{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Practical Data Visualization with Python - Part 4: Library Deep-Dive (Plotly)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "# capturing above because there are a few useless warnings that might pop up, version-depending\n", "\n", "# basic packages:\n", "import numpy as np\n", "import pandas as pd\n", "import datetime\n", "from scipy import stats\n", "\n", "# packages for viz:\n", "# plotly express\n", "import plotly_express as px\n", "# matplotlib\n", "import matplotlib.pyplot as plt\n", "# seaborn and default seaborn settings set for matplot lib charts\n", "import seaborn as sns; sns.set()\n", "# base plotly packages\n", "import plotly.figure_factory as ff\n", "import plotly.io as pio\n", "from plotly.offline import plot, iplot, init_notebook_mode\n", "from plotly.subplots import make_subplots\n", "# turns on plotly notebook mode\n", "init_notebook_mode()\n", "from plotly import graph_objs as go\n", "# altair\n", "import altair as alt\n", "# turns on altair renderer -- jlab is default\n", "alt.renderers.enable('jupyterlab')\n", "# bokeh\n", "from bokeh.plotting import figure, show, output_file, save\n", "from bokeh.io import output_notebook\n", "# plotnine\n", "from plotnine import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# there are a few warnings I want to silence throughout that are due to unimportant np deprecations \n", "np.warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'This notebook was last executed on 2019-08-10 21:41'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# store the datetime of the most recent running of this notebook as a form of a log\n", "most_recent_run_datetime = datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M\")\n", "f\"This notebook was last executed on {most_recent_run_datetime}\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
loan_idorig_chnseller_nameorig_rtorig_amtorig_trmorig_dtefrst_dteoltvocltv...occ_statstatezip_3mi_pctproduct_typecscore_cmi_typerelocation_flgcscore_minorig_val
0100020736692BCALIBER HOME LOANS, INC.4.87549200036012/201702/20187575...ICA920NaNFRMNaNNaNN757.0656000.000000
1100036136334ROTHER2.75019000018012/201701/20186767...PMD206NaNFRM798.0NaNN797.0283582.089552
2100043912941ROTHER4.1256800036012/201702/20186666...POH432NaNFRMNaNNaNN804.0103030.303030
3100057175226ROTHER4.9907100036012/201702/20189595...PNC27830.0FRMNaN1.0N696.074736.842105
4100060715643ROTHER4.50018000036012/201702/20187575...IWA983NaNFRMNaNNaNN726.0240000.000000
\n", "

5 rows × 27 columns

\n", "
" ], "text/plain": [ " loan_id orig_chn seller_name orig_rt orig_amt \\\n", "0 100020736692 B CALIBER HOME LOANS, INC. 4.875 492000 \n", "1 100036136334 R OTHER 2.750 190000 \n", "2 100043912941 R OTHER 4.125 68000 \n", "3 100057175226 R OTHER 4.990 71000 \n", "4 100060715643 R OTHER 4.500 180000 \n", "\n", " orig_trm orig_dte frst_dte oltv ocltv ... occ_stat state zip_3 \\\n", "0 360 12/2017 02/2018 75 75 ... I CA 920 \n", "1 180 12/2017 01/2018 67 67 ... P MD 206 \n", "2 360 12/2017 02/2018 66 66 ... P OH 432 \n", "3 360 12/2017 02/2018 95 95 ... P NC 278 \n", "4 360 12/2017 02/2018 75 75 ... I WA 983 \n", "\n", " mi_pct product_type cscore_c mi_type relocation_flg cscore_min \\\n", "0 NaN FRM NaN NaN N 757.0 \n", "1 NaN FRM 798.0 NaN N 797.0 \n", "2 NaN FRM NaN NaN N 804.0 \n", "3 30.0 FRM NaN 1.0 N 696.0 \n", "4 NaN FRM NaN NaN N 726.0 \n", "\n", " orig_val \n", "0 656000.000000 \n", "1 283582.089552 \n", "2 103030.303030 \n", "3 74736.842105 \n", "4 240000.000000 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# pulling in our main data; for more info on the data, see the \"data_prep_nb.ipynb\" file\n", "main_df = pd.read_csv(filepath_or_buffer='../data/jan_and_dec_17_acqs.csv')\n", "\n", "# taking a peek at our data\n", "main_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
seller_namecscore_min
2803JPMORGAN CHASE BANK, NATIONAL ASSOCIATION724.0
3208JPMORGAN CHASE BANK, NATIONAL ASSOCIATION744.0
8514JPMORGAN CHASE BANK, NATIONAL ASSOCIATION695.0
10496JPMORGAN CHASE BANK, NATIONAL ASSOCIATION738.0
10788JPMORGAN CHASE BANK, NATIONAL ASSOCIATION701.0
\n", "
" ], "text/plain": [ " seller_name cscore_min\n", "2803 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 724.0\n", "3208 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 744.0\n", "8514 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 695.0\n", "10496 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 738.0\n", "10788 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 701.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# pre-visualization data prep:\n", "# creating a df with just the january origination volume of our top 3 lenders by volume in that month\n", "\n", "# filtering to just january acquisitions and dropping \"OTHER\" sellers\n", "jan_originations_only = main_df.loc[(main_df['orig_dte'] == '01/2017') & (main_df['seller_name'] != 'OTHER'),:]\n", "\n", "# getting the top 3 lenders by volume\n", "top_3_lenders = (\n", " jan_originations_only\n", " .groupby('seller_name')\n", " .size()\n", " .reset_index(name='counts')\n", " .sort_values('counts', ascending=False)\n", " .head(3)\n", ")['seller_name']\n", "\n", "# making a df of just the records from the top 3 lenders by volume, keeping just the needed columns: seller name and FICO\n", "top_3_lenders_jan_origs_df = jan_originations_only.loc[main_df['seller_name'].isin(top_3_lenders),['seller_name','cscore_min']]\n", "\n", "# inspecting the data we'll be working with for this example\n", "top_3_lenders_jan_origs_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Library Deep-Dive (Plotly)\n", "\n", "Having now covered some of the more theoretical components of a robust data visualization toolkit, explored the menu of package options from which one can choose, and gone through a few examples of statistical visualization problems one might face on the job, it seems apposite to round out this material with a deep-dive into a particular package. There are a few reasons for doing this with [Plotly](https://plot.ly/python/) specifically:\n", "\n", "1. Popularity of Plotly\n", " - Plotly is a popular suite of visualization options for python and R users alike. \n", "2. Synergies Between Plotly and Dash\n", " - Plotly plays nicely with [Dash](https://plot.ly/dash/)--a popular python web app framework.\n", "3. Reinforces a Key Skill: Hunting Through Documentation\n", " - Plotly is a vast library with documentation that varies in degrees of ease of use, so it is an excellent package with which to hone one's skills at navigating documentation to find the answer you need. \n", " \n", "Plotly is, as of March of 2019, more than one library. I'm simplifying a bit here for the sake of concision, but there are essentially two main variants of Plotly visualizations: base Plotly, and [Plotly Express](https://medium.com/@plotlygraphs/introducing-plotly-express-808df010143d). We'll dive into both here shortly, but suffice it to say that the names do a decent job of explaining what differentiates both packages.\n", "\n", "- Base Plotly allows the user a high degree of customizability in crafting a wide array of interactive javascript-based visualizations. - Plotly Express takes much of the functionality of base Plotly, but simplifies the API a great deal at the cost of sacrificing some small degree of customizability.