnz52natCkA586dw9nZOV3L\nCAuLzLS8eZGDQyGCgiLUjpFr5PT1FRUdhy7ejFitLu3GgC5eISpalyWvKaevq5xG1lfGyPrKGFlf\nqUutcMzW4ujs2bNs2bKFqVOn4uDgYBh4bWFhgbW1Nc+ePcPe3h6NRkPXrl2ZNWsWxYoVIzw8nJUr\nVzJnzpzsjCtEnqbcugqAptJ7KicRImvJti4yKluLo0OHDqHRaPDx8TF6vH79+vTt25devXpx6NAh\nSpUqRd++fQkODuaLL77A2tqawYMH06hRo+yMK0Sepl8yDQDTBetVTiJE1pJtXWRUthZHXl5eeHl5\npTjdz++/mwOampri7e2Nt7d3dkQTQgghhADkxrNCCCGEEEakOBJCCCGESESKIyGEEEKIRKQ4EkII\nIYRIRJUrZAsh1Cdn7oj8QrZ1kVHScySEEEIIkYgUR0IIIYQQiUhxJIQQQgiRiBRHQgghhBCJSHEk\nhBBCCJGIFEdC5FPxi6YQv2iK2jGEyHKyrYuMklP5hciv7vil3UaIvEC2dZFB0nMkhBBCCJGIFEdC\nCCGEEIlIcSSEEEIIkYgUR0IIIYQQiciAbCHyKU2LTmpHECJbyLYuMkqKIyHyKZNW/1M7ghDZQrZ1\nkVFyWE0IIYQQIhHpORIin4mIjMFfq2PXubB0tS9qY0r9KoWzOJUQQuQcUhwJkc/Ex+t5ppjjH5r2\nxz82No4qJeOzIZUQQuQcUhwJkQ+Zm5vxTtniaba7/e9TQJf1gYQQIgeRMUdC5FO2D69g+/CK2jGE\nyHLKrasot66qHUPkItJzJEQ+5bJtAgB/Dt6qchIhspZ+yTQATBesVzmJyC2k50gIIYQQIhEpjoQQ\nQgghEpEV/khPAAAgAElEQVTiSAghhBAiESmOhBBCCCESkeJIiHxKURQURY9OJ6fqCyFEYnK2mhB5\nmF6vJ+ixP/dvXiDw4W2CHt/l/t07vAh/wpKQhy8b7bRHY2KClU1BCha2p07zT3ir4vuUqfg+imKu\n7gsQIhPIWWoio6Q4EiKP0cbGcPz31Zw+9AuREWGYmRkXODq9KdaF7NDoYzExMSFep0MXpyUmKoLY\n6EjOHt7C2cNbALAoVBzXGu5UtG5JlSpV0Wg0arwkIYTIVlIcCZFHBNy/wfafJnP174PExcYAUKBw\nUWo26kS5d10pVb4qxUqWw+/+MyytrHCuVNLo+TqdjqDHd3gRHsyDO1f499ZFbl49x8k/tnLt5A5e\nvIigWbMWDBs2Cnv7Ymq8RCGEyBZSHAmRyz0Lfcq2xVO5c/Egil5BY2JCmXeccW/alQate2NlU9Co\nvUbzPNn5mJmZUbJsZShbmUrO9QD45/pt4h6d5O65XRw8uJfVq39i48Z1tGrVFh+fyTg4OGT56xNC\niOwmxZEQuVRExHPWrPmZ1Rt/JSIyGnMLa6rXbc2Hvb1xKFU+U5ZhZVOYqu6eeH/1P86cOcWCBfM4\nefI4O3Zs5fffd9O1a3cmTpyKmZnsSoQQeYfs0YTIgY75PScsKj7ZaYqicOXvPzmwfSWRL56hMStA\nzZa9+LDLZ1haWWdZplq1arN+/WZu377FxIneHD9+hO3btxAY+ITBg4fh7PxBli1bCCGykxRHQuRA\nYVHx+AUoWFoaD6YOeXyH03uXE+B/CY3GhPfqduJtlw8pXLRYhgsjl60+AFzoNCVDz3vnnUqsXfsL\n58+fZf36tVy6dIGRI4fSseP/GDNmZIbmJUR2iF/0chs3HeyjchKRW0hxJEQOZWlpzjtlixv+/m3d\nHPasnU2BwkV517k+bT8dS4kylTj7z73Xmr/toze7S7mra01cXWty6tQJ5s+fw7Ztv3L58jmGDfPC\nyanKG81biEx1x0/tBCKXkYtACpHDRb14zqwhzdjx01R0Oi2VP/DgszHLKVGmktrRAKhduy4rVvxM\nkyae3L9/n2HDvmLmzKno9Xq1owkhxGuR4kiIHOyh/z9M/Lwm/tfOYF2gMP18fubzscsxMTVVO5qR\nQoUKM3bseKZPn05oaCg//LCIDz9sSVhYqNrRhBAiw6Q4EiKHenT7ArOGNOVZSCAlylZi4o9/U6Nh\nB7Vjpap58+bMn7+EIkVsuXz5Ep6e9fHzk0MaQojcRcYcCZED/XPuL/avno9NgSJUrdGEvj6rc/zp\n8sf8nhN77QVRVu/hNX8P303ozeP7t2jTrhV9Ry+gWk2PJM8pamNK/SqFVUgrhBApU21vGx4eTuvW\nrdm1axf29vZJpoeFhVGnTh00Gg2KogDwwQcfsHHjxuyOKkS22rJlE1t//g6NxpyeIxdTrVazLFnO\n3VpdMnV+YVHx3AiMx9zcDHDk4292sWXRl/hf/osfZg7hoxErKetU29A+NjaOKiWTv1yBEJlJ06KT\n2hFELqNKcRQREcHAgQMJCwtLsc2dO3dwdHRk27ZthuLI3FxuginyLkVRWLFiKZs2bcTS0gbPbhOp\nVqtpli3vnnu3TJ+ntZU55Ur/d9XssfN3sX7hSK7+fYDjv87Esd8U3qvpCcDtf58CukzPIMSrTFr9\nT+0IIpfJ9uLon3/+YeTIkVhZWaXa7u7du5QvXx47O7tsSiaEevR6PQsWzOP333djZ2dHs+4+RFrn\njLPR3tQnQ+bhd/4wW3y92eLrjS5OS/U6rdSOJYQQKcr2AdmnTp2iXbt2LFy40NAjlBx/f3/KlSuX\nfcGEUIler6d7949YtmwJdnZ2LFiwBMfSmXP7j5yiimsjug6cjYmpGdt/nMS5I9vVjiSEECnK9p6j\nL774AoBHjx6h0WhSbOfv749Op6NTp06EhobSoEEDvLy8KFiwYIrPESI7pXaLj+Q8CokFoLS9peEx\nvV7Pd+P7cPOf01hZF6BBp5GcfWyN/5MYYsi6W4GoodL7dflkyLdsXDya3atnUKPlACq0bK52LCGE\nSCLHnv5y9+5dHBwcmDhxIlFRUUyfPp1x48axcOFCtaMJAaR8i4+UhIRHY2ZuQazm5cdOr9ezad5n\n3L92GkvrAvxv1Fri7d7HPxRCIhWsbbIyvToqVHGj+9D5rJo9gN3LR6GJGEC7GuPUjiWEEEZybHG0\nc+dOTExMsLCwAGDmzJl07tyZ8PBwbG1tU31u0aIFMDOTSzilxsGhkNoRcpXk1peN9QsK2EDl8iXT\nNY+TF29jbmHOe++UAmDJhB48uH4SmwKFGLNwH+Xe/cCorUajwdIi7Y+oiQnpbpu4ffHAawA8K+Oc\nYtuo6Bj+DdFz6NqLNOf7b4iWqHjTNHO8W82NZp0H8PO3Q9m1fiGNa5Thq6++Slf2vEg+ixnzOutL\ne+0yABZVU97W8yrZvl5Pji2OXh2wXbFiRRRFISgoKM3iKCwsMiuj5XoODoUICopQO0aukdL6ioqO\nQxdvRqw2fWdc6fUvz0iL1eo4sXct54/uwtzcisHTt1CyXDWj+SRum5H5ZiTHe5u8Afhz8NYU22rj\n9ITEm/LPo5THByYICY/HpkD6ctRt1Yu79x9w5NfZfP21F4piRpcuH6crf14in8WMed31FT/tGwBM\nF6zP7Eg5mmxfqUutcMyRxVFMTAweHh788MMPuLq6AuDn54e5uTmlS5dWOZ0Qb+afMwc4sGUxJd92\n4sPe3rxTrXbaT1KRubmZ0Q1wUxL+PCpD83Vv3Y8CJhHs/3UpY8eOpmTJkjRo0Og1UwohROZR9dhT\n4rPV4uLiCA4ORlEUrKyscHNzY8aMGfj5+XHhwgV8fHzo2rUrNjZ5cCCGyDee3L3EtpUTMTU1o8fw\n73DO56e0t/9kKN26dUeni2PYsEEEBQWpHUkIIdQtjhKfrXbhwgUaNGhAQEAAANOmTaNixYr06dOH\n/v374+7ujpeXl1pRhXhjz0MecXTzdPT6eDr1nUJ5p5pqR8oRZs6cS/v2HSlSxBZv76+JjJTD4kII\ndal2WK106dJGN6SsVauW0d9FihRh5syZakQTItNFvXjGsc1T0Ua/oGWP4VSt0VjtSDmGRqPhu+++\nZ8qUCRw7doTJk32YNm12jr+XnBAi75JTuoTIYjExUcwY1JiwwLtUdGlG3RY91I6U45iYmDBmjDdV\nq77H+fPn+OGHxWpHEkLkY/LTTIgspNfrWfB1e54+vEMBu1LUbPVVqhc/zU6pnaWmBktLSyZNmsbA\ngf3YuXMbFSpUpE2bdmrHEnlAfjtLTbw56TkSIgutnT+Eu9f+xrpgEdoP/hEzcwu1I+VotrZFmTx5\nOhYWFkyfPokdO7apHUkIkQ9JcSREFjmxbx3H967B1MyMgVM2UrBo+i4Wmd9VrFiJnj178/DhA77+\nejh+ftfUjiSEyGekOBIiCzy+f531C0eAAh0+m0il9+uqHSlX6datO02btiAmJpqePbvy/PlztSMJ\nIfIRKY6EyGQ6XRx71szCwtKaD+q1oXmXwWpHypWWLfuRihXfISjoKX36dFc7jhAiH5HiSIhMtu+X\nBTy+dw2XBu3pN36N2nFyLTMzM9at+5VChQpz9uwZZs2apnYkIUQ+IcWREJno0onfOPvnrxSxL0nn\nvlMwNTVVO1KKXLb64LLVR+0YqSpZsiQLFizGxMSULVs2cefOLbUjiVwoftEU4hdNUTuGyEWkOBIi\nkzx97M/uNTMxNbegy4AZ2BQsonakVNk+uorto6tqx0hT06YtmDFjLkWK2DJlykS5grbIuDt+L/8T\nIp3SLI72799PXFxcdmQRIteKjY7i16XfoIuLpWW3EZQqV0XtSHlK164f06xZCx49esi8ebOM7sso\nhBCZLc3iaOjQoUnOFJk4cSKhoaFZFkqI3GbRuE7cunycyh80pEbDDmrHyXM0Gg1DhoygXLnyHD36\nF9u2/ap2JCFEHpZmcZTcL7SdO3dK17YQ/2/P2lncunISvV5Pi27Dc8wVsPMaKysrxo+fjLW1NcuX\n/8DNmzfUjiSEyKNea8yRdGkL8VLA3SvsWTsbjUZDzxELKVqslNqR8rQyZcoydOgIYmO19OvXm/Dw\ncLUjCSHyIBmQLcRr0mpj2LrwS+J1Omo360bNRp3UjpQhd2t14W6tLmrHyDBPz+YUKVKEu3f9+fLL\nPmrHEbmApkUnNC1y1+dTqCvNG89qNBrCwsKSPB4WFoaNjY3RY/b29pmXTIgcbsXsYbwIf4rjWxXp\nMSL33UX+nns3tSO8tu+/X4GnZz1OnTqBr+/39Ov3ldqRRA5m0up/akcQuUyaxZGiKLRr1y7JY126\ndDGMrVAUBY1Gg5+fnCop8ofz58/y+MFtrGwKM3j6r5iZpflREpmoZMmSTJ06ixEjBjNnzkwaNWrC\nu+86qR1LCJFHpLlHP3ToUHbkECLXePEigjlzZmBhaUWnIbNxLF1R7Uj5UqdOH7Fv3+/s3buHzz//\nlD//PCFFqhAiU6S5JyldunR25BAi11i8eAHBwcHUrN+GMpVrqR0nX1u48AcaNnTnyZMnrFy5jC+/\nHKh2JCFEHpCuAdmRkZEsX76cbt264e7uTrVq1ahduzY9e/ZkzZo1xMbGZnVOIXKEw4f/4NChg5Qu\n/RZNP5TBwGqztLRk1aoNVK36Hlu3bubatZx/xW8hRM6XZs9RYGAgn376Kc+ePaNZs2a0aNGCggUL\nEhkZyY0bN1i8eDHr169nzZo1FCtWLDsyC6GKoKAgFi78FhMTDWPGeHMr0gpy8eW+bB9eASD8rfdV\nWX5EZAz+Wh27ziU94SM5RW1MqV+lcJLHq1SpwsiRXkyZMoHZs6ezdOlKrKysMjuuyMWUWy+LZk2l\n91ROInKLNIujGTNmUKxYMTZt2kSRIknvFRUREUHfvn1ZvHgxEydOzIqMQqhOr9fTs2cXnj+PoH//\ngTg5VeFWOr/UcyqXbRMA+HPwVlWWHx+v55lijn9o2uOEYmPjqFIyPsXpDRs2wtOzKYcOHWT58qUM\nHjwsM6OKXE6/ZBoApgvWq5xE5BZp7pVOnjzJsmXLki2MAAoVKsSoUaP4+uuvMz2cEDnFxInf4Od3\njeLFHenWrbvacfIMc3Mz3ilbPM12t/99CuhSbTNw4FAuXbrIzp3bqFu3HjVquGVSSiFEfpPmmKOI\niAhKliyZapsyZcrw9OnTTAslRE5y/Phx1q79GVNTU5Ys8cXCwkLtSCIZhQoVZtSoMQD4+IwlJCRY\n5URCiNwqzeJIr9eneXqsqakp8fEpd3kLkVtptVo+/fRT4uPj+eSTT6lVq7bakUQqatRw4913nbh6\n9QoDBnyhdhwhRC6VrouCXLt2LcXDaoDc30jkWaNGDeXJkyeUK1eeyZOnqx1HpMP48ZPZd2A/J06e\nZMTkRTRu0yPN56Q02FsIkT+lqzjq27dvmm3kTuQir7l7159jx/7C3NycZct+wsREbkWYGzg6OvK/\nz8exepE3W36eh+27zShin/L12tIa7C2EyH/SLI6uX7+eHTmEyFHi4+OZO3cm9vYOzJo1CyenKmpH\nynRqnaWWHeo1/R9HDv3Gv34n2es7lHHf/5XiD7j0DPYWuZucpSYyKl0/hSMiIjh48CBHjhwhIiIi\nqzMJobrNmzdy8+YNatZ04+OPP1Y7jngN7QcsxKaQLf/evsRfu1aqHUcIkYuk2XN09uxZ+vfvz4sX\nLwAoUqQIc+fOpUGDBlkeTgg13Lt3l59//hFra2uGD/9aDhnnUtYFbfl05GK2Lh/Pqf3rcanfjiJ2\njmrHEjnAMb/nhEWl/1CqjEnLf9LsOVq4cCGNGzfmxIkTnDx5kqZNm8rFHkWelXA4TafT8eWXAyle\nPO1r8Iicy6V+O5p3GUpsTCS7fp6OoihqRxI5QFhUPH4BCv6hZmn+5xegZKiQEnlDmj1Hly9fZteu\nXdjZ2QHg5eVFrVq1CA0NNTwmRF4xd+5M/PyuUaNGTVq3bqt2HJEJ6rXsyfULh7lz9RQXju7EteGH\nakcSOYClpXmmXYBU5D1p9hzFxMRgY2Nj+Ltw4cJYW1sTGZmLbyolRDJOnTrB0qVLePz4EcOHj5bD\naXmEiakpH342HlMzc/ZtWsCzkCdqRxJC5HBybrIQgE6nY+jQgej18XTp8gklS5ZSO1KWc9nqg8tW\nH7VjZIvipSrQqH1ftDFR7Fg1RQ6v5TPxi6YQv2iK2jFELvLaF4G8fv06YWHGN950dnbOvGRCZKNx\n40bz5MljypR5Gx+fiWrHyRa2j66qHSFb1W3Rg78Pb+HUwV9wLPMuLboMVTuSyC53/NROIHKZ174I\n5ODBg43+1mg0+PnJBihyn7//Ps3mzb9gZmbG99/7pnm7HJE7mZiaUrtpN25cOMLu1TOo0aADxUq+\nrXYsIUQOJBeBFPmaXq9n9Ohh6PXx9OjRB2fnD9SOJLJQneafcOrgL1w/fxjfqb0Yu/hPtSMJIXIg\nGXMk8rXt27dgYmKKq2tNJkyYqnYckQ0+H7sC6wKFuX/zAgd+Xax2HCFEDiTFkci3AgIe8+OPy7G2\ntmbJEjmcll8ULurAR/2no0HD7tXTCQ9+oHYkIUQOI98GIl9SFIX58+cQGxtL//4DKVUq5RuT5lV3\na3VRO0K6RUTG4K/VsetcWNqNAf8nMcRgneL0ui17cPrQLzy4c4Xj2xfiMnp6ZkUVKoqKiuLKlcvc\nu+fP06dPiY2NwcLCkroOb2Nvb4/ds3CKFLFVO6bIBaQ4EvnS3r2/ceHCeZycqtCx4//UjqOKe+7d\n1I6QbvHxep4p5viHpm+XFRKpYG2T8nSNRsOQGdv4eU5/bl+/yLnjv9O+ZvdMSiuyU3x8PCdOHGPP\nnp1cunQBnS7p1ax3/f//Tbbtplo1Z4pV9sTqbY/sDSpyFdWKo/DwcFq3bs2uXbuwt7dPMl1RFGbM\nmMGOHTswNzenT58+fP755yokFXnN06dPWbZsCWZmpowc6YWJiRxdzg3Mzc3SdUVjgPDnUWm2MTM3\n58M+Piz4phsHd/zEgK5NKFGi5JvGFNlEr9dz8OA+fv75R54+fQqAo6MjNWvWonLlKpQoUQIrK2u0\n2liCgp5y8+ZNzpw5xeXLlwg/dQ7zgj/T9uMhONduKRd8FUmoUhxFREQwcODAJNdJSszX15e//vqL\nlStXEhwczOjRoylXrhyenp7ZmFTkNXq9nu7dP+Lp00CGDx9FuXLl1Y4kVFSsZDlqeH7KpUMrmDdv\nNrNmzZNiORe4c+cWc+fO4vbtW5iYaPDwaMyHH3aiWrX3Uyx0mjZtwYABg7hx4zozF//MhbMn2L5y\nIheO7qBdr2+wdyyTza9C5GTZXhz9888/jBw5Eisrq1TbrV27Fm9vb6pVqwa8vNbSunXrpDgSb2TR\novncvHkdOzt7unT5RO04IgeoVq8TIXeOcfHiefbs2Um7dh1SbJvRu7mD3NH9dSW3rq0sn3Ng53qO\n/L6BeL2OCpU/oFnHL3AsVY7jAbEcDwiktL2l0XNiY6KJevEMUzMzbAoUxsy8BC6thuLo0oVbR3/i\n/s0L+E75lPa9vXmvpny/iJeyvTg6deoU7dq1o127drRo0SLZNoGBgQQHB+Pq6mp4zMXFhWXLlmVX\nTJEHPXhwnyVLFqLRaJgxY67RPQNF/qUxMaF992H8snAo06dPpkYNtxQH6Cfczd3S0jxd846NjaNK\nSbmj++t4dV1rY6I48uss7l8/g4WlDXU6DKdi9SZEajT4h0JIeDRm5hbEaoy/1k7uWsO10y9HHWk0\nGgoVLUGRkk5UcPagj5cvpw9u5OCvi/l16Tget+yBZ6eB0nsosr84+uKLLwB49OhRit2fwcHBADg4\nOBges7e3JyoqisjISAoUKJD1QUWe89VX/YiNjaFJk2a0bNla7Tiqs314BYDwt95XOYn6ijm+haOj\nI35+Vxk8uD+bN+9I8QsyvXdzB7mj+5tKWNchgQ/YuHwMIU/uUb5SNboMmIltMePxYeHPo5Idl/bi\nAzeqaAOI18dz7nkUIU/uc+/yIZR4LSat2lGn+Se8VaEam34Yy4m9a3kRHkL73t6YyqU98rUcWR5H\nR0djbm78yyzhb61Wq0Ykkcv9+ONyLl++SOHCRfjuu+/VjpMjuGybgMu2CWrHyDGmTp1FgQIFOX/+\nLGvW/KR2HPH/nvx7kx9n9iU44C7OtVvQx8vXqDDS6eI4vHM5D/yOJfv8D+q1YbRZEGMsQvlq0nq8\nFh6k/v/GUa1BV0ObMu848/nYFdiXeJvLp35n0w9jiNdJUZuf5cjS2NLSEt0rG2ZcXBxAug6FFC1a\nADOzHFn35RgODoXUjpBtIiMj2b59M+bm5sybN5eKFVO+ptGB8yGERLxagL9Itu2/IVq08aZYWqTv\nY2Ri8rJbPz3ts6pt4vYJHbepPS+jOdKa35vM+3VeY3ram5lqsLE2x9X1Pby9v+Gbb75h3rxZfPRR\nR95+2/jeazbWLzAzTf9rTJh3ap+3/PRZzAgb6xeEPPJj28YpREdF4NmhH0069jM64hAUcJ8Ni70I\nfHgbjZUdFas3Sfa9SbytW1oU4q3KbphbWBm1dSxVhgHjf+KnOQO5dfkYO36aSNf+09L1HuZkuTW3\n2nJkceTo6IiiKISGhmJnZwdASEgIhQoVwtLSMo1nQ1hYZFZHzNUcHAoRFBShdoxss2DBXKKjYxk4\ncCjNm7dP9bU/eBqZZEyJmakGXbySpG1IeDzWNnpiten7hanXv7xERXraZ1XbxO2V/39JqT0voznS\nmt+bzPt1XmN62uviFaKidQQFRdCtW29++WUzFy+ep2fPXkkOr0VFx6GLN0t3jsTzTk5++yxmxI2r\nl9izciKmxNHsoyHUbdEdjUZjWPfXLxxh28oJaGOiqOziQWnXrpBoemKvbuspbR8aUytKvl2VqMgX\nXDl9ADNza6o0/oKo6Phc+T7J9pW61ArHHNm9Urx4cUqUKMH58+cNj507dw5nZ2cVU4nc6NKlC+zZ\nswsHBwf69fsqXc9JGOeQ8F/l8iWN/k74z9TUNIvTi+xmYmLCggVLKFCgIJcvX2LjxnVqR8qX7ty5\nxYalk4jTRtO6+9fUbWF8gc4zf2zmlyWjidPG0LzrMLp+NQvrQkmvl5dRZ//aytnDW4iLjcKmUFEu\nHNvJlWO/vvF8Re6janGkKP/9Go+LiyM4ONjwWNeuXZk1axYXL17k8OHDrFy5kh49eqgVVeRCMTEx\nzJs3G4Bhw0bLQH6RLuXLV+Dbbxfy7ruVWbNmFf7+d9SOlK88fPiAMWNGERMTiXurfrg17pykzfOw\np1hY2dBj2HfUafZxpl3EsaZHJ2o26syLZyFoY6MxMTXj7P6fuH7pRKbMX+QeqhZHiTfoCxcu0KBB\nAwICAoCX1zXy8PDgiy++wMfHh8GDB9OoUSOVkorc6OefVxIQ8JimTZtTq5a72nFELtKyZRsGDx6O\nTqdj9uxphjGPImsFBQUxZsxIwsPDadC8K9XqdUy2nWenr+g/cR0VqtbK1OWbmJrSuvtoGrXvi04b\ng6LXEx+nZdvqufj7387UZYmcTbUxR6VLl8bPz8/wd61atYz+NjU1xdvbG29vbzXiiVxu//69rFu3\nGsuCDpSr0yPTblial/w5eKvaEXK0Fi1acfz4EU6dOsnatT/Tp88XakfK06Kjo/HxGUNgYCDt2nWg\nXN0e3E3hY6vRaCharFS6552RbV2j0eDR/gvQaDi8wxczC0u02lgmT57A998vl+uj5RM5ckC2EG8i\nKiqKr78eTlhYGB8P+IL7zwthGZs5NywV+YdGo2H48NH07dubjRvXUqdOPaCE2rHyJL1ez+zZ07lz\n5za1a9dl0KCh7LnwTNVMHu0+x8TEFNOiFQm4uI0H146xYMFcxo71kXux5QM5ckC2EG9i1KihhIWF\nUrmyE3U8OyUZYJ3afzLIWiRmZ2fPkCEj0OsVpk+fRJw2Vu1IedKqVSs5duwIFStWZOxYH6MzBF88\nDzUan5qdGrTpTfG3KtO6y0DKlCnLn38eYs+eXapkEdlLiiORpxw5cpjff9+NubkF33+/XG4DIN5Y\nw4aNsLUtyvHjR9m3xVftOHnOwYP72LBhLba2tkyaNMPosFVM5DNWTv+cLb4+ql6U0dLKGh+fSVhY\nWLB06WIePnygWhaRPeSbQ+QZWq2WkSOHoNfr+fzzfrzzTiW1I4k8QKPRUK9efQD+2L2ax/6XVE6U\nd9y4cZ1582Zjbm7OpEnTcXR0NEzT6/X8+csMwoMfY2VdEBOVe3XLl69A3779iY2NZc6cGegTLuwl\n8iQZcyTyjLlzZ/L0aSDlypXHy+sbteOIXCIiMgZ/rS7VQftl3btTYsfv3L11hX0/++DuXhdLa7k0\nxJt4/vwZU6aMR6fT4eU1jqpV3zOafmz/Lzz2v0Slqq60/GRkjhjn0759Rw4c2M/FixfYvHkjXbt+\nonYkkUWk50jkCY8ePeT48aOUK1eeRYuWyuG0dHDZ6oPLVh+1Y6guPl7PM605/qFmKf734EVBGnw8\nGQvrwgQ/vMHOVdPUjp2r6fV6ZsyYYjgzrWnTFkbTr1y5xJHfN2BpXZDO/aZiZmaewpzSJ7O29aCg\np9y7509g4BN+/HE5d+/6v/E8Rc4kPUci19Pr9cydOxOtVsuIEV/j7PyB2pFyBdtHV9WOkGMkdzf3\nV71TtilXTnXj8h+rOLF/HZVdGuJcu2U2Jcxb1q79mbNn/6ZyZSf69x9oNO3l53kWekVPw04jKWLn\nmMJc0i+ztvXixR2pVas2QUFPefIkgDlzZrBo0VI5kSMPkuJI5Hrbtv3KP/9cwdm5Ou3adVA7jsjD\nXJp+Tuij60SF/suetbMoU/F9ijqkfCNjkdSZM6dZu3YVhQsXZvz4KVhYWBhNNzExYfz4Saz49S9K\nVKmtUsr/vHrYtUrjvvx1+hIht65w9NTfjJ+/mtqNjfc7RW1MqV+lsBpxRSaRYw8iV3v48AE//rgc\nSzOrtC0AACAASURBVEtLRo0aI4fTRJYyt7Sh3aDltO3hhTYmiq3Lx6OPj1c7Vq7x5EkAM2dOAWDc\nuPEUL558b13FipWo2zTpbUPU8Oph14DYori1H411EUfCQ4P5betqLt8NM0z3C1AIi5JtIreTbxKR\na+l0OmbNmoZWq6Vv3/6ULJn+K+YK8bo0Gg21m39C+SpuPPT/h792rVA7Uq6g1WqZPHk8ERER9O79\nBTVquKkdKd0SDrsm/NewcXOatOtNocJFiY54yvW/VhmmWVq+2fgokTNIcSRyrW++8WLv3t8oX76C\nHE4T2crExIQOn03AukARjv62ivs3L6gdKcdbsuQ7bt26Se3adejWrbvacd5Y44796dR3MhWq1OLG\nxSNcv/CX2pFEJpLiSORKf/99mk2bNqDXx/PVV0PkcNpruFurC3drdVE7Rq5VuKgDH/bxQdHr2bp8\nAtGRz9WOlGMdOLCX337bTYkSJfj663FJPq9ZfQXsrNjWLSytqdP8E9r3GgfAb+vnoo2NztRlCPXI\nN4rIdXQ6HYMG9Uevj+fjj3vywQcuakfKle65d+Oeeze1Y+RqlT9owLvVGxDw73W2/zhZtdtc5GR3\n7/qzYME8zMzM8PGZTKFCxgOVX7x4wYABn/PHHwezLENWbutl3nHGtWEHIsKecuy3n7NkGSL7ydlq\nItcZN240T5485q23yjBx4lS144h8TBen5eGdK0S9eMY/Z/ZzYl916rXsqXasHCMqKorJk8ej1WoZ\nOnQkT+NLcuOVi23+vnkp567cwLToWSKL1DA87v8khhisszvya2nSsT9X/z7Iif3rsC1fB+wc1I4k\n3pD0HIlc5cyZU2ze/AtmZmb88MMKzMykvhfqMTO3oHWPrynqUJrnYUEc/HUx926cVztWjqAoCvPn\nz+Hhwwd4ejalTZt2hEXF4xegGM7sOn3Zn+OHf8PU2p5ydfsYXXgzJFJBn0s64goUKopH+y+Ij9Ny\n5vflascRmUCKI5Fr6PV6fvxxOTY2NnTv/qlc7FHkCO/V9OSDem0pULgoz0ID2eLrw4vnoWrHUt3O\nnds4fPgPypZ9myFD/rv9h6WlOe+ULU6F0vZcPrgMS3NTOvUZQ9V3yxmdEZbbLqxYxaURMVEvuP73\n7/jfuKh2HPGGpDgSucbmzRu5c+c2rVq1ZcIEOZwmco7Wn4yieKkKaDQaQp7cZ4uvd76+Men1634s\nXboYS0tLfHwmYWNjk6TN33/+ypN/b/JOtTpUrdFEhZSZS1H0mJlbEBURwu6Ni4mX61/lalIciVzB\n3/82q1atxNramlGjvHLdr8qcyPbhFWwfXlE7Rp5gXaAw7XqNo5BtcawLFObe9XMc3rFM7ViqiIh4\nztSpE9Dp4hkxYjTlypVPtl1sTCQWVja0+mRUlt9UNju29aIOpf+vvTuPj+n6/zj+mslMJotEFkkE\nQVBbEXsssZTSWovautBSWq2lpVWltFq1/UoXtIrS2vdodaOKxq6KEESJJJaE7JE9mWTu7w9fadIk\nJMjcLJ/n4+HhkZszd95zcufOZ+4991yeHDgOS0trQv7x56effijW5xPFS4ojUeJlZGQwf/5sMjMz\neeONCVSu7K52pDKh2Y4PabbjQ7VjlBmPNW7HqzO+5835P2Bj58jBX74n9PwhtWOZlclkYv782URE\nRNC7d1+6dOlWYNuOvUfy1v/txMm1WrHnMte23v7pYbjVbERaahJLlnxJQsLtYn9OUTxkNKso8Vav\nXklwcDBt27bnqad6cCgwodDT85emK15E6VelZgMABo2Zw9qF4/DbtoCGnv8HLVrc55ElR1HeX3fd\nvZfYhg1rOX78GHXqPMbrr4+/7+OsbeweNGaJpNNb0nHAJHZ+9RpXr4aydu1qxo6doHYs8QCkOBIl\nmq/vVpYuXUKtWrWYOPHO4fe7V7wUZpr+mGQF67zDHYQoVjXrNafHC5PZvvITNq+YxcCOq3B0dFI7\nVqEU5f0FkJ5upIF7FkePHmb16lXY2dnx4Yd5byhbXlR9rAVN23Qn4Niv7Nixlf79n6VKFbk5cWkj\nxZEosaKiopgxYypJSYm89dbbuT5c7l7xcj/xCSnFGVGIArXs1J/Ac2e4cnInH300g//7v89VKxiK\nerRV0VgX6v0FEHQtkuiIEFZ8MwutVsP06TPL/anvAS9NZnCvjixduoRVq1YwffpMtSOJIpIxR6LE\nevXVl0lKSqRVK2+GDx+pdhwhiqxl9xG4uNfg/PlzLFr0mWozaP93fqF7/Svq/ELpqUlsXj6L1NRU\nXn31DZo3b5lvO6PRSFpq8iN6RSWbta0dffr0o0qVqvj57efChfNqRxJFJMWRKJGWLfuKU6f+xs7O\njmXLVqkdR4giM5lM7Pp+GnFR4Tg6OrF792+sX79GtTx3j7be719RrgQ1mUz4bf0/YqLC6dq1GwMG\nDCqw7c6dO1jy8WjCgsrHJJl6vZ5Ro14DYPnyr+XWMqWMnFYTJULOw/4RN68yd/48skww4JUPORJq\nAaH/3nJABlk/GvvH+6odoUzTarXUbNieM3sDsbe3JzMzk9WrV+Hk5EzPnr3VjvdI7PX9iuuXTuBZ\n6zEmTpxc4CX5iYkJrF+/hoz0VOydq5g5pXm39cTkNIIzMvnpZByKdWPs3B7j8Al/Pl31Cw2ats/T\n/u5gdlGyyJEjUSLcPex/JcaC9Ss+IzMzk9pNn8S5Ub+HPuwvhFoatR+AZ10vrl4Nxdu7DQaDgS+/\nXMDRo4fVjvbQTuzfxpFd67Cxc2bwqPcxGAwFtl2z5nsSExPx7tQXO8fKZkxpfllZJm5n6AmO1RES\np6fBE6+Snqnhxy3fERRFrn1Z4E2lyFcGCvOQ4kiUGAaDnuhL+0iOvUYT76eY8Mm6hz7sL4SaNFot\n/V6chL29Pfv27eGFF14CYNasDzl3rvROwPmP/0F+27gQSysbug//CHuHSgW2vX79Gj/9tAMHBwd8\nnhpixpTq0et12fur1t5tsTLoCbt8gtigA7n2ZYW9IlCYnxRHosSIDg/ij21LsLSyYej4BVhZyTX4\novSzc3Dm7benYDIpHD58gIkT38VoNPL+++9y/nzpG6gbFnKB7cunAzDwtdk4u9e+Z/vly78mK8vE\nSy+9gqEcvqd1ektq1m1OZmYGP6+dR1pKktqRRCHImCNRIqSnpfLn5nmYsjLp+fJ0nN081I4kxCPT\nrp0PEyZMwsenA46OTqSmpvD114sZO3Yss2cvoG7dekWefFGNsSq3rl9m3RdvYsxIo/fwqTzWuB1B\n1yILbG8ymahVqw5xcXH07NmbX06Xzxmjew+fSsDx3cREXGX/D8vo8fzbakcS9yFHjkSJsGv7Mm7H\nhNGkTQ+82vZQO44Qj1yfPs9kz9XVv/9AxowZS1JSEu+99zaXL18q0uX2aoxVib4ZyrrPJ5CWnEDX\nZ8fSomO/+z5Gq9UyYsQoFi1ailZbfj9unN086PzMq6DA3h1LuR0boXYkcR/ld2sVJcZXX33J3wd/\nwd65Cj1ffFftOOVGM98ZNPOdoXaMcuvZZwfz5ptvkpiYyDvvvMnVoIBCX25v7rEqcVFhrPlsPMkJ\nsXTsPRKfHsOL9Hi1C6OSsK13ffYNnNw8SIyP4ue181XNIu5PiiOhqtOnT/LZZ58SGxlGuz7jyuWY\nBLU4hJ3HIaz0jXkpS4YNG8bYsRNISUlh/dcflMgb1UaGB/Pd/NdIjIukbffn7xwBKWVKwrZubWNH\nn+HTsLVzJPDUPm5du6RqHnFvMuZIFIvCjJ9IT0vhw9dfIj3DyONt++JcvYmZ0glRMoSHh9Ov37NU\nrOjA1A8+Zt+mudgbsmjdpeDJFM0pLOQC6754k7TkBNo+9QLdBo4vcC4jcX+tuw7G2taeH1Z9xO9b\nF9F2oBy5LamkOBLFojA3r9yycAJxsVE4udWkVb8ZMneRKHNyTgj4X/7H9vDrlq/o+8JEGrXoRMdB\nU9mz+VN+27CAiBtB9HjubXR69W7e+o//QXy//YCMtBS69H8dn54v5VsY/fc1JiXEobWwwMY272Dx\n8j6Bq1arpXGbpzn2xyZCAk9Q/fLf1HZupnYskQ8pjkSxudfNYX9dv4Cr5w9jZWPLOwt+5GqsfBsV\nZU9Wlonbyp0JAf8r3aY2aUYN29Z+hbFCPawqN6HbyAX4//wppw78QGTYFQa+NpuKTm5mzawoCucO\nbuby0U1oNBp6DXuPlp36F9j+v69x/+ZvCQs6xdMj5lKpSp1cbWOSFazL+ZlzrVZLt0HjWbtwHH/t\nWolP60VqRxL5kDFHwuxiIq6xb8dSNBoNwyctwaWKp9qRhCg2OScEzPmvbTsf+r80GQuM/LVzIYop\nE0c3T16dsZpaDVtz40oA38x8gXN/7TFb1pTEeI74zufMvjVY2djx4ltf3rMwuuvuazRk3CL8nyM4\nO7vQsmUrmcC1ALUatKJO43bERV7l7F971Y4j8iHFkTArY3oam79+jwoVnXlm5Ae0euJZtSOVWyGt\nBxPSerDaMcq1tt2G0KD5E0SGBeG/51sArG3teeGtL3mi/xgy0lLYvnw625ZNJyEuqlizXA44wtcf\nPk/YpeM4uNZg9PvfUath60I/3mQysWvz5wB0GzQena7kzP5cErf1boPGAxp2+64gLS1N7TjiP+S0\nmjAbRVH4ed18osKu0LBlV54eOlHtSOVaqPdQtSOUexqNhj4vv8/Na/8QfOYPHmvZAx5zR6vV0rHX\nCGo39GbHypmcP7GHywGH6dh7JN5dH+0tOG7HRrBn62LOn7hzhKpu67606D4SJ9dqRVrP+RN7CA+5\nQI16zanXtOMjzfiwSuK27lqlFnpLK65eDuC7777l9dfHqR1J5CDFkTCbUwd/5OzRX3Fyq84zL0+X\nq16E4M4l3oNfn8uhQ4dx8WiQ63dVPRsy5sN1HPl9PQd//o4/ti3h2J5N1G7Zh6rdugGOD/y8CXGR\nHN29nr/9dpBpTMfJ1YNew6YQm+WCha5oA8EzjWn4bfsKNBqeHjJR3tuFVLtFT26FBvDF4sU4NOhF\nBTuHe7ZXY1b08kqKI2EW4aGB/LZxITq9gcGvz8Vgbat2JCFKDPca9fFMtMr3dzq9JR17jcCrbU/2\n/7icgKO/cfy3FQQeWMf1Pt3p2rUbDRs2Qqe7/+7cmJFOSOAJ/I/8wqUzB8nKNGKwrkDnZ0bj3XUI\nOr0lsedCi5xfo9HSonN/khPiqFy9bpEfX17VbzuQgAObuB0ZyrpVi+k+7KMC26anG2ngbt5Z0csz\nsxdHsbGxTJs2jePHj+Pu7s60adPw8fHJ0y4uLo62bdui0WhQlDvXeDdt2pRNmzaZO7L4n6Lc+ynn\nJbsRYVf4+oPn0Okt6f/KTNyq1bnPo4UQ/1XRyY1+I2bQuc8otq1dwvXz+9mw7Qc2bPsBS4M1Hp4N\ncK1SEycXd6xt7NBbGjBmpJOaksiloFCiIm6QFBVEljEDADsHF1p3GUSrJwY+9JcVC92dAk4UjYXO\nkg4D32PX8nEEHt3BwBHv4lrABSp37mGXad6A5ZjZi6PJkydjMBjYtm0bfn5+TJgwgV27duHqmvuS\n7ytXruDm5saOHTuyiyO9vuQM8CuPCjN30V13L9lNS0vh83f6EBcVRsvOA/Bq19MMSYUouxwqudO0\n22iadBlB/PXTXA08QvgVfy6cO82Fc6fzfUxWZhYarRY396rUatiaRq2epFZDb9Vv6yGgZuPO1GrY\nmqCAo2z5egrjPtmidiSBmYuj0NBQjh49yqFDh3BycqJ27docPnwYX19fxowZk6ttSEgInp6eODk5\nmTOiuI97zV2UU3xCCiaTicVTBxAXFUYl9xqMeHeZGRKKwnK4EQBAfLXGKicR+ck0ZhB+NZDqdbzy\n/b2VjS3dew+C3oMwmUzERYURFR5CXHQY6alJGDPSsLS0xmBTgcgkHZWq1KZtq6blcjxQSd7WNRoN\nL0z4nM+n9OXWtX+4euk0NerKxJBqM2txdPbsWapXr56r4GnWrBn+/v552gYHB1OzZk0zphOP2sGt\nswkKOIqVjR2TFvyCzlK92X5FXs12fAjA/vG+KicR/2UymVizcBzhVwMZOWU5VWo2uGd7rVaLs5sH\nzm4e+f7+73OhWBoM5bIwgpK/rVfxbMCoaavYtOQd9mxdzCvTVpbbv1VJYdZjqjExMXlOn1WqVInI\nyMg8bYODg7l+/ToDBgygc+fOzJgxg6SkJHNFFQ/p0l87CfhzPVoLHa9+sLrAnbYQIi+tVkvT9r3J\nMmawaclkEuLy7iPVdiP4HEm3Y9SOUWbU9fKhRt1mhIWc58LJfWrHKffMWhylpqZi+Z+jB3q9HqPR\nmKdtSEgIaWlpzJw5k3nz5nHmzBmmTZtmrqjiIcRG3uDM3u8BDX1ffp/HW3ZVO5IQpU7zDn1p0+05\nEuOj2Lj4bTLSU9WOlM2Ykc7WpdNYMn0w6amJascpEzQaDd0GTQBg7/avyczM+7kozMesxZHBYMhT\nCBmNRqyt896IcOfOnXz33Xc0adKENm3aMG/ePPbs2UN8fLy54ooHkJqcwIZFk1BQaDdgMj2em6R2\nJCFKrW6DJlDXqwO3rl3C99sPMZlMakcC4MjudSTERdCg+RMYrO3UjlNmVPVsyOOtuhEXdYMT+7aq\nHadcM+uYIzc3N6Kjo3Mti46OxsXFJU9bK6vcc37Url0bRVGIiorCweE+E2U52qLTyVUY9+LiUvQd\nmo11EjoLMFjmv9lkGjPYuvQ9YiOuUbNxJ5p3G1lg2//Sau98cypM++Jqe6/2+T3+Ua3bnG1ztr87\npOFejytqjvut72HWXZr7+l7t7/6uoLbPjZ3DitmjuHX1IhnJcVR0dlO1P27HRnJk11qsrG3pMXQ8\n50LizNrXBT32Xuv+77au9t/8Xm17Dp3AP/5+7N78OS18emHn4AyAzkKDjbW+yPvuB9nXCzMXR15e\nXly9epX4+PjsAuf06dN4e3vnapeWlkanTp1YunQpzZs3ByAwMBC9Xk/VqlXv+zxxccmPPnwZ4uJi\nR1RU0Q+Fp6QayczSkZ6Rd64NRVH4YeXHhFw8SY26zWjQ/Q2AfNvmx2S6s47CtC+utgW1N1jm/5of\nxbrN3TZn+//NkHHPxxU1x/3W9zDrLs19XVD7nNtWgW21lgwZtwDQYGXnTHpGpqr98dumRWSkp9J1\nwBtYWlfEZIozW18X9F6837r/u62X5G3PpqIrFZ3dCTi2mzVfTGLUtJUAZGYppKRmFmnf/aD7+vLi\nXoWjWQ+veHh44O3tzZQpU7h8+TKrVq3izJkz9O/fH6PRSHR0NIqiYGVlRatWrZg7dy6BgYGcPn2a\nGTNmMGTIEGxsbMwZWRTSvh1LOXvsN5wr12DI2P8r8u0HhPntH+9bYq/eEbnZO7pi75j3CLu5hYWc\n5+yx33CoVIU23Z5TO06hlbZtvdcLU7DQ6Th18EeuXs57NbcofmY/9zR//nxMJhODBg3C19eXJUuW\n4OLiwunTp+nQoQM3b94EYPbs2dSuXZsRI0YwZsyY7KJKlDy+385k+/IP0OkNPD/hM6xt5d4/QpRF\nlT3q0W3geHo8/zY6vXwBKi6eDVrg1bYnWUYj6794q8SMNStPzD5DdqVKlVixYkWe5a1btyYwMDD7\n54oVKzJv3jxzRhMPYM+2Jeze/DkajZbug98s8p28hRAPTlEUs86HY6HT0e7pF832fOXZ4Dfmc+Hk\nPq5dPsPxPzbhUv9JtSOVKzJqWTywo79vYPvyGQAMem02rZ54VuVEQpQfkdfOs3zWSyTGR9+/sSh1\nHF2q8OSzY1EUEztWziQjTcbSmpMUR+KBBBz/nbWfjUcxmejx3Dt0ffYNtSMJUa5cv3CYW9f+Yf2X\nE0lLkQlyy6Iez79DnUZtsTTY4L9/g9pxyhUpjkSRxURcZ/Wnr5OVmYlPz+H0GzlD7UhClDvNu4+i\nQfMniLh+iQ2LJpWoSSLFo6HTWzLuky1UdHLj/NEfiQy/qnakckOKI1EkybejWff5BGztnWjf40WG\nTVqsdiTxgJr5zqCZrxS2pZVGq2XA6I/xrN+S60Fn2LT4HYwZ6Y/0ObIyM/l9y5cl8vYlRVGat3Vr\nW3u6DRqPyZTFz5sWy+BsM5HiSBRaYnwMv616j/jocFp1fpZhk5aoHUk8BIew8ziEnVc7hngIOr0l\nQ8cvwKOOFyEX/+avfVse6foP71rD0d83sGdr6f4SVNq3da92vXD3bMyN0Iv8+uvPascpF6Q4EoUS\nExPDmsVTuR0TRtP2fej54rty12ghSgBLgzUvvPk5T/R7jbbdnn9k640KD+HAz6swWNnSbdD4R7Ze\nUXQajYb2fSdgYaHj22+/ISZGbvhb3KQ4EvcVFRXJu+9OJCYqnDpNu9LnpWlotbLpCFFSGKxt6dh7\nJFoLi0eyPsVk4qc1c8jKNPLkoPHYO7o+kvWKB1fRpRrtnxxEeHg4U6e+o3acMk8+4cQ9hYQE0717\nZ86dO0vjlp3pOGCSFEZClHGX/v6F60FnqVG3Gc07PKN2HPE/jzf3IT4+jj17dvP777vUjlOmyaec\nKNCFCxfo2/dpYmNjqFTJhb7Pv4VGCiMhSg1FUcjMNBb5MdcuHMJCbylHiUsYF/cajBw5GpMpi6lT\n3yExMUHtSGWWbPUiXydPnmDgwD4kJNymadPm7NjxCxY6s0+oLopRSOvBhLQerHYMUYz8fvqW9V+8\niTGj8Jf5azQaug6fw8uTl+LsVr0Y05lPWdrW33nnPWrVqkN0dBTvvjtR7ThllhRHIo+DB/14/vlB\nJCcn0a6dD9u3/4SlpdxHqawJ9R5KqPdQtWOIYpKZaST04klCL57kwKaPyEgt/ESRWq0F1Wo1KsZ0\n5lWWtnWdTsfixd9gaWnJ7t2/yem1YiLFkcglMPAC06ZNJi0tlW7dnmb9+q3o5IiREKWOTqfnhTe/\noNbj3sSE/cMfa6aSEBeldizxCDRq1JgRI0ZhMplYsGCunF4rBlIciWxHjhzinXfexMrKmrFj3+Tb\nb1fLeAMhSjG9wYrnxi2gWr02xN0KZtXcUUSGB6sdSzwCkydPY/To11EUWLLkC7XjlDnyyScA+PFH\nX2bOfJ+srEzefnsK7747Te1IQohHQKe3pG2/ydRt3ZvbcRHERtzI0+bW9csoiqJCOvGg9Ho9b789\nhapVq7Fv31727ftD7UhlihRH5ZzJZGLFiqUsWfIlVlbWfPLJfJ5+uqfasYQQj5BGq6Xl02N4dfr3\n1G/WMdfvrl8JYPms4fy8dp5K6cSDsrKyYurUGVhYaPniiwWEh4epHanMkOKoHIuJiWbIkAFs3rwR\nJycnPv98MS1btlY7ljAThxsBONwIUDuGMBONRoN7jfq5lqUk3Wb7sukoJhO1Gpbd935Z3tbr1avP\nyJGvkpqayuzZH2E0Fm3qBpE/GWlbTvn7n+bll58nJiYW9xp1eXnUPC7EV+LCybgCHxN8K400rM2Y\nUhSnZjs+BGD/eF+Vkwg1mEwmflj1Ebdjb9HqiUE83rKr2pGKTVnf1gcOHIK//ymOHDnMrFkf8PHH\nc9WOVOrJkaNy6LvvvmPQoL7ExcVSpUY9eo1bTQxVCI7V3fNfTLKCSYYlCFEmHP19PZfPHsa1am0S\nYiOIiw5XO5J4QFqtlvHjJ3LrVjhr165m584dakcq9eTIUTliMpmYMmUS27ZtxmQy8cwzA+g67BNC\n4y2pU/3+906KT0gxQ0ohRHFLTU64c1NZ6wrUatiaY3s2ci3oDP1f+RC0VdWOJx6Au3sVRo9+nUWL\nPmfKlEnUr98QF5eWascqteTIUTmRkHCb9957m+3bt2JhYcGMGR+xaNFSuVRfiHLI2tae4W9/xbOj\nP6bboAl0fuZVUlMS2LBoEmf/XIvJlKV2RPEAJk16lw4dOpGSksLLLz9PUlLhJ/4UucknYzlw/vw5\nxox5hdOnT+Ht3Ybff/+dUaPGqB1LCKGiqp4NeaxJe7RaLZ36vMKwiYuwtXfi4lFf9q6eSlJCrNoR\nRRFpNBqWLVtFtWoehIXd4Nlnn8VkMqkdq1SS02plzKHABOJS7nzrM5lMHPljG3/+uh6TKYtWHXrT\nrd9IQtJsOf+/gdcyyFoIAVCrYWte+2At38x/i/TUBPSWVmpHEjkkJqcRnJHJT/e4aOauEVOWMe+d\nQRz7629WrlzO6NHyZbiopDhSQc4CprAcbSzwaWB/33ZxKVkE3lRIiA7l2C9LibwWiKXBBp+Bb+HZ\nqAPXEkGXAplZd/70MckK1jYP9DJEKVdWr9wRD87OoRKdn/uYLGMKBquys2MoC9t6VpaJ24qe4NhC\nfGxb16XX68s4u/tztmzZiLt7FXr37lv8IcsQKY5UcLeAMRj0hWqfnm6kgXvhiimTycSBrXMIOLAZ\nR5eqNPDqwDMjZlDRuXJ2G4OljvSMTEAGWQtRHgT7/061uq0A9/u21Wi12Ng7F38oUWR6va5QF8/c\n0YYW9Wez5aspLF78GS4urnh7tynWfGWJjDlSicGgp05110L9K2wRdeLEcT58/SlO7V2HyWSiafve\nvDhpca7CSAhRvvgf/pm/f1vKnxs/eujxJ6cP/URqstzktLSoWuMxpk//CIBZsz7g4sVAlROVHlIc\nlQFJSUmMHz+GwYP7Ex1xHTsHVyYt+JlBY+bI1WhClGMXTx9g5+rZWOgs8e4z4aH2B1fOH2fn95/w\n1YwhnPtrj9yLrZRo06Yt48dPIj09nalT3yEw8ILakUoF+eQs5c6e9Wf48KHs3LnjzlUnPV9gzKcH\nqNukvdrRhBAqCjz1J1u/mYoGDW37vYOLR4OHWl+12o1p8+RQUpLi2b58Ohu+nEhMxLVHlFYUp969\n+/Lqq69z48Z1Bg7sw9mzp9WOVOLJmKNSIL+rFGKjbrJ353cEnjkCQN0m7Rg0chqpltVIM2nUiiqE\nKAGCL/zFtm+mATBwzBySLWs+9DoNVjY8NXQijbyf4ue1cwk6d5SvP3iOx9q9SMN2/R56/aJ4p03H\nmQAAGcBJREFUDRw4BF/fbRw5cpDnnhvE+vVbaNq0udqxSiw5clQKZGWZuJ1x5yqFi+HpbNrwPV98\n/Ab+J49i5eBB5+dn0XvCGlIr1JdbfIhCa+Y7g2a+M9SOIYpB1VqNqF63KYNen0eD5p0f7bo9GzL6\n/e/p+cJkDFa2OLjVfKTrLw6yrd+ZA2nNmo20adOOpKREhg59lgMH/lQ7VoklR45Kiaz0JA7+9AnX\nLp8BFOzs7encdzQtOw3AQvfvn1GuPhOF5RB2Xu0IopgYrGwY/vZXaDTFcxRZa2FBqycG0rRdb85c\nvlUsz/EoybZ+h16vZ+PG7YwcOYz9+//glVeGsXDhYvr2lSN//yXF0SNSlLmLijLxYkpSAn4bZxJ0\n8hdMmRkYbGzp9fxkOvZ5BWvb+897JIQon4qrMMpJb8h/okhFUQgJPIFng1ZmySEKT6vVsmrVWiZO\nHMcPP/gyd+7HWFpa8vTTPdWOVqJIcfSIFGXuosJMvJgQG8mOVR/x95/bSUtNRqPRUs/Lh6HjPqWq\nZ8NHlFoIUdoZ09MKLFLUEnTuKBu+nIibR13aP/0iDVt0zXWEW6hLq9XyxRdf0bJlazZuXMfChfMJ\nCrrMmDFj0cnfCZDi6JG6O3fR/dzr1Nft2AiO793Msd0bCAsNBA1U9mxGp+c+4MmuTz7KuEKIUu7m\ntX/Y8vV7dOw9kmY+fdSOk61CRWc8G7QiJPAEvis+YO/2r/HuNhScm2JpMKgdT3DnyOKwYS/j7d2W\nmTPf58cffQkNDWH69A9xcHBUO57qpDgqARRF4fqVs/z9py/n/9qDyZSFpZUNLTv1p/uQt4jKcJAd\nihAim6IoXD75Gzv9viPLmMGt65fVjpSLe/V6DH97CWEhFzj6+wYunNzL75u/wNnTm46Dp6odT+RQ\nt249vvpqObNmfciZM6d57bWRvP32FFq3Lt+zaUtxpKLYyBvs2vQZcVHhRN8MAcDO0RXvroNp3rEf\n1jZ2AESdC1UxpSirQloPVjuCeAAJcVEc3DKLiBB/7OxseWbEDJq27612rHxV9WzIwNc+IS76DY79\nvhGtcyNVcsi2fm+Ojk7Mn/8ZK1cuY+vWzQwbNpSuXbvx2WeLsbIqWadszUWKIzNLS0vh7P41BJ38\nhdjwSygmE06uVWnQogstOvWnXtOO6HSFu12IEA8j1Huo2hFEERkz0lnxyctE3ArHuepjjHhrHq5V\naqkd674cK1Whx/Nv83cBX/SCL/yF3mBNtVqNimUAt2zr96fX6xkzZhzOzpWYOnUyv/yyk2PHjjBr\n1lx69Sp/N62V4ugeHtUVaCaTiWuX/dnx7UyCzh0lIyMN0GCwsqZBs070GvYeNevJZFxCiHvTWxpo\n32MY/wRdxavz87hW8VA70iPx+9bFRFy/hINLVRq37k6j1t1QFJmGTw2DBg2lcWMvxo59laCgS4wd\n+ypr1nzHwoWLqFatbGxvhSHF0T08zBVo6WkpXDl/nEtnDnL57GFSkuKJiw5HUUy4VG9Ew3YDGDx8\nPJYl7CoTIUTJ1ubJoegqh6K1KBu7b0VRaNv9eQKO7SI48C8O/vIdB3/5Do2VE+36TYLH3NWOWO7U\nr9+AP/44wFdffcmSJV9y7NgR+vXrybhxbzFw4BAqVKigdsRiVzbeXYVUlCNBcOdokKKxLtQVaLHx\nSVw7f4gzPx0gIy2Vm9cukpVpBEBvsKZB8yfwbNCKx1t25cLVeCwNBimMhBD5uh1zi1vXL1OvaQe1\noxQ7jUaDV9seeLXtQVJCLOdP/MHF039y4cxxbCq6qB2v3NJoNIwb9xZDhrzAtGnvcOPGDdavX8NP\nP/3AoEFD6d27LxUq2Kkds9iUq+KoKEeC4N7zEZlMJq6cP8bpQz9x6cwhboQEkpWZgVajwd7JFfca\n9anbxId6TTvgWb8lOr1ljkfHP/yLEUKUKYqiEHU9kK17lxB4ah96SyvenPcDNhUqqh3NbCrYO+Hd\ndTDeXQdz5O/zVKjolG+73Zs+x2jMwLN+CzzqNMHe8f5fYMWDcXFxYcWK1cTHx7Fx43p27tzBypXL\n2bBhLT169KZXrz5Ur15D7ZiPXLkqjqDwcxFB7vmIUpMTuBF8jrCQ89y48r//g8+RkZYKgKLR4uBa\nk0bNfWjddTD1m3WSmWFFieZwIwCA+GqNVU5Svhkz0vnbz5f9v23ldmQoNlZ67B3d8H5yCHp9+Z3C\nw9LKNt/liqIQ8NfvJCfEctLPF7hzla/O3oNGPoPzPQ1XHrf1xOQ0Lt4wkZJqvG/bsJh0AKo633t7\nq9b6BV6s+xR/+f3EmaO/sW3bZj79dC41atRk0KAhDB8+ssyccjN7cRQbG8u0adM4fvw47u7uTJs2\nDR8fnzztFEVh7ty5/Pjjj+j1ekaMGMErr7xS7PkyMzMJPn+MywFH8P/7MLejruLq6k5yYmyudla2\n9tRu6I2tvRNe7XqS6fA4FewcaSLnx0Up0WzHhwDsH++rcpLyTau14NCvq4mPjMCtRiN6DBhB/Wad\n0FpYqB2tRNJoNIyfvY3Qf05xLcif60EBhF8NJCH8BvVb5z8RZtP/3XR2//gd5eZLa1aWidgUCzI1\n9/+Yj4lPRae3JL0QbaEyVVu/TIenhhB5Zjtff72Y4OAg5s+fzWef/R+PP96Ynj1789xzw7C3L723\nuDJ7cTR58mQMBgPbtm3Dz8+PCRMmsGvXLlxdcx/NWb58OX5+fqxcuZLo6GgmT55MzZo16dq1632f\n46eTcfkuv3tFmclkIul2NLGR14mJuE5s5HWiwkP528+XlMR4FJMJAJNiAjRY6qB6HS+qej5OtVqN\nqFa7EU6uHrneZAVdoiqEEHePPNd+vA1abe6rsCx0OvqNmMGNeA3O7p40lC9Y92WwtqVe0w7ZY7Ky\nMjPZu38/larWybe9MT0VY0Y688d3xcnNg3SNPY5u1alg7ESthq3NGd2s9PrC37VBr9cV+qxK0LVI\nDFYa3nhjAq+9NpatWzezadM6zp07i7//KQICzrJjxzYaN26Kl1dTmjTxon79hlhaWt5/5SWEWYuj\n0NBQjh49yqFDh3BycqJ27docPnwYX19fxowZk6vtunXrmD59Oo0a3Zk0bPTo0axfv75QxVFwrI7I\n64Fcu3ic25HXuB0bTlJ8JIlxUaCYcHatTJYxI8/jUpMTMFjZ4uhSBbdqddDa18Cjfhu6P9VL7jcj\nhCgUU1YW14LOEBl2hVMnTxAbfglj4k0AXv94Y77zEj3WpD235QvWA7PQ6XByfwxdAachNVoLtDod\nOktLbl69SHJqBjcuanAwZOVbHKUkxnNi/zbsndyIiDdh5+hGcmUrrG0r5iluyzsLCwuGDn2eoUOf\nJzk5mS1bNnLixHFu347H3/8U/v6nANDpdNStW4/4+HgaN25CixatadWqdYk9DWfWT/yzZ89SvXp1\nnJz+HWTXrFkz/P39c7WLiIggOjqa5s2b52q3bNmyQj2Pg2UqK5aMIT4qPNdyk2JCa2FJzcca4Vip\nCk6uHji5eeDsVh0n12pUdKqMpdW/cxX9fS4US4NBCiMhBHDndL8xPZW4qDAy0lNxq5b3SIVJMbF2\n4ThMpiySUzPQarXUrNMQj9qNsbCQCV7VoLe0Qm9pxTuf+ZKemsyBw8dIS4zGq3GDfNtHR1zlz50r\nAEhOzUCj0bDfSo9Gq+W9xfuwNOSd0+7iab87RwhvJWFj70glfTwG6wpUqOiMweo+dxovI2xtbRkx\nYhQjRoxCURTCwm5w9uwZzp71JyDgDP7+pwkNDebPP/cCd06RVqhgR6VKlXj66V7UqlUbN7fKODk5\n4+zsjJOTs2ozdJv1Uz8mJibP6bNKlSoRGRmZa1l0dDRwZ5T8Xc7OzqSkpJCcnIytbf4D9e5ycHan\ndZeBhIcG4uRSDSe36lT2eIyY9ApUqlKHpg3Kz0RWQjwqpv+dbv4vjUaT7zgORVFQFCXfxxT07duU\nlZXvY5QCnttkMmEy5ZieQ1EwmbIwpqcUeD/CW9cvY0xPJSsrk6xMI2GXQkHJpKp9R5zd8u4bLp72\nw++nb0lOjCcqMgJTViY2VnoquXsydtamPO11Oj3tewzHxs6BmDQbKtd8nBaNauebRZifwdoWx8q1\nsazREI86+Z/CdHarzoDRs0iIi+D8hUCMaUnY6jJIT0tGb5n/h/WR3eu4HnQ2u5g6anWnEO7UdxSd\n+47O0z4s5AL71s7C0mDDBVen7ALO0sqGp4dOzPc5bvxzHFOkDq2FDgudHgsLPRY6HZXca+JYqUqe\n9sb0VCLDg9FqtGi0WjT/+1+rtaCik1u+z2FMTwPI1f6uu+/bxOQ0gjMyCxzC8q8K4NYen2c68t57\n9ty4cYPffvuZ06dPEhx8hZs3w0lIuE1iYgJ79uzOd78QExON0WjE2toGGxsbKlSogJ2dHbVr1+Hx\nxxtjY2ODwWCFwWDAysoKk8mEra0tTZs+3MTKZi2OUlNT85xz1Ov1GI3GPO30en2edgAZGRn3LY5C\nb8ZjX7Up508dJi42liv/nL3zWGMWNnZOVJiY/xGonUsnkBgXkf2zMTMLjUZDeJ8x1Gma93ReyLkD\nHP5xcY62WnwtNNjYOTFgQv7P8ePX44mNCstue5d3z9d4rNmTedoHBxzgz22fodFq2W7x74ZjU8GR\nZ99akad9VlYWv3wzju0JkXl+593rNeo2747OQkNmlpLd/sqZ/Wyb/3We9jZ2Tgyc+G2udRuNmQRd\ni2THkjdIjL2Z5zFter1O3Rbdc7UFCD7rx8Edn+f7HIMmrcrTHsB30RgSYsPzPKbxE69Qp8XTudre\nfY4DvgtzLcvMzMLazhmbKWvyrAdg+5ev5nodmZlZoNFyvd946rV8CiBXf105s58D2xdmt9VoNGy2\n0GJj58SQyfk/x7YvRpMQE05m1p32m/63A2j/zHjqtXw6T/sg/33s2zz/Ttucf3M7Z4a+uzZP+6ys\nLH5cNIqNt2/l+V37ZyZQv1WPPO2DTv9BUkIMAFOHt8j1HM9NWZer7d2/y9bPXyEhJu/f4+5z3Glr\nzP67BPnvw2/bp3na332O/P7mBT2H15Ojeaxlrzx/84KeQ2/twDNvfp+nPcCWhW+RGPdvX2VlZoFG\ng06Tle/f41pYJKFBF9BbWmNl64hVBUfsKzpi71wl3/UDVG8xAABNXCJoLQts99/34n/7oyBFaVta\n151f25z9VZR1d8y6U1zf/V1hcli7N8XaHXTu7dDpLalY4U6xfeV6VL7tq3v1wLF6c+JiY8kypqFV\n0slIS8Koc8r3ea4HBRN9PRA0GiJC/32f63SW1Gn3Qr6v76zfBg5GXMnzu1bdR9Ck4+A87SOuB7B1\n/qw87S10el6euTNX27v9sXPpBKLC8t7IuNVTI2nSYRAAGRlG4k16zodnER50kv2b/n0ODXc+1yz0\nBoZMufPlwVqb9r85Bm2p3HwIkQdPk5AGFZyqYuPojjE9jdspmdRr3IbKHrVJuh1LUkIciQmxpN6K\nIiEujsz/HETxO+CHTm+JW1XPXMsz0lMxZmTw1sff4e6R+8hunxaOeV5XQTRKQV/tisHKlSs5cOAA\nq1evzl62adMmfH192bJlS/aygIAAhgwZwoULF7KXBQcH06tXL/z9/THIHeqFEEIIUUzMOrLMzc0t\n+5TZXdHR0blOn91tpygKsbH/Xj4fExODnZ2dFEZCCCGEKFZmLY68vLy4evUq8fH/zhB9+vRpvLy8\ncrVzdXWlcuXKnDp1KnvZyZMnadKkidmyCiGEEKJ8Mmtx5OHhgbe3N1OmTOHy5cusWrWKM2fO0L9/\nf4xGI9HR0dmDMYcMGcL8+fPx9/fnzz//ZOXKlbz44ovmjCuEEEKIcsisY47gzmm0qVOncuLECapV\nq8b06dNp06YNf/31Fy+99BJ79+6lSpUqZGVlMXfuXH744Qesra0ZPXo0w4cPN2dUIYQQQpRDZi+O\nhBBCCCFKMpnqUwghhBAiBymOhBBCCCFykOKoDIqNjWXMmDE0a9aMnj17cujQoXzbKYrCnDlz8Pb2\nxsfHh5UrV5o5aclQ2P5KTExk6tSptG3blg4dOjB37tw8E5iWB4Xtr5zmzJnDsGHDzJCuZClKX33/\n/fd06tSJ1q1bM3XqVNLT082YtGQobH+lpaXxwQcf0KZNGzp27Mjnn+edYLY8iY+Pp127dsTExOT7\ne9nXF50UR2XQ5MmT0Wq1bNu2jYEDBzJhwoQ8t2gBWL58OX5+fqxcuZJPPvmEb775hr1796qQWF2F\n7a+PPvqIkJAQvv/+exYvXoyfnx9LlixRIbG6Cttfd124cIH169fne4uRsq6wfbVz506WLFnCJ598\nwpo1awgICODLL79UIbG6CttfixYt4vz586xevZrPPvsMX19fNmzYoEJi9SUmJjJ27Fji4gq+lYfs\n6x+AIsqUkJAQpUGDBkpMTEz2spEjRypLly7N09bHx0fZtWtX9s/Lli1TRowYYZacJUVh+ys9PV1p\n3LixEhAQkL3s559/Vrp162a2rCVBUbYvRVEUk8mkDBw4UHnuueeUYcOGmStmiVCUvurXr5/y/fff\nZ/+8e/dueS8qBfdXnz59lK1bt2b/PG/ePGXChAlmyVmSBAQEKN27d1f69u2r1K9fX4mOjs63nezr\ni06OHJUxZ8+epXr16jg5OWUva9asGf7+/rnaRUREEB0dTfPmzXO1O3PmjNmylgSF7S+Ar7/+mnr1\n6mX/rNFoyt2pj6L0F8D69etxcXHhiSeeMFfEEqOwfZWUlERgYCBdunTJXta9e3dWrVpltqwlQVG2\nLUdHR3bt2kVycjJRUVEcOnSIxx9/3JxxS4Rjx47Rp08fFi1aVOBNnmVf/2CkOCpjYmJicHV1zbWs\nUqVKeQ5N372NS85btzg7O5OSkkJycnLxBy0hCttflpaW+Pj45Loh8saNG3PtcMqDwvYXQGRkJN98\n8w3Tp08vcMddlhW2r27cuHHnBtfh4QwcOJBOnToxa9YsMjIyzBlXdUXZtiZPnkxQUBCtWrWiY8eO\nuLq6Mnr0aHNFLTFGjRrFuHHj0Ol0BZ62ln39g5HiqIxJTU3F0tIy1zK9Xp9n4HBqamquD/q77YBy\ntVMubH/91+LFiwkICGDcuHHFGa/EKUp/zZkzh5deeokqVaqYK16JUti+uvsBNXv2bCZOnMiCBQs4\nevQo8+fPN1vWkqAo29bVq1fx9PRk3bp1fPPNN1y5coVly5aZK2qpIvv6ByPFURljMBjy7EyMRiPW\n1tZ52mVmZuZpB2BjY1O8IUuQwvZXTsuXL+ebb75h/vz51K5du7gjliiF7S8/Pz8uXbrEyJEjzRmv\nRClsX+l0OhRFYcKECbRv355WrVoxbdo0tm3bZs64qitsfyUlJTF9+nTef/99mjdvTqdOnZg2bRrf\nfvstJpPJnJFLBdnXPxid2gHEo+Xm5pZ9GPWu6OjoXIdU77ZTFIXY2Njsc/wxMTHY2dlhMBjMlldt\nhe2vu5YuXcrixYuZM2cOTz31lDkiliiF7a9du3Zx/fp1WrZsCUBmZiZZWVk0b9481w2ly7LC9tXd\nnz09PbOXeXp6kpGRkev9WdYVtr+Cg4NJT0+nVq1a2csaNGhAcnIy8fHx5aa/Ckv29Q9GjhyVMV5e\nXly9epX4+PjsZadPn8bLyytXO1dXVypXrpzrg+rkyZM0adLEbFlLgsL2F8APP/zA4sWL+fjjj+nX\nr585Y5YYhe2vyZMn8+uvv7Jz50527tzJsGHDaNy4MT/++KO5I6umsH1VpUoVXFxcuHjxYvayK1eu\nYGNjg4ODg9nyqq0o+y5FUQgKCspeFhwcjLW1tRRG+ZB9/YOR4qiM8fDwwNvbmylTpnD58mVWrVrF\nmTNn6N+/P0ajkejo6OzBsUOGDGH+/Pn4+/vz559/snLlSl588UWVX4F5Fba/kpOTmTNnDv3796dz\n585ER0cTHR1d4KRrZVVh+stkMuHk5ISHh0f2PwcHBwwGAx4eHmq/BLMpyntx+PDhLFiwgL/++ouA\ngAA+/fRTBgwYgFZbfnbRhe2vypUr0759e2bOnMnFixc5efIkc+fO5YUXXlD7Jagq50UPsq9/BNSZ\nQUAUp6ioKGXUqFGKl5eX0qtXL+Xo0aOKoijK8ePHlfr16ythYWGKoihKZmamMmvWLKVFixaKj4+P\nsnr1ajVjq6Yw/bV//36lfv36uf7Vq1dPadKkicrpza+w21dOy5YtK3fzHClK0fpq8eLFStu2bZWW\nLVsqM2fOVNLT09WKrZrC9tft27eVKVOmKG3btlU6deqkLFiwQDEajWpGV9WNGzdyzXMk+/qHp1GU\ncniNrRBCCCFEAcrPMVshhBBCiEKQ4kgIIYQQIgcpjoQQQgghcpDiSAghhBAiBymOhBBCCCFykOJI\nCCGEECIHKY6EEEIIIXKQe6sJIcqkLl26EB4enme5RqPh1KlT97y5sBCifJPiSAhRZs2aNYsuXbrk\nWS6FkRDiXqQ4EkKUWba2tjg7O6sdQwhRysiYIyGEEEKIHKQ4EkIIIYTIQW48K4Qok7p06UJMTAxa\nrTbP8oULF6qUSghRGsiYIyFEmTV58mQ6deqUa5mNjY1KaYQQpYUUR0KIMsvJyQkPDw+1YwghShkZ\ncySEEEIIkYMcORJClFlJSUlER0fnWV6xYkX0er0KiYQQpYEMyBZClEldunTh5s2buZYpioJGo2HF\nihX4+PiolEwIUdJJcSSEEEIIkYOMORJCCCGEyEGKIyGEEEKIHKQ4EkIIIYTIQYojIYQQQogcpDgS\nQgghhMhBiiMhhBBCiBykOBJCCCGEyEGKIyGEEEKIHKQ4EkIIIYTI4f8BbdWdJgCfXXkAAAAASUVO\nRK5CYII=\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(ds2, hist_fret, show_model=True);"  ] 