\n", "\n", "Now, we'll jump into examples for both!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotly Express.\n", "\n", "In describing Plotly Express, I don't think one can do better than the [announcement post](https://medium.com/@plotlygraphs/introducing-plotly-express-808df010143d) for the package:\n", "\n", "> Plotly Express is a new high-level Python visualization library: it’s a wrapper for Plotly.py that exposes a simple syntax for complex charts. Inspired by Seaborn and ggplot2, it was specifically designed to have a terse, consistent and easy-to-learn API: with just a single import, you can make richly interactive plots in just a single function call, including faceting, maps, animations, and trendlines.\n", "\n", "My personal take then, is that Plotly Express is, simply put, Plotly's competitor to [Seaborn](https://seaborn.pydata.org/). It is particularly well-suited for visualization problems where the chart / mark-type you need isn't very niche. Differently put, if you are looking to build a very particular type of choropleth map, for example, stick with base Plotly (or some other package). If, on the other hand, you want to make a bar chart, scatter plot, etc. (see a fuller yet not exhaustive [list of potential chart types here](https://plot.ly/python/plotly-express/)), Plotly Express is a great tool to leverage. If you are looking for more of a walkthrough of Plotly Express, [see here](https://nbviewer.jupyter.org/github/plotly/plotly_express/blob/gh-pages/walkthrough.ipynb?source=post_page---------------------------) for that type of documentation as well. Also, note that Plotly, like most packages, is constantly evolving. As one example of this, a [recently released updated for Plotly -- Plotly 4.0](https://medium.com/@plotlygraphs/plotly-py-4-0-is-here-offline-only-express-first-displayable-anywhere-fc444e5659ee) -- will impact how we go about updating things like Plotly Express layouts, etc. As such, it pays to keep an ear to the ground with respect to package updates and best practices. \n", "\n", "Finally, note that if you are trying to trouble-shoot or explore with Plotly Express, my preferred source of help is always the official [Plotly Express documentation](https://www.plotly.express/plotly_express/). If the docs fail you, you can of course always try `?name_of_plotly_function_here`, and last but certainly the most hacky of solutions: you can make up parameters within the function that you know don't exist, as sometimes the error traceback that will result can yield yelpful insights about allowable values, etc.\n", " \n", "Now, let's jump into a deeper exploration of Plotly Express by diving into the details of the facetted histogram we briefly went over early in this material, dissecting its various components, and also improving on / [updating it](https://plot.ly/python/creating-and-updating-figures/\n", ")." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION
cscore_min=%{x}
count=%{y}", "legendgroup": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "marker": { "color": "#636efa" }, "name": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "nbinsx": 100, "offsetgroup": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 724, 744, 695, 738, 701, 775, 784, 733, 806, 746, 648, 808, 747, 793, 806, 759, 725, 774, 814, 706, 739, 703, 801, 732, 651, 803, 710, 704, 695, 689, 798, 749, 763, 793, 799, 785, 741, 809, 761, 742, 752, 786, 715, 792, 804, 682, 767, 771, 714, 774, 750, 784, 778, 679, 796, 763, 721, 768, 792, 787, 783, 769, 805, 723, 777, 720, 715, 725, 813, 717, 690, 795, 795, 781, 774, 697, 777, 786, 797, 808, 787, 724, 739, 799, 779, 801, 823, 688, 700, 793, 778, 772, 808, 784, 755, 679, 818, 738, 801, 680, 784, 787, 785, 792, 754, 706, 792, 763, 781, 789, 732, 763, 776, 724, 762, 716, 779, 704, 811, 796, 701, 763, 682, 673, 803, 753, 808, 683, 794, 775, 805, 789, 788, 723, 724, 697, 772, 806, 724, 701, 763, 756, 650, 775, 774, 768, 666, 779, 713, 790, 662, 765, 701, 732, 737, 765, 787, 732, 766, 766, 788, 800, 776, 805, 761, 751, 773, 801, 708, 780, 807, 795, 630, 785, 804, 771, 787, 760, 760, 744, 699, 778, 754, 631, 780, 749, 758, 770, 815, 759, 810, 694, 744, 737, 760, 788, 807, 813, 769, 745, 693, 797, 768, 794, 697, 663, 725, 759, 792, 789, 724, 771, 769, 754, 773, 760, 753, 783, 788, 749, 804, 812, 791, 779, 630, 782, 771, 669, 749, 754, 789, 800, 783, 808, 722, 804, 661, 709, 798, 808, 777, 762, 708, 792, 725, 757, 808, 735, 716, 718, 755, 778, 801, 801, 712, 769, 720, 808, 773, 787, 714, 690, 792, 721, 791, 790, 780, 690, 793, 791, 738, 819, 701, 761, 668, 770, 767, 716, 809, 680, 805, 818, 814, 803, 762, 762, 806, 783, 707, 689, 780, 813, 755, 708, 816, 737, 653, 777, 789, 805, 786, 773, 793, 694, 757, 800, 710, 780, 804, 760, 770, 728, 707, 807, 811, 811, 797, 817, 775, 805, 735, 778, 784, 740, 747, 787, 793, 796, 779, 700, 815, 783, 738, 744, 749, 739, 770, 805, 813, 805, 773, 763, 734, 775, 817, 759, 773, 740, 668, 809, 700, 727, 774, 797, 781, 686, 811, 714, 779, 788, 774, 796, 765, 706, 669, 773, 806, 773, 747, 683, 732, 772, 808, 762, 669, 746, 726, 786, 778, 779, 804, 713, 793, 641, 784, 770, 694, 645, 789, 788, 790, 708, 700, 770, 749, 811, 804, 784, 728, 781, 751, 758, 793, 686, 798, 770, 813, 703, 691, 762, 792, 783, 778, 748, 800, 775, 723, 681, 689, 757, 788, 791, 797, 810, 700, 784, 758, 809, 812, 706, 787, 755, 726, 693, 772, 703, 793, 718, 715, 762, 783, 711, 806, 757, 777, 720, 740, 707, 762, 790, 762, 665, 777, 713, 718, 725, 756, 714, 800, 813, 792, 804, 684, 766, 736, 795, 814, 756, 774, 775, 714, 726, 702, 810, 722, 782, 743, 765, 742, 764, 780, 802, 681, 788, 752, 702, 680, 738, 647, 783, 788, 780, 775, 708, 802, 761, 719, 725, 763, 677, 754, 751, 796, 686, 792, 738, 746, 792, 772, 804, 790, 795, 809, 811, 760, 673, 748, 745, 765, 748, 728, 775, 695, 802, 755, 741, 641, 744, 734, 810, 657, 704, 811, 784, 768, 810, 810, 671, 802, 683, 697, 796, 784, 717, 778, 715, 776, 723, 778, 746, 766, 783, 771, 774, 734, 806, 765, 782, 787, 730, 814, 775, 784, 796, 750, 691, 769, 750, 811, 744, 792, 663, 776, 702, 624, 815, 708, 742, 787, 744, 760, 779, 790, 703, 664, 792, 814, 724, 782, 701, 753, 668, 765, 769, 780, 743, 812, 797, 781, 719, 776, 758, 806, 776, 762, 817, 810, 812, 683, 753, 731, 806, 660, 655, 718, 799, 750, 803, 788, 791, 790, 728, 778, 750, 803, 759, 785, 817, 798, 784, 776, 779, 764, 829, 765, 776, 801, 811, 726, 689, 741, 707, 677, 736, 770, 754, 777, 794, 664, 761, 775, 719, 681, 776, 786, 661, 745, 756, 759, 743, 776, 759, 777, 764, 787, 722, 630, 776, 687, 783, 788, 774, 760, 808, 777, 798, 751, 802, 731, 757, 762, 804, 718, 719, 745, 760, 698, 789, 728, 811, 804, 809, 793, 786, 809, 747, 806, 803, 769, 707, 743, 804, 740, 695, 709, 747, 750, 793, 704, 743, 762, 781, 753, 771, 779, 786, 771, 757, 769, 752, 778, 817, 790, 625, 711, 762, 760, 769, 749, 790, 688, 823, 784, 665, 728, 719, 679, 777, 786, 717, 797, 695, 768, 718, 693, 793, 714, 776, 717, 727, 764, 778, 802, 765, 795, 769, 745, 670, 776, 818, 803, 744, 759, 678, 784, 812, 672, 785, 787, 777, 731, 780, 642, 804, 748, 751, 777, 719, 759, 770, 746, 725, 760, 804, 750, 802, 752, 729, 707, 712, 750, 803, 800, 705, 755, 766, 684, 710, 713, 809, 711, 779, 751, 753, 795, 782, 809, 796, 660, 797, 814, 767, 741, 700, 792, 723, 712, 752, 780, 803, 799, 764, 761, 736, 756, 803, 793, 726, 799, 746, 788, 802, 742, 756, 680, 682, 807, 791, 789, 639, 726, 801, 782, 810, 727, 723, 777, 716, 633, 752, 761, 780, 780, 699, 778, 791, 808, 800, 758, 809, 675, 787, 744, 746, 802, 774, 797, 751, 756, 802, 758, 774, 686, 761, 789, 804, 788, 756, 778, 798, 735, 772, 743, 799, 661, 798, 807, 778, 783, 791, 750, 751, 760, 759, 718, 739, 790, 720, 692, 781, 786, 813, 743, 699, 790, 794, 707, 793, 736, 785, 761, 726, 660, 771, 741, 797, 795, 735, 795, 690, 787, 794, 682, 804, 743, 791, 763, 712, 787, 808, 692, 804, 694, 784, 689, 795, 718, 711, 776, 744, 740, 810, 779, 811, 801, 744, 712, 703, 786, 762, 729, 780, 720, 662, 759, 758, 666, 815, 784, 719, 705, 779, 788, 749, 766, 797, 661, 721, 775, 740, 711, 812, 685, 682, 791, 711, 661, 684, 741, 793, 747, 801, 766, 787, 770, 819, 798, 719, 822, 720, 751, 745, 801, 806, 776, 756, 736, 721, 787, 741, 650, 772, 799, 716, 741, 709, 807, 800, 780, 759, 804, 781, 778, 816, 800, 689, 814, 805, 664, 800, 750, 789, 740, 773, 818, 696, 772, 817, 799, 808, 778, 685, 789, 767, 775, 775, 701, 775, 797, 790, 777, 760, 714, 728, 800, 782, 715, 690, 750, 779, 759, 749, 768, 636, 757, 801, 703, 753, 801, 779, 756, 822, 710, 818, 692, 774, 750, 713, 804, 808, 718, 725, 776, 697, 761, 714, 781, 695, 797, 790, 648, 795, 700, 771, 705, 778, 812, 789, 754, 755, 790, 695, 785, 751, 794, 751, 763, 763, 770, 788, 797, 729, 805, 800, 737, 707, 767, 711, 769, 803, 747, 755, 809, 711, 749, 711, 792, 770, 727, 766, 803, 706, 734, 787, 810, 734, 801, 756, 693, 799, 733, 743, 801, 765, 770, 688, 679, 736, 696, 804, 761, 704, 791, 790, 812, 820, 706, 749, 755, 814, 724, 703, 711, 773, 766, 760, 785, 774, 677, 781, 781, 774, 788, 657, 737, 783, 774, 753, 743, 820, 780, 695, 780, 778, 774, 799, 776, 797, 785, 769, 657, 813, 788, 782, 785, 739, 815, 775, 743, 757, 804, 745, 681, 743, 778, 799, 680, 769, 754, 774, 799, 788, 765, 772, 714, 689, 751, 750, 724, 631, 689, 735, 767, 671, 807, 802, 727, 755, 720, 809, 814, 628, 746, 806, 768, 755, 681, 797, 775, 758, 715, 804, 804, 780, 771, 729, 776, 762, 795, 804, 796, 771, 809, 781, 720, 760, 731, 741, 745, 766, 710, 786, 793, 762, 729, 813, 722, 697, 792, 763, 773, 744, 802, 727, 688, 787, 781, 789, 786, 725, 743, 763, 731, 804, 790, 776, 747, 755, 712, 751, 708, 725, 780, 722, 661, 722, 799, 718, 783, 802, 780, 801, 762, 819, 712, 741, 733, 800, 753, 800, 733, 762, 798, 779, 731, 783, 698, 749, 725, 739, 682, 746, 725, 771, 797, 722, 758, 823, 800, 770, 817, 776, 801, 796, 723, 804, 727, 791, 763, 700, 768, 768, 745, 699, 795, 796, 714, 753, 778, 735, 695, 798, 783, 804, 746, 773, 696, 806, 804, 718, 696, 786, 792, 801, 792, 803, 790, 709, 802, 752, 743, 774, 733, 802, 786, 785, 753, 745, 781, 777, 777, 623, 802, 777, 808, 734, 726, 784, 804, 679, 790, 790, 700, 768, 782, 778, 794, 743, 716, 741, 756, 809, 715, 794, 770, 786, 706, 748, 783, 738, 772, 777, 708, 813, 772, 807, 737, 676, 753, 814, 801, 808, 749, 745, 800, 807, 783, 793, 816, 729, 816, 726, 787, 797, 781, 711, 800, 792, 791, 808, 706, 801, 762, 722, 797, 776, 701, 711, 715, 745, 697, 644, 771, 795, 786, 789, 781, 770, 784, 761, 736, 777, 745, 709, 792, 703, 745, 802, 818, 788, 743, 759, 771, 784, 802, 709, 751, 802, 796, 757, 683, 744, 755, 784, 703, 797, 774, 787, 811, 750, 800, 784, 707, 787, 782, 765, 774, 792, 779, 714, 739, 809, 710, 746, 796, 745, 726, 805, 744, 817, 753, 687, 787, 749, 810, 678, 773, 785, 791, 775, 799, 784, 710, 709, 785, 727, 690, 703, 781, 732, 781, 763, 796, 721, 791, 776, 741, 773, 701, 810, 804, 804, 802, 698, 710, 760, 679, 782, 792, 754, 811, 788, 716, 789, 755, 735, 783, 800, 732, 806, 810, 752, 692, 704, 662, 725, 734, 770, 749, 712, 793, 789, 729, 742, 692, 719, 799, 750, 718, 683, 795, 772, 733, 793, 813, 752, 762, 813, 785, 748, 745, 711, 753, 785, 804, 803, 796, 770, 767, 791, 672, 751, 710, 755, 775, 706, 789, 813, 787, 767, 753, 761, 763, 681, 790, 727, 748, 797, 769, 773, 776, 781, 771, 718, 800, 784, 786, 797, 794, 809, 791, 700, 752, 772, 775, 739, 747, 717, 707, 682, 799, 762, 776, 688, 694, 696, 700, 794, 737, 820, 768, 786, 776, 747, 788, 695, 721, 809, 682, 728, 699, 703, 724, 745, 780, 749, 812, 801, 775, 770, 737, 700, 793, 782, 703, 769, 729, 785, 771, 740, 791, 727, 801, 803, 716, 775, 756, 768, 749, 718, 743, 654, 798, 654, 726, 773, 803, 749, 719, 790, 802, 806, 771, 725, 682, 708, 805, 799, 701, 720, 808, 782, 755, 802, 765, 727, 808, 798, 718, 750, 798, 750, 666, 783, 807, 808, 776, 816, 772, 780, 737, 778, 715, 785, 795, 775, 755, 708, 790, 808, 775, 737, 721, 798, 707, 726, 799, 726, 711, 762, 666, 808, 736, 762, 804, 743, 801, 800, 767, 680, 724, 806, 672, 775, 777, 723, 794, 783, 740, 734, 729, 684, 789, 775, 766, 726, 780, 773, 762, 762, 787, 691, 809, 794, 772, 767, 784, 779, 817, 738, 763, 755, 695, 747, 661, 812, 753, 777, 624, 767, 766, 809, 798, 755, 749, 756, 776, 703, 789, 624, 745, 801, 729, 696, 796, 683, 744, 746, 777, 701, 774, 721, 817, 776, 731, 794, 730, 739, 823, 808, 693, 674, 741, 686, 773, 714, 753, 752, 801, 727, 780, 720, 786, 787, 707, 748, 755, 758, 716, 818, 794, 819, 744, 715, 782, 765, 755, 809, 767, 808, 809, 759, 729, 799, 673, 800, 759, 708, 774, 722, 729, 771, 820, 802, 784, 637, 754, 765, 788, 770, 798, 795, 771, 727, 738, 736, 727, 733, 787, 726, 772, 699, 767, 764, 789, 739, 759, 800, 802, 784, 810, 806, 731, 746, 771, 711, 804, 808, 747, 793, 768, 792, 740, 727, 789, 760, 806, 794, 788, 725, 779, 774, 726, 764, 740, 800, 786, 665, 790, 734, 739, 682, 812, 800, 767, 765, 744, 684, 756, 794, 782, 737, 738, 761, 746, 819, 808, 719, 725, 752, 711, 810, 673, 812, 804, 774, 778, 801, 797, 774, 810, 751, 704, 755, 749, 733, 780, 680, 713, 793, 816, 719, 801, 814, 794, 776, 809, 803, 794, 712, 765, 771, 809, 756, 792, 803, 811, 809, 787, 776, 783, 804, 763, 773, 795, 770, 800, 721, 791, 776, 775, 769, 801, 725, 694, 726, 716, 778, 772, 797, 793, 779, 778, 729, 641, 798, 729, 808, 777, 759, 813, 741, 809, 795, 807, 738, 722, 753, 775, 790, 709, 772, 790, 779, 741, 770, 790, 793, 754, 785, 789, 647, 741, 731, 786, 753, 783, 793, 816, 693, 764, 807, 768, 720, 699, 740, 767, 769, 790, 790, 803, 798, 697, 795, 722, 757, 757, 795, 814, 802, 772, 766, 808, 808, 635, 744, 689, 729, 694, 724, 798, 780, 768, 812, 763, 759, 703, 791, 780, 663, 785, 717, 801, 718, 797, 716, 798, 760, 755, 801, 707, 762, 750, 726, 776, 762, 792, 802, 809, 814, 800, 742, 798, 813, 726, 784, 765, 800, 746, 700, 790, 802, 765, 790, 697, 817, 781, 720, 777, 675, 714, 776, 781, 734, 801, 706, 692, 666, 761, 734, 792, 762, 778, 755, 704, 765, 798, 802, 801, 762, 775, 709, 781, 790, 767, 719, 779, 690, 776, 686, 716, 798, 664, 799, 793, 779, 706, 807, 669, 810, 797, 761, 802, 807, 774, 783, 799, 722, 758, 703, 749, 726, 800, 758, 769, 749, 817, 792, 773, 799, 636, 773, 795, 800, 767, 750, 797, 780, 788, 717, 811, 708, 718, 704, 671, 797, 802, 691, 800, 734, 770, 788, 776, 793, 779, 744, 813, 800, 769, 768, 752, 761, 808, 704, 706, 786, 733, 707, 807, 732, 689, 783, 683, 793, 802, 749, 782, 706, 778, 798, 790, 724, 781, 717, 745, 813, 778, 