},  {  "cell_type": "code",  "execution_count": null, 44,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "0.014891785080295367"  ]  },  "execution_count": 44,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "ds2.E_fitter.fit_res[0].redchi"  ] 

},  {  "cell_type": "code",  "execution_count": null, 45,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 46,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 47,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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ZcHemvP0+uSN0CR0W3rS0NClyCDJrbGwkJSUZHx8fQkPDKCjIlzuSXRg1ajS7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\naGy7OZqjEIXXjl0uzqOqtBBnN09i5z8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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = default_figure()\n",  "\n",         

},  {  "cell_type": "code",  "execution_count": null, 1,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Optimized (cython) burst search loaded.\n",  " - Optimized (cython) photon counting loaded.\n",  "--------------------------------------------------------------\n",  " You are running FRETBursts (version 0.5.5).\n",  "\n",  " If you use this software please cite the following paper:\n",  "\n",  " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n",  " Ingargiola et al. (2016). http://dx.doi.org/10.1101/039198 \n",  "\n",  "--------------------------------------------------------------\n"  ]  }  ],  "source": [  "from fretbursts import *"  ]  },  {  "cell_type": "code",  "execution_count": null, 2,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 3,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 4,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",  "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url = 'http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'\n",  "download_file(url, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 5,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'"  ]  },  "execution_count": 5,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename = './data/' + url.split('/')[-1]\n",  "filename" 

},  {  "cell_type": "code",  "execution_count": null, 6,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5\n",  "File: dsdna_d7_d17_50_50_1.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/dsdna_d7_d17_50_50_1.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url2 = 'http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5'\n",  "download_file(url2, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 7,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/dsdna_d7_d17_50_50_1.hdf5'"  ]  },  "execution_count": 7,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename2 = './data/' + url2.split('/')[-1]\n",  "filename2" 

},  {  "cell_type": "code",  "execution_count": null, 8,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 9,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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h/vUhtItGd8s9eN/4M3Ttgf7R31dbXmP6tLNKf8Soa4Hth7bXh9zW2gOt06fd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\nNj179mwWrdbW1pw5c+a56rexsXlq2aYwY8YM1q5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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = default_figure()\n",  "bpl.plot_alternation_hist(d, ax=ax)\n", 

},  {  "cell_type": "code",  "execution_count": null, 10,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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0I8PFHZlP08OTRse1Ey/gNCVeQFftwE1fICyz9UvBcu46MCIbq5yBoo5OLMzd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\nAFBcXAwvLy8AgKenJ0pLHTNNCCGEOJN61fGePXs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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = default_figure()\n",  "bpl.plot_alternation_hist(d2, ax=ax)\n", 

},  {  "cell_type": "code",  "execution_count": null, 11,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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qXCoq5azzLS/vqs8rhBBVSXp6Oh06dCA1NdWRVlanxcyZM5kwYYK7q2qXmj+J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\n8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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n",  "bpl.plot_alternation_hist(d, ax=ax[0])\n",         

},  {  "cell_type": "code",  "execution_count": null, 1,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Optimized (cython) burst search loaded.\n",  " - Optimized (cython) photon counting loaded.\n",  "--------------------------------------------------------------\n",  " You are running FRETBursts (version 0.5.5).\n",  "\n",  " If you use this software please cite the following paper:\n",  "\n",  " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n",  " Ingargiola et al. (2016). http://dx.doi.org/10.1101/039198 \n",  "\n",  "--------------------------------------------------------------\n"  ]  }  ],  "source": [  "from fretbursts import *"  ]  },  {  "cell_type": "code",  "execution_count": null, 2,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 3,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 4,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4917442/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",  "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url = 'http://files.figshare.com/4917442/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'\n",  "download_file(url, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 5,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'"  ]  },  "execution_count": 5,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename = './data/' + url.split('/')[-1]\n",  "filename" 

},  {  "cell_type": "code",  "execution_count": null, 6,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4861018/004_dsDNA_17d_green100u_red40u.hdf5\n",  "File: 004_dsDNA_17d_green100u_red40u.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/004_dsDNA_17d_green100u_red40u.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url2 = 'http://files.figshare.com/4861018/004_dsDNA_17d_green100u_red40u.hdf5'\n",  "download_file(url2, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 7,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/004_dsDNA_17d_green100u_red40u.hdf5'"  ]  },  "execution_count": 7,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename2 = './data/' + url2.split('/')[-1]\n",  "filename2" 

},  {  "cell_type": "code",  "execution_count": null, 8,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 721537 #acceptor: 1537985 \n",  "\n"  ]  },  {  "data": {  "text/plain": [  "data_0023uLRpitc_NTP_20dT_0.5GndCl G1.000"  ]  },  "execution_count": 8,  "metadata": {},  "output_type": "execute_result"  },  {  "data": {  "image/png": 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UEZGApT02RERERCTgKIgVERERkYCjdAIRaTTmuhWYe6tsK3XYHqMiIiI1URAr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\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "d = loader.photon_hdf5(filename)\n",  "bpl.plot_alternation_hist(d)\n", 

},  {  "cell_type": "code",  "execution_count": null, 9,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 764963 #acceptor: 1717128 \n",  "\n"  ]  },  {  "data": {  "text/plain": [  "data_004_dsDNA_17d_green100u_red40u G1.000"  ]  },  "execution_count": 9,  "metadata": {},  "output_type": "execute_result"  },  {  "data": {  "image/png": 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2vTN4Q+LPI9Yez2HnIb7J9yZ3f/rmj35j/iRpFFemTACg8OKLsVQeW0pQdjiL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\nRLJjMiE2Ly8P4eHhUKvVGDZsGA4cOGDsIT2wPXv2wMfHB76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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dv = loader.photon_hdf5(filename2)\n",  "bpl.plot_alternation_hist(dv)\n", 

},  {  "cell_type": "code",  "execution_count": null, 10,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Calculating BG rates ... [DONE]\n",  " - Calculating BG rates ... [DONE]\n"  ]  }  ],  "source": [  "d.calc_bg(bg.exp_fit, time_s=20, tail_min_us='auto', F_bg=1.7)\n",  "dv.calc_bg(bg.exp_fit, time_s=20, tail_min_us='auto', F_bg=1.7)" 

},  {  "cell_type": "code",  "execution_count": null, 11,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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mZGSwePE8vL070L59S6ZOnURysq4V8+zZ0/Tu3Y1NmzbQuXN7PDxasWTJAv21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\ncV06sa6qhg1VNWwqLmH0Cb/B5E5ud0Zjoq4T0WVq/7TlGsaW1KsdaZz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H5Qg+mweH7CQ5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\n789/n4PhZxlS+8mpWfJmnlwuj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SMhhBBCCKkVDRgJIYQQQkitaMBICCGEEEJq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\nhBBSq/8PNRedzCHSpX4AAAAASUVORK5CYII=\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = plt.subplots(1, 2, figsize=(figure_size[0]*2, figure_size[1]), sharey=True)\n",  "\n", 

},  {  "cell_type": "code",  "execution_count": null, 12,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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FEEIIIbKQmprKnj27gbzfK/glKQKFEEIIIbIQEHCax4/DcXQsxPvvtzR3HIOQ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\nzLxhmCNbtzoG68MYaiLZF4liXycpbqeHj3+9i/pSZ8eFT9M0iHOwVr6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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = plt.subplots(1, 2, figsize=(figure_size[0]*2, figure_size[1]), sharey=True)\n",  "\n",         

},  {  "cell_type": "code",  "execution_count": null, 1,  "metadata": {  "collapsed": false,  "scrolled": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Optimized (cython) burst search loaded.\n",  " - Optimized (cython) photon counting loaded.\n",  "--------------------------------------------------------------\n",  " You are running FRETBursts (version 0.5.5).\n",  "\n",  " If you use this software please cite the following paper:\n",  "\n",  " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n",  " Ingargiola et al. (2016). http://dx.doi.org/10.1101/039198 \n",  "\n",  "--------------------------------------------------------------\n"  ]  }  ],  "source": [  "from fretbursts import *\n",  "sns = init_notebook()" 

},  {  "cell_type": "code",  "execution_count": null, 2,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4858417/HairPin3_RT_400mM_NaCl_A_31_TA.hdf5\n",  "File: HairPin3_RT_400mM_NaCl_A_31_TA.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/HairPin3_RT_400mM_NaCl_A_31_TA.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url = 'http://files.figshare.com/4858417/HairPin3_RT_400mM_NaCl_A_31_TA.hdf5'\n",  "download_file(url, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 3,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4858420/20dA_20dT_200mMgCl2.hdf5\n",  "File: 20dA_20dT_200mMgCl2.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/20dA_20dT_200mMgCl2.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url = 'http://files.figshare.com/4858420/20dA_20dT_200mMgCl2.hdf5'\n",  "download_file(url, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 4,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 5,  "metadata": {  "collapsed": false,  "scrolled": true 

},  {  "cell_type": "code",  "execution_count": null, 6,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 1243810 #acceptor: 1454459 \n",  "\n"  ]  },  {  "data": {  "text/plain": [  "data_20dA_20dT_200mMgCl2 G1.000"  ]  },  "execution_count": 6,  "metadata": {},  "output_type": "execute_result"  },  {  "data": {  "image/png": 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/B8N/1IY9EhE5uShUiXR0hgEuF1gmlJeCZYHPh1le2tY9ExE5qShUiXRwRmo3\n7PMaljmx9hZgzrmrhRoiInIs6IHKIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIiIhGg\nUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIi\nIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpV\nIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAY627oCIiEh7dvM7N1NWX3bM2k+KSuKFK184Zu3L\n8aOZKhERkRaU1ZdRWld6TNourSs9poFNji/NVImIiBxCcnQyy0cvj3i7Y1aOOexj8/LyuPzyy+nd\nuzcAfr+fmJgYfvnLXzJkyJCI9601PvnkEx555BG8Xi82m41f//rXXHzxxaH9lZWV/OhHP2L+/Pmc\nddZZAGzfvp2pU6dSUVFBUlIS8+fPp2vXrgA888wzvPHGG5imyQ9/+EN+9rOfNfm6r776Ki+++CIA\nGRkZzJ49m+TkZEpLS/nNb37Dtm3bcLvdTJgwgZEjRwKwfv16Zs+eTV1dHRkZGTzyyCMkJCQQCAR4\n6KGH+OCDD7Asi9tvv51Ro0a16n1QqBIRkROe+eJjWFs/D23f7C2D7Dbs0BGKi4vjlVdeCW1/+eWX\n3HTTTSQnJ5OVldUmfQoEAkyePJlFixbRr18/tm7dyvjx4/nnP/9JdHQ0a9euZc6cOezevbtRvbvu\nuovbbruNnJwc3nrrLe655x4WL15Mbm4u//jHP3jttdcIBAKMHz+ePn36cOGFFzaqv2fPHhYsWMAb\nb7xBYmIi8+bN4+mnn2bGjBk8/PDDdOnShSeffJLa2lrGjx9Pz549Oe2005gyZQq/+93v6Nu3Ly+8\n8AJz5sxh3rx5/OUvf6GgoIC33nqLkpISrr/+evr370/37t0P+73Q6T8RETnxBfzg80FiJ+jUGdMw\n2rpHEdGrVy/Gjx/PH//4RyAYNH7xi18wevRorrrqKl599VUAPvroI3784x9z1113MXr0aMaOHcu3\n3357yDrXXHMN48aN4/rrr6ewsJBrrrkmrA91dXXce++99OvXD4CePXtimibl5eUAvPTSS6GQs19+\nfj55eXnk5OQAMGzYMLZt20Z+fj6rV69m5MiRuFwuYmJiGD16NCtXrgx73a5du/J///d/JCYm4vV6\nKSoqIikb7dN1AAAgAElEQVQpCYAvvvgiNDMVExPDBRdcwHvvvcfGjRvp1KkTffv2BeCHP/whb7/9\nNoFAgNWrV4fG16lTJ7Kzs3n99ddb9f1QqBIRkZOGbdIM7PfNJ69bQlt3JWLOOussvvrqKwB+/etf\nk52dzcqVK3nxxRdZuHAhGzduBGDjxo3cdtttrFy5kv79+/PCCy8css5XX33FM888w9KlS0lJSWk0\nS7af2+1m9OjRoe2nnnqKM888k9TUVACefvppMjMzsSwrdExBQQEpKSmN2klJSSE/P5+CggLS0tJC\n5ampqeTn5zc5drvdzpo1a7j00kv5+OOPufbaawHIzMxk5cqVBAIBSkpK+Ne//kVRURGFhYWhfkFw\n5s9ut1NSUtKq122OQpWIiEgHFxMTQ21tLRs3buT6668HoHPnzlxxxRWsXbsWgFNOOYUzzjgDgLPP\nPpvS0tJD1unWrRudO3c+rD5YlsW8efN46623eOKJJ1o81jTNJsttNluj8LWf3W5vtq2BAweybt06\nfvGLX/DLX/4SgHvvvZe6ujquueYapk2bxuDBg3E6nc2+rt1ub3JfS6/bFF1TJSIi0oFt2rSJXr16\nNRkKTNPE7/cDEB0dHSo3DAPLsg5ZJyYm5rD6UFtby5QpU6ipqWHp0qUkJLQ8E5ienk5RUVGjssLC\nQtLS0khLS2u0b3/56tWrefLJJzEMg379+nHHHXewY8eO0LVW1157LQ899BB+v5+qqiqmTp1KfHw8\nALNnz6Z79+6kpaVRWFgYaruyshLLskhKSgrr0/7XbQ2FKhERkUMorStt1Z16rWk3OTr5sI8/eBZn\n06ZNLFmyhBdeeAG3202/fv1YsmQJN9xwA0VFRbz33nssWLCg2RmaI6nTVJ8mTpyIx+PhmWeeOazZ\nnbS0NLp27cp7773H5ZdfzjvvvEP37t1JSUkhOzubRYsWMWbMGEzT5PXXX+f222/n0ksvbXSX49df\nf82vfvUrVq5cicfjYeXKlWRlZeFwOPjb3/6Gz+fj3nvvZdeuXbz33nssWbIEj8dDcXExn3/+Oeec\ncw7Lli1j0KBB2Gw2srOzWbFiBYMGDaKsrIz333+fZ5999rDeg/0UqkRERFqQFJV0zNpOjk5uVfs1\nNTWhi6kNwyA2NpZ58+bRq1cvAB599FEeeOABXnrpJUzT5LbbbuP888/no48+arbN+fPnM2vWrEPW\nKSws5NZbbw27ruqDDz7gww8/5IwzzuC6664L9e3RRx8NnW7cX3agBQsWMGPGDJ544gni4uKYP38+\nAEOGDGHr1q1cd911+Hw+Ro8ezaWXXhrW7zPOOIN77rmHCRMmYLfbSUtLY8GCBQDccsst/PrXv2bU\nqFHYbDZ++9vfhmadnnzySWbNmkV9fT1dunQJve4NN9zAzp07GT16NIFAgFtvvZWePXse4jvSmGE1\ndfKyCffddx99+vThpz/9KXv37iU7O5vTTz89tP/JJ5+ke/fu5ObmsnDhQnw+H1lZWcyaNQuXy0Vt\nbS1Tp05l69atGIbB9OnTueiiiwCardOcwp9eDZNmYvRo3WAtnw9r51cYjvaTJRMTYygvr23rbhw1\njeP4sPx+jFPPxHA6mz9mbwHmnLuIvuAifDfcTkl9Mbeu+Rnf6/x97jt3RqNjvQEv2yq24rQ1315b\na+/fk9Y4UcbSnsfhM330TOiNy974d4j5/CNYWzZim/U0RkISnz06gZx5K9qol3KiOuSF6jt37uSm\nm27inXfeCZVt2LCBIUOG8Morr4T+6969O8XFxcycOZPnn3+et99+m+joaBYtWgTAwoUL8Xg8rFq1\nimeffZb77ruPqqqqJus899xzx27EIiIiIsfAIUPVkiVLuPbaaxk6dGio7NNPP2XPnj2MGzeOMWPG\n8O677wKwZs0asrKySE9PB2DcuHGhtSVWr17NmDHB89EZGRlkZmaSm5vbYh0RERGRjuKQ58Huuece\ngNDtlQAul4thw4YxYcIEduzYwU9+8hMyMjJaXOPh4H0pKSkUFBQAhNXZXy4iIiLSURzRxUWTJ08O\nfd2jRw+GDRtGbm4ujiauVdp/F0BTdxHYbDYCgUCzdZplBM/pOz3uVvXb8nnxlUVjONrP9SOGYZCY\neHi3rLZnGsfxYfl9OD2xGM7mrzkMBGIptRkYhoHH48aqrcVmM4iKcuA56DPjDTgpJAanvf18Jg7W\n3r8nrXGijKU9j8MXCP6cH3xNVbnLgc9m0Ck5FluSG5tdyzRK5B1RqPrDH/7AqFGj8Hg8QPB2SqfT\nSWpqKps3bw4dd+DKpfvXf9i/hHxhYSFZWVkEAoFm6zTLgvLyWozi6lb12/L5sMrrMBz+VtU7ltrz\nBZ+toXEcH5bfj1Fcg+H0NX9MaQ2maWFZFsXF1ZTWB7fr6/0UH/SZ8Qa8lFfU4rS1n8/Ewdr796Q1\nTpSxtOdx+EwfxVTjsjf+jJheP5ZpUVJagxFwYQYOb7kAkdY4olD10UcfUV5ezuTJk/nuu+949913\n+dOf/kR8fDzz588nLy+Pbt26sWzZstBzfbKzs1m6dCnTpk1j165dbNiwgQcffBDTNMPqZGd3wKdc\niojICalk2mTMyopj1r4tPoFOc1pegVw6hiMKVQ888AAzZsxg1KhRWJbF1KlT6dGjBxBctXTixIn4\n/X569erF3LlzAZg0aRIzZ84MPeBw1qxZJCcnt1hHRESkrZmVFZjlZdgSI79elVleFvE2pe0cdqg6\nMOikpKSElko42ODBgxk8eHBYudvtDi3Kdbh1RERE2gNbYhKdn/x/EW93750/O6J6tbW1DBo0iMsv\nv5yHHnoowr1q3ueff84rr7zCzJkzD+v4tWvXsmDBAl5++eVQ2c9//nP27NkTemzO1VdfzY033khx\ncTH33HMP+fn5REVF8dBDD3HWWWc123ZlZSU/+tGPmD9/fui4Dz74gEceeQTLskhJSeE3v/kNp5xy\nCgDPPPMMb7zxBqZp8sMf/pCf/Sz43m/fvp2pU6dSUVFBUlISjz76aGhFgtZqP6tgioiIyGF58803\nufjii3n//fe5++67Q2d+jrVt27Y1enZec7xeL4sWLWLx4sV07dq10b4vvviC999/H7e78Y0zDzzw\nAJdccgkTJkxgw4YN3HnnnbzzzjthK7FDMKzNmTOH3bt3h8qqqqqYMmUKixYton///qxfv57Jkyez\nYsUKcnNz+cc//sFrr71GIBBg/Pjx9OnThwsvvJC77rqL2267jZycHN566y3uvvtuFi9efETvj25/\nEBER6WD+9re/MWLECC666CL+9re/hcqfeeYZhg4dyqhRo7j33nvx+Xz4/X5mz57NlVdeyYgRI5g3\nbx4AFRUV3H333Vx33XVcddVVoefc5eXlkZOTw913381VV13Ftddey+bNmyksLOSpp57iww8/5Le/\n/S0QnGU6+MHIAB9//DEVFRVhl/N8/fXXAEyZMoVRo0YxZ84cvF4vfr+ff/7zn6H1LPv3709cXBz/\n+c9/mhz/Sy+9xMMPP0yXLl1CZTt27CApKYn+/fsDcN5557Fnzx727NnD6tWrGTlyJC6Xi5iYGEaP\nHs3KlSvJz88PjRdg2LBhbNu2LbQcVGspVImIiHQgmzdvZufOnQwePJjRo0fzt7/9jUAgQG5uLm+/\n/TYvv/wyr7/+OoZh8Oabb/LSSy/xzTff8Oabb/Laa6/x5Zdf8uGHHzJ37lwuvPBCVqxYwfLly1m/\nfj2rVq0CYPfu3eTk5PDaa69x66238qtf/YqUlBTuvPNOLrzwQmbMCD7y6tVXX20UbPYbMGAA06ZN\nIy4urlF5aWkpF198MY899hgvv/wyRUVFPPbYY5SVlWG32xsdf+B6lgd7+umnyczMbPSA6R49elBZ\nWcnHH38MwD/+8Q/Ky8spKipqdh3NgoICUlJSGrWdkpJyxKFKp/9EREQ6kCVLljB06FBcLheDBg3C\n6/Xy9ttv8+mnnzJ06FBiY2MBePjhhwGYOHEio0ePDq0l+eKLLwLwP//zP2zatCl0qqu2tpatW7dy\n7rnn4vF4uPLKKwG48sormTlzJrt27Trqvp9//vmcf/75oe1bbrmFyZMnc9NNN9HUo4httsOf+4mL\ni+Opp57iscceo7a2lssuu4yzzjoLh8PRZNt2u73JNTRb+7oHUqgSERHpIKqrq3njjTdwu91kZ2dj\nWRZ+v58///nPZGVlNTq2pKQEv98ftjB3QUEBLpcLy7L43e9+R/fu3QEoKysjKiqKkpKSsEW4TdM8\n9MLch+HDDz/E6/VyySWXhNp1OBx4PB4CgQDV1dWha60KCwtJS0tj+vTpbNq0CcMwuPPOO7nsssua\nbNuyLOLj4/nLX/4Sanvx4sWccsoppKWlNTpNub/t9PT0sGvE9u87EgpVIiIih2CWlx3xnXqHarc1\nSzW89tprdOvWjddffz1UtmvXLoYOHcqgQYN49913uemmm4iOjmbevHn07NmTH/zgB6xatSq0pNHd\nd9/NDTfcwIABA/jjH//I9OnTqa6uZvz48dxyyy2cd955FBYWsm7dOi666CJWrVpFeno6Xbt2xW63\n4/cf+WLBlZWVPP7445x//vlERUXxpz/9iWHDhmG32xk8eDDLli1jwoQJbNy4kbKyMs4555ywsNgc\nwzC4+eab+f3vf0/v3r1ZvHgxmZmZJCYmkp2dzaJFixgzZgymafL6669z++23k5aWRrdu3Xjvvfe4\n/PLLeeedd+jevXvYKcHDpVAlcoIK5O3CfHsFLn81I7ebxHUthnPbulciHY8tPuHYtZ2Y1Kr2ly1b\nxo033tiorHv37gwfPpwdO3YwYsQIrr/+egCysrJCywbs3r2ba665BoCcnByGDRvGhRdeyOzZsxk1\nahR+v5/hw4czatQo8vLyiImJYfny5Tz88MPExcWxcOFCIHgB+TPPPMM999zDI488wtVXX83vf//7\nJq+rakpOTg5ffvkl1113HaZpcsEFFzBx4kQAZsyYwbRp01ixYgUOh4PHHnusycffHejgOwMfffRR\n7r33Xvx+P927dw9dlD9kyBC2bt3Kddddh8/nY/To0Vx66aUALFiwgBkzZvDEE08QFxfH/PnzD2ss\nTfbHaupEYztX+NOrYdJMjB49W1XP8vmwdn6FcYhv0vHUnh/30Boax/Fh+f0Yp56J4Wz+WX3W3gLM\nOXdhsxmYpoWJSZm3jD09unDu3X9sdKw34GVbxVactvb77L/2/j1pjRNlLO15HD7TR8+E3mHP/jOf\nfwRry0Zss57GSEjis0cnkDNvRRv1sn3Ly8vj6quvDl3wLYev/aQLEYmM+ERsN/+KhIRoKirqqCn7\nDv76TFv3SkQ6kKbWhpJDU6gSOcEYUdHQ9zxcHjdGcTX+wq/buksi0oF069aNjz76qK270SFpnSoR\nERGRCNBMlcgJpqiuiJn/uQ+Hw4bfb+Ku9nJvW3dKROQkoFAlcoIJWH721hXhtDtwGVE4TRMbBnbj\n6NeYERGR5ilUiZygLu56MXf0+jVWeQnmO3eSnNS3rbskInJC0zVVIiIiIhHQYWeqTMvCsBqe2WNg\n6BZQERERaTMdMlQV1xXzyMd3sf2bhhD1m/Pm0C/5nDbslYiIiJzMOmSoAugS3QUjPpHi+r2Ue8vb\nujsiIiJykuuw11SNPf0G5l3wOANTL23rroiIiIh03FAlIiIi0p4oVImIiIhEgEKViIiISAQoVImI\niIhEgEKViIiISAQoVImIiIhEgEKViIiISAQoVImIiIhEgEKViIiISAQoVImIiIhEgEKViIiISAR0\n2Acqi4iINMcqLQaft2G7vr4NeyMnC4UqERE54ZgvLYJtX7R1N+Qko1AlIiInLOOc88Fhbyhwutqu\nM3LCU6gSEZETlnHDLRgxsW3dDTlJ6EJ1ERERkQhQqBIRERGJAIUqERERkQg47FB133338ac//QmA\n2tpapkyZwvDhwxkxYgTr1q0LHZebm8uoUaMYOnQo999/P16v94jriIiclEwT/P7w/wKBtu6ZiLTg\nkBeq79y5k1mzZvHpp5/Sp08fAJ544gk8Hg+rVq3i22+/Zfz48bz55pvU19czc+ZMli9fTnp6OrNm\nzWLRokVMmjSJhQsXHnad5557jjvvvPOYD17kZGJt/5LAUw+Gto3up8Oo69uwR0fOVlOD0UTACLjd\nYGv9BHz0N9txFhaEldec3YdAYsIR9bFV/H5sB6yjFLtlC57X3wg7rHzQIMqyhxz1yzmKi+n67HMN\nBZYFhkFNr17svX7sUbffFPeGzzBMs1GZ6XRSc06/Jo+P//e/sdXWNi40DMoHDwbAtXs3tib+APdl\ndItIf0WOxCFD1ZIlS7j22mtJTU0NleXm5vLUU08BkJGRQWZmJrm5uQBkZWWRnp4OwLhx45g0aRKT\nJk1i9erVh13njjvuUKgSibSaavjmy4Zth7Pt+nKUOi9fTszX34SV777rVwQSEoj+5hscxSUYlgmm\nGfxlblrBr63g1/baGirPO49AfDzuzz4jbsOGsPY6vfU2lj14O/7+EOdL6RLaXzJsGHWnnx5WL+7j\nj0nOXR1WXnfNKOjdB8PrxVZbFyp3f/45ye+91+RY6085BVttLc7iYtwbNxK1axcAtvp6fJ5OVJ5/\nPlHf7iI5NxfL4QDDCNWtysqiZMTw8EYtMHw+TJeLQFwcjvJyDL8f9+bNRM/fue8YE296OnvHjMGo\nr6fLsuWY0VEAOJ12onwBfJ27UDpsKFgW3R+eF/Yyvs6dyf/FzcH3ctWqRsERIBAXR32PU4P7X38j\nGIj3dT/2iy1Nvh/7D0j6+9+b3JuYlootJhny85qpL3LsHDJU3XPPPQCsXbs2VFZQUEBaWlpoOyUl\nhYKC4F95B5anpqaSn5/f6jr7y0UkAuKTsD38QsN2TRXmg//T/PGBAJ1XvBxWbEVFUXrF5QBEb9+O\nGRXVeL/DQf2pwV+Q0d9sB/OgmSSbrckAAuB5+RWcpSVh5fkTJjTfT6DutNOwHHZce/Zgr64Jlcd/\n/AmxXxx64cf4Dz9qtF0+6BJ8nTqR+K812OrrMaOjAXDu3QuAZbMFw9q+gJXy0kvU9D4L9+efg81G\nIC4OAHtFRahNf0ICjn3b7peWER0Vha2ujubUntHwHlX37091ZiYxW78k5a9/xVFWhqOsLLTftWcP\n7s83hbYNvx+fx4Ph8+GoqCD6q6/wvPIKYIDNwDJsYBihcFPbsyd7rx+LvbyC9OefD7Vjr64GyyLm\nq6+bDEuGYeCwLGx1DSHJVleHZbcTSIgHwFFahq2mBntlZbCOZWLGxFB22WUAJL//HvaqKk55dEGz\n7wVA4Q03AMH3GsLDVMXFF4FhkLD2AwCi8vPB2EsonYkcR0e0TpV50BQugM1mI9DEdLx93195R1Kn\nJXFxUXg8bmJjXdhsBokJ0Xg87hbrWD4vvrJojHb0F7phGCQmxrR1N46axnF8WH4fTk8sRgsLGNZX\nxWKzBX+hNPWZMKtclNgMnC4HiR43hX4niW8eMEtimkQ1E0jiP/20xf7VX3whAFEffNjk/rrLLgl9\n7dixk7ohgwGI3f0ttpKysOO7LV8KNjtxWABU3fhjcDpxOe0YhkH9z8djxblxvvAHjM3/Jf31lVhO\nJ468PAzDoHb4FZiJCcHZG5s9GCxsNqL/uRbDNLGiGr+PxsXfx5GWSvXgi1scZ8zb7xP9zvsYPj9x\nmzYF27csHJWVWHGxEOcGA2quvQpv1rm4PllPzFvvYRlgWGC5Y7GVlYFp4et7VsP7d8H5+DIbToc5\ngESA8/pR3u83oXJbYRFRH30Crsb9951+Gr7Mfti/3UXC48/gKi3FVVra9CAMA1eUI/jznhhD5ewZ\nDbtqaon7w+LGx1sWZlIiNaNHYAv4SZj1ME6nPVjfsjAMA7NrGlV3Bc8yJN89DVdpKd0XPBZqwkxM\nxHbFpQD48/MwDpq5stXUUvXjcY376OkEQFWyG6Mu/FEz5jl9wTAou3p48P0M+DjL0xuXfd9744rC\nMMIDls2u+7Qk8o4oVHXt2pWioiKSkpIAKCwsJCsri0AgwObNm0PHFRYWhk4bpqent7pOS6qq6iku\nrqamxotpWpRX1FFsr26xjuXzYZXXYTj8rR7zsZKYGEN5ee2hD2znNI7jw/L7MYprMJy+Zo8pra3B\nNIMhpLg4/DNhVVdjmhb1X3xO3W0T6FxbhWFZjY8BzOhovvvFLwBI/ctf8CcmHnCARfSOHZQPGABA\n4r6ZbNfaf4fqA5QPHBjcv2YNAFGr/9noddzf/LHRa347bSoA6b9/AWdhIY4vtmIYBta+/sU/MBfL\n5cJWWYllWVRU1GIGbER5AzgsC/uXXzVqr/jM3vg7dQp/k3qc2dRbt6/Th/7+V2b2x35mr7Byf3w8\n1r7ZrUbt9Twbep59eD9fze4/IBgkp8CVTZzW21ffiE2k8raJwWulAEwreNrTsoKnQbEwLAszJgZf\nM69X9uOfNN2+CYnuKCzLwtiVh/u3jwBgWRZ+vxkan+uMMzDMxj9Xgbi40P7yq65pZpzh4wEg9ZSm\n91c0nvXzmQFKqgK47Pv/YK8JrwOYgfA/9EWO1hGFqiFDhrB06VKmTZvGrl272LBhAw8++CCmaTJ/\n/nzy8vLo1q0by5YtIycnB4Ds7OzDrpOdnR3RQYrIAQwbePZdF2RZ+F02DAsM06Ro7JjQYZbLhb+z\nB4C8yS1f41jTr2/wjrUD2e14910rWdu7N4a/IQjGffIffF06c/ApGmvfzEv+jT/F2PdLLz4hmtjf\nvYCjrBTD78fw+7Hs9uC1TvtmIPZec3XTF67HHpuVtE23G9Pd8sx4W7KcTnwpKcf2NRzBXx+O8vLQ\n9v4ygKJ9p+1ETiZHFKomTZrEzJkzGTlyJACzZs0iOTkZgNmzZzNx4kT8fj+9evVi7ty5R1xHRCLP\niHVjn/44AN6Al50VW3Haju6UuLdr1xb312d0b7Td3LVV+5n7rk0CsBJj2HP7bS0ff4zCkzTD6eTb\nGdPbuhci7c5hh6oDg47b7WbBgqYvLhw8eDCD993yeqAjqSMiIiLSUehKPREREZEIUKgSERERiQCF\nKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERER\niQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgS\nERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEI\nUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhER\nEZEIUKgSERERiQCFKhEREZEIUKgSERERiQCFKhEREZEIcBxN5ZkzZ7J27VoSEhIAuPjii7njjjuY\nOnUqW7duxTAMpk+fzkUXXQRAbm4uCxcuxOfzkZWVxaxZs3C5XNTW1jZbR0RERKQjOKpQ9dlnn/H8\n889zxhlnhMoefvhhPB4Pq1at4ttvv2X8+PG8+eab1NfXM3PmTJYvX056ejqzZs1i0aJFTJo0iYUL\nFzZZJy4u7qgHKCIiInI8HPHpv+rqanbs2MHChQsZPXo0999/P+Xl5eTm5jJmzBgAMjIyyMzMJDc3\nlzVr1pCVlUV6ejoA48aNY+XKlQCsXr26UZ1zzjmH3Nzcox2biIiIyHFzxKGqsLCQAQMGMH36dFau\nXEliYiLTpk2jsLCQtLS00HEpKSkUFBRQUFDQqDw1NZX8/HyAJvcVFBQcaddEREREjrsjPv132mmn\n8bvf/S60PXHiRAYOHEggEAg71mazNVlut9sBME2zyTotiYuLwuNxExvrwmYzSEyIxuNxt1jH8nnx\nlUVjOJwtHnc8GYZBYmJMW3fjqGkcx4fl9+H0xGI4Xc0eU18Vi81mABzyM+ENOCkkBqe9/XwmDtbe\nvyetcaKMpT2Pwxdw4PG4cdmb/4wA2Oy6T0si74hD1RdffMGOHTsYPnw4AJZlYbPZSE9Pp6ioiKSk\nJCA4o5WVlUUgEGDz5s2h+oWFhaSmpgI0W6clVVX1FBdXU1PjxTQtyivqKLZXt1jH8vmwyuswHP4j\nHXbEJSbGUF5e29bdOGoax/Fh+f0YxTUYTl+zx5TW1mCaFgDFxS1/JrwBL+UVtTht7eczcbD2/j1p\njRNlLO15HD7TRzHVuOzNf0YAzED4H/MiR+uIo7plWTz00EPs3bsXgP/3//4fV155JdnZ2SxZsgSA\nXbt2sWHDBgYMGMDAgQNZv349eXl5ACxbtoycnBwAsrOzWbp0aVgdERERkY7iiGeq+vbty+TJk7nx\nxhsxTZOePXsyZ84cbDYbM2fOZOTIkQDMmjWL5ORkAGbPns3EiRPx+/306tWLuXPnAjBp0qRm64iI\niIh0BEe1pMLYsWMZO3ZsWPmCBQuaPH7w4MEMHjw4rNztdjdbR0RERKQj0JV6IiIiIhGgUCUiIiIS\nAQpVIiIiIhGgUCUiIiISAQpVIiIiIhGgUCUiIiISAQpVIiIiIhFwVOtUtSdflm+hzt/w2ISeib1I\ndCW1YY9Ejo/6QD07Kr8JbRfXF7dhb0RETl4nTKh66evFjban9v8NWZ7vtVFvRI6fwtoCpv/n3rbu\nhojISa/Dh6rMTv2JdjQ8LX1TyWdsLf9vG/ZIpG2kxabTv1PDg8j7pZ3dhr2R/9/evcdFVacPHP/M\nMAMCIiIKaop5Sy010111Fd0CUzRBcF3TNtjUXl220uyioqJ5CUp9aRlm2aaSZSreEiUz8ZbZivdy\nNX9igoiXAURxYIC5nN8fyElk8FKTzLjPm9erON85l+eZ7xnm8fudOUcI8b/H5YuqzvX/ROf6f1KX\nl9usUlSJ/0mtfFozqs0L6rK/vzf5+UU1GJEQQvxvkQ+qCyGEEEI4gBRVQgghhBAOIEWVEEIIIYQD\nSDGqR0sAABkqSURBVFElhBBCCOEAUlQJIYQQQjiAFFVCCCGEEA4gRZUQQgghhANIUSWEEEII4QBS\nVAkhhBBCOIAUVUIIIYQQDiBFlRBCCCGEA0hRJYQQQgjhAFJUCSGEEEI4gBRVQgghhBAOoKvpAP4o\nvxRmoL1WM5qsJu7zakIdrTeK1YhGo8NTWwu95p5NXwghhBB32T1bVaz45YuqjYoCVgtoNIxuGEMP\nn0fIKDnDf00n0Vxb5UjRCUqVMurr/NTNyhQzPXweoaNXG2zYsCo2bCgoio08SwEXzHnUcasNQE7Z\nRU6aMmnkHqBuX2QtxtvNi87eD6lt/jpfGro3oMRaRmZpTpVQvbWeNNDXq9JuspXwXeF+FEC59t/r\n01Ou/fjr6tLdpxM2xUZOmQEbNhTFhvVa/AoKNsWm5uOu1dPWswUAh4qOYVVs1z9xFFgK6eD1AADb\nC9Op4+aNFi0aDYAG71J3SkwWALQaLRfK8uhZp3P1HQQEuTdCq6k6WHqq5AxGa3GV9naeLXDXut90\nnwDZpefJt1xGiwbQoCkPsmLp159rsZf/lP/uo6tFUUkpGjQE6utT282ryv7NioUym7lKu7tWj16j\no9hq4orVWOVxHzcvart5V2m3KlZKbWXqcoG1kMNFx3HX6Cut18S9IW3dm90yfyGEEDXjniuq2vk9\nhBWruvzdhZ3U0dfB190XxabwU94BAOZf+Iz5Fz6rdj8ZZFVaPlj03zsLpKhqU0rBtkrLvm4+FNqM\nKIpSdWWgs/eDnCszcMGcB5S//SvYX9eegDx/zIqZAkvhba3fwqMpAL+UZt/2MSpoNJoqeXxVsPWm\n2/T06YK7Rs/2wv8QoPe/VgSh5muPG1oUwIaN0Q2jaeQewL8NyWSW5uChKS+4im2mO47fXh4jA/5G\nt9qd2Gf8kXTjj3hcK+j2GX+qdvu2ni342fRLtY/X1/ldK+jKSzktGs6bc287vmbujSHPE41Wq5aD\nZjsFnhBCiLvvniuqHvHvwiP+XdTl6FYj1N8Vs5ltR5ezpXBPpW0Mlnw6ez9EZ+8HASiymmigr0eg\nvj6Hio6xvXCvOjLjptGiQYtWo8UNDVqNlqvWYoqsxXSp3R4Ao7WYWloP2nu15lyZgcNFxwnU+wOQ\nUZLF/5Vk4qerA0A9vS9FFhMltlL+WqcrZ0rPcbr0LAAHi45VirOpeyMALFgosBQS3WAQQKWRFpOt\nhKTcdXhqa2G0FqOgUEvrQYmtlEfrdEV7Lfby/2vQoiX18k6gajE1pF4/ANZe+pautTtUeuy/pgz+\nUT8CULCh4Ompp6i4FAX46tJWHvRqpUZ1o52F6QB8f/XAr31gzgfAXaPHXaOnTDHzaJ2u+Lr58FVB\nGoH6+up07dmyCwDMv7Cs0n6LFRMNdPXw1nqSa7nEw15tCfJorI7o/TqSVxF1ufIiqrxd7+FGqmEX\nAIsNa1hsWGM3hwoPebbmv6aT6vKNBdVffB5hv/EnzIoFb60nxbYSgGsjh+XR6DQ6LEr5KF87z5ZA\n+TkI0K9uMCdLMtlx7TnLKs0Bi45rw2xCCCGciEapbpjEiR0f2gvji2O5v/3jd7SdYjajZGWg0TlP\nLenr68mVK7+OrFgUC4XWqsNc7hqd3akjR6g81fcrNztTc9W5MY+bOVd2kZLrprsqNPNojJvG7Zbb\nf3v5e7ujaUPqheGvr3tbMVTH19eT1LPfs/NKeqX2IpuJPr49aO/VWm2r7eaNp9YDi2LBrFhv3BV6\njRs6B39uT7FY0DRrBTqdOtWLUl4QagA37a/H8/f3Jj/fzpDpdcqsZZwsPIFeq7/pejXpTs4tZ3ev\n5OLMeZhtZlrXaYO7280/KnBkzjP0effm/2gS4k45T3UhANBpdNTT+d7VY95J8eQIjd0Df9f2j9ft\n6aBI7Ovp05mePjf/PNj1dBqdw4unW6mYPixfuKuHFkIIUQ25pIIQQgghhANIUSWEEEII4QBSVAkh\nhBBCOIAUVUIIIYQQDiBFlRBCCCGEA0hRJYQQQgjhAFJUCSGEEEI4gNMUVWlpaYSHhxMWFkZsbCxl\nZVUvDimEEEII4aycoqjKz89nypQpLFq0iM2bN1OrVi0++uijmg5LCCGEEOK2OUVRtXv3bh555BEa\nNSq/t92TTz7Jhg0bajgqIYQQQojb5xS3qbl48SINGzZUlwMDA7l48WK165/v0JxA34bVPn5TVgvO\ndLNDxWJGsVhqOozfTfK4S6yOj81qc+J8AbNVh9lmrukwHOJeycWZ87jt87n1Q39sIOJ/klMUVfbu\n6ezmVv2NdUPiPvvtB2vc47dv+wepVdMBOIjk4XwaNPC55Tr3Nex9FyL5nX7jv6Gc0r2Si4vn0efZ\n6TUdgrgHOcX0X8OGDTEYDOqywWAgMPD33XRXCCG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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "d1.add(det_donor_accept=(0, 1), \n",  " alex_period=4000, \n", 

},  {  "cell_type": "code",  "execution_count": null, 7,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 7062993 #acceptor: 13607681 \n",  "\n"  ]  },  {  "data": {  "text/plain": [  "data_HairPin3_RT_400mM_NaCl_A_31_TA G1.000"  ]  },  "execution_count": 7,  "metadata": {},  "output_type": "execute_result"  },  {  "data": {  "image/png": 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hw4ZxxhlnhLTft28fS5Ys4bXXXiM+Pp6HHnqI3/72t9xzzz08+OCD9OnTh2XL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\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "d2.add(det_donor_accept=(0, 1), \n",  " alex_period=4000, \n", 

},  {  "cell_type": "code",  "execution_count": null, 8,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Calculating BG rates ... [DONE]\n",  " - Calculating BG rates ... [DONE]\n"  ]  }  ],  "source": [  "d1.calc_bg(bg.exp_fit, time_s=50.1, tail_min_us='auto', F_bg=1.7)\n",  "d2.calc_bg(bg.exp_fit, time_s=50.1, tail_min_us='auto', F_bg=1.7)" 

},  {  "cell_type": "code",  "execution_count": null, 9,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ... - Recomputing background limits for Dex ... [DONE]\n",  " - Recomputing background limits for all ... [DONE]\n",  " - Fixing burst data to refer to ph_times_m ... [DONE]\n",  "[DONE]\n",  " - Calculating burst periods ...[DONE]\n"  ]  }  ],  "source": [  "d1.burst_search(m=10, computefret=False, ph_sel=Ph_sel(Dex='DAem'))\n",  "d1.calc_fret(count_ph=True, corrections=False)" 

},  {  "cell_type": "code",  "execution_count": null, 10,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ... - Recomputing background limits for Dex ... [DONE]\n",  " - Recomputing background limits for all ... [DONE]\n",  " - Fixing burst data to refer to ph_times_m ... [DONE]\n",  "[DONE]\n",  " - Calculating burst periods ...[DONE]\n"  ]  }  ],  "source": [  "d2.burst_search(m=10, computefret=False, ph_sel=Ph_sel(Dex='DAem'))\n",  "d2.calc_fret(count_ph=True, corrections=False)" 

},  {  "cell_type": "code",  "execution_count": null, 11,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 12,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 13,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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qBSfTi5i55AAnzxSVxbw5mQdHdaJldN3/KAlREzqdjjx9NN+t3sRD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H37dvMKSGfkAYCYmBi0trZidHQUoihCr9cjJCTEaXmCg4PR0tICQRAgCAL0ej3WrFljlzyP4shz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\nYfEiIiLFYfEiIiLF+S/ftSiDqx1RUAAAAABJRU5ErkJggg==\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "alex_jointplot(ds_FRET1)\n",  "plt.savefig('../figures/ALEX_static.png', **savefig_kws)" 

},  {  "cell_type": "code",  "execution_count": null, 14,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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hLo5KCCGEu1EpbvaI/qZNm3jrrbewWq3ExcUxd+5cPD09XR2WEEIIN+J2yUsI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N50lLNX7ijt4elMTG8tyfE9DNdTjRzRjbXrDzYe69fG9aBjxwt5aHI/Q5HjAbHB9OmtZWfWKWL6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\ncDiSvIQQQjic/wNX2Vc4/Lpl2QAAAABJRU5ErkJggg==\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "alex_jointplot(ds_FRET2)\n",  "plt.savefig('../figures/ALEX_dynamic.png', **savefig_kws)" 