702, 735, 714, 758, 790, 759, 780, 764, 693, 798, 714, 804, 818, 739, 803, 809, 766, 789, 694, 802, 646, 693, 743, 776, 749, 808, 758, 735, 807, 748, 769, 756, 812, 793, 802, 705, 769, 688, 751, 801, 783, 787, 808, 753, 736, 702, 746, 628, 705, 746, 754, 684, 811, 772, 791, 716, 808, 699, 682, 779, 745, 802, 791, 717, 761, 755, 647, 772, 817, 708, 804, 815, 801, 813, 702, 797, 719, 813, 734, 800, 796, 796, 761, 805, 688, 798, 747, 809, 750, 769, 778, 726, 788, 781, 740, 765, 728, 779, 674, 703, 775, 726, 693, 763, 754, 759, 765, 733, 724, 716, 798, 773, 699, 739, 698, 696, 772, 764, 797, 686, 713, 701, 665, 719, 798, 768, 811, 690, 729, 709, 766, 735, 798, 819, 779, 779, 712, 716, 693, 794, 785, 726, 697, 808, 770, 710, 776, 779, 736, 740, 731, 791, 715, 774, 810, 782, 731, 798, 792, 774, 808, 761, 764, 793, 621, 748, 820, 808, 771, 796, 684, 741, 739, 800, 783, 730, 794, 769, 651, 809, 756, 784, 798, 783, 739, 775, 735, 794, 763, 701, 791, 744, 774, 736, 774, 810, 671, 788, 764, 812, 788, 802, 738, 803, 697, 790, 785, 771, 791, 773, 763, 744, 689, 787, 793, 737, 806, 749, 805, 771, 719, 685, 730, 745, 707, 778, 748, 757, 798, 796, 795, 798, 685, 779, 790, 751, 731, 776, 719, 795, 762, 783, 737, 778, 807, 743, 787, 675, 786, 798, 738, 805, 788, 778, 662, 798, 689, 805, 755, 815, 786, 786, 712, 801, 766, 757, 799, 739, 696, 743, 677, 733, 815, 804, 773, 764, 684, 665, 674, 686, 688, 793, 793, 799, 700, 818, 734, 768, 786, 677, 796, 776, 760, 803, 690, 708, 795, 801, 699, 717, 810, 669, 686, 788, 786, 744, 770, 775, 760, 784, 806, 792, 762, 787, 701, 774, 799, 726, 783, 720, 767, 740, 797, 786, 715, 791, 783, 773, 778, 783, 805, 765, 787, 743, 661, 806, 729, 727, 749, 692, 753, 744, 698, 802, 688, 806, 715, 700, 759, 785, 791, 779, 802, 756, 686, 712, 789, 690, 782, 711, 701, 774, 798, 761, 800, 794, 639, 769, 767, 779, 804, 734, 736, 812, 713, 752, 707, 813, 747, 723, 813, 801, 666, 758, 726, 757, 802, 745, 771, 777, 800, 785, 756, 687, 806, 798, 804, 784, 734, 755, 751, 796, 818, 754, 748, 695, 729, 758, 639, 768, 732, 710, 775, 794, 782, 780, 791, 812, 720, 774, 776, 677, 791, 778, 782, 789, 702, 790, 755, 767, 805, 799, 752, 783, 808, 758, 779, 816, 805, 781, 797, 731, 754, 779, 657, 707, 808, 754, 789, 770, 810, 757, 681, 809, 749, 758, 765, 764, 789, 761, 807, 814, 717, 681, 732, 799, 765, 748, 707, 763, 778, 816, 803, 783, 802, 782, 793, 680, 787, 814, 815, 786, 773, 745, 795, 773, 825, 750, 787, 793, 772, 800, 810, 733, 763, 781, 765, 774, 750, 804, 780, 632, 738, 788, 774, 760, 777, 801, 767, 719, 793, 787, 752, 683, 756, 774, 794, 794, 738, 736, 728, 759, 756, 663, 718, 707, 802, 815, 681, 804, 772, 819, 747, 797, 714, 753, 742, 749, 720, 782, 692, 804, 739, 792, 726, 752, 677, 805, 727, 790, 759, 735, 800, 798, 722, 767, 752, 778, 771, 808, 756, 701, 623, 802, 711, 815, 637, 708, 628, 660, 782, 780, 799, 760, 794, 773, 794, 730, 737, 771, 687, 782, 683, 726, 740, 732, 763, 737, 648, 707, 806, 756, 780, 803, 746, 759, 808, 792, 801, 736, 729, 718, 720, 796, 751, 734, 778, 769, 733, 767, 724, 746, 801, 735, 729, 798, 715, 759, 666, 756, 664, 816, 706, 804, 803, 787, 806, 715, 815, 721, 647, 664, 723, 748, 709, 695, 709, 799, 671, 774, 796, 782, 807, 791, 802, 791, 788, 719, 799, 723, 814, 719, 800, 782, 780, 779, 777, 704, 727, 809, 820, 751, 669, 803, 735, 750, 798, 719, 741, 798, 814, 786, 750, 778, 711, 761, 792, 814, 748, 719, 765, 770, 805, 710, 802, 810, 809, 744, 765, 740, 791, 702, 772, 762, 808, 713, 804, 722, 801, 801, 726, 808, 765, 816, 738, 770, 758, 751, 793, 759, 792, 721, 757, 710, 788, 800, 797, 797, 732, 804, 814, 765, 739, 799, 741, 791, 780, 766, 753, 813, 784, 751, 709, 808, 750, 752, 694, 767, 661, 786, 672, 774, 757, 785, 801, 781, 669, 762, 728, 757, 684, 816, 793, 716, 761, 794, 801, 742, 811, 720, 812, 804, 792, 672, 781, 686, 764, 743, 680, 733, 794, 801, 729, 757, 800, 751, 720, 816, 809, 801, 695, 793, 829, 801, 782, 781, 781, 812, 812, 710, 764, 798, 749, 721, 778, 755, 788, 773, 773, 774, 801, 774, 722, 777, 808, 696, 813, 673, 775, 763, 724, 646, 810, 758, 715, 713, 757, 809, 761, 785, 730, 701, 793, 812, 715, 742, 759, 717, 806, 721, 802, 760, 678, 793, 770, 770, 794, 663, 785, 777, 748, 778, 792, 801, 778, 768, 801, 744, 764, 710, 758, 796, 806, 782, 713, 759, 726, 725, 774, 716, 652, 811, 768, 733, 802, 734, 744, 787, 814, 783, 785, 793, 739, 744, 742, 747, 741, 720, 671, 766, 768, 799, 773, 785, 742, 768, 790, 656, 809, 758, 780, 754, 800, 725, 768, 690, 763, 767, 716, 812, 770, 792, 802, 810, 706, 745, 726, 773, 703, 793, 785, 797, 767, 740, 778, 811, 767, 752, 799, 782, 759, 720, 781, 670, 779, 721, 705, 732, 791, 788, 757, 797, 729, 819, 726, 778, 782, 769, 710, 789, 703, 720, 760, 758, 787, 808, 763, 799, 711, 741, 812, 769, 776, 793, 751, 774, 808, 757, 756, 778, 769, 790, 654, 807, 764, 686, 797, 712, 761, 751, 726, 727, 729, 808, 717, 781, 766, 808, 782, 790, 792, 809, 754, 759, 800, 790, 785, 720, 796, 797, 706, 799, 770, 744, 778, 641, 799, 756, 811, 702, 690, 812, 691, 796, 774, 767, 796, 731, 737, 724, 779, 766, 770, 753, 800, 788, 750, 739, 745, 787, 803, 803, 689, 764, 686, 758, 755, 810, 724, 700, 768, 772, 776, 741, 697, 805, 779, 805, 801, 748, 809, 775, 768, 711, 754, 685, 812, 803, 782, 780, 791, 791, 788, 817, 775, 703, 728, 763, 653, 811, 721, 676, 768, 790, 747, 770, 796, 808, 705, 708, 759, 803, 716, 761, 698, 789, 726, 783, 767, 796, 810, 736, 817, 740, 773, 652, 758, 777, 739, 808, 775, 808, 732, 701, 722, 823, 714, 779, 814, 755, 782, 761, 689, 693, 737, 738, 742, 767, 735, 764, 789, 806, 812, 796, 762, 625, 725, 815, 747, 789, 777, 753, 731, 666, 806, 766, 809, 785, 817, 807, 807, 755, 709, 765, 667, 816, 809, 768, 779, 787, 702, 790, 802, 728, 778, 675, 744, 777, 750, 776, 820, 740, 754, 776, 708, 681, 664, 819, 760, 690, 704, 701, 801, 811, 684, 782, 702, 767, 763, 789, 812, 642, 809, 756, 810, 747, 766, 681, 788, 743, 679, 714, 695, 761, 798, 807, 801, 793, 790, 753, 788, 699, 717, 775, 776, 757, 768, 661, 766, 798, 789, 755, 793, 806, 762, 726, 726, 727, 800, 797, 765, 812, 728, 782, 777, 807, 751, 672, 707, 685, 693, 718, 721, 740, 718, 703, 706, 764, 694, 784, 808, 763, 809, 684, 778, 724, 809, 721, 739, 784, 707, 801, 739, 739, 640, 763, 764, 732, 751, 791, 686, 704, 766, 809, 767, 746, 754, 747, 740, 742, 808, 759, 742, 744, 690, 756, 809, 781, 740, 769, 798, 793, 780, 751, 800, 753, 702, 753, 729, 738, 802, 803, 794, 778, 801, 802, 748, 793, 772, 647, 740, 777, 744, 729, 759, 739, 798, 785, 796, 800, 755, 753, 774, 765, 815, 786, 705, 795, 809, 778, 810, 815, 739, 803, 793, 777, 739, 737, 733, 714, 785, 771, 774, 743, 718, 695, 766, 750, 772, 657, 724, 716, 796, 685, 753, 760, 764, 681, 759, 796, 792, 793, 766, 809, 733, 767, 730, 722, 733, 789, 773, 806, 822, 814, 812, 817, 771, 712, 743, 744, 797, 761, 756, 698, 734, 744, 715, 770, 688, 791, 802, 774, 795, 809, 694, 808, 789, 747, 806, 779, 803, 787, 658, 774, 792, 699, 741, 778, 797, 802, 669, 731, 624, 731, 737, 735, 741, 792, 754, 761, 702, 761, 810, 787, 698, 704, 812, 703, 674, 770, 742, 807, 780, 808, 775, 692, 742, 782, 776, 713, 686, 819, 751, 735, 797, 675, 717, 747, 703, 817, 669, 760, 764, 750, 663, 767, 782, 780, 792, 773, 724, 785, 793, 689, 711, 719, 762, 747, 754, 794, 781, 808, 699, 799, 794, 727, 746, 816, 728, 721, 714, 788, 760, 749, 814, 775, 784, 755, 790, 810, 800, 761, 735, 713, 788, 790, 744, 807, 714, 748, 810, 768, 714, 734, 774, 808, 705, 783, 714, 758, 780, 731, 780, 774, 770, 775, 720, 728, 780, 787, 677, 730, 668, 732, 753, 755, 791, 768, 699, 721, 773, 775, 803, 705, 798, 806, 702, 809, 674, 739, 804, 798, 794, 797, 742, 697, 702, 668, 776, 777, 768, 688, 713, 772, 761, 808, 805, 809, 778, 774, 702, 807, 808, 798, 811, 759, 763, 749, 714, 764, 794, 772, 713, 814, 707, 812, 739, 798, 767, 761, 764, 784, 739, 755, 774, 768, 753, 815, 796, 794, 787, 802, 799, 756, 737, 735, 786, 787, 741, 662, 755, 686, 753, 800, 810, 778, 786, 784, 758, 805, 801, 766, 685, 780, 752, 796, 793, 708, 760, 815, 760, 810, 726, 713, 711, 786, 738, 785, 788, 756, 808, 729, 778, 670, 719, 711, 705, 806, 797, 805, 724, 776, 678, 750, 759, 704, 812, 734, 743, 749, 796, 801, 700, 768, 663, 771, 721, 695, 787, 791, 770, 806, 755, 751, 769, 802, 795, 684, 742, 780, 771, 748, 785, 787, 805, 745, 782, 728, 757, 725, 722, 736, 683, 789, 757, 803, 790, 781, 740, 759, 779, 709, 774, 725, 797, 782, 748, 731, 776, 762, 708, 809, 789, 788, 744, 700, 763, 737, 682, 772, 778, 767, 731, 788, 754, 774, 693, 798, 675, 664, 775, 800, 759, 793, 803, 724, 777, 806, 797, 745, 783, 816, 777, 794, 727, 694, 746, 803, 789, 789, 774, 672, 786, 766, 733, 674, 755, 761, 804, 809, 708, 756, 798, 747, 793, 715, 805, 780, 776, 745, 695, 738, 815, 772, 823, 780, 820, 772, 812, 780, 763, 736, 740, 799, 758, 768, 807, 753, 777, 805, 797, 777, 686, 707, 698, 806, 654, 795, 732, 810, 782, 772, 746, 744, 784, 788, 804, 784, 773, 802, 776, 705, 782, 803, 729, 714, 791, 656, 709, 765, 771, 775, 795, 801, 819, 776, 666, 758, 685, 785, 796, 663, 795, 782, 685, 802, 779, 726, 713, 700, 781, 773, 773, 753, 750, 666, 788, 784, 661, 793, 769, 744, 773, 753, 779, 715, 806, 716, 697, 804, 782, 760, 793, 714, 685, 779, 738, 714, 713, 673, 805, 772, 800, 815, 721, 727, 771, 785, 796, 811, 750, 693, 774, 763, 696, 751, 737, 807, 742, 781, 703, 785, 798, 762, 760, 787, 782, 797, 677, 755, 769, 795, 768, 726, 682, 746, 787, 740, 783, 677, 762, 820, 712, 742, 787, 760, 704, 685, 687, 786, 707, 699, 774, 810, 708, 769, 765, 765, 718, 769, 768, 746, 690, 781, 805, 672, 782, 666, 780, 718, 810, 744, 670, 700, 747, 753, 803, 789, 691, 752, 682, 715, 801, 716, 686, 797, 700, 773, 790, 772, 709, 762, 742, 783, 707, 771, 758, 748, 690, 791, 720, 770, 798, 660, 739, 791, 755, 756, 780, 767, 758, 639, 772, 769, 702, 802, 812, 786, 716, 797, 752, 753, 669, 702, 692, 785, 793, 663, 749, 777, 808, 765, 808, 755, 782, 817, 768, 694, 804, 737, 803, 791, 741, 772, 778, 714, 759, 815, 701, 806, 820, 776, 764, 784, 769, 713, 776, 779, 739, 778, 667, 782, 801, 799, 704, 785, 768, 794, 734, 811, 809, 801, 734, 793, 721, 795, 801, 798, 795, 734, 753, 781, 766, 813, 786, 793, 783, 693, 811, 808, 790, 794, 797, 688, 753, 733, 808, 739, 754, 788, 638, 657, 737, 750, 808, 787, 798, 777, 777, 767, 796, 771, 743, 787, 805, 689, 808, 773, 680, 774, 799, 798, 782, 669, 762, 679, 672, 745, 813, 758, 776, 751, 789, 687, 742, 662, 792, 789, 685, 786, 713, 782, 764, 800, 718, 751, 759, 685, 766, 682, 752, 792, 800, 675, 774, 750, 769, 709, 756, 764, 721, 816, 812, 766, 720, 777, 755, 791, 707, 775, 768, 738, 801, 797, 727, 776, 696, 790, 788, 747, 816, 780, 792, 765, 726, 750, 758, 732, 778, 766, 804, 748, 793, 688, 724, 688, 774, 717, 750, 787, 646, 798, 760, 698, 749, 709, 758, 781, 714, 728, 771, 755, 646, 804, 692, 758, 692, 771, 752, 805, 790, 797, 765, 774, 707, 820, 697, 777, 776, 768, 745, 770, 800, 654, 754, 781, 731, 791, 732, 661, 789, 717, 748, 772, 795, 692, 755, 802, 806, 723, 774, 804, 759, 800, 746, 691, 697, 793, 800, 743, 809, 797, 751, 690, 703, 724, 790, 754, 790, 740, 787, 721, 688, 797, 812, 698, 768, 780, 751, 817, 769, 780, 782, 803, 801, 761, 698, 768, 804, 817, 773, 802, 671, 821, 722, 786, 817, 786, 683, 725, 695, 792, 715, 773, 777, 810, 694, 737, 795, 683, 786, 804, 765, 777, 707, 794, 760, 734, 659, 787, 795, 761, 793, 706, 766, 735, 791, 692, 647, 718, 756, 756, 712, 769, 806, 768, 792, 671, 799, 676, 789, 768, 787, 766, 644, 715, 748, 735, 761, 808, 703, 778, 792, 798, 787, 751, 675, 800, 780, 798, 792, 779, 738, 809, 676, 789, 793, 782, 751, 741, 809, 746, 723 ], "xaxis": "x", "yaxis": "y" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=WELLS FARGO BANK, N.A.
cscore_min=%{x}
count=%{y}", "legendgroup": "seller_name=WELLS FARGO BANK, N.A.", "marker": { "color": "#EF553B" }, "name": "seller_name=WELLS FARGO BANK, N.A.", "nbinsx": 100, "offsetgroup": "seller_name=WELLS FARGO BANK, N.A.", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 815, 739, 798, 783, 769, 657, 727, 794, 725, 683, 798, 741, 719, 795, 766, 749, 790, 807, 697, 774, 733, 728, 804, 728, 676, 666, 696, 733, 649, 804, 805, 794, 802, 711, 773, 711, 679, 707, 806, 745, 793, 688, 782, 764, 771, 793, 764, 692, 788, 802, 779, 738, 763, 762, 813, 761, 795, 808, 720, 683, 742, 641, 815, 708, 801, 654, 780, 726, 737, 813, 766, 681, 700, 727, 758, 814, 653, 767, 795, 791, 791, 809, 794, 729, 756, 725, 775, 662, 793, 798, 755, 742, 718, 792, 795, 796, 738, 781, 797, 783, 687, 814, 789, 711, 806, 713, 709, 783, 647, 800, 770, 729, 736, 760, 781, 682, 809, 753, 765, 711, 628, 756, 777, 660, 763, 797, 777, 787, 778, 738, 745, 781, 784, 700, 763, 766, 736, 777, 794, 774, 785, 676, 718, 725, 742, 750, 641, 776, 735, 679, 668, 635, 783, 710, 800, 711, 788, 803, 800, 700, 691, 756, 663, 752, 786, 799, 810, 728, 789, 733, 793, 756, 744, 799, 813, 700, 670, 685, 721, 741, 642, 696, 776, 773, 811, 699, 680, 666, 731, 751, 802, 791, 715, 749, 793, 662, 773, 790, 777, 685, 794, 740, 794, 783, 735, 710, 767, 746, 702, 746, 786, 705, 808, 714, 787, 787, 731, 798, 678, 722, 811, 695, 808, 803, 788, 679, 755, 802, 664, 774, 694, 789, 684, 742, 802, 802, 711, 783, 799, 763, 774, 804, 796, 702, 756, 774, 808, 724, 787, 789, 789, 815, 631, 770, 772, 696, 744, 751, 630, 706, 686, 754, 713, 732, 702, 682, 683, 662, 785, 733, 793, 768, 796, 771, 668, 737, 687, 790, 741, 790, 731, 735, 722, 731, 724, 797, 759, 736, 710, 633, 784, 632, 787, 674, 796, 771, 811, 778, 764, 783, 773, 781, 763, 699, 810, 757, 802, 799, 667, 742, 752, 668, 725, 710, 778, 741, 667, 813, 696, 693, 754, 819, 678, 800, 671, 742, 744, 725, 654, 667, 711, 692, 752, 738, 636, 769, 680, 659, 796, 771, 731, 723, 705, 723, 766, 809, 774, 795, 765, 753, 726, 647, 733, 813, 734, 672, 691, 628, 750, 728, 787, 661, 761, 702, 796, 791, 785, 736, 802, 813, 746, 773, 801, 795, 811, 805, 765, 796, 783, 710, 656, 740, 780, 690, 778, 763, 799, 773, 706, 782, 645, 723, 764, 783, 800, 772, 770, 756, 629, 768, 790, 718, 738, 812, 770, 756, 751, 799, 712, 793, 790, 808, 791, 695, 789, 790, 661, 773, 768, 653, 810, 706, 762, 730, 797, 788, 710, 814, 798, 733, 797, 713, 764, 645, 798, 641, 793, 781, 663, 798, 800, 664, 722, 809, 810, 770, 777, 801, 717, 723, 735, 806, 717, 701, 687, 718, 807, 765, 781, 762, 809, 750, 753, 642, 708, 812, 729, 628, 688, 797, 669, 649, 686, 736, 786, 724, 768, 813, 789, 631, 784, 799, 795, 797, 690, 779, 784, 682, 717, 818, 773, 804, 694, 693, 761, 781, 782, 815, 701, 713, 712, 737, 787, 694, 800, 727, 808, 811, 720, 707, 763, 727, 766, 779, 677, 706, 757, 