},  {  "cell_type": "code",  "execution_count": null, 15,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 16,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'Static mixture of di-labeled 20dT and 20dA (partial hybridization). Room temperature.'"  ]  },  "execution_count": 16,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "d1.sample['sample_name']"  ]  },  {  "cell_type": "code",  "execution_count": null, 17,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 18,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 19,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 20,  "metadata": {  "collapsed": false,  "scrolled": false  },  "outputs": [], [  {  "data": {  "image/png": 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d2JkPLunHtvY9nO7V+9Nz4s8k4P2QFuPvLapWiNpsodXS00Rtbzgv+0wfI6f+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\nSqJmTlN9P94mAa+BeEsJc79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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "sns.set_style(style='darkgrid')\n",  "plt.figure(figsize=(6,6))\n", 

},  {  "cell_type": "code",  "execution_count": null, 21,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'Hairpin (A_31-TA)'"  ]  },  "execution_count": 21,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "d2.sample['sample_name']"  ]  },  {  "cell_type": "code",  "execution_count": null, 22,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 23,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 24,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 25,  "metadata": {  "collapsed": false,  "scrolled": false  },  "outputs": [], [  {  "data": {  "image/png": 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3eoxWx44d6dixo7MPFzhX2Wl9bU61fbMtfXx2tT8+2FJDr7KfGHB8HwOOf8Nl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\n/AYAiwG2T+lE/vPdqI527rs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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "sns.set_style(style='darkgrid')\n",  "plt.figure(figsize=(6,6))\n", 