740, 796, 798, 759, 754, 781, 746, 765, 733, 736, 696, 796, 693, 733, 745, 682, 791, 732, 737, 795, 800, 727, 653, 727, 697, 726, 751, 791, 739, 774, 792, 689, 779, 744, 781, 801, 805, 800, 717, 808, 679, 721, 793, 709, 669, 631, 753, 689, 718, 762, 720, 806, 789, 671, 788, 774, 627, 758, 713, 749, 702, 822, 693, 724, 750, 726, 747, 741, 782, 672, 791, 718, 766, 786, 666, 790, 736, 786, 739, 796, 770, 701, 665, 706, 701, 759, 791, 692, 758, 709, 783, 802, 791, 793, 727, 694, 724, 729, 741, 790, 801, 715, 723, 716, 670, 667, 694, 680, 793, 734, 749, 776, 748, 775, 760, 787, 743, 704, 715, 787, 701, 658, 694, 703, 762, 694, 785, 648, 762, 709, 727, 723, 797, 697, 777, 811, 720, 656, 677, 722, 726, 792, 773, 698, 724, 683, 751, 786, 799, 768, 790, 809, 777, 700, 781, 748, 759, 688, 802, 779, 735, 807, 721, 632, 781, 750, 802, 721, 780, 718, 737, 711, 800, 744, 746, 785, 693, 795, 767, 683, 714, 756, 779, 777, 767, 789, 735, 778, 732, 786, 675, 711, 625, 788, 766, 764, 666, 790, 774, 724, 799, 698, 788, 648, 777, 722, 687, 762, 808, 756, 750, 749, 704, 757, 748, 789, 688, 794, 797, 722, 800, 796, 624, 704, 710, 683, 683, 780, 743, 662, 670, 701, 787, 750, 788, 750, 729, 677, 735, 704, 773, 751, 716, 804, 810, 710, 797, 696, 676, 782, 786, 651, 761, 799, 801, 750, 779, 740, 798, 770, 641, 736, 746, 716, 637, 806, 744, 653, 794, 647, 752, 733, 658, 744, 701, 694, 790, 680, 809, 715, 761, 768, 661, 799, 778, 810, 649, 765, 693, 630, 773, 738, 766, 757, 804, 731, 729, 694, 767, 728, 803, 727, 774, 720, 620, 668, 627, 650, 751, 800, 744, 733, 788, 746, 792, 745, 641, 772, 734, 732, 783, 703, 799, 782, 782, 744, 795, 776, 704, 643, 670, 765, 763, 796, 682, 698, 756, 729, 791, 690, 780, 748, 777, 797, 726, 743, 740, 732, 703, 821, 668, 724, 645, 764, 653, 767, 756, 690, 741, 703, 794, 800, 777, 804, 766, 796, 705, 804, 676, 809, 783, 763, 744, 732, 653, 764, 727, 662, 796, 766, 711, 807, 747, 700, 783, 747, 756, 790, 647, 812, 781, 784, 626, 666, 693, 801, 762, 810, 785, 759, 784, 705, 750, 716, 801, 712, 756, 765, 785, 757, 657, 794, 754, 640, 809, 750, 730, 745, 790, 793, 708, 620, 773, 797, 783, 784, 796, 754, 795, 709, 808, 788, 807, 650, 771, 701, 771, 808, 751, 770, 793, 757, 696, 779, 792, 703, 719, 701, 816, 662, 812, 685, 679, 756, 722, 757, 792, 772, 725, 758, 741, 649, 733, 741, 728, 767, 703, 722, 746, 800, 703, 625, 737, 706, 791, 779, 751, 758, 802, 713, 779, 809, 695, 731, 790, 716, 768, 745, 787, 713, 804, 717, 769, 741, 795, 800, 749, 741, 756, 709, 771, 778, 783, 698, 761, 787, 733, 804, 754, 789, 772, 763, 808, 792, 743, 704, 703, 661, 674, 806, 765, 799, 656, 778, 755, 794, 650, 773, 751, 785, 671, 649, 689, 724, 753, 791, 711, 790, 698, 819, 792, 704, 758, 754, 781, 791, 735, 812, 798, 641, 788, 727, 663, 800, 784, 806, 696, 779, 812, 713, 725, 777, 706, 781, 807, 778, 743, 729, 798, 730, 806, 713, 785, 747, 760, 776, 797, 769, 793, 747, 764, 807, 623, 645, 708, 771, 813, 712, 817, 713, 690, 771, 770, 805, 755, 787, 759, 798, 669, 796, 814, 749, 777, 758, 778, 772, 711, 806, 714, 693, 655, 691, 735, 622, 784, 802, 749, 755, 734, 699, 810, 753, 759, 719, 698, 778, 791, 772, 803, 788, 798, 689, 775, 753, 736, 695, 708, 746, 758, 738, 797, 725, 790, 750, 752, 736, 721, 683, 673, 659, 728, 790, 637, 643, 792, 722, 800, 789, 798, 737, 817, 780, 789, 759, 750, 752, 768, 776, 655, 804, 798, 800, 789, 799, 687, 782, 818, 811, 808, 720, 628, 694, 787, 759, 772, 812, 687, 791, 712, 786, 812, 775, 720, 738, 792, 722, 693, 698, 707, 750, 808, 740, 684, 735, 695, 663, 762, 751, 763, 711, 791, 643, 693, 710, 747, 799, 672, 803, 707, 720, 685, 780, 772, 759, 799, 707, 796, 781, 804, 696, 789, 712, 803, 778, 791, 749, 781, 667, 748, 671, 770, 787, 798, 814, 766, 762, 756, 801, 693, 647, 800, 782, 690, 762, 709, 690, 759, 715, 728, 666, 802, 750, 721, 806, 631, 630, 771, 770, 724, 768, 725, 811, 795, 766, 816, 752, 772, 806, 727, 620, 754, 781, 630, 653, 745, 781, 693, 734, 705, 763, 715, 757, 794, 770, 784, 755, 741, 789, 731, 744, 731, 716, 795, 691, 728, 752, 672, 755, 732, 764, 772, 773, 776, 736, 792, 813, 746, 777, 760, 792, 756, 716, 801, 778, 689, 726, 767, 756, 733, 816, 680, 798, 783, 770, 713, 777, 787, 699, 795, 815, 802, 796, 785, 653, 789, 686, 750, 722, 740, 760, 746, 663, 762, 807, 728, 726, 758, 796, 738, 773, 680, 744, 797, 708, 741, 791, 754, 730, 801, 771, 766, 641, 725, 798, 717, 787, 790, 790, 712, 663, 705, 806, 722, 774, 759, 816, 778, 809, 793, 710, 727, 749, 762, 783, 725, 760, 781, 760, 786, 642, 646, 725, 677, 738, 682, 729, 801, 770, 775, 725, 793, 787, 757, 810, 689, 706, 727, 767, 809, 653, 732, 733, 789, 764, 723, 765, 715, 805, 724, 651, 629, 686, 773, 751, 661, 718, 620, 809, 778, 726, 676, 718, 713, 785, 708, 754, 758, 784, 801, 805, 797, 755, 787, 656, 785, 719, 776, 782, 693, 803, 699, 811, 704, 757, 790, 772, 678, 684, 732, 790, 762, 705, 784, 760, 792, 699, 812, 816, 769, 775, 689, 688, 735, 789, 711, 773, 773, 737, 703, 782, 736, 760, 781, 805, 636, 745, 738, 736, 679, 677, 807, 745, 761, 674, 763, 721, 741, 754, 658, 637, 783, 672, 797, 784, 761, 647, 725, 769, 704, 731, 793, 713, 686, 719, 733, 677, 743, 801, 798, 775, 758, 797, 738, 688, 798, 794, 808, 798, 739, 773, 790, 630, 749, 750, 664, 641, 787, 733, 637, 779, 696, 746, 723, 777, 771, 688, 706, 722, 651, 701, 701, 659, 809, 793, 820, 739, 743, 743, 730, 797, 723, 787, 801, 763, 740, 657, 777, 748, 729, 750, 767, 747, 739, 795, 804, 671, 750, 754, 794, 714, 782, 783, 759, 705, 724, 718, 721, 762, 804, 778, 793, 766, 753, 713, 737, 718, 780, 802, 620, 784, 716, 779, 776, 746, 776, 782, 741, 668, 716, 624, 765, 801, 746, 778, 770, 791, 764, 656, 650, 685, 780, 702, 763, 811, 753, 797, 759, 793, 771, 792, 766, 731, 779, 799, 779, 709, 661, 757, 792, 803, 756, 746, 772, 779, 816, 813, 734, 755, 774, 746, 780, 695, 750, 793, 659, 785, 770, 703, 662, 791, 776, 793, 704, 740, 723, 718, 771, 816, 770, 807, 662, 711, 753, 728, 812, 665, 755, 798, 731, 724, 807, 728, 675, 789, 702, 770, 781, 788, 643, 785, 686, 682, 793, 767, 728, 784, 722, 812, 695, 715, 808, 804, 784, 787, 723, 740, 638, 760, 803, 658, 754, 732, 810, 785, 706, 722, 778, 713, 728, 778, 747, 815, 750, 635, 747, 740, 626, 715, 802, 809, 699, 730, 779, 720, 764, 767, 802, 801, 741, 729, 719, 750, 777, 793, 799, 728, 756, 694, 720, 692, 741, 727, 813, 743, 746, 644, 682, 658, 816, 748, 769, 754, 682, 654, 752, 638, 701, 788, 724, 793, 740, 806, 748, 775, 704, 779, 797, 768, 761, 776, 684, 674, 800, 728, 728, 812, 803, 795, 808, 769, 786, 729, 730, 750, 756, 779, 807, 713, 789, 772, 768, 804, 760, 670, 751, 728, 739, 806, 734, 787, 783, 724, 701, 638, 790, 701, 750, 746, 825, 721, 724, 716, 804, 687, 777, 707, 730, 775, 757, 722, 800, 726, 781, 711, 765, 700, 748, 746, 629, 724, 758, 727, 732, 792, 657, 751, 768, 680, 768, 813, 775, 808, 785, 792, 721, 773, 739, 786, 734, 678, 747, 633, 742, 820, 741, 805, 705, 775, 734, 761, 755, 732, 650, 743, 803, 765, 789, 780, 770, 683, 801, 638, 814, 775, 670, 733, 744, 765, 795, 764, 813, 818, 753, 738, 811, 789, 759, 640, 767, 813, 745, 787, 803, 784, 817, 756, 629, 749, 666, 725, 653, 738, 758, 714, 754, 728, 781, 802, 748, 751, 686, 788, 774, 738, 752, 798, 802, 774, 759, 751, 756, 676, 769, 751, 764, 778, 670, 794, 763, 772, 700, 720, 749, 775, 