},  {  "cell_type": "code",  "execution_count": null, 26,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 27,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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/PB4/HgzjvvxO23347E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mLhtJW40qLOiZKM+Pi6cNp8IPGCMrb2FOgPwuHAlESAhmRYRXOPRzFQb4cLBbhSUl2I0bnH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0trayePHiI8J/hzrjjDP49Kc/zWc+8xmgUD3wiSee4KKLLjpeyzWME0qsVZJpGv19X21f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Q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\nzJ49u1l9EBERERERERFdzPjx4zF58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FAI8gHo/z05/+lPLycoIgoLS0lGuvvRaAjo4OotEoAJFIBNd1P3C+zMzMVACw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3oenuse1kDX8vmxfAGCaSSDgUB+n8G4roPreTRs/oB/u342hmGye/dOdu/exe7duygpKaGysoKK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\nzJnzGsXFu/jww/c5/fQzMAyz1cZmGAaRSAMbNqylvLwcwzA45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aWgAHgwHRARgAAAAAUkO8L2YT/kM0pXoAC0hlhP96LtpBwEiJxvmWVsBAanLFewLJ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Bh1eZfRgRJeeGYgTGsNITSuiaGbNKJJUBYVapIR3L4II0MBnjpzPqWrFfXWJF1s\nL6Q4UqaiIFoToT7lMjxYGqsCedo4pbG1oHZtAr9NUFlrYRNSk7aJDkQYGvLHgl2nP3bgWIJMJoJv\nCzqKHn/93DEODRb5wNYmLlyTxAvPDHZZlkAKwe79Azz1SicvvdVHLGIRdWwiEZvsaAWlmGS+auAz\nXROlYgv6Q0VECqKZKElfMZStTHpeOVSaWNQiEXWxBPQOFvnGP77JTVe2cOMVa2lpTOD5Zwa7HEui\ngaeODPLAvl5294ySdG1qa1xURTNY9BCTVPULlSYdtYnYFpYUDOR9klGbdMRBuTBYqCDlmeOCEGKO\nxeaNmgs25qlvKDOaj1KbirOv02Wk7GNP8r5QEEIm6lBX59HUmEPFc2yqSZLqizI46DJc9rAmCY2G\nClKuzZo6RSxVxHJ9Ep5LPBalb9gi7/lnbEN67PY1xt3qv4TgMAHN6+LEhx0YrkwZGlVak066RCM2\nnhfy8PMdHOvO8Z6r1nHNtiZsS54Rxhx/LAcHizz48D5+8vxxenryXLatiRuub+eybU04jsT3F6bi\nmBDguhbHO0d57oUOXnjxOMMjFa64vJmbrt/AxVsaZgyNGsb5KgwDAq9C4K+OAOBsVfd7AVJILrj8\nRprXX8KRt1/gyFvP0X90L1oILMvGL+V5+yf30/HOi7RfvJMNl15LY9tFSARh6Fd3MCo44xhsGMtm\nPPxnAoCGYRiGYRgLYrGDIib8d/5arCqAZxN6WBG0ZlOphytGD7Fj9BDb8keJqmBZlxRu2Ii/4wrc\nd1+LvOpKwm2XMkRkWddkGGcjG0vyYttmXmzbPPE9OwzZMNzLxQOdbO3r4F19x9kycJxosLTbX/NA\njo88spuPPFKtEHigvXEsELiBly9dTzFutr3zjamaaxjnD6En68FknLcqlYCRkaI5AbeEtNYkEhES\niQhaa4aGiqgV2CKuWvVPs2//EM8+d5QXX+7C90PssRalSmnWNCbwgxCtNaOjFaAa9IrFbGxLkky6\nDA6V8LxqQGs8BJZuiJNvjjGQtBlFgaoGqGKOpCmjqa31UZEiBb9aZU9Tna81HqchVaE2rtCyPBFS\nsoVLwRfkvQid5QKaalU/BWglaIlF2JJRtMY9bMtDaYEUGqVshipROvI2x4sVFMHYfJpQQVs8yYU1\nRVoSCtcuESqBLTSVMEpHzuat4ShHCkUsqcfm07jSIqpjFPM2gzlNyR+vNqeJWzY2Lsq36C+OVQgb\nb9eLpC0TQblFnEhIMRwLDVgQDyLoXgFHHbp7Sgg5du5caeKuRaQmSiluM6Q1Rf9ElbNkxCJmWyCg\nP+9V7/+x+Rxb0pqIUBwto31FoRxMnINMJyMIR6KjNj2j5YlgV6g0yYhNTUoiE4oCPp4Kq1UGJaS0\nRSwLVn/I0FAZxqoBjq8z2ZKgLwJ5V1IK1FixFUG9lCQLIdEhj4GR8kTIMQw16bhLtNVCN0Mu6hOo\n6mMrJcRDF5G1KPYKhkYrSLu6TqU1iahDfcSiPFLBK/l4vgIhsCxBOmITR6MKPiOjlYnwYOgramti\nsMHGb5OMxAKqBZE0tpTEAwc9ZFPo1WSL3kSwSylNJuHgxF1ySpHzFYHSaK1RWrOlKcVtWxq5Y1sT\nMdfCH2vXGnEteoeKPPbicZ57rZuu/kK1zaqutltNxR1sW1IqB+QKJ4JkWmsy6SgiZpFXmlFPTbRk\njTqSuBRkLMnIcJlSJZjY9jSaxkwMpRVBCKNjAd0wVEhLcPHGWm69eh07tzXjOJIgUNTWxrFtiyMD\neb71/CGe6xiiN1/BsSw0mqRj42hNWjr0DlWqYUwhxloRa5pSUQKl8AJNrhyAqK4/5lgkIzaWFIyU\nfEqeQsrxQKtgfaPDlovytLSWsNwyYSiQUiPCCN2DUY50Zni7O0CIcKytMAgtaau3yDTkidUU8UQF\ntAShcLSLn08y0Buje0gTjFUDVLoaNV5X6xCrKeDEPMq6AlqA0MRFlFLBwcslOTrkIcYqcSoFEVtQ\nH3fxQkUxUBS9aphFC0hJizpPExmqkBsqEzC2zY5tew2ZKKVKgOdpimUfIQSeH1KfiXLFxY3cdm07\nm9trqIyFMaUUJJMRXt3VzcOPHuSNt3pRSiGlJAhCMpkYV+5o4dabN7K2JT22X57//t+2Jb4f8vyL\nx3n2uQ4OHhxCUw2iBoGisSHB1Vet5Zb3bKSxPo7nL/2nHJeL1ppo1CGdjgGQzRbxvNBkOJaI1pra\n2gSOs3I/GT40nOWLX/97IhuuJfDOrQDg6aRlAZKR/g46973GgdeeYqj7CJbjIIREhdU3OzONa1m7\neQebtt9IfcsGQqXwClnWhkf49//6FyjPUCmxut25pNNRtNZksyV832x3Z0trTTodIxp1CEPF0NDi\nf7p2nBCChobkks03E33g6+BlQUxf9XxhJ1UQaURc8O+Wbs5VSJg3KgxjSub9XeN8sdSvU4yzZ8J/\n82OCf3OzGKGGhQ4ALkQlpKkkjhVIBCWuGD3E1SP7uWr0APV+ftHmm0mPW0Pt+27Gv3wHwfYdBNsv\nR2dqAairS2BZ0uzPzwErtQrgQreDP9tjQ6Ux5ML+XrZ1drCts4NLOzu4uKcLdxbdNxaDb0te3drO\nM1ddyLNXXcChtgYQ4qyrAALnVRXAp7ObZ77QLLze3zqvcfNpAzzfY+XZHA8X6ti3FFUAAVMF0DjD\n+OuW1cQEAI1TmADg0lstAUCoBlYsS1LIe7zxdh8PPXKAI0eyJJMRamuj5PMVKpUQz6+GcMaNt/xM\nxF3ciMS2Lfp688RjDpH2NMdTFjlXUgkVJ7+U1hoEgmRU0NKgSNWWGPZKxGSEjTUWNYkyruMRasWp\nDWrHKrkph1Lg0FOCIa9Awo6wtcZhfapIwgnQQqH1qeMsIamEDv2lGPtGQoa9Eik7xtYMtKXKJN0K\nWmv0SfMJUQ3sjXoOh0djvDoAeVUibUXRpRi9I4qSpwn0qa1D9dh8EWkTxWWkpBkqeTQnoiSTPrge\nFbxqZbqT5tNCYwuJXbSJ9EYY3BuQL3vU1UQIa6L0aUVJMTbuBKU1jiWJOxbJmMVIMWSk5NNWG0OX\nPMJKSL7ow2ltgpXSRBwL25Wka6N0F33KFcWaGpdIjaYgKnhajT1eJ40bC0AmfEF6SJDrKlEoB6xt\nTdKfsCjGJCPjwb+TxoVA3JLEfMX60KLv6Ah+qGlYE4N2KCR9KkJVi6yd/OgJjSssIhUH2e/Q1+dR\nDkI2NCYoDpbADykWq+2FT71fIB6xcLWmMerQ0zmCRJJpj1PZJBlNKTypEKdtllpoXCyiZRfdb9HX\nV30utjWl6Kn4+EKQ94Izqib6oSIRsdnWkubjV7Zy9fo6Kn7Ii2/18eOfHOXA8RGCQGGf9IJivL1v\nxLVIxR2EgMGRMgJBS0uS7pKPL6DknbbtUd2O0hELF8gIyfHeHMm4QzrhUvFCCqUALzhzmw1CRU3C\nZfuWBj5880bamlIkU1HufbOLe3d3cHCwMNbu9tT5QJNyHCIKXCXpGCxRl3RIuBYlPyRXGWsTfPK2\noKthsoglqUu6lLyQwbxH3HG48mJF8/osyaSH0qdts0JjCfDKMTr74rx1OMnx0TJrki6tLR6J2hzK\nLqOqCcST1lkNcWrPIRzJcLjTJlsKqI07rG0MUdE82vYI1GnbHhpLCJwwileMMjDk0FfwaEm52EJQ\n8EMKfohSpxbxUYBrCWIBrPUFha4ChZJPfW0Uxxbkij7lyiTjlEYDbU1JbriilduvaSOdcDnaMcKj\nTx7i9dd7GBouY9vylHHVEKektTnJjdev58br27FtayIYOheObXHoyBAPPXyQt9/pp1DwsKxT5wsC\nhWNbtLWlueU9G7jm6nUTj+u5zgQAl5cJAK5MlmUThgEjA110vPMK+15+mMLIIJbtAhAGPpbtkKpv\nZt1F27noyvcSTyZp8Q7wq5/9lAkALhMTADxBH/yjZQoANiA2mQDgdEwA0DCmZt7fNc4XJjCy+qyW\nAKAJ/61u52UAUGsuHOni2t69XH/0LbbmO5alrW9ZOuxNrOXtRBt7kut4J7GOEScxZYjCBADPLSsx\nBLjQAUA4u2PEZMcGJwi4uKeLyzuOsOPYUS7vOMK67PBZrHD+uhrTPHPVhXTdWsfbV7VQiZ/d/vR8\nCQGaAODsmACgsdqZAKCx6pkA4NJbTQHAcZYUKK0ZGirxzHPHeO75DoqlastfrafuXqW1xrYlji2p\nb03RmbHpsQUV9BlhrpMpDY4UpBOwrR1a12SJuD6ImapaaSQWfiixRIqWRIG6SBkpQ5Se+jlerTFo\nkfNccuU4jYkctVEPa4ZxUmhCZTNUtnitp543u0PyZV1tZTvNJqUBWwjiMkJtJEJe5Agtn0CHnNmc\n9KRxQuNqG3vUJtKT5GAhpIDGCzVTHYrGY1C2JaiLu2QcycBACa8SEIRqym1/PIAWdS0icZva5gj9\nuoQvw4kqfFPOJ8DRgjWeg/QsOtAUhSZQ068TAUkpaVCCpoSmO1YgdDSBnm6+akBLKEldOY7q1IwO\nlqhUgjPCVaeM09VzvHHHojZqEVln0VXnETrVSodTPQoajSUlMhDUl5Nkh2GgHFIK1LTbgtIapWFN\nKsI1bRmSBZ9nX++mWA6QgqkfB62xLYmUgtamJMNBSNarzse02x5IS5CwJU1RG1UKGBipEIbTrzNU\nGikFDTVRbr6hnVdLZd7sHWW07GNbZ7blPnG/VIOBcSlpdFwKhYChYjVQd2oU78z7xbUtXCm4qNWl\n/YJBMpkK2D5aTbPNCg1I8qNx+gZryDt5RKyAEmG1et+UAzW2tggrUWSunrzMIpwAXwfTbnvVsLCF\n5UWhkKZrJCTvBdXA4FSPwdifUSlJh7DBF3R35QiVxvPDabc9FWoirsW2C+rYUB9j965uunvzKMWk\nLYWh+piHShGP2WzaWM+n/tWl1NXGZh3KE0IQhiFPP3uMhx49yPBQCeCM9tonz6eUIpFwuHhzI5/8\nuctIxJ1leNtxaZkA4PIyAcAVTAiktAj8CrmhXg7seoIDrz6J75WQ0gKtUSrEclzi6XpaN23ltp3v\n4vP/4VcoFIvTXrUJAC4OEwA8QR9axgDgRhMAnI4JABrG1Mz7u8b5wgRGVhcT/pu75Q7/1Tbn5nT5\n+QQQFstChwBXYgAwGnjs7N3LdT17uKZ3L43l0QVY2dx0RWonwn57km0cjq1BiTO3IRMAPD+YAODs\nzOYY0ZgbZcexI+w4doTLO46wres4kSVuHew7kr07mtl93Tp23dhO37r0nK/jfAkAwsKEAJcyAAjz\nO1ae7fHQhACN1Ww1BgDt5V6AYRirTzgWcmlpStG2Ns0zSlMuB1iWmPbkazVQUj3hO1AJOOY46GnC\nVeOkgEBrerJw5QZIRQMqKpg+2FOdEYXCsTTN0Qr1sWI1pDLDuOqKFEm3RHNUYts+CjXjOKUFQoTU\nRyElNAO5EMti2vBfdZXV2zcalkk6AQqfcJpQ3cQ4LfAJETXg+ZKhrI+UTBmqG58LwA81/XkPP9R4\nZb/aMnWaB0+M/a9Uqd4mO+ZSKPhYSky7TgGgwUPTHwsohlAKQOhZrFPDaKCwEzZNrYJyLkTqmear\ntn9VQuElPQojPpViCHLqkBuM/UxDvhwiE5JMu0W5rMZu33TrFCilCaUiTIUM9EFhrO3ydPNJIZAC\n+vIVntnbT0shoFDyT6n6N/k6BaHS+IEiALJetd2srC5m2tunlSbnhRBqEpUQ36+22Z1unZasxmH7\nBos8f7Cft3SAp6qVJKddJxAoTU6FVPwyFBX+2LY+3f0phcAPFRUP2lt96upL1Qqf04T/gLGqgJqa\nmiKBW2GkEFbvk5n2EVoQEEK0QF0kRj7nEZxWcXOqWxhqhR2pUCyVGC4KhDXDc2zsz7JSVCS0aknF\nD2e17VlWtSXwvqNZ+o4NM9SdR0iJNc37DkKAbUkqlZC33u5jYKBIbSY2w+06dXyx6LN3/yC9vXmi\nkelfMo5XiC0WA3a93s1HPnwxiYTDOZ8ANAxjclqjwgDLssmsWccVt/8cmy69njd/cj+de18jDH2k\ntFBhSH6ol71DvWT3v0B93ObOOz9EZqw1UPWqzI7EMAzDMAzDMFab8yX8t1qDf3MN+s31epYjGFhp\n9hc0BFhsXvgQ4HzUlUe5rnsPN3a/xVV9+4mopQsEKeBgvJk3k+vZndrAW8k2RpyV8+EtY/n93QO/\nseJCgIljhUUJAS62/lSaH7/rMn78rsuAapXAzZUjXL3vMNfuO8xVBw6TLlUWdQ2Or9j2YhfbXuzi\n5+95keObMrx6Uzu7blrP4Usa0DOd7KQaijufQoBna3tj17xCgLXNuSU71q6U46FhGLNjAoCGYcxL\nNUinJ6pJzbUWQ6g0Sk9dAe50pzbhnA899t/sF1qtXjf3+cbboE5X6ex0gmqlQ3V6H93ZzKer7Xan\nq6I4+XyacI4tQYUYbys7x3Fj880uXHXquGrLZZjLHXrK7ZvD/Tk+TlMNKc6FolrVby4P38ltd+Uc\nNyKt9RltnmcjVBqtp65UdzpBterbeFBtFr/jTYyDahBQzmGdY1lMEHrW1erGaQ2aalXD2d8xYuw5\nNr9tPRxrCT6Xfdn4/nP837MaJ6oBa61P/H324+Z+X8KJFr5zeW5KKU5ss4ZhnPe01qA1QlrUtmzg\nxo/9Kv3H9/PGU/cxcHw/vlcGAUIphoeH+Mu//HPuv/8HfPzjP8stt9xKJlM/1sJcmSCgsXSEBEsy\n/cdVFpgG5Or6NKlhGIZhGMZyMeG/+Vmo0N9c5lpJFQJXDa1Zn+vjxu63uKH7LbYOdSCX6J22EMG+\nRCtvJNfzxljgr2DP/gPFhnGuSnaFZ3XMiPfM/Zjh2zZv2Rfy6h3r+bM7bkYqxSXHu7lm7yGu2XeY\nnfsPU5efvovG2Vp3KMu6Q1nu+pvdDDfE2HVjO7tuauftq1oJ3KnvDxMCXLkWOiy/lArtiSWpAvip\nO79qqgAaq5oJABqGYRiGYRiGYRiL56Tw3pq2zdz2yc/ReeB13nn+QYZ6j1LKDQMaS0p6e3v52te+\nyr33fo+PfvSnefe7r6epqYlIJEoQBCYIaBiGYRiGYRgr3EqrBjWZlRD+W4rg31KG/qabf6mCgKs2\n2KA1Fw8f55au3dzU9SZt+YElmTZEsD/Rymupjbye2sjbyXWUrciSzG2cO1ZiFcBzkZKSt9rX8lb7\nWv7qvTcilOLC7j7evfcQ171zkOveOUhNsbRo89cOlLj13r3ceu9eSnGbN69Zx8u3rOe1G9opJ87c\n75oQ4LnlbKoA5lutBWsDbBjGzEwA0DAMwzAMwzAMw1gS1QCfZt1Fl7P2wss49s7L7H/pUXKdb+J5\nHkJKXNelq6uLP/zD/5d77/0nPvShu9i581ra2tqJx+PI2ZajNYz5EGKsvPlSPs+Wej7DMAzDMIzV\naSGq/53r4b/lDv1NxlQEnITWvGv4GLcc383NnbtpLmWXZNqOaD27UpvYld7E7tQG8qbCn3EOWq1t\ngCcT6XEmPWZoKdm/tpn9a5v521uvQyrFtqOdXL/nADfsOcDVBw4T8RcndBUrBlz9+BGufvwInmvx\nxrVreem2jey6oY1y0l2UOY0zLWUb4JXCVAE0jJmZAKBhGIZhGIZhGIaxpJSqvgm5Ydu7adlwCdnX\n7qUu4fDKKy8zMDCA4zhEo1E6O4/zv//319iw4T5uv/19XH31NVx++WWAi5hDi3LDmLXlCgCa57Nh\nGIZhGOeAxawCtRLCHCs5/LcSg3+nW4og4EquAii04l1Dx7ilczc3d75B0xKE/obsBLvS1cDfa+lN\n9Ls1iz6nCU2cf86HKoDL0QZ4LpSU7N7Yxu6NbfzpnbcQ8XxuGXqbna8d4drXDnPJwW7kIjTVcL2Q\nK586xpVPHcN3JG9eu5YXb93Iaze28TSmCuBsbG/s4vX+1iWbb77HSVMF0DBWBxMANAzDMAzDMAzD\nMJZFGPhoNNuv2Mkv/sxP8cSTj/OTnzzD88//hKGhQVw3QjQa5fjxDv7yL/+MH//4QW655Rbe+95b\nuOqqq4lGowRBETCtgQ3DMAzDMAzDmN7ZhDfONrixGMG/1RD6m8x5VbVIay7tPcpdr7/KezrfYE15\nZFGnCxHsSa7j5fRFvFRzIQfjzWghF3VOw4DzIwS4XKaqAjidiuvwYPN2XvjFTfwRUJstcN2rB7nh\nlYO8+9VDZHIL3y7Y8RU7nu5gx9MdBLbkzWvW8uLtG4jc5eMnz71Iyo2ZfTyd3bysa1hNx9OFCgGa\nKoCGMb1zb29rGIZhGIZhGIZhrB5a43sVYrEYH/jAnVx99TXceuvtPPvsMzzxxCNks1lcN4Jt23R2\nHufv/u5vee65p7n66p3s3HkdV155La7r4nneWIthwzgLpgKgYRiGYRjGvKz06n/nUvhvtQb/TrYa\nQgtnU+1o41Avd+x7lTv2vUrb6ODCLuw0w3aCl2ou5OWai3g1vYmcHV/U+QxjNTiX2gAvhOFMgh/e\nehk/vPUyZKjYtq+L6185wA2vHORd+7sXfD47UFz+bAeXP9uB93sWx2+t5cCHGzl+Yy3KNaHk050P\nVQANw1gaJgBoGMZZUUqj1NxOtGoNfqAIlMadw4muOU5zYj4g1KDRzOVEnkajtEbMuaKMRuvqnHN5\n+aR09UvP+dxfdX1zPd8dhuAHIOY4bnwePbe7c+L+1Ig5nU5VAHLudX20mPtzc3w+Pcf5NNXHTc1x\nLj0+31zHjQ2cz7anlEbPY5xWEM7xuak1+CHYijk9V9TEnTLHdQKh1igN1lzm0xrF3PcxWkOgquPm\n8hay0tUNXc9xI9IatNZoPbetSCmNZUmEmNt+QmsIQz3nMI1SGtue+3yGYRhKhZQrHslkkve85xYu\nvfQy3vve9/HEE4/z4x8/yOjoCI7jYFmSo0ePcfToMZ588mkuumgLt9/+Pm666T04jksQBCYIaMzf\nUmf/Tp7XMAzDMAxjlTLhv6ktZPjvXAj+nWyxQoDL1QZ4TT7LB/bt4s59r3LxQOeizvV2bRvPNl/C\na2wwVf6MFeNcrwK40tsAT2a4J3XGsUNZkt2XrGP3Jev400/dTN1wnutePcRNL+3n+lcOkih5C7oG\ntxKy6UcDbPrRAOUam8MfaODghxrpuSoN0rwZcrZWQ6B+nKkCaBiLzwQADcOYt1ApNm6sZdOmOt54\nowetZy5cobQmnYxw043reVEFPN8xhCPljOe7ghDaa22UUHiVKMIJZhUNUkCj7XJt0iVLml6dw5rF\n2bVQK2qdGlpjaUb8LHk1OstzcpowjFGflGxtdNk7UMGZRRIpVJr2jEtzrUVvISRbUbOaTwAxnaQi\nXJpqBX0jZawZXjArQIdwzVbJhc2aZ38i6R9SyFm8RyAFrGmOYkcE9SrCcLmCnOFB14AlBI0yRkvS\n5UihTCmc+fZpwLYEG3GxOzxSGYe88pnp2aIBVwoShRiZtQk6j47g+2rG56YGbFvSHomgjijia2xK\nOmSmu0UDcWmTHBBcHHV4268Q6JnP4SogLuES20JbATnXwpvFOlWoSaVd5Fqb9sDh8KHCWLh1hnEK\nEnGL9RckqAyUKR8qEIR6xvnCQNPQFGHNlgqWF+W1w361SM0M84UKmmrgus2CI8cku/erWRW3CULY\n0GwTxHwkCRT5GW8bVB+HpOWwqS5ORFTYlythz+KXx1Br2mJJWqOKUEXoyJdn9Tun1oKGhM22OoGr\nJAd7FfYsXlWFWtNeE0PVCNJ5j5GhEmIW25CUkIw71MRtQk+RGy4jZ7FvUUrTti7NK6920tycIJWM\nzCo4qrUmmXTZtrWRgwcHyeV9bHuGdY4dA9rbanjuuWO8//aLcCOWCeEY5z0hJFJaSDn/NwjPaUIg\npIXUEtuysK3q/RT4PpmaDDuvvoZLLt7Khz/8ER566Ec89NAPyeVGcV0HraGvr5fe3l7efPMN/vmf\nv8sHP/hhbrnlNmKxBFqd+YaSRhOGc43sG4ZhGIZhGIaxHEz4r+pcC/6dbDUFFyaTKhd578HXuWPf\nq1zZeQg55496z44nLV5tvJCnW97Fsy1bGYjVACxJAMIwjOU3nzbAszVUm+T+2y7j/tsuw/EDrt59\nlJtf2Md7XthH0+DCHn+iIwGXfKeHS77TQ77Z5dAHGzlwVyNDFycXdB5jZqYKoGGcm4Q2Z2WNk1Qq\nASMjxRnDCMbC0VqTSERIJCJorRkaKqLU6jopWamEvPxKJ//ywF5yeW/SIGD1e5odl7fy4Ts209AY\npxwonjg8yD+82clgwUPKM2taaQ1RR7ChSRBNFygoD0fAhZk4meQoyGDKdQng3ekUW6J5YlZIiEV/\nGOVIUKGsK5NW0NJoXBlhXSJDY1QgZYBSkC3b9JZ70GLqx0YryWiljp5yEaUVAoee4QQvH1fkvHDS\nUJHSkI7YNNdC4BTxCZBYZESao9kc08XkHGycYj17uysECtKuTUrY9A+VKU8SJNNUQ2CtdRbXbvfI\nNI6iRYiqOPQdzPDMS9601bqSCZvGjTGOewW00NREHKK2TV+xTKD0pCvVaDJ2BFl06B/2qyG0mEW6\nxuFYvjzl2yECqLMs1pag9/gIWkGm3sW9wGIgWp5ynRpNrY7h91gM9nloLcjEbZKhpq9v+jdDGpMu\n8VAzNFBAa8isjRFe7NAX86YpRKdp9KP4hzQj/RUQgpraGLmkTXdp+udme8Qi3VsiN1RAaMg0JChY\nMJjzpk3JrdmYJN8AIzpAIGiyI+Q6fbLD/pSpPCFgXVucYipkNKyGKJu0S+VgidHBCmKSJ6fWYEnB\nxh0R5IVFyo6H0JK0rmP3XpvBXDjlMi0J114oaWzJgqwglEVpOM3Lux36siHWJKlKrSHiCLZuAWfN\nKJ7wcKRgQzxJ3CmgxNT3pxSC9fEECaeAECFKW/QU4rw06DPqe5OGVDUQkxYXJGO4dhktApSyCLw0\nu3qKeHqq5zREpGBrQ5zAHkUIhdQu/T01vHpIkquoSbd1PbatZ6IOAyUPL1REtWCDtOh7Z3jakFzE\nlTTVJejqL6C1JhV3qJGCbF8BrzL546C1pqYmSjRiMzJSIQgUDY1xPvSBi7jiilYEs6vOp7XmeGeO\n++5/h7f39qNCJg0La62pr4sjLcHoaIUw1LS2pvipD25h69Y1Y5ULZ55vtdFaE406pNMxALLZIp43\n9bZhLCytNbW1CRxn5Qbr+gcG+fSvfJ5C4KDnXCf2PKJCapMu27ZuJQzPDO1VQ5SCcrnM0OAAh/a+\nxbHD+6hUShNVbcdfP8diMWpr67nwksto33gRbjR60v5Hsa6pgZ//+EdX3evtxaa1Jp2OEY06hKFi\naGjpTiIJIWhoWDlv9OrOP4cgCzN+DGQhJ1Xg1iNa/83SzbkKCfNGhWFMyby/a5wvlvp1ijE7K7n6\n33KF/0zwb+4WIwS4EFUAJws5SKW4pmMfH3nnRW459CaRcOr3Lc9Gzonxk+aLeablXTzftIWSEz3j\nMisxADhdtaS6ugSWJc3+/By3kqoALnQb4LM5royb7/HlbI4t8zqeaM3WA918YvcrXPH0MdoODM97\n/pkMXJJg/0fXcPDDayjXLX0F17PxdHbzgl3X2bQBns9xdL7HybMNAC5EFUBYumOgqQJ4/hp/3bKa\nmACgcQoTAFx650IAUIhqK8tstswPHniHV1/txverB2+tq+GcxjVx7vrgFrZf2oxtn9hRSgQdIyX+\nz2sdvNCZpRyEExXeLCmoT8LGtpDhIIceq3Omx8ZlXIeL6iW2O4oQJ/1MQJsT5foaQa1dRKAm8lsC\nKKs4hwJNvyqd9BOQSGrcOBfUZHBl8bTMl8ALXPqKRXLh8MRKBAKtBV6QpLtoUQjLE9XYxNj/RJBg\nV4fDoeGQQOmJ6mm2FDSmbDIZn+GgcNpsglorQbEkGKp4Y61zq7dNa0FaZejosRgshNVgzdh8UkBr\nIkppNCBb8KvjdPVxiEcEl14Al70rT0UUqwEgxrNmApFP8/xPbDq7FeHYyXQ5VrGtfWOC4ZhP/rSW\nerYUNCdiZCseBS+YeAyEAFdYpHWE3DAMFqqBy+pjB1IK2uvj9CmfYhAS6vH5BFJrLhEO2aOjVCoB\n+qTNIeJI1myKk23yKFnhWIvm6o2PaJtkPsrQ8ZCRgld9Xo7dBksI1tfFGOrO41XCiQpolhRYUrMh\nE6f3+AhhoKohgbH2s7GYQ/qSBP0tISVbTdx2IQRxJUkPuAwfqlAs+ROhPSHAcSzqW9Ps93w8Pdby\nleo6okLzrlDQd2gIHeqTWilrkskI0doYfUWfchBWg7Njgdp4JkLigih9jkc5UBOhRCEgLi0awihH\nDxXQoWZ8F2JZglhc0rQpztFyHkQ1dDr+2NdFXJIDkD1aJCiHE9EUIaC+xaFpJxRSeQJ98nyCKC6V\nwQyvH66uf7ygnC0FzbVw3SUVys5Idbs8aUOKE2ffOwn2HIayd+IHQkBbs6Rtc5mSm6s+H8bnQ1Bj\nu7QnHLSVQ46tfbyyZI3jsi4uUSI//sCdeG6rJC8NwJG8h6dP/EwAa2NRWmICj9IpFRQlAqmidI5E\nODRaYnwp49tsa9KlKR1SVCfGjbe6jYVpXtoTo2MY/ODEzywhWJNw8ZVmoHRqoNSSghbHJtpXJttX\nBH2ikp4lBU11MUpeyPCox+mNzDe1pMj15CjlPVRwYh9h2YL6ujilcsDoaAVgYj/gOJLtlzbz4Q9u\npmlNAiHEtBUBx18OBKHm+Rc6+NFD+xnOllFKI4SoPt9di/q6GPm8Rz7vnTJfJGKx8+q13Pm+i6it\njY397Nx56WkCgMtrNQQAh4az/Pd7/g63/WpCf3E+pXtOmWHjEaL68Q0pJeX8EPtefoz9rz1DqTCK\nDoOxHfL4blaTyjRy0ZW3sX7bNcQSaQQSp/clfuvf/zLhKnu9vdhMAPAEEwBcuUwA0DCmZt7fNc4X\nJjCyMi1W0GM5q/+Z8N/yWOgQ4EIHANcP93HXnhf58N6XWVMYPevrnsxAJMWTay/lydZLeb1hI+EM\n3QRMANBYic7lACCcfQhwOY4xZ3NM2d7YBUBDV44rnzzK1Y8d4aLdffO+vukoW3Ds5lr2fayJjptq\n0c7KD96s5gAgLE8IcKECgLA0x0ETADx/mQCgseqZAODSOxcCgCcTAt54s5d/eWAf3T15XEey86p1\n3PH+C8lkooThmbscMTbwycMD/OObnXSOlok4sKlZIJM5cr43abU+qIb2NtXEaEgVcOyAuKW5Ohlj\nS6yIFD6T1/ACgcVAmOBwUKSkA1zpsDZeS2NcwzSVxtCSXMWmrzyIp338UDJSTtHnlQl1OMVsGlc6\nDIykeKVTMVpWRGxBe6NFTo7iqanr/EWkRYok3fkKSoEIHIJcmiP94ZTjlIbaqE1aWgxlPYJQ0VCj\nuOVqhZ0engj3TcbBof9wmudeDgl8STxtk2yx6Qsr+FO07VVaUx+LEJGSrOcTKI2rLZKVKIf7S1Pf\nl0A6ZpNOu3SVy0ghaUSSHvYY6itOhObOmE9pmurjsAEKKR8lwK3Y2P1ROnoKk1azA0BAXdwlCQz1\nF5BAQ8LFKvlkB8tM1UZXhZrmtUmKWyT5lEILiBds7GOS7p4Ccor5BILaugjldJTuio/Qgo22wOnK\nkRuuoKdYptaaltY0Q6GiFCqwJfGWCEGrTW+xNGU1O1sKGuwIfp8iO1QNmbWujzES88n5030KVbM+\nmiD3Th5/NMSJCZoutoheUiHrlyZtuTzeZjnipzlyNEr/CNiW5t1bINM4jKem/iVUSoFdqOXpVySj\nOUE0Ahs3KeLNOXLBVJU5wZUWrdEomYiHFAG2gPXJBBF7FMXUvyxIJCPlNM/2l8gHELcs2hMuEbtM\nRflT7Fuq22ypFGfvUEjRV7iWYEtjBE+MTARWJ+NKi8JwHT/ZKyiVBTHHoibq0F/wKPmTB8OUhnTU\nptnTFDvy4Cscy6K+JkJHX2HKwJzWkE441EUthrvy6FARjznEEw4DAyWCYPKW0kGoqauNcsd7L+Sq\nK9cSj8/uFzwpBcNDRX7ww3288VYf5YpPMhEhFrHoGyhOuc4g0DQ3xfnQnVu4bFsTkcgseiWvEiYA\nuLxWSwDwi1//eyIbriXwvOVezjlDSonjWEgpyQ72s/+Vxzn85k8o5rL45SJCSoSo/mKuwpBETR0X\nXnEL6y/ZSU3pIF/8//4H/CBY1a+5F5oJAJ5gAoArlwkAGsbUzPu7xvnCBEZWHhP+O9VChP/Ox+Df\nyRYyBLgQAcA1R0u8f/9r3PXOS2zvOXL2i5pEfzTNE2sv5fG1l/Fm/QaUmP3vIiYAaKxEJgA4s1VT\nBXDMeAhw4rp6C1z1+JGxMGAvchF+GynVOxy4q5F9H21ieMvCP44LZSEDgGCqAM6VqQJoLCYTADRW\nPRMAXHrnWgAQwLYlIyNlnnvhOC3NSbZf2oTSJ6qSTcWRkoFShX946wiDso8+LzdWY296odYknQi3\ntzp8qKVA0irOqtWkQBPoOJ06QX3KxXFKsxwnCJXD4azi7WyBkq7MuEYAIRQRUuzpjVGwSgwFhUnD\nVWeOg7QVxx/J8M5hwUDRn7SF6sk01XDQhpoYW5orbLpgiKIqM2Xq7CS2DeFIioNHajhQ9MgF/oyn\nPzXVSnXtNXEoWXT2BGSL/qStQk+mNERsQUsmSiZQDB8ZJV/ypwzVTcynq6dk2y5IEtbYdBypUPTC\nWc0XdS3aUi7Jgs9AxyilSjCL+TSOZdG0NU05YtF7sEg5UDPOFypNMmZT35zEKfgMHx2h4odThxRP\nmi8WcahdlyR3UYTOsEwQThVnPWk+rUlHHJqJ4glFt1/Cn6I988kUkIrYtIU26fVFhiKjqHDKjsIn\n1okiacWIVTJkkiWUO0owm92X0MRFlMHuGoJEmWExgtaz29ZrnBhX1EZYnyoSitMrdU4xHRqLBAey\nMbQIKKj8LPYs1XEOcUqVOL4sUqY8TTvok8YJTYIUew7U0Tmk6MlVsGZ6zAEhBS0Rh5ZRxXBPntGi\nN+PxeLyCZFtjnESoGB2uMDRUwrKmH6dUtV3mpdua+PlPXEpjQ4IwnPnBE6IavNn1ejc/fuQA/QNF\nRkYqs5ivWpLr2mvW8bGfuoSadHTayoOrhQkALi8TADx/VQOA1YOw5yuEkJQLoxza/TRH33qR0cFu\nyoVRpJQIaYHWKBUSiae4+MKN/I///Hna29vJZGoJw3DStsPnGxMAPMEEAFcuEwA0jKmZ93eN84UJ\njKwspvXvqUz4b+EsewhQa646cohPvPwc739rN9Fg4Vv89sZqeGLtZTyx9lLerFuPnkPo72QrLQA4\nU0DCBADPH+dyCHA5A4CwPFUA4cwQ4LhMf5GrnjjC1Y8eYfNrPYsSBhx4V4K9P93Mgbsa8ZMrr8CA\nqQI4d6YKoLEarMYA4MrbQxqGseoFgSKZjHDn+y9CaU0wq0QQ+EpRH4vw7k0p/mb/IZhVRKfaXnOg\n7FEol0g6HnqWrxk0AksUaI5m0HYRPYtwXHWcxrV8PFFmNCzhzpQCGx+nJWXyZFIux0dnF/6rjoOi\nKtM1XKQvH8GZxZ5bUA3qHBkpcvtVPsWwzMxxrqog1FgJj0KswPAwuLP4XWa8De+RkQL15RQjpZnD\nf1BtV1oONMVCgMiWyRd95AxBIpjo8MeRAzliLSmKwczhv/H5il5AoWyhhsuUysEs5xMEStGxexi/\nNkao9azms6QgVwzIDJcJcxVKXjhjUGp8vlIloNKTo39DiJxFOA6q28JIxSeZcij5IZVQYc3iPKkE\n8pWAkTqN544gwtnNJ5CMBCXqayTSDqiEs4nsAlpQ0hUyLQX2jubndPsGvCI+IUJ6/3/27jtOrqu+\n///rnFum7sz21a56l2zZsmwZdwPGdgwGG4MBx0AIIckXvvBNIfULCQkJgZBC8iWUUH5J6DVgAwGM\nDW4Y9yLbkq2+aqtdbd+dess5vz9mV9ZKW2Zmi3al83w8hLE8Z869d+6dOzP3fT+fsgK7UDrWA3K0\nxCLszg1jlXlBXyPwyIIT4JX5PgalNt0ZnSUeqaVjyMMp5zUHUJpDRZ9Md45oNpgyKAovHQtHe/Os\nSUfp68uV9WFUShBCsu3ZTq69ZhUtzUnKyb9oXQrzrVvbyP0PtjMwkMe2p36TkLLUavjpZ47yypev\noK42dkYEAA3DmAe0RqmASCzBuZe/jjUXvJL2HY9wZOeT9BzeS264HyEtpGXjFbI88/iv+JM/+QNe\n+cprufLKK9m4cRONjU2EYUAwCxd1jAVICBCSOQ0AwmmYzzAMwzAMY346G8N/Jvg3Vt2i4RlvB1yO\n2lyW1z/9BG954mFWd898e8veSJJfLLmAe5ZsZkf9sqpDf4ZhnF7JjnBGQoBzrb+zZlbONwNNce55\n0znc86ZzSPfk2HpvO5f9bN+Mtglu3J6lcfteXvYP+9l3YxMvvGURPeclORPvxN/c1FF1CHCuz5+5\nRdWHADNt1oyGAGfb217zCRMCNBYEEwA0DGNWaK3x/MpP3ErrkUpngrJKbY2QgpFKWZWNA4HS5UYN\nX6JHxlY6DgS6ivkEAikEZeSBxpBCoNTodqmABqEFoqJtWZpPiMo+c4+GFYUUFX9Wl5ZAyMrWbnRr\nCFHdfNIShEH520UcX8HK5itVWhNlB0WPj6NUjbHSV/34uDKDsC+NE6XwbIXjQKBV5ceQrHjNXpqv\nmmO98i05Oqp0rFd8zFIKOo4G+8oeN7JzVVoYx7bllBUwxxOGqvReVsV8pniPYRizQWtNGHg4kQgb\nXnYdK8+9lCN7tnFk9zaO7nuOzEA3UtrYtk0+l+N73/sOP//53Vx66WVccsmlbN36MtralhAEvgkC\nGoZhGIZhGMYU5mvrXxP+Myo2Uu3vtscf5obt23BnuEJ8xonw89Xnc2/jBTzduJpQLrzQkGFU46s/\nfv+8qgI438Q7qz/vRDqdGak6W6lt3W0TVgEcNdgY5+dvOoefv+kcGjuGufRn+7j8p3tZvH9gRpbB\nySvWf7eL9d/tomdjgp1vnh9VAa+q3TXjrYDnUnGRX3UVwPkguywx7yriGsbpYgKAFdq9ezePPfYY\nR48eJQgCampqWL16NZdffjmpVGpG53rqqafYvn07x44dw/M8kskkK1eu5Morr6S2tnZG5zIMwzAM\nwzAMw1jotNYEXhHbjbJq81UsXnsBxw7t4ujeZzn4wpMMHd2NVopYLEahkOeuu37MI488xLnnnsfF\nF1/ClVe+nFWrVuH7Jgh49hq9m2UuA+sV3kFjGIZhGIZhzKjTEf6b6+DfVKGNqUynJWE1ZqqK0USh\nhtms9udJiwdXnMOP113IL1dspGi7C6rKkWGcaRIHszPeBthUAZxaT1sNP/rNzfzoHeezdE8/l/5s\nL5fdtY+GrpkJajW+kKXxw3t52T/uZ++NTbz45jOnKuDpqAJYbQjQVAE0jPnFBADLFAQBn/3sZ/np\nT3/K4cOH6e/vJwxDYrEYzc3NrFq1ine84x1cd911055r//79fO5zn+Opp57i6NGjDA0NEQQBsViM\nxsZGVq1axVvf+lZuvPHGGVgzwzAMwzAMwzCMM4vWisArYDsRlqzbQsuy9Sw/5xI6n7yTKEV27nwR\n140Qi8UpFIo8/PCveO65Z7n33p+zZcuFXH/9Daxffw6+7xHOcAUIY74TVFsBePpzGoZhGIZhzH9n\nWvW/MzH8N92w31TPOVdhwNloZbjpyCHe9sgvufG5p4nM8E1fjy9ezf+sv4ifr97McCQ2o89tGAuR\nqQI4uTO1CuAphODQ2noOra3nu+/ZytptXVx2114uuWc/iWFv2svk5BQbvtPFhu900XNugu1vbWPf\njY2E0bkNaC70KoALnakCaBglJgBYBq01H/7wh7njjjsYGhoikUiwdetW6uvr2blzJ0eOHKGjo4MD\nBw6Qy+W4+eabq55r+/btfOADH2DHjh34vk86neaKK67AdV1eeOEFjh07xrFjx2hvbyefz3PrrbfO\n4JoahmEYhmEYhmGcObRWhL6HZTs0LVlLk76U33zjjTzxxOPceef32LXrRRzHIRqN4nkeO3ZsZ+/e\nPTz44P2cf/4F3HTTLZxzzqbS85ggoGEYhmEYhnGWM+G/kmpDF7MZ/JuN0N9Uc811VcBqOUHAr23f\nxtsf+SVbDh2Y0ec+UlPPDzZezA83bKUj1TCjz20YxsyZjSqAC9V0qwBWFQIcoaVg15ZF7NqyiK//\n4SVseeAgV/1oN+c9egShq16k4xq3Z3n5B3ZzyT/s58U3L+KFX19Eti06/Sc+DUwVwPnJVAE05jsT\nACzDN77xDf77v/+bYrHIeeedx1/8xV+wYcMGLMuiWCzy7W9/m89+9rN0dHTw6U9/mg0bNrB+/fqK\n5xkeHuZDH/oQ27dvx3VdbrrpJn7v936P2tpahBDkcjm+8IUv8O1vf5uuri4+9alPcdFFF7Fy5cpZ\nWGvDMAzDMAzDMIwzg9YaFfq4UrJs6XIWLWrlyiuv5umnn+C73/02u3btBMC2bcIw5PDhQxw9epSH\nH36I887bzJvedBvnnrsJKSVaa7SegV8ljflJStAWc16RT5oKgIZhGIZhnJ0WUvhvvlX9m8vQ31Tz\nz1YYcDpVAJsHhnjr/Y/w1nsfoykzc9s/b7vcvWYzP9hwMU8uXoUWcsae2zDONGdyFcCZaAO8EKsA\nzhQ/YvPYdat47LpV1HVleet9j7D2e8eobc9P+7mjAwEXfP4w53/xMAdf1cD2t7Vy9JL0rLcHNlUA\nqzNTIcC5qgJoQoDGfGYCgFMYHh7m85//PJ7nsXjxYj70oQ/xspe97Ph/r6mp4d3vfjdKKT796U9z\n4MABvvSlL/F3f/d3iApPIp/97Gd54YUXsG2bm266iY985CPY9ksvUSqV4gMf+ACHDx/m3nvvpaur\ni29/+9v82Z/92Yytr2HMJCHAXBs1DMMwDMMw5gutNWEYIISgvr6eV77yWq644mqeeupJvvOdb7Bz\n54sUi0WEKAX9BgYGeOihB3nkkYe54IILeNObfp1Nm84jEomYMKBhGIZhGIZxVpmPAY6zNfx3uoN/\n45k3VQG1ZuueA7zjFw/x6qeexwnVjD31k22r+MGGl3H3mvPJuQuzopRhGAac3iqA4y5PS4JPveVV\nXPW7O2l+eph13+9i1f/04GanFwqTClbc3cuKu3vpWxtnx1tb2XNTM0FibtsDV+tsqQJoGMbMMbel\nTOGHP/whvb292LbNxRdfPCb8N0pKye/+7u+ydOlSfN9n27ZttLe3VzRPT08P9913H4VCgba2Nv78\nz/98TPhvlGVZvOMd76ChoYFoNMrOnTurXTXDmDVCgJSCMCxdDJVlVrMQgBwJzgoE5V5K1ZSChgI5\nMrLChdUCKr5LTwClyiCVXvKVQqA1Fa2fAGxRWr9yrzFrXZpLICq+qUUKsEYGlb2cujTGkhWuny69\nDFaFVU+0Blu+NF/5A0EIgSUofyEpBQZsS2KPXOyvhJSitG9XMp8CS0osIVHlvuYj/7RE6TWv6BgC\nbClL27PMkaPjRo+6Cl8GJIJKjqHSsS4AWfFxN7qcWlcyn0YjECPzVbo9pRAoXdkxawmBa8nj/17u\nuNH33crG6ePHnZSVvU+Mvl+Pvs+XQymNELN+k51hGEZZtNYoVboQFIlEuOyyy/nEJ/6Nj3zk41x+\n+ZXU1tYipUQpdTw0+MQTj/Mnf/IH/Omfvp/77ruXvr4+lAqxbbvim78MwzAMwzAMw5h+9b9qLOTw\n3+amjnkZ/jvRbCxfOdvQDkJufvRpfviRf+O/P/5Zbnr82RkJ//Umkvznha/kprf9X971hvdx5zkv\nM+E/w6jQfKmUNRuVwU5369Jqglqjqq2uOmo2At8PDq7n2IUpfvm3a/naQy/jvo+vpWvL9JZzVP3u\nHFf+9V5+/eWPcfE/7ifeWZyR5z3ZVbW7ZuV5z3TTraY5aq4+W87HG2MMA0wFwCk9+OCDFItFkskk\n11xzzYSPcxyH66+/nr1799LV1cUjjzxSUWve++67j+7ubizL4rd+67eora2d8LEXX3wxf/7nf040\nGqWlpaWS1TGMWVcKD8HhI0O88GI36XSU8ze1EI87hKGaMJhiCUmoFUfzgxwodJNwJMVQkgt8hJg4\n1Ke0RgqLZUmL+oQgG2jioohATR7WEaBx0IUiIn8UVAydTCBEOGV6RmtJoAQpy6Ep4jLoB4RaTdq1\nS6OxhYMtBE1RRWPBZtDXFFVwPGg3/jhwpCRh2yypF+Qy0DMkCSaZbzQQGXctEo6gow9q612S0QBP\nhUzWzkwIkNomV3CwpU1dTJP3Q3w1+XxoiDkWyYhFMqpJDguKRYE32biR0FLctZC2RCYcEjUuhWxp\ne050Ib0UbIRY1CaWdLEiDnE3wA8VfqgnnU8KSMRswqRFgEus4ONlfUKtJ55P6VIoK+kSWxIniNmo\nDo1fCAn1xGGmUrhKEo1bBBGJiDvEkw7FfICaZJxSGgtJos5i8fkuqSaLw72CrKdA6Ennsy1JRNqo\nUCKUJOHYFILweIh03PnQRCwLSwlk3sXKJJHxHIEIUGrqY6/JtVgUlYRCEHg2vgonDXgpNBY2SQda\nXMiFDl1FRSEMkGLi5Qx1KQS7ImGzNC6IWZJMYKEIJw39ajRC2yRsi/qkxbCK0FsMCPTkx57SGktY\ntMQi1Dtx2rN5OvIFlFbHg8oTjXOlQ21E0LY4x8FeyZEBGy8MsSfIGY++40RsSTpmU7soTlFBMePh\nBwoxwU6tRw6+RNTBiljkXUk06aKLIZ4fTjpOCIhEbOIpl+f39ZGqjbG4OQECwikTp5pIxGbz+S10\nHcvQ25dD6YlDvKXgjCaZdLlwSxvpdBRVbqrVMAxjDpwY7L/wwovYuvVitm9/nh/96E6efvpJjh07\nRrFYxHEcLMvi+eef5dlnn2bdug287nU3c9FFF9Pc3EIsFiMIguPBQmOBEnLk5qA5DnWatmGGYRiG\nYcxjs3GR83S0/p3L8N9MB/8WkulULKpUTS7PbQ8+zjt//ksW9w3O2PP+atVavvmyy/j5hk04PeZS\najnmS8jLMBaa6bQBPpOFMYs9r29hz+tbqNuVZf23O1l75zEiQ9MLXUaGQzZ/8Qjn/VcHe1/TyHO/\ntZi+jckZWuqZZ6oAGoZRCfOpdRKe57F3717CMMR1XS688MIJHyuEYMuWLUgp6e/v58UXX6xorm3b\nttHf34/rupMGDaEUNrz55psren7DmG1CgGNb9A/k2fZ8Fz+/dz/79vWRTLpc+rIlXHn5clauqB2p\nDPjSRVGBwJaSfj/HjuFOHuzdTbeXJRZzadIJenMaLwRPBWNCNxoIFdRHXVamFec3+8QiQ2wrxmmz\nIyyyFFHhUYobnXTxTlooX6MyeUTnAdx8L+poCn/ZOdCYgpgLocd4F/2UcvCVTxAWaYgPsdVJ0j7s\n0pFTZAIfIdSYGoQajcTCkRZJ6SJkEeX0cUlzhIPDLgeykkE/AKFGqqGdOE5SY7tELYklFH6qk/M3\npDjcEaOz16UvWwqEnZi5UboU5oo6gqYai8Egz/17A5b21bJpcZF0KgeWPxLwGTufIyWhH6VjwGVv\nt6C/OExLTYJY0SLvSYaLAZwU0FJaE7NtXBsaEw59QZZjMsvilTEyvRaDg4LhfHhK1S+lNRHboiZi\n4diSgZzPkUCxvDlBbLCIzvlkcz6IsVXJlNLEozbSsUjURjk0XEB1Z2ipjeIFiqKvyBT8U6oeKqWJ\nORbRGgeZcjikAvw6m1WpepzDGdy+Avl8gLDG7mM61CTiDrrexlmdYE8kwMKnLR2ncNgjHAjJFnyE\nNTYop7UmFrGJxF2IWbTnPCxL0La4hlhfgXDYI18MxlTH1BpUoEnWuKRXwpKXOQStgyRCSVO6lr2d\ngt6MJB8E2HLscgIkHBtXOCjfYmevR9yVNNVEcR2fvAooBuEpxxBoUo6D9C3I22w7UCDuRlm/LobT\nMIgb9ykE4Un7dGlZE5bD4rjNqhpNxOlH6AhJy6XXUwwH/kgwb+w+prUgYUdojAiWJBSO1UtzwqF9\nKMGuQejzFIpTlzNUgnrXZlMdXNaSpz42TDFIMFBwGQxsiqEHJx17oFFaEJVRaiMuLXFJ1B5mcdJh\nR3+cfZkCQ36AHOeYVVpQa0dZnYpybr1FOurRm4vzZI/NrkGPPq+IJfWYcQqN0Ba1jsXShMXSZA7H\nOcSapiQ/31HPo+0W3cMCKdUpx6xjSZKuRdS2yHohh0OflcsTuD02sSGf4eEiepxjIepaOFGbeCpC\nZyGgM+PR0poklQ+w+vMUcwEKThnnOhaxpINMuAz6im//fC9P7+rlhiuWsXl9I/XpGH4QTpiF1hps\nW/DKl69k1cp67vnFXrY930VmuIhtW2PmCwKFbUs2rG/glVevYMvm1tJ5wAQADcOYp5RSKKU499xN\nnHfeZnbv3snPfvYTnnzySfbv30s+n8dxHGzbYdeunfzDP3yMVatWc/31r+aii7ayZs1a4vE4vu+b\nIKBhGIZhGIZhzJKZqhIzldMd/ltowb8TzXYIsK23n9+65yFue/AxagozU8WpN5Hkvy+8mG9vvZSD\nDU3H/776+lqGYYz66o/fbypmzZJIp1P1+Wq+tQIGeHBg3SlV9PrXJXjkL1bz+B+tYOVdPWz8Zict\nT0/vXCsDzdofdLP2B90cuSzNc+9czOGr62akhdFVtbt4cGDdtJ9n1OkIAZ4OmTZrRqpqZpclZqXi\np2EsBCYAOImOjg4KhQIA0WiURYsmj98vX74crTVBENDT00MQBOO28T2Z7/t0dnbi+z5Lly6lsbER\ngMHBQZ5//nmOHj1KsVgkFouxdOlSLrjgAhzHfOUw5g/blqhQ8ezzXTz08EGefLqDMNQjVf80996/\nn917erny8uVcvLWNpsYEvh9iUapkt324g8f6D/BCppNQa2wh8XXAgBgklYwReKUAWsb3S9WptCYi\nHdbUwTmNisXpYRQKrS2KFNgbwKBKsEi6NNkgKZRCgAI0Lmq4gO7twRroAB2AtJFehsiexwh7l6GX\nLEXX16KFT6n3qkYrl0AFBKpIyCBCakJtE3HybKgXNEbjHMy4dOY1gS6W2vyicYRLVFq4FiiypbqE\nWiBEkVVpn8ZojP3DkqMFRS70sIRAa02NHcGRgoRlMRxmRyq42RTtDK3L8zTUpzjSGaWjxyYfBEgJ\naEhHbZIRieUEdHt51Eib3EP9PseGLM5pTbOkOU9tskBB+WgtStX0RJSOfouuwSh7+oo4UuBISU8h\nR8y2ScVdorbLUDGkEATHqzKmow7JiERbPse8lz5s9+kc0Qab1poosV6bwSFNIQiOb5emZIRQaaQU\ndAwUkFJgAe05n3TSpS5qURd3yA4UKAalaoCWFCRrHJyEy7DWHBvMHw+KdfTlSUZtamIOri3JFkqB\nNwCpoak2SiEi8BI2XYXSdhbAbkIaV9aQTjvU9nlkjuUIdKkBrislkeYoYmmUvgbBoPaxFCjggCyS\nXuGQGrKxOyW5QR9fKRBgC0FtXZyiBTlL0jtUxJYCH82+XEBLQ4xIxKK+EDLQl0MDSoEjLRpW2LRu\ntohuLODbBQhK2yua7mVTIsaxnjgHux36ciGI0r7pWpKUG6FYFAwUBAMFD1sK8oFif6+iLeXgWIKa\nmE1voQi6tA4J18IJbZyCTecxn0JQwLYExUCz7XlY1FRL6/Ii8YYcRYqESpTCatJmScJlcUzRFPNQ\nwkdpCfjURIoknSTdBYsh32U4zCNF6TBypUt9RLA4LqlxsyhCQi0QImBN7RDNsSh7hlz2DYdkQh97\n5Fh3hMu5dYKtTT5r0xm0DPCVhZR5GuN54n6agaIkE7j4FJCMVBnUEepdm8ZolHS0CNon1IKoE3Bh\nc8jihMvOAYeDWQ9P+1hCjMznsCYVZWNthAiVQR0AAQAASURBVLZkgCagGApSUY9XLRGsSCZ4tt9i\nz5CPp4vYQhBoiFsRWqOaFTWamsgAodYEoSSVyPCGiwuc05bmgZ1Jnj5cqspoW6WgaG3UxZGl75Rd\nmQJKCyJCcLjo49TaLEk7xLolYsgnUywde2hNfTqCjtioiMX+oWKpJS/QmQ8YjljUNSeoyfoUBgoU\nvHDkmNWk01F0ROK7Nj0ZD6EhFrE5cHSYz39vO5eev4iXX7SYTavrsSxJMEGrFK1L4b4Vy2t5++2b\n2fhkB798+CC7dvccb38cBorW1iSXvGwpV162jKamOJ4XmvCfcdaxLBvbjYA2LWJnipQS2y1VS1M6\nHFPBbzJaKSzLIhqNjLkhZSJCwKZzN7F583m072/ngQfu44knHufZ57YxPDyM49i4jsOhgwf493//\nFMuWLefqq1/BJZdcwvnnXUBNTQ1hWP7yhSrE94OyHmvMNsHcVgCc6/kMwzAMwzDKNx+r/1Wj0upK\npzP8t5CDf7NlNMCwqf0wv/uzB7nxiWexZ+imq4dXreUbI9X+/DKu6c0XJtxgGJVLHMzO+Dko2RFO\nO5huqgCWZ9yqgHccIzI8vdDY4ocHWfzwIP1r4jz3zjb23NSMcs/uTg2mCuDU3vaaT5jqt8a8s3A+\nyZ4GXV1dBEGAlJL6+voJ20OOqqurw7IswjAkm80yPDxMXV3dlPP09PQwODiIEIIlS5ZgWRZ33XUX\nd9xxB8899xyHDx8+3oZ4+fLlbN26ldtvv53zzz9/plbVMKpm25KjnUM89PAhHnuig+7uLI5jYdul\n42W0zeTRzgzfu2MHL+7q5opLl7HlglaO+cM80t/OtsHD9Ad5HGFhn1j5S8OQzhFxbBJ2hKgXob8Q\n0BJz2NhUZHVdgOvkCdVLF8wEpSBZj8oypBz6tU2bTJCyfQIfdG83oq8LqzAAlvVSq62Rf1q97ehM\nL7plGUHrYnTcRQUCX+UJdRFEHsFLLcG0LrU8bopnSLlRGnOSQ5kE/V6RhOXiSo2UPiE+Yy/qlcJG\nNZEs5zoOzXmX/cNRBvyQlONgCQ0iYCgslKrZHd8okkBrrJp+VsfjpFIRerpr6BoKaKqxkXaApwsM\nFIPjITcAW0KgNE8dCjnSH2Ntq8Oy5gIRN2AwG2V/r0V7H+SCIu4JVfCkEBTCkDw5aiNRUlKQUlEG\nCz4NCQdtBRR0gYI3tkKjRFBUIb6bJbnIJVHjMtDroEJwbYkQkCkGeKEa0zbUHvn7YTSLUi6uK0kX\nFUPDRZK1UXIC+v2Qgq/GtG+1pCBbDCn6ITUxh7qkS7YYlPanuIWXsOkNA4KCP2Yfs4E+P6Av7bAk\nFSESt6ntLeL5Ic7yOEMtkoEIBGHIiV/fLARDKiCfLgXr0gMOuY4CMdfCcyTFiMWxnIcuvlStT4ys\nX3fWx7Ili+odYo7AGg5QQtO6xSJ1bgD1RYJQQ3hCdTklwSqwqMWnpiZKd0+C/T0hNRGHQgHyOYuu\nYQ8hxNj5JHQOe7iWpCnpUOtItBWgQ4Ht2QwPaDqzHpqX2rcKAcLSdHSHDA1HaGy2WLwiSjE6TFM0\nwZK4z+KEQoocoRZjAi0aCTJLS9wmFVj0FmMMeIq4A21xQUPEw7KKKD32InfpWMhxQaNLS8xm71Cc\n/ZkCi+MRLm7KcU5dSDqSxVMS1OiXLoECYu4gEcsh4UsGvBhZPyRh2zRFHeoiCsfOj5lPjbTNbU0U\nqYu4tA277Bx06SrkWRRLsLFWsiLlEHN8ghN+Q1S6FCxcXefTmoywfMBhW49DZ96jNSpZnlQ0xQul\n4/2E+UJViiSes7SHJfV5NhxI8sDONEcGQ5prHHK+ohAohooBlhTHqwNKIAgV+wTUt0SpSdrUDfr4\nuQA77qBjNr2FgPygP/ZYEJAvhmQFNKQiJCIW9VmfXNanpi5KBsgpTW6oWHrNR4ZalkBr+OVTHexq\nH+CKCxZx9UWLaWtOEgQT/5jq+yG2LbnqimWsXlXHo48f5oGHDpDJ+Fxx2VIuv3Qp69Y0ooFicfp3\nbhnGQqOU4vD+nXhH+1ChOQZmipTy+HkrCFXZATu0Jlrs4vv/81OULvNCkQaEwLFt0k2LWXtuQNbX\n7N+7i6OHD1AsFLAdFyEEO17YwbZnt3HnD5axZctFrFqzgdYlK3AcmzAM0CM3C4w3hxCC5UsWs2nj\nBgKzr5xex0tXz3EAcAbuMDcMwzAMwzgbzFXr32pMN/x3pgX/ZqwKoNZc9tQ+fuPrj3LZzn3Tfz4g\n40a4Y8tWvnbJlextbpn0sWdTmMEwZpOpAjh7zoYqgCcbrQr4xPtXsOYHxzjnq0ep352b1rx1e3Jc\n/cE9bP2XA2z/jTZ23N6KX1NdnOZMqAJYbQhwOkwVQMOYHhMAnEQmkyEYqXSVTE7d+922bWKxGJ7n\nUSwWyeVyZQUAh4eHj1carK2t5Qtf+AJf+tKX2L9/P62trWzduhXf99m1axc7d+5kz549PPfcc3zg\nAx/giiuumPZ6Gka1LEuyb38/d/7wRba/0A2A647/A4xtS7SGbc91cfjwMNs7ushsGuJQbgClNa4Y\nf5xE4OmQQOSwXIfN6Qjr6orUxTNo9Ej4b5xlQxDgcyQMGFZRluZ8mjv3ofNDCO2DNcHbn2Uj/Czi\n8E6cvi5yK9fjpyIoMgihKcVyThVqiWMXWZYS1EYEBwYjDAYeiICw1IRz3HFKC6TwaU0o0hGLfYMO\nmUBRUEW05qSWpi/RSuLJPPUtBWprFLXHknRnC2TDAKUZEwgaJQQ4FhzLhgy1Wxzui9OQChgsWHRl\nfKRgTGvZ4+MoLceAV8CRkmREsDjqkAkL5IPgeLWv8cZpBRmKxGpC0hGHgaMWRR+Gij5CiPHHidJ8\nR/MBMUfSHHWoTbkcG/bIeKV2wtY4m2W00lxfxiMRsUnEbbJRQdGVDPs+cuQxp4wrvRAcIiTREqWx\n3iUV03RFQzKEyFCM+6qXAlqaXjug2GxTl4yT6wrJhpp8plQFcrzguBSgleZIISAedWmqt9mwxUO0\nFQntAIIJLv5qgY8iksiwLBqQjKZ44aBkMKsphN6YdsJj5xP4StMx6FMTtYhYNq4nODYYkvdDLDn+\nXmZbkPdCDhwUDA3GuOQ8m3MXZUk6HkqHI6G68QgUITEnR6vlUheBtKuI2z6aiceV/t5jcdKnNhKy\nqTbC8lSWtmQWjS6F/8bbLFogpE8qEhC1YniuQ8q1iTkhTDJfoAWu7bG2TtIYs+gr1NGcgIZogCJg\nosxboCBqB1zYKGiNRdk/pLBEloTrH28fPB4vsIjHcly9ocialjzffWwRhwYU/XmvFFye4NizNPQH\nIcMxyaJEjMhQwHAuJJv10GriY90CegsBWUcST0VoSJba/Q7kJplPgOtY9Azk+cH97bQfHebWa9ew\nZmnthJUAodRWuOiFtLQkec2vrWPd2kayWY916xpJpyL4/sTthA3jTCeEIJaoIVrXRhiYym4zRUqB\nbZXOC5O1LB+PbS/jwf2FKt6XiqVKv1Yjdee/hujqq2np6eLI7m0c3PEY2eF+HCcCVpQ9Bzp4Ye9B\n4okk9U2tLNtwEcs2bMWNJwh9/9TAooCgmGVTbx8XnLfJBAANwzAMwzCMeWO+Vf+bq/BfNSEKE/4b\n33QCC0Jprnn4Rd717Yc4Z+/MJPD2NzTx1Uuv4PtbLiYTjc3IcxqGsbCYKoAz73SFAAGCuMWLt7Xy\n4lsW0froIOd87SjL7+lFTqNIbLzH5+JPHGDz5w+z422tPP+OxRTqTXfGcp1NwXlTBdCYb0wAcBKe\n5x2/OBONRqd8vBAC13WBUrWPoMyLfMVikSAIsCyLp556igceeIAgCPirv/orrrnmGpLJJGEY0t3d\nzec//3keeOABduzYwUc/+lE+/elPs2LFiqrX0TCmw5KC7p4sBw4NlP59vFTWCUbDJUNDRZ7b3Ylc\nW0Qixw2wjBlHqRpgVhVpqXFoiBfwtWaqqhyj1QAzushQvsCi4W6UbcMEYcOXBpYuKMuhLnRhMSqt\nS91Wp5hvtBpgjVukNuLQF5TWb8pxCEKtSDgBCcemx/OOr/fkAwWhBjuWozYZZ9+Ajz1BmOtEtgQ/\nVBzohSFPoqSPVUYlaykEgdYUlEdtPEbnkIcl5JTzSUpVBB1XkQ8jFAtqwrDaiSwBBV/RLwXpmMtg\ndw5nin0MSvtlrhjgupJhISkG4QSxzZPGAblQ0ZeUxOolmUGvrH3T0oJMGJBOOQwd9fGK5a2fBDLF\nkJomqFmjGCgEiHDqcVpJQqtAXTLJUF5RCPW4QcqTlxMBg4WQOIJIsbRtxwuBjRknSoUyj/WHRH2X\nhN1LWMaxByOV9kSRtCtIOKrMcaV9OuoUWFMTJRXNEZZx7EHp2HPsPHFHELXsUrvtKcaVwnqa2qhH\nvVOL7Y7ON/W6aTTNcYUAugoFFNbU8ymJQrO0cYi6WAvPHg2nfO2gtK/4SjNkQzpiMdhXxLbElIWC\nLAFeoCgAdVGbwcFiWfPZliQINfsOD3GsP8/65XUEZWRRgkAhJGxY3ziyvhrPMyEW4+wmhKC+aRHR\nVVsIRs7vxvRJKXGc0tnd88pvsQulz5RlV/+bRE1NK6nWdbSuvoC1W6/l4ItPsveZB8gP9+FE4zgI\ntFb0HDtKJvsgHYf2s/L8K1h+7qVEoglU6HN8qYXAy/QTqsPTXi5jBgg58n1gjivyibO7tYxhGIZh\nGPOPCf+VbzrhvzM1+HeiSkOAdhByw/3b+a3vPMSqw73Tnl8Jwb3nredrW67modXr0NJ89jaM08VU\nAZw9p7MK4LwgBEcvreXopbUkOgps/EYnG77dSXSg+puy3UzIBf9+mE3/1cGLb2rhuXctIdsaKXv8\n2VwFcDohQFMF0DCqZwKAZbKs6aX2J+N53vFKgz09PViWxUc/+lFuvPFGHOelN9Rly5bxj//4j7z/\n/e/nwQcfZM+ePXzxi1/kIx/5yKwtm2FMRQqBZcmKOlaNVm0RFV7kEohSG84JK49NMB8jHbVkhRfy\npFVV+69SOIiKx2ldWj+BQFPJheyXxpVLCLDkS5tEVVAFZzSQWdF8MLpRKtpXRre+1nrc6n0Tjjth\nkkpeBQGlu4KUrnhcaZtUuH4ChAYdQgUv+fHwpxCVrd/xbVhhlzlLghYj1e1EJQtaCuZVWmVJj6xf\nOBLQK3vc6HyVTYfSorSPVTBwdL1CXZq3ktchCCVKj1+RciKCkU1f6bFA6T1w9BgqdxWFKAUBywkM\nnkhrJm0ZbBhnI6UUYeATBtX9AGecSkuJHPkcGQaVBQBniqL0I5QTidG0ZC11LctYvfkq2rc/wu7H\nf04hN4SQEiEExewgnfsH6D2yl92P/YxVW17Oqk2X48TiI22BBWg1buVgwzAMwzAMwzDmjgn/zZ5y\nQguRos/r797GO773MG3HBqc951AswrevvJgvv+IyDrQ0znkbQ8Mwzi4LvQrgQm0FPJ5sW5Qn/mgF\nT793Kav+p4dzv9JB4wvVB8HsgmLTV46y8Zud7LmpmW2/s4ShleVVkZ3pEKAx/5gqgMZ8YgKAk4hG\no8iRO4HCMtowaa2PP05KiW2Xt3ktyzo+jxCCa6+9lptvvnncC0CpVIo/+qM/4qmnnmJwcJDHH3+c\nY8eO0dzcXO5qTUlUGAwxZtZC2v4LZTkNwzCM6i2k89J8YLaXYZxdtFZoDZbtkG5s4/yrbmbtha9g\n77YH2f34PRRyGbQoRcUDv0hv5wH6f/Y1dj76M9ZtvYZVm6/EiSQQohQWrDSkP1vmchnmw/qe6YIg\n4JFHHuGuu+5i27Zt9PX1EYYhTU1NbN68mZtuuokLL7xwwhsfjx49ykc+8hEeeOABIpHIpKFbz/O4\n5ppr+NCHPkRDQ8NsrZJhGIZhGLPsbKz+N5fhv7Mp+HeiiUKA8VyRN//4Sd5+x6M0DEy/Us/h+lr+\n49or+dZVF5OJTd3dyzCMuTUfqgDORhvg+WA6VQDPRGHUYvcbW9j9hmZaHxnkvP88wrL7+6t+PsvX\nrP/vLtZ9r4v9NzTyzP9aQt/G5Awu8dRMFcDKmCqAxtnGBAAnEYvFjgfzcrnclI/XWh9/nOu6RCLl\nlYCNRCLYtn38R/Qbb7xx0uoPGzduZPny5Tz33HMMDw+zffv2GQsAuq5FXV3CVJ+YYydu7nS6vDsG\n5gPLkiSSkYorRAGISkpRncC2JFJCWFGBKYFVZVl/WUZL3VOnK1VFrIaQIyXdKqzIZ9lypGpgZUsr\njv9v+RMKIbBtWfnLN6dvKxpRxWunKa2fZVW+flJWVglzlBCirJbBJ7OlVfV8FY/TYNtTt7idKVqD\nU8UxVHm9zpfYTuU/JAsxUkWzCpYtEYTl72d6ZF+psj1gNe9JUghqkhFq0nHilb3pnlVOPJ5SqWjF\nFS+N6ZELom2PRkqJ65qvXjNNa3CqeP+eXRI32sSFr7yFTZdez66n7mX3k/eTHewl8IvHq/1lBrp4\n6p5vsvPxn3Hu5TfSumI90QaHmhqXRMI5LVUNR78DSimoqzvzfgQvm5SgT0cL4NmZ79ChQ3z0ox/l\n3nvvxfd9HMc53mmgr6+P7du3861vfYs3vvGN/OEf/uG4vy309PSwZ88estksSqlJOySMdjg4Hfuw\nYRiGYRjzlwn/veRsDf+NJ54rctuPnuA3vv8ItcP5aT/fthVL+ML1V/Hji84jnMWuXsapTOUjw5g5\npgrgWNVWARxDCI5eVsvRy2qp3ZNj038dYe0dx7D86n67EBpW/aSHVT/pof26Bp5631L6NkwcBJxP\nrYCN2WGqABrzhbkKNYn6+nps20YpRV9f35SPHx4exvd9lFLEYjFqaspLUCcSiTF30a9YsWLKMatW\nreL555/H9/2ylq1cpWCP+WJ0upSCRwsrfCmlnPNrY1Wp5oLaSOCm0kBe1fNxQsvbCgdVEVOcpmrm\nq34Zqwq6VT3bXK9ddaOnc424uvU7My6CTzzf3A6sKmhf1RvE6NDq5hsNV1Ubaj7bLIwwmnE6iOkk\nlI0Jzd97ljQIiMSTbH7569nwsmvZ/eT97Hv2Vwz2dODlsyAkUgqyg708+j9fIpaowbr25Rw58nIW\nLWo9re+7C/E7iTG+I0eO8MEPfpD777+faDTKihUr2Lx5M6tWrUJrzZ49e3jmmWfo7Ozka1/7GsPD\nw/zN3/wN9fX1Y56nt7eXjo4OwjDkuuuuY9OmTRPOGYYhK1euJJE4i0OkhmEYhrHAne6qTNNlwn9j\nTRaaOB0tCTc3dbDrYCO3/ehxfuP7j1A3NP3g392bN/L5X7uax9aunM9fFA3DOMGZWgVwJtoAT9fp\nrgI4b0OAIwbWxPnlR9by5B8sZ+PXjnLO148SHQiqfr4Vd/ey4u5e9l/fwNPvXUbfhvn9e4ipAmgY\nZzYTAJzE0qVLiUajaK0ZHBzE8zxc153w8UeOHBmprCRIp9NlVwBsamoilUqhVKm6zug/J2PbNkII\ntNYEQfUnpZOFoaJYDEwFwDmlsW2J45SqQBaLwYKpHuTYEt+rcnmrXEetdVXz6TKOq1MIUEpXtaxV\nzUepkk3F02lQem6rc+mq5qt+x67qNZ/GcaSqGFzNmFHVVEhRahrzVTFmzvexKo+hqucLNaKK7+XV\nVrcp51x/6mQj81Vxiq7m9dMaPC8g8EP8wFQAHJ/Gsl6q7OZ5AWG4QE7iZwRNJOJUVUV1riml0Wbf\nmDGlCqwCrad3Ppx9mjBUWHaUc694LasuuJp92x7iwAuP09fRTiE7iLAspLTIDg9wx39/i6MH93Dz\n62/h0ksvY8WKlTiOg+/PRTU1jePY2LZEqdJ3krkiBESjlf+AOHvECX/mes6ZUywW+da3vsX999+P\nbdtcfvnlfOADH2Dt2rVjHvfUU0/xsY99jGeeeYY777yTrVu38va3v31Mlb+uri76+vpwXZc3v/nN\nXH755TO6rIZhGIZhnNnmuvrfbJuP4b9qQxEnjpuLMKCb97n2uy/wL1/eQf3Q1F23JlNwbL57+UX8\nf9ddxb5FTTO0hIZhGPPDdKsATicEON0qgAtFvtHlqd9fzrbfXcLaO45x3n8dId1eqPr5Vv6sl5U/\n62Xfr5WCgP3rx37+MVUADcOYCyYAOIlYLEZzczP79+/H93127do16Z3uO3bsACCZTLJ8+fKK5mlp\naTn+A/vu3bvZuHHjpGOOHDmC1hrHcWhsbCx7rqkEgWJ4OG8CgHNIa00iEcVxSodjJlOsLhhyGriO\nRT7vVR1equZ6faiqCQDqqsNLWlfRWFdrwiovRqsqEoAaCANdVYUvdfwZKphPa8JQVz5bdVnKKgm0\n0qgqWiJrrVGq8kuwVYdTta7qGAq0QuvKfwRVSqNUhWsnSgHxuXoFhQC/imNIU/0ShqFCVrg5ta4+\naBoGuuJKn1rrqoOmqorgkdaaXN4jmylQ9Cu7y2r0JoUzndaaaNQ9HgDMZot4XmhuNp8jWmvq60vh\nqflt9Kad6d+taJRIWaqeJ0bOTwvh/cb3A4Tlsv5lN7Ds3Es5/OKTHN75NJ0HdpAfHkBKiWXZ7N23\nn4997O9Zu3Yd11xzHS972SVs3HguUkp832e2zsVaa9LpOLYt0VozPAPtt8olhJh/AcA5L9spZrxS\nSXt7O3fddRdQ6jLwf//v/z0l/Adw4YUX8vu///t88IMf5NChQ3zlK1/hlltuIZ1OA6WWvgcOHEBr\nzeLFi8vudGAYhmEYxsJ0uqsxnWg+tv6tJhAxH4N/Uz3XTIcB3bzPq777Iq/52nOk+qsPVwBkYi5f\nesXl/Me1V9KTnpvPptVWLppNppKRYcxf86EK4HSdsa2AxxHGLF789VZ2vnkRK37Wy+bPHaLxherf\nY1fd1cuqu3rZd0MjT71vKQNr519FwLmuAni2MG2AjfnABACncMUVV/D000+Tz+d54IEHJg0A/uIX\nv0ApRWNjI1u2bKlongsvvJC7776b4eFhfvzjH3PTTTdN+Nienh727t2LUopEIjHpMlVjtIqhMXdO\n3NwLafuPLqvvq1Kgr8xEXxCokRBSiIUsP7gmSiE3W5ZCMFqXN650mdSGUIGQ5V1c0xrCAK2q6bep\nEUgCrXBEeeunAaXBQhBqzWjn4XLGaTS2JfBDKLcjs9IgtMARgkIFq6cBLcCSAiU0sszXTqGxhMSV\ngqLWWGXu42okgGlLgVIaq8x9LAxLj7UQFJWm3C564UiAwBKluWW5yzmybEKBVhpRZts8FWqEEiPz\nVBA1FRpXCrQa2W/KHBYoiEmBQBCGYJf5KcAPAG2NdJ+tLBIrkZQ2TPnjQgFCS7QAUcnhpzUaObKM\nFSynFBDI0j8rCB5KAWhJZe8RGo3GtSXFIMS1yzzWRwK0jhCl/UaW986ptQYtcEYqOokyjyGlNEGo\njr/Pl3tekrLUNjIMNVJKgrOgcuB45/AFcho3DGOuaU3gF3AjcdZufRVL1l9Ix77nOLLrGQ7vfBJ/\nuBspJbFYjP379/GFL3yG++//BZdcchlXXfUKNm/eTBiGM1oBfiJz+X1koXz3WWgOHjzI9u3b0Vpz\n/fXXs2LFigkfe/HFF7Np0yba29s5cOAAXV1dxwOAg4ODtLe3A7B8+fLjf28YhmEYhlGOmW6tOJmz\nJfw3G+GHieaYbhDQKQZc898vcuOXnyU9zeBfXyrO129+Gd+6cSsHM6bin2GcCc7UNsAz5XRWAZwJ\nCykECKAtwf5XN7L/hgaWPDjA5s8dovWJoaqfb9VPe1h5Vw/7Xt3IU/9nGYOr4jNeBXChMG2ADWPu\nlBmJOHu99rWvJRaLUSgUuOuuuzhy5Mi4j7v77rvZtm0bULq7fvPmzRXN86pXvYrW1lbCMOSxxx7j\nF7/4xYSP/eIXv8jAwACO43D++efT0tJS0VyGMVOCULF2dQOveuVKEnFnyhaRWms8L2Tjxkbecv15\nXFO3jqh08NXkJ26NxhGChJfmoZ0uj+2rQysXS04eutGUQoIpK4GqtelZso7QTiDVFBdNVQCWS7hi\nC5HGRbg0oMsK+WiUFriiieWpOOtqmrCEM2X1QYXGEQ51bpRz64tsqYshtJiy0pdGExEWtU4MNzXE\npiUWrpCEU+Rt/BDqYjZrligamgosr4+MtBadfJxCk5Q2sd4YnTsDGoMEliWYKt4TakXaiaKLCZyo\nw5KGWFmV05TWNCYj1MZdenxFS2McweT5LK0h8DWLmiPEl2laWkKW1TuEaupXT2lNSyJCzLYZzkqa\nYvGRqNYk81EKSrUmYnhCUbPMpqkxOmW1Na1BK1i8OIrTKmnvjOCoRCkoN/lILKGRXg0H+xWLGzVN\nSXvK11xpCJVgyzLJNRcNc9mWAm31FkV/8vULFWgluHijhVU/SCZIYMso5QTeBAJHJ8l4DjkvgSQC\nU+wtpRqDkqWepK3/EIl+CcouIwWo0FoQE4tI2Q3YuhatnSnnQ4LWFtaxApGDz0FnplRVcYocghCg\nteToMBzLF9FhCoFFGXsZUrsIleTqDV3ccr5CK8FUGTmlocaVNKUlYa2idWkMRwqmKhYbhoraZIR0\nW5zOtE3TihSoqStO+oGiJu5ww+XLWLe8Fn+qHWyE61oMDhX53h0v8F9ffZp9+/pwXcuE4QzDME6i\ntSLwCrixBKvPv4qLb/gNLn/du9h4/gUkk0kKhTy2bROJRNmzZzdf/eqX+Md//Cj/+q//xO7dO4lG\no2PasxozTIjT92eGlCp2h6xatYp0Os2qVatwXXfCx0ciEZLJJFprhBB0d3cf/29DQ0O0t7cjhGDZ\nsmXU1dXN2HIahmEYhjG/nO4Qxolmu3LSQgz/XVW7a07CfzMxpwwUV/1gFx+/9b+5/f89Nq3wX1dD\nDf/wO9fzmv94H198y5UMJ6NVP5dhGMZcmYnA0ulWTYW4M4IQHL66jv/52vn88Gvncejq6n8HERpW\n/7iHN772Ka78y93EO4szuKDT+6xRbYXH0xkqNQxjaqYC4BSWLVvG61//er785S/z4osv8rd/+7d8\n8IMfZOnSpccfc++99/Kxj32MfD5POp3mLW95C/F4fMzz3HHHHfzgBz+gWCzS2trKP/3TP4357w0N\nDdx+++187GMfY3h4mL/7u78jn89z4403Hn+M1povfvGLfOc73yEIAlpaWnjPe94zuxvAMCahlCZd\nG+XXrl3NujUN3P3zvWx7rgvLkqdcvwpCRToV5deuXcWWC9pobkxQDBaxKt7EA7172J09hhTj1ZNT\nxHScfH+So/2KbFFzuM9iV08dL18d0trQSzhOO1OFJi7iJCIhrsyCDOhblCKXSlJ3rJdE/5GRCPRJ\nY8MQXbcUsXIjoiaBawtsJXDCFgp+HiX7Tx0zMqNUdcSdOI5lY0tF0onSEouwe2iY7sIQlhw/c52y\nYtREFLbMIYUiFQlojkd4vi/CoXwee5yLgQpNk1NDPvTIhgVCO6C+2SddE+NQp0vHUIB90nRagxSC\n1c0Wqfo8gZ1HocANWO1G6Ruw6Mn7p1STG60y2BamOLbfYzDjU/RC4oM2dS1xggafYVU8pRqgRuNI\nizQ1DPRL+rIKjcKXsKQ1xtCgz2DWP6VypNal65+rGhP0ZD36siGFQJF0JA3NCXJDRYZz/inVAMMQ\nElGLxtU2qi4gJ30EGssO2JSI096lyfjhqeunwbUEi1NxjmWLBEoTKE1NxKIxniSrC+T84JRqgKHW\n1LgOKccmH4YM+wF2VGA1SVbUJzm6P0cxPLXVtVIQj0gWr4sw6OTJOoo9x6A/E2Fpg0M0kSXQAafu\nZxqXCH0DMToGoL/gE3UCkmmbplScXUcDFPqUYy9U0JCQXLXRJ1U7SDTqEypJfUOMXXsSbNst8EJ1\nSpVEz9csbbLZuKFIbVOOUHocytn0e5Il8VqEGGD8RtAamwi+csmERQKtKHiCQuCSdh2klRs3VhkC\nKeWwvDBEgz+IFRZQXhQ3HyGbrseL58atpqlR2LqWpN1A1LKQovSa2qqOosqh5fh39GghEBmIdnVg\nD/chwzwqO4AaridYtAxRI8dNm0oBg3mHjlyWIb9AoAMsYRHxE7iWh5b5cV67ke2ia1CEKIosaQxo\nri2ypiXBz7bX8fSRgKgzduRoDcMVdRECWWQo8PGlwkkL2uriDB3x6BvwTjmGlAZbQvPiJMMOZNAU\nlaZQY5FeX4vbXaSvN4d10ouudanN+kUbm7nxquWsWpIiErEJpwi0jrbhfPSxw/zi/v3sb+/HDxT7\n9vVzycVLeNUrVxGPO2dFNUDDMIxKaKUIVJFIPEHr6k1sXuzwyksu4oc/+gE///ndZLPZ46GtvXv3\n0N6+n8cee4SLL76UN7zhVpYvX4nnFRdEC+SF5zS0AJ7B+YQQXH755fzHf/wH+XyeJUuWTPr4bDbL\n0NAQQgiUUmN+z8hkMrS3t6O1ZuXKldTU1HD48GGef/55+vv7SSQSrFy5kvPOO2/Glt8wDMMwjLk3\nG+G/+Vr9byGF/+Y68DeRsisWac1F9x3g1n9/krb2wWnNeaCtnv+89TJ+9MrzCZyFfQPUmRAEmoxp\nd2hMh6kCODlTBfBUs1kF8GRdW9PctTVNw44Mmz93mJV39VTWtWqEDGHDt7tYc2c3m97Wwb+/5RVk\n05GZX+B57GypAmjaABunmwkAluG9730vTz75JNu3b+e+++5j3759XHjhhTQ3N7Nz506effZZenp6\ncF2XW265heuuu+6U5zhw4AAPPfQQ+XyeVatWjTvPrbfeyr59+/ja177GgQMH+Ou//mu+8Y1vsGnT\nJpRSPPvss+zYsYNCoYDrurz//e9n7dq1s736hjGpMFQ4js2G9Y20tdbwzHOd/OjHuxgYKCClGKn0\npnnZRW3ccN1a2tpS2LYgCBWOtFiXaKYtWsszg4e4v3cPQ0HheHtYC4lbqOdIt2Aor/CVQkrIByEv\ndgk6Bh0uXNzGpav7iLgF1PGWwJIGO07EySBFiCYELdAiJJeUFGNNJGvraejYh+Nl0EKWWodaEdTK\nC7Bam8G1EISgSwGuiG3hWAkKXoKi6gI5WkVQg3aIyCaiEYtSxi8stWWVmuaEJBVNcWQowe7hXjzt\nIxCltr3CpsmNYtsZhAjQKEItkMKjJRGSci06syke7Sng6ZBSDUJNzIqQkC7DYQFfhaXQF+DjYcUC\nVi6P0DKYYGenpugrxEhX01RUsmaxJu/040lFoBQCQYCH44TU1Fs0+in2dBeOx7M0mloZRXfZHD7m\nUSiEKEoBvUw2oHAgpLbfoWmpw4CbO95CFyAhI0gvQXtfgB+GqJHWxhkV4mtNNC5ZWZPgwLHc8TFK\naxalSndxdg4VKPjqeOfYIS8kHyjq0xEWJRx6+wrHqyRqDc3NDunlgj6RQwmNCkcvo3poqWhtsRHF\nGLu7veNhPqU1S9MxCn7I0UyBwgkBpcFCQMYTtNTEiEV8Bvzi8aqFQkBzLIolBT35UmhQUwpPCaHo\niShSax3cAYvDHTmskdShCjUrV8Xx6ooMODmKYYgo7WZ0ZzX9BViWrqWlIYuyXnodJAJVrGFfr01X\nxidQGgQUQo0UHsJSrF0SYXjY5vBAgCVfqk74ig02bYv6iMc8QkK8QAAhkWSWjZsKrFme4r7HXbr6\n1UhlO3BtyYUbYNnKYXQkT6hLFfY8HdDvQS5QNLg1NEYDtDgh8KbBoY6hIEug84SEpXbDWjMcKnIF\nQb1dS9TNgPBHh2BjscxTLC504oZZBKoU0NMFonkP1/PIJWvJ1tpo2yv1oabUJjghlxN3JLa0GK34\nJwS4FtgyQjFI4IlehBj5ciCAQOJ0Z3D7jmD52ZF0rESqPHKgA5kbJGhYjmqpQ9gvlY8MleTAsKCn\n2IunQhClFrkhAQWdxwskcasOxCBCvnQUSSJIHUGJAooAUARKYFlFzl3msbypwGN767ljm03O11ii\nNGUqYtFaa9FdyKKCUjBVCCig6KJAdLHF2pYU+/dkjh8LSmlqUxGcBpcuFVIIFUqVtsmgCslaknRb\njOZ6l4H2YYKw9JxKaerTEW65ZjUXndNMKuGWAoFThP9sW9LZleF/frqLZ5/tIpv3kQJsq/T3P75r\nNy+82M2NN6zjnI3NhFOVLTQMwzgLKaUIA59EPMGFF25l2fKVvPa1N/HDH97JPffcje97OI6D1pr2\n9naOHDnCww//kle84lW84Q230tjYTBjOfltgY2FJpVKkUqmyHrtt2zZ27tyJbduk0+kxNzweOXKE\noaEhUqkUXV1d/PEf/zGPP/44+XyeIAiQUuI4DitWrOC3f/u3edWrXjVbq2QYhmEYxgIynSBFpdX/\nphOMmIoJ/71kqhDgxic6eNNnnmD19p5pzbNvSQOf//Wr+NmV56BOvmPZMAxjAUl2hDNS0Xa6IcDp\n6O+sqbpS3Jmk95wkv/h/G0jvy3HBZw+x+kfdyCouddhFxfn/3xH+5dvf5Advu4CfveUcvJgzrWXb\n3NTBtu62qsbWLRo+eys9GsYZSmhTLqAsR44c4YMf/CAPP/zw8bY4UkrUyIVs13V561vfyvvf//5x\nW+t86lOf4rOf/ezxAOA999wz7jye5/HlL3+Zf//3fyeTyaCUOt7eKQxDpJTU19fzN3/zN1xzzTXI\nCSqKVatYDBgczCFMv745o7UmkYiQSETQWtPXlzu+Xy00UgqU0vT05vjxT3fzyGOHaGpM8LrXrGfz\n+S1EIjZa61Nav8pS3IduL8Pd3S/w4nAXThil0J+mva+I0vp4JawTKQ2WELTUWFy73mdFczdxGaPG\nUVhWHj1R+08BaIETRGg40kXNQAdhug3WbMaKw/ESYuPRAl9J8n4On24cGog7SWyr1Lx0wuk0ZD2X\n7f39dBcz1Ngx0q4PcvxqaKPjQJLzYjzb57JnOEeTm6SoQnKqOGGL4FKIS1BDip0HLXoymlXNFvG6\nLFmdn3DVBGALi5iOMzBkc2zIo9mrofugT2Y4JNSnVpcrVRUEIWH5kgTZ+hxFK6BOpDjSqxkuqPHH\njSxn1JI0RFzyQwHDeY8ldXG6M0VyRXU82HjyOCkEloCV6RjdxzIorVixPsZgNEdBjwQNxx0HEWkT\nJ0ZHj6DgaxbVROjOeuQDNeE4SwhsCSsbonQVhhECFtfEOJrJ4yk9yXyChGVRGzgcO1jEtqBljc2g\nU6Cow1Klw5PHjezTUUeysdnBSvSBtskMptndUyBQjLtdGNmeccvBDuLs71I018Dl5xZIJIfQIhy/\ndbLQSCQ6dOlor+PeZ0IaU5LLt/qE8QGE0OOOGz0eE1aExTGbqDOMRQwvtMiGI5Ulx6EpHe8Ry6XB\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ZXAXwTDFfqwDOp1bAYwjBwVc1cOgV9az+4TEu+uRBao4UK36atgODvP+P7uHZyxbz1fdf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ung9wfN2qhHV+3YmfDbsUAcN1ROtL1Q3Z1mAbw4CHSudzk2k35Ht6WIWIKNV60+sq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vXq1brnnntUUFAgqbKa1KhR\no/TSSy8pMjKyQWKgdQr2OD9+/LgeffRRGYahyMhIr5WfTNP0e72AN6H4Pv/5Bd8/P39Sm1NPPdWT\nAJiZmRlQTLRuoRjnP/74o44ePSqpct/k+uuv97nMxIkT9fe//11ZWVkyTVNLly7Vb3/724DiAsHU\nlI9DW+6cU0AjysjI0LJly1RSUqLExERNnjy5RvKfVLlRGz9+vC6++GLZbDZt3bpV69evD+gAxeFw\naPny5Tp8+LBsNpv+7//+76RTcJ1++um6/vrrlZCQoIyMDH399dcqLS2t78tsFhwOhz799FMdP35c\n0dHRuvzyy2sk/1U544wzdMsttygiIkKHDh3St99+K4fDEVCsDz74QE6nU4mJibryyitPSP6rMnz4\ncN14441yu906fPiwNm3aVKfX1lx9+umnOnz4sMLDw3XuuedqzJgxJ7Tp3Lmz7rvvPsXExCg7O1vL\nly9XYWFhvWPn5OTov//9r3bs2KFTTz1VkZGRrfpHgRUrVmjHjh0yDEOnnXaarr766hOSyeLj43X/\n/fcrNTVVbrdb33zzjY4cORJQHIfDoUWLFiknJ0eRkZF69NFHT3rw2r59e1177bWKiYmRy+XSp59+\nWq/X15zs379fq1atksPhUFJSkm655ZYTDvhtNpuuuuoqjRw5UmFhYVq3bp02b94cUJzy8nL98MMP\nKikpkcvl8lSa+7kePXpo7Nixnvdi9erVNQ7qWpNdu3bp7rvv1qxZs5SWlqawsDDZbLYGWXdFRYWW\nL1+u/fv3KywsTFdcccVJk89PPfVU/e53v1NiYqKOHz+upUuXBnTVEELv4MGDWrlypcrKytShQwfd\ncsstJ1z0ERYWpv/7v//T2WefrbCwMG3YsKHF7iN88MEHKi0tVWRkpK699toTkv+q9OvXT5MnT5bV\nalV2draWLVvmea7qe7Nq3+uuu+46ISHPbrfr2muv1eDBg2UYhrZt26a1a9fWaFNQUKAvvvhCpaWl\nioiI0JQpU044uDYMQxdffLEuvvhihYeH6/Dhw/r8888b5o/RyNasWaN58+bJ4XCod+/ePvd7Vq1a\npa1bt8pqtWrw4MEnnYq66u/duXNnlZaWatWqVUpLS6vRZs+ePfrqq69ksVjUq1cvTZ48+YSK11FR\nUbruuus0dOhQOZ1Obdy4Ud99913DvHAAANDk9OjRw3M/NzfXr9/dqk4OVgm00ke3bt1q7Mv8fH0n\nU1ZWpvz8fM/jus6CgNYpFOP8ZBYsWKCbb75ZBQUFnkpSl112mWbPnk3yH+ot2ON8xYoVnu/lkpIS\nXXjhherdu/dJb9UvYDZNs8ZzL730kt8xgVB8n59yyik1Hvt74X/17/VAqrgBoRjn1asSR0dHnzDu\nT8YwjBrn9vft2xdQTCDYmvJxKAmAQB0cOHBA3333nQzD0MiRI5WSknLSdmFhYRo1apQnsebTTz+t\nMbe3L3l5eVqxYoUMw1CPHj1OmthWpV+/furfv78Mw9Dy5cuVm5sb8OtqjkpKSvT111/LYrGoZ8+e\nGjBgQK1t+/btqwEDBsg0Ta1Zs0YZGRl+xzFN03OSvm3bthoxYoTX9kOHDvUkkKSnp6uoqMjvWM2Z\naZr67LPPZBiGOnTooFGjRp1wUrlK165dNWrUKEnSDz/8oF27dtU7/uLFi7Vo0SLFxsbqjjvuUHJy\ncquuALhs2TIVFhbKbrfrwgsvrLXKVFxcnM4//3xPAoa/VYSqbNy40bNDPmnSJPXr16/WtqNHj9ZN\nN92ke++9V5MnT24178/27du1d+9eGYahX/ziF2rbtu1J29ntdo0ZM0YJCQl1SpKs2oGsumK2Q4cO\ntbZNSkpSfHy8DMPQsWPHGqziXXMyZ84c/fa3v9Unn3yi0tJStW3bVtOmTVPXrl0bZGwWFRXpm2++\nkWEY6tatmwYMGFDrdK+9e/fW0KFDZRiGVqxYoWPHjtU7PoJnx44d2rVrlwzD0JgxY2q9estms2n0\n6NFq166dnE5ni0yEdrlc2r17tyoqKhQeHq7zzz/fa/tf/OIXnuWOHz/uSUZeu3atsrKyZLVadfbZ\nZ3v93hw7dqzCw8NVUlJyQuLeli1blJ6eLovFon79+nkqbv6cxWLR+PHjFR0dLYfDoSVLlgT60oMu\nLy9Ps2fP1qFDh3Taaafp5ptv9pz8q80XX3wht9ut+Ph4jRw5staE5/bt2+vCCy+UaZravXv3CYl7\nS5cuVXl5uSIjIzV48OBapy2PjY3V+PHjZRiGDh48qA0bNtT9BQMAgCatc+fOnqoHpmlq7969PpfZ\ns2ePpMqTfsnJyQFXYLbb7ercufMJ6/MVs+qiCavVWuPEKOBLKMb5z73yyiuaNm2aXC6XZ///tttu\n09NPPx3wLBLAyYRynBuG4fNWW3sgEKEY56eeeqqsVqvnsb/nKKsqvUoKeJY5tG6hGOfVzzNVH+++\nVJ9SNZBcCiAUmvJxKAmAQB2kp6fryJEjMk1TgwYNUlxcXK1te/XqpaSkJBmGoTVr1qiiosLvOAUF\nBfr+++9lmqZ69eql1NTUWtsmJSWpR48eMk1T27dvV1ZWVkCvqbnKz8/Xzp07ZZqmunTpctJKV1Xa\ntm2rPn36SKpMxjl+/LjfccrLy3XRRRfpnHPO0RlnnOE1qUaqPIlsGIYsFovKysoCet+bs9LSUn3/\n/fdyu91KTEz0mrQaHh6uwYMHS6qs8rN///56xd68ebP+9a9/qby8XDfeeKNGjx4tqfVOC2Capn74\n4QeVl5fLarVq5MiRXtuPGDFCFotFRUVFAVekqkqukKRLL7201qRPqfJ9v+2223T77bfriiuu8Nq2\nJTl48KCOHz8u0zQ1fPhwr1N+nnHGGYqPj5fb7dbKlSsDihMREaH4+HiZpqnS0lJlZ2fX2jY/P1/F\nxcUyTVMdOnQI6GCspfjxxx91+PBhRUZG6uyzz9bbb7+tX/7ylw32o2FxcbG2bt0qqfKKoC5dutTa\ntl27durVq5dM09TOnTtJAGxmDh06pMzMTJmmqWHDhnkt996vXz+1adNGkrRy5coWt50qLS3VBRdc\noAsuuECnn356rRfKVKn67jEMQxUVFZ4rUbdv366CggLPNFbeDB06VHa7XeXl5dqyZUuNv+nOnTuV\nk5MjwzB05plnev18Dxw4UBEREXK5XNq3b5/y8vL8fNXB53K59Nprr2nVqlWKiorSY489VmuSZHVV\nFcnj4uK8Xjhjs9k0ZMgQSZVXMP78R4yq9cTExGjQoEG1rscwDA0dOlRSZVL0nj17Wk3yPwAArY3F\nYlH//v09jzdu3OhzmfXr13vuDx8+vE5xq35bCjSmYRgaOHBgg1WAR+sQqnFe5V//+peef/55GYYh\n0zQVFham6dOn6w9/+EO91gtUF+xx3q1bN/3617/WVVdd5fN26aWXepYzDKPGc97ORQA/F4rvc7vd\n7jlHKcnv3/5/+OEHz31/pw0GpNCM8+q/TxYUFPhdsKj67CM/n3URaIqa6nEolwMBAXK5XJ6NkGma\n6ty5s9ekieTkZMXGxsrtdisrK0u5ubk1sti9ycrKUl5enifLvupk8cnY7XZ16NBBpmnKNE0dOHCg\nxka9pTpw4IDcbrdM01Tbtm29XokQHR2t1NRUmaap/Pz8gJIrIiIi9Oijj/rdfs+ePSovL5dpmmrT\npo3f73lzd+DAAVVUVMg0TcXGxnrdSbPZbDrllFNkmqaKi4uVmZlZ57jZ2dn617/+pf379+ucc87R\npEmTFBMT06pPMOfk5HgqT1qtVnXv3t1r+x49eniSLzIyMuR2u/1KzjNNU+np6SouLlb79u095bxd\nLpdyc3NVXFwsl8slq9Wq6OhotW3bttVdkelwODxX85mmqa5du3r9G3Tq1EmRkZFyu906duyY8vPz\n/b6yLzw83DP9dUVFhRYuXKjTTz9dycnJNdplZ2dr6dKlysnJkd1u17Bhw7wmJbZEVYkrAwcO1O9/\n/3tNmDBBFoulRgnu+srOzlZubq5M01T79u2VmJhYa9uwsDDP+1S1HR8+fHir+7w0Rw6HQ0ePHvWc\ngOnatavX78+OHTsqKirK8xnPy8tTQkJCEHvcuGJiYnTvvff63b5qqnPTNBUdHe3ZfmdmZsrhcCgy\nMlI9e/b0uo4uXbp4vsOKiop07NgxJSUlSZKOHDmioqIi2Ww2z7auNuHh4erQoYMyMjJUVlamffv2\n1TiQb0qWL1+uhQsXqry8XHfddZcGDBigdevWeV2moKDAk4weFRXlcwqOqqRlwzCUkZGh8vJyhYeH\ne64YdrvdioiIUNeuXb2uJyEhQQkJCcrOztaxY8eUlZXl82IaAADQPI0bN85zYmPRokW69tpra23r\ncDhqVMSuPq1jIMaOHav3339fkvTJJ5/o/vvv9/pb7aJFi+odE61bKMZ5VayZM2d6jj0jIyP14osv\n6uyzz67zOoHaBHOcDxw4UAMHDvSrbVpamj766CPP48ceeyygWEB1ofg+nzBhgr7//ntPzNtvv93r\nhcTVZ3yrmiUDCESwx/kZZ5whu93uKYzz8ccf67e//a3XZY4cOaJt27Z5fretuigZaMqa6nFo6yi7\nAzSg0tJSHT9+3DO9orfqf1JlklNUVJSnEsmRI0f8jpWRkSGLxSK32602bdr4LOEfFxeniIgISZVV\nClt6idyqxCPDMGSz2bwmSFZp06aNTNOUxWJRZmZmoySI5eXlaf78+bLZbLLb7erevbvXHfiWJD09\nXaZpymq1+vV+VF0JYrFYlJOT46n6E6gFCxZo8eLF6ty5s2688UZ17dq11VRdrM3x48dVVlYmwzAU\nHx/vMwm1Xbt2nsqVJSUlysnJ8StOUVGRp5pmVeLakSNHNGfOHN11110aP368z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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "for label in ('static','dynamic'):\n",  " ALEX= Image.open(\"../figures/ALEX_%s.png\" % label)\n",         

},  {  "cell_type": "code",  "execution_count": null, 1,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Optimized (cython) burst search loaded.\n",  " - Optimized (cython) photon counting loaded.\n",  "--------------------------------------------------------------\n",  " You are running FRETBursts (version 0.5.5).\n",  "\n",  " If you use this software please cite the following paper:\n",  "\n",  " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n",  " Ingargiola et al. (2016). http://dx.doi.org/10.1101/039198 \n",  "\n",  "--------------------------------------------------------------\n"  ]  }  ],  "source": [  "from fretbursts import *"  ]  },  {  "cell_type": "code",  "execution_count": null, 2,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 3,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 4,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 5,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 6,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 7,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "(5000, 100)"  ]  },  "execution_count": 7,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "EE.shape"  ]  },  {  "cell_type": "code",  "execution_count": null, 8,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Empirical mean burst size: 12.511758\n"  ]  },  {  "data": {  "image/png": 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H29PTw1133cVdd90VCluA7OxsGhsbAejs7KS9vZ3MzEyysrI4dOgQXV1dADQ1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\nKHBFRERMoMAVERExwf8DNPAeLL+5HwsAAAAASUVORK5CYII=\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "print('Empirical mean burst size: ', (nd + na).ravel().mean())\n",  "plt.hist((nd + na).ravel(), bins=40, histtype='step', lw=1.5, );" 