801, 806, 745, 779, 634, 738, 773, 687, 786, 726, 743, 775, 735, 685, 793, 738, 770, 790, 703, 729, 631, 656, 741, 765, 736, 817, 710, 784, 719, 696, 801, 756, 781, 781, 808, 621, 766, 715, 808, 776, 772, 742, 817, 784, 682, 710, 698, 697, 759, 635, 620, 770, 729, 700, 737, 684, 791, 788, 799, 776, 749, 777, 780, 766, 739, 736, 788, 762, 723, 720, 763, 744, 785, 706, 653, 778, 728, 699, 782, 729, 726, 769, 792, 803, 717, 726, 740, 774, 750, 703, 773, 682, 717, 693, 774, 644, 620, 692, 795, 741, 735, 809, 773, 714, 691, 798, 708, 733, 717, 670, 778, 710, 654, 689, 709, 808, 816, 725, 655, 691, 745, 809, 792, 745, 740, 759, 740, 773, 773, 685, 774, 700, 787, 790, 764, 663, 797, 717, 727, 671, 799, 796, 760, 778, 781, 669, 699, 780, 729, 777, 721, 798, 758, 801, 737, 703, 717, 729, 774, 713, 802, 806, 740, 717, 693, 668, 787, 819, 678, 728, 761, 693, 788, 814, 792, 703, 667, 742, 667, 717, 715, 682, 782, 764, 777, 681, 651, 727, 751, 754, 782, 777, 776, 809, 764, 756, 787, 764, 703, 788, 712, 680, 731, 771, 737, 757, 815, 728, 791, 770, 801, 784, 738, 761, 731, 755, 711, 713, 712, 773, 809, 788, 798, 623, 689, 770, 744, 769, 723, 744, 789, 801, 739, 812, 777, 665, 755, 702, 640, 800, 703, 766, 773, 701, 785, 786, 696, 737, 809, 742, 700, 799, 755, 787, 807, 664, 680, 737, 801, 786, 660, 791, 719, 788, 787, 811, 667, 786, 784, 770, 769, 788, 807, 782, 734, 803, 808, 809, 679, 784, 789, 678, 720, 638, 741, 737, 806, 734, 802, 786, 748, 703, 682, 711, 790, 726, 679, 682, 811, 684, 802, 793, 730, 752, 774, 720, 755, 736, 752, 808, 722, 703, 643, 698, 643, 816, 810, 793, 736, 772, 656, 800, 711, 687, 784, 787, 793, 772, 770, 639, 792, 763, 745, 770, 797, 771, 724, 723, 797, 709, 777, 762, 778, 691, 787, 728, 762, 798, 764, 749, 796, 795, 780, 712, 786, 735, 747, 802, 680, 762, 690, 753, 724, 685, 790, 775, 688, 783, 749, 794, 752, 796, 691, 818, 667, 812, 772, 729, 818, 735, 701, 668, 664, 739, 804, 682, 707, 765, 718, 738, 734, 750, 779, 761, 725, 705, 696, 716, 818, 772, 777, 776, 755, 684, 631, 791, 678, 708, 740, 695, 779, 661, 712, 717, 686, 663, 630, 633, 802, 756, 755, 696, 785, 787, 789, 794, 767, 817, 633, 816, 704, 769, 713, 769, 778, 758, 735, 760, 803, 775, 766, 797, 772, 790, 725, 808, 756, 781, 698, 757, 795, 772, 641, 738, 803, 717, 790, 791, 637, 711, 726, 799, 657, 786, 770, 625, 738, 738, 796, 814, 715, 660, 706, 788, 760, 799, 756, 799, 750, 630, 752, 796, 788, 794, 725, 764, 725, 726, 810, 779, 751, 774, 793, 801, 670, 644, 802, 801, 790, 717, 786, 726, 756, 680, 729, 703, 757, 712, 738, 781, 724, 649, 642, 759, 764, 732, 810, 626, 781, 774, 710, 691, 790, 784, 802, 633, 791, 758, 754, 718, 802, 791, 804, 788, 792, 774, 779, 634, 755, 801, 718, 792, 786, 708, 780, 686, 710, 820, 675, 715, 754, 755, 809, 770, 758, 766, 804, 811, 681, 732, 743, 808, 773, 793, 808, 690, 769, 733, 812, 771, 704, 643, 773, 784, 779, 681, 777, 786, 752, 737, 727, 722, 627, 623, 698, 727, 726, 631, 792, 628, 792, 789, 670, 750, 784, 762, 770, 761, 695, 723, 780, 779, 771, 677, 758, 757, 787, 777, 733, 626, 765, 809, 738, 750, 760, 672, 722, 713, 646, 771, 778, 755, 688, 778, 808, 735, 761, 731, 796, 777, 772, 725, 740, 752, 744, 806, 699, 787, 792, 706, 769, 795, 760, 760, 725, 766, 748, 683, 766, 786, 685, 809, 812, 771, 728, 735, 735, 769, 728, 723, 660, 807, 743, 820, 790, 643, 719, 792, 695, 806, 734, 757, 689, 785, 731, 704, 721, 716, 712, 786, 761, 637, 684, 684, 751, 780, 734, 778, 788, 792, 809, 820, 791, 692, 773, 783, 745, 760, 682, 785, 801, 727, 752, 660, 721, 712, 728, 767, 715, 623, 803, 766, 653, 689, 724, 747, 685, 798, 649, 779, 764, 782, 747, 811, 741, 756, 766, 727, 762, 686, 759, 631, 790, 779, 718, 772, 738, 753, 796, 649, 789, 786, 691, 709, 808, 759, 798, 716, 740, 803, 718, 788, 654, 737, 633, 648, 769, 784, 725, 758, 782, 809, 810, 716, 680, 791, 793, 627, 793, 766, 785, 770, 798, 763, 744, 794, 815, 792, 777, 802, 753, 730, 650, 775, 657, 736, 768, 697, 809, 740, 644, 729, 789, 688, 763, 749, 725, 710, 779, 724, 794, 766, 698, 747, 767, 686, 813, 714, 740, 768, 778, 719, null, 714, 780, 798, 774, 699, 710, 691, 659, 750, 647, 752, 796, 796, 680, 653, 769, 755, 681, 805, 681, 684, 730, 789, 786, 755, 782, 787, 787, 734, 673, 803, 762, 678, 672, 691, 736, 787, 800, 748, 657, 697, 773, 802, 759, 774, 765, 700, 754, 671, 744, 789, 760, 644, 762, 798, 763, 779, 729, 725, 719, 699, 671, 786, 763, 768, 773, 679, 784, 724, 671, 781, 787, 768, 759, 809, 795, 804, 698, 726, 775, 745, 771, 700, 735, 767, 777, 727, 737, 724, 803, 696, 686, 697, 686, 683, 708, 780, 730, 801, 756, 808, 640, 742, 768, 782, 737, 780, 723, 764, 804, 776, 800, 757, 729, 757, 723, 706, 695, 728, 735, 699, 734, 767, 720, 753, 797, 786, 752, 814, 748, 696, 736, 711, 689, 695, 778, 716, 664, 696, 699, 777, 792, 809, 796, 806, 719, 767, 675, 790, 778, 726, 728, 808, 792, 628, 795, 738, 721, 814, 770, 711, 804, 674, 757, 744, 708, 787, 688, 700, 777, 764, 801, 727, 742, 793, 797, 754, 802, 755, 688, 769, 765, 685, 792, 812, 742, 795, 775, 717, 708, 734, 709, 726, 695, 766, 767, 819, 688, 717, 742, 669, 641, 644, 687, 809, 697, 785, 792, 720, 661, 759, 731, 741, 798, 806, 778, 759, 718, 795, 809, 706, 774, 627, 771, 708, 763, 705, 765, 720, 725, 815, 809, 708, 757, 784, 712, 767, 681, 761, 754, 742, 788, 745, 721, 757, 793, 809, 776, 808, 808, 753, 753, 737, 698, 815, 693, 790, 779, 788, 744, 689, 757, 790, 778, 673, 748, 760, 759, 740, 702, 749, 707, 787, 795, 785, 755, 798, 775, 709, 811, 789, 723, 791, 787, 801, 758, 766, 767, 777, 782, 722, 725, 708, 784, 799, 749, 798, 794, 756, 799, 652, 747, 689, 782, 763, 750, 758, 715, 749, 756, 804, 791, 801, 660, 805, 800, 788, 791, 745, 784, 703, 707, 790, 780, 787, 654, 775, 802, 710, 706, 732, 794, 684, 776, 744, 703, 771, 673, 796, 693, 744, 654, 779, 670, 705, 767, 823, 787, 681, 786, 740, 740, 787, 708, 770, 792, 703, 784, 730, 792, 752, 678, 798, 788, 688, 808, 795, 724, 746, 767, 794, 739, 715, 817, 806, 811, 785, 724, 778, 780, 790, 723, 718, 628, 739, 794, 771, 804, 749, 711, 820, 797, 713, 678, 729, 823, 643, 673, 744, 793, 691, 728, 745, 700, 737, 693, 746, 808, 768, 771, 768, 785, 731, 709, 633, 786, 808, 755, 735, 820, 670, 707, 673, 786, 805, 787, 744, 797, 744, 764, 789, 782, 719, 693, 690, 791, 786, 801, 686, 798, 710, 808, 798, 777, 793, 729, 777, 695, 767, 801, 716, 730, 777, 788, 705, 797, 749, 660, 794, 786, 779, 644, 790, 671, 802, 632, 790, 688, 664, 809, 742, 778, 783, 797, 797, 654, 691, 791, 677, 658, 765, 735, 777, 791, 738, 766, 726, 731, 706, 798, 712, 806, 759, 765, 661, 766, 764, 730, 790, 803, 785, 809, 761, 691, 781, 784, 759, 666, 796, 775, 800, 630, 800, 734, 812, 707, 714, 770, 782, 737, 781, 672, 644, 688, 791, 709, 730, 667, 760, 793, 690, 758, 687, 741, 724, 813, 728, 801, 716, 657, 786, 763, 686, 772, 756, 728, 736, 658, 742, 711, 694, 738, 674, 726, 781, 791, 808, 745, 727, 704, 737, 793, 797, 676, 733, 719, 791, 784, 760, 806, 775, 778, 813, 768, 805, 734, 769, 771, 764, 742, 751, 763, 805, 759, 764, 777, 677, 726, 801, 805, 783, 754, 807, 727, 769, 775, 781, 644, 778, 726, 802, 801, 711, 652, 732, 792, 703, 796, 796, 730, 750, 714, 768, 798, 812, 760, 671, 747, 782, 671, 711, 784, 671, 700, 679, 715, 719, 746, 705, 775, 627, 692, 714, 815, 757, 672, 773, 754, 773, 800, 812, 