},  {  "cell_type": "code",  "execution_count": null, 9,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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Y7XaysrIAiIuLIyEhAbvdTl1dHVarldjYWACys7Oprq4GoLa2NuAaERGR4cJnoDqdThIT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\nQmCC\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "bins = np.arange(-0.075, 1, 0.025) - 0.025/2\n",  "plt.hist(EE.ravel(), bins, histtype='step', color='k', lw=1.3);" 

},  {  "cell_type": "code",  "execution_count": null, 10,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Unweighted E estimator\n",  "Mean = 0.19991 Std.Dev. = 1.4644 %\n"  ]  }  ],  "source": [  "Eh = np.nanmean(EE, axis=1)\n",  "Eh_mean, Eh_std = np.nanmean(Eh), np.nanstd(Eh)*100\n", 

},  {  "cell_type": "code",  "execution_count": null, 11,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Weighted E estimator\n",  "Mean = 0.20002 Std.Dev. = 1.1383 %\n"  ]  }  ],  "source": [  "Ehw = np.nansum(EE * nt, axis=1)/ np.nansum(nt, axis=1)\n",  "Ehw_mean, Ehw_std = np.nanmean(Ehw), np.nanstd(Ehw)*100\n", 

},  {  "cell_type": "code",  "execution_count": null, 12,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Percentage variance increase for the unweighted estimator: 28.65 %\n"  ]  }  ],  "source": [  "delta = 100 * (Eh_std - Ehw_std) / Ehw_std\n",  "print('Percentage variance increase for the unweighted estimator: %.2f %%' % delta)" 

},  {  "cell_type": "code",  "execution_count": null, 13,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 14,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = default_figure()\n",  "bins = np.arange(0, 1, 0.025) + 0.025*0.5\n", 

},  {  "cell_type": "code",  "execution_count": null, 15,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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ODgagqKiIuLg4nE4n+fn57vlFRUWEh4fXWkR2djYrV650v75YEIuIiNTH0KFD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\nYII=\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "ebins = np.arange(0, 0.4, 0.005)\n",  "plt.hist(Eh[np.isfinite(Eh)], ebins, histtype='step', lw=1.5, label='Unweighted');\n", 

},  {  "cell_type": "code",  "execution_count": null, 16,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 17,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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upcUTMcH4/NsSfHuswin7ICLyNh4fpLIs4/h5Izo28Zl9BJUKQf9aANlgQNGL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\nQ/wUCPJVIECngL9OhL9ORED1uwL+Qc2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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "plot(x, y)\n",  "plot(x, y2);" 

},  {  "cell_type": "code",  "execution_count": null, 18,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 19,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 20,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Unweighted E estimator (Gamma)\n",  "Mean = 0.20031 Std.Dev. = 1.7917 %\n"  ]  }  ],  "source": [  "Eh = np.nanmean(EE, axis=1)\n",  "Eh.shape, np.nanmean(Eh), np.nanstd(Eh)*100\n", 

},  {  "cell_type": "code",  "execution_count": null, 21,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Weighted E estimator (Gamma)\n",  "Mean = 0.20014 Std.Dev. = 1.2984 %\n"  ]  }  ],  "source": [  "Ehw = np.nansum(EE * nt, axis=1)/ np.nansum(nt, axis=1)\n",  "print('Weighted E estimator (Gamma)')\n", 

},  {  "cell_type": "code",  "execution_count": null, 22,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = default_figure()\n",  "bins = np.arange(0, 1, 0.025) + 0.025*0.5\n", 

},  {  "cell_type": "code",  "execution_count": null, 23,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 24,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4917049/smFRET_44f3da_P_20_s0_20_s20_D_6.0e11_6.0e11_E_75_30_EmTot_160k_160k_BgD1500_BgA800_t_max_600s.hdf5\n",  "File: smFRET_44f3da_P_20_s0_20_s20_D_6.0e11_6.0e11_E_75_30_EmTot_160k_160k_BgD1500_BgA800_t_max_600s.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/smFRET_44f3da_P_20_s0_20_s20_D_6.0e11_6.0e11_E_75_30_EmTot_160k_160k_BgD1500_BgA800_t_max_600s.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url = 'http://files.figshare.com/4917049/smFRET_44f3da_P_20_s0_20_s20_D_6.0e11_6.0e11_E_75_30_EmTot_160k_160k_BgD1500_BgA800_t_max_600s.hdf5'\n",  "download_file(url, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 25,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/smFRET_44f3da_P_20_s0_20_s20_D_6.0e11_6.0e11_E_75_30_EmTot_160k_160k_BgD1500_BgA800_t_max_600s.hdf5'"  ]  },  "execution_count": 25,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename = './data/' + url.split('/')[-1]\n",  "filename" 

},  {  "cell_type": "code",  "execution_count": null, 26,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "URL: http://files.figshare.com/4916914/008_dsDNA_22d_500pM_green100u_red40u.hdf5\n",  "File: 008_dsDNA_22d_500pM_green100u_red40u.hdf5\n",  " \n",  "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/008_dsDNA_22d_500pM_green100u_red40u.hdf5 \n",  "Delete it to re-download.\n"  ]  }  ],  "source": [  "url2 = 'http://files.figshare.com/4916914/008_dsDNA_22d_500pM_green100u_red40u.hdf5'\n",  "download_file(url2, save_dir='./data')" 

},  {  "cell_type": "code",  "execution_count": null, 27,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  "'./data/008_dsDNA_22d_500pM_green100u_red40u.hdf5'"  ]  },  "execution_count": 27,  "metadata": {},  "output_type": "execute_result"  }  ],  "source": [  "filename2 = './data/' + url2.split('/')[-1]\n",  "filename2" 

},  {  "cell_type": "code",  "execution_count": null, 28,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 29,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "#donor: 699249 #acceptor: 1428691 \n",  "\n"  ]  }  ],  "source": [  "d2 = loader.photon_hdf5(filename2)\n",  "loader.alex_apply_period(d2)" 

},  {  "cell_type": "code",  "execution_count": null, 30,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Calculating BG rates ... [DONE]\n",  " - Calculating BG rates ... [DONE]\n"  ]  }  ],  "source": [  "d.calc_bg(bg.exp_fit, time_s=40, tail_min_us='auto', F_bg=1.7)\n",  "d2.calc_bg(bg.exp_fit, time_s=40, tail_min_us='auto', F_bg=1.7)" 

},  {  "cell_type": "code",  "execution_count": null, 31,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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LF893Ou+99x4TJkxAo9Hg4uLC9OnTCQ8P5+7du6xYsYLly5ejUqnw9vZm5MiR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\nMkIkAAAALPv/Qeny3o+/XiAAAAAASUVORK5CYII=\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(d, timetrace_bg);"  ]  },  {  "cell_type": "code",  "execution_count": null, 32,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "image/png": 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27Ik33njDJc/u3buRmpqKTZs2YePGjdiyZQuOHDkSiOIQQgghxE8BCQwMBgPm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\nTEwM7u7uWFpa4uzsTH5+Plu3btWW3br241Zy9fPPP5dpvZs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b1/nz56lfvz5QVBK2R48e\neHt706NHD7p3707nzp21vg0aNCA5ObnSX58QojhJDISo4v46O1AavV5f7LGFRcmvDZPJxJw5c3j6\n6acByMzMpFq1aqVuy2QyaY9nzpzJqVOn2L17N9OnT6dz584EBwcDRdcjmJvLpKYQD5p86oSo4iri\n+mMnJycWLVoEQHZ2Nv7+/qWeBmjYsCGXLl0CICMjA1dXVxwdHQkICGDYsGFaZTiAy5cv06hRo/se\nmxCifCQxEKKKu9eMQVn6vvfee2RkZODp6Ymvry+9e/fG09OzRD93d3eSkpIAqFOnDgEBAQwZMoSB\nAwcSGxtLUFCQ1nf37t306tWrnK9GCHG/5N8VhRAPzK1/V4yOjqZWrVp37Hfw4EG+/fZbPv300wc4\nOiEEyIyBEOIB0ul0hIaG8vnnn9+137x585g0adIDGpUQ4q9kxkAIIYQQGpkxEEIIIYRGEgMhhBBC\naCQxEEIIIYRGEgMhhBBCaCQxEEIIIYTmfwEHz/P3UibbcwAAAABJRU5ErkJggg==\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "dplot(d2, timetrace_bg);"  ]  },  {  "cell_type": "code",  "execution_count": null, 33,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d.burst_search(F=4)"  ]  },  {  "cell_type": "code",  "execution_count": null, 34,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 35,  "metadata": {  "collapsed": true  }, 

},  {  "cell_type": "code",  "execution_count": null, 36,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Overwriting the old E_fitter object with the new weights.\n"  ]  },  {  "data": {  "image/png": 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OHdvlxRG1RZIk9Nm2xSwgaiqqcSMu2klVdR+SJGHqsNeg1tfjyvpw+Bk1cQit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\ngURA+0clWj1rNTJykG9zuzV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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "fig, ax = default_figure()\n",  "kws = dict(hist_style='step', hist_plot_style=dict(alpha=1, drawstyle='steps-mid', marker=None))\n", 

},  {  "cell_type": "code",  "execution_count": null, 37,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Performing burst search (verbose=False) ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "d2.burst_search(F=4)"  ]  },  {  "cell_type": "code",  "execution_count": null, 38,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  "Deep copy executed.\n",  "Deep copy executed.\n",  "Deep copy executed.\n",  " - Performing burst search (verbose=False) ... - Recomputing background limits for Dex ... [DONE]\n",  " - Recomputing background limits for all ... [DONE]\n",  " - Fixing burst data to refer to ph_times_m ... [DONE]\n",  "[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Performing burst search (verbose=False) ... - Recomputing background limits for AexAem ... [DONE]\n",  " - Recomputing background limits for all ... [DONE]\n",  " - Fixing burst data to refer to ph_times_m ... [DONE]\n",  "[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Calculating burst periods ...[DONE]\n",  " - Counting D and A ph and calculating FRET ... \n",  " - Applying background correction.\n",  " - Applying leakage correction.\n",  " - Applying direct excitation correction.\n",  " [DONE Counting D/A]\n"  ]  }  ],  "source": [  "dd2 = bext.burst_search_and_gate(d2, F=4)"  ]  },  {  "cell_type": "code",  "execution_count": null, 39,  "metadata": {  "collapsed": false  }, 

},  {  "cell_type": "code",  "execution_count": null, 40,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "data": {  "text/plain": [  ""  ]  },  "execution_count": 40,  "metadata": {},  "output_type": "execute_result"  },  {  "data": {  "image/png": 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duUaTh7etPZ55eeRkppGVkUpSXCy5Odlo8nO5npFOXlISedk3yMpIJT8vF40m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8lsP9t6ItjMMuUBO6t3RwgOeZnfotKZHKTaVkZGVdgTO8TcoIehiEZ/LE6z30NPcoR9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\nJOpt+nO9M01ujB0ZK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sTjaTIZlbKyQmGeEt5aSEQj/OQnP+Gpp55ClmU+9alP8ZnPfAaH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"text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "alex_jointplot(ds2)"  ]  },  {  "cell_type": "code",  "execution_count": null, 41,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Overwriting the old E_fitter object with the new weights.\n"  ]  },  {  "data": {  "text/plain": [  ""  ]  },  "execution_count": 41,  "metadata": {},  "output_type": "execute_result"  },  {  "data": {  "image/png": 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EeIaEQDliOGQqlavDIiJye0yEiMqBKIoQdToAhUlQ2gsjkZ90SSrXbNqEWlu3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\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "# 600s, DCBS, F=4, size th1 = 10\n",  "kws = dict(hist_style='step', hist_plot_style=dict(alpha=1, drawstyle='steps-mid'))\n", 

},  {  "cell_type": "code",  "execution_count": null, 42,  "metadata": {  "collapsed": false  },  "outputs": [], [  {  "name": "stdout",  "output_type": "stream",  "text": [  " - Overwriting the old E_fitter object with the new weights.\n",  " - Overwriting the old E_fitter object with the new weights.\n"  ]  },  {  "data": {  "image/png": 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/HtNdMHv2bBw9etTikZGR4eqyyMXq55m1pyYry2qKRCKluLQl68zVXZVKBZVK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\nWSIiGTFkiYhkxJAlIpLR/wNdd/FRBMc6mwAAAABJRU5ErkJggg==\n",  "text/plain": [  ""  ]  },  "metadata": {},  "output_type": "display_data"  }  ],  "source": [  "# 600s, DCBS, F=4, size th1 = 10\n",  "fig, ax = default_figure()\n",