680, 734, 799, 763, 745, 786, 715, 720, 791, 792, 688, 787, 800, 809, 809, 756, 673, 747, 757, 780, 782, 792, 760, 715, 691, 737, 743, 780, 722, 804, 776, 790, 696, 761, 646, 791, 742, 782, 729, 807, 767, 654, 773, 775, 632, 752, 760, 814, 663, 723, 799, 705, 704, 783, 716, 782, 683, 624, 754, 771, 751, 768, 689, 728, 754, 808, 747, 704, 713, 717, 681, 700, 784, 719, 793, 719, 680, 731, 728, 800, 650, 764, 774, 704, 717, 793, 740, 666, 683, 772, 718, 805, 703, 788, 796, 743, 731, 711, 766, 797, 622, 811, 620, 674, 743, 781, 678, 702, 799, 796, 814, 746, 708, 783, 696, 670, 707, 788, 738, 715, 649, 746, 720, 774, 748, 716, 769, 722, 699, 816, 691, 766, 726, 778, 757, 774, 654, 800, 710, 780, 783, 702, 633, 774, 794, 704, 684, 801, 771, 751, 657, 639, 823, 809, 794, 720, 735, 670, 731, 703, 756, 644, 718, 807, 788, 764, 786, 719, 805, 775, 787, 783, 669, 779, 791, 760, 716, 629, 797, 706, 656, 810, 788, 810, 681, 626, 731, 709, 790, 774, 661, 687, 690, 765, 786, 742, 695, 812, 796, 749, 761, 696, 683, 771, 670, 752, 816, 791, 771, 655, 790, 774, 747, 717, 776, 706, 814, 817, 783, 792, 765, 778, 784, 784, 724, 747, 793, 780, 779, 799, 778, 721, 802, 795, 731, 742, 756, 799, 792, 777, 800, 809, 749, 768, 644, 670, 647, 795, 667, 756, 800, 806, 660, 681, 725, 782, 768, 658, 759, 636, 667, 769, 790, 757, 705, 794, 740, 780, 719, 774, 763, 760, 788, 808, 703, 684, 727, 730, 661, 766, 747, 809, 801, 775, 749, 734, 801, 678, 773, 647, 622, 724, 812, 801, 696, 778, 663, 813, 683, 795, 706, 780, 708, 753, 761, 803, 768, 791, 806, 742, 797, 793, 729, 801, 757, 756, 778, 718, 633, 813, 755, 792, 746, 666, 788, 757, 735, 778, 679, 813, 727, 791, 779, 762, 796, 756, 764, 721, 737, 629, 691, 681, 685, 775, 750, 727, 723, 811, 751, 797, 802, 761, 740, 628, 758, 650, 656, 782, 768, 791, 733, 693, 750, 648, 742, 782, 726, 801, 704, 682, 666, 771, 785, 766, 773, 761, 785, 656, 791, 770, 719, 787, 724, 796, 756, 703, 706, 733, 767, 705, 728, 734, 745, 752, 658, 649, 770, 691, 791, 718, 719, 798, 723, 756, 638, 807, 793, 807, 777, 756, 715, 800, 706, 787, 785, 695, 695, 803, 743, 761, 799, 750, 799, 741, 761, 743, 753, 764, 716, 729, 704, 675, 766, 660, 722, 718, 644, 683, 733, 705, 736, 718, 717, 776, 769, 701, 721, 688, 629, 703, 631, 774, 635, 684, 775, 767, 815, 801, 779, 633, 695, 786, 729, 789, 713, 705, 756, 672, 725, 817, 721, 699, 767, 724, 799, 790, 782, 820, 801, 728, 742, 776, 681, 684, 688, 747, 656, 729, 680, 787, 775, 802, 777, 787, 625, 781, 801, 767, 726, 778, 796, 772, 740, 799, 733, 772, 713, 674, 792, 803, 640, 735, 728, 722, 717, 815, 756, 640, 816, 766, 817, 641, 783, 716, 711, 688, 704, 809, 757, 629, 776, 808, 642, 809, 708, 750, 743, 769, 767, 796, 721, 634, 808, 791, 726, 692, 799, 765, 755, 639, 740, 634, 753, 790, 648, 753, 779, 682, 703, 693, 710, 797, 808, 738, 683, 802, 755, 746, 811, 802, 718, 733, 620, 800, 812, 789, 793, 764, 670, 743, 735, 760, 744, 737, 819, 681, 700, 782, 790, 801, 781, 740, 787, 797, 737, 777, 742, 742, 742, 749, 713, 687, 680, 704, 819, 797, 771, 720, 639, 621, 689, 793, 657, 798, 794, 754, 767, 797, 810, 770, 816, 705, 801, 815, 742, 801, 803, 756, 696, 623, 632, 803, 661, 793, 786, 745, 717, 693, 783, 800, 777, 752, 640, 812, 801, 696, 766, 713, 789, 790, 709, 713, 779, 783, 761, 649, 775, 786, 728, 797, 794, 754, 705, 738, 748, 756, 753, 779, 753, 692, 643, 811, 685, 782, 784, 691, 706, 780, 696, 709, 767, 714, 734, 721, 800, 782, 732, 715, 647, 695, 668, 767, 769, 815, 707, 785, 768, 808, 752, 767, 808, 786, 758, 770, 776, 750, 808, 770, 813, 697, 777, 737, 670, 814, 781, 790, 781, 789, 790, 775, 797, 624, 709, 762, 739, 797, 753, 732, 756, 813, 646, 781, 745, 802, 653, 788, 812, 711, 788, 812, 805, 809, 627, 728, 770, 812, 798, 787, 801, 663, 750, 774, 790, 801, 670, 655, 798, 754, 710, 761, 806, 769, 784, 765, 771, 811, 691, 751, 764, 722, 735, 769, 770, 759, 775, 702, 780, 734, 644, 782, 719, 781, 714, 781, 773, 681, 747, 792, null, 743, 780, 672, 707, 666, 693, 757, 762, 728, 690, 718, 788, 778, 743, 791, 629, 781, 797, 795, 722, 820, 679, 779, 782, 692, 624, 766, 673, 660, 727, 736, 676, 815, 790, 677, 700, 665, 801, 770, 670, 793, 770, 730, 690, 724, 808, 816, 793, 803, 804, 769, 794, 798, 711, 760, 690, 779, 711, 682, 748, 754, 745, 746, 810, 790, 809, 675, 684, 743, 761, 772, 739, 728, 643, 728, 765, 697, 750, 718, 798, 786, 807, 714, 759, 808, 706, 823, 766, 692, 769, 675, 711, 766, 796, 725, 754, 742, 727, 730, 794, 753, 737, 656, 799, 770, 748, 800, 801, 758, 794, 816, 736, 808, 787, 733, 779, 766, 806, 770, 735, 750, 762, 716, 797, 727, 721, 799, 759, 707, 669, 773, 684, 725, 698, 780, 694, 785, 775, 639, 701, 790, 793, 639, 764, 786, 742, 741, 786, 802, 760, 763, 797, 726, 747, 767, null, 690, 721, 728, 755, 792, 711, 723, 794, 749, 750, 781, 750, 794, 624, 718, 692, 793, 746, 709, 720, 764, 788, 737, 788, 778, 745, 797, 796, 792, 740, 791, 761, 776, 789, 725, 772, 807, 694, 689, 751, 757, 683, 641, 809, 788, 760, 802, 674, 746, 684, 783, 775, 783, 765, 812, 721, 776, 720, 813, 747, 760, 734, 778, 799, 792, 758, 774, 639, 756, 778, 808, 750, 637, 769, 784, 793, 816, 800, 754, 757, 760, 681, 747, 725, 776, 800, 757, 753, 734, 715, 794, 776, 715, 766, 732, 794, 747, 663, 788, 768, 731, 712, 757, 764, 713, 778, 722, 806, 738, 764, 777, 769, 726, 712, 679, 750, 713, 662, 733, 809, 689, 693, 805, 782, 687, 767, 792, 770, 728, 749, 798, 689, 785, 798, 780, 637, 814, 707, 682, 800, 716, 657, 757, 798, 668, 757, 747, 723, 770, 786, 781, 757, 693, 797, 739, 742, 795, 787, 725, 714, 767, 802, 785, 791, 710, 633, 785, 637, 664, 773, 772, 800, 718, 716, 703, 671, 726, 784, 699, 672, 760, 681, 702, 730, 712, 782, 798, 734, 747, 745, 713, 662, 778, 623, 783, 626, 740, 770, 785, 767, 659, 786, 740, 706, 681, 688, 710, 772, 671, 799, 703, 768, 789, 780, 752, 624, 817, 739, 728, 721, 741, 778, 813, 706, 758, 696, 741, 756, 777, 681, 800, 758, 788, 800, 726, 799, 777, 762, 687, 777, 788, 778, 642, 774, 723, 776, 812, 774, 804, 670, 769, 663, 766, 804, 688, 703, 797, 691, 660, 746, 775, 728, 758, 784, 765, 751, 778, 762, 792, 758, 749, 788, 741, 772, 639, 790, 713, 766, 817, 663, 638, 708, 732, 817, 757, 788, 718, 672, 748, 782, 727, 732, 740, 795, 773, 795, 797, 672, 702, 681, 714, 785, 664, 801, 769, 759, 802, 787, 755, 648, 728, 752, 740, 720, 786, 803, 644, 769, 802, 756, 795, 721, 733, 808, 700, 721, 688, 778, 800, 797, 747, 750, 645, 681, 802, 808, 759, 696, 652, 716, 741, 754, 747, 720, 688, 776, 788, 794, 655, 802, 799, 684, 733, 733, 771, 785, 711, 793, 701, 726, 739, 794, 802, 800, 804, 732, 786, 814, 795, 787, 815, 750, 735, 749, 793, 679, 747, 752, 818, 747, 708, 705, 705, 816, 691, 783, 792, 620, 794, 807, 715, 804, 796, 731, 808, 713, 757, 779, 681, 804, 786, 770, 694, 777, 804, 786, 640, 766, 788, 801, 770, 799, 689, 752, 784, 723, 703, 669, 680, 748, 773, 800, 752, 740, 772, 770, 797, 677, 718, 759, 713, 777, 803, 695, 753, 781, 665, 773, 779, 745, 746, 739, 780, 775, 800, 716, 808, 762, 704, 757, 775, 689, 696, 718, 727, 806, 756, 781, 784, 806, 796, 751, 779, 748, 802, 799, 786, 681, 647, 714, 732, 720, 775, 667, 685, 654, 774, 663, 784, 740, 762, 778, 719, 747, 728, 791, 755, 809, 779, 793, 695, 743, 708, 728, 742, 708, 692, 777, 685, 769, 674, 682, 702, 777, 763, 775, 801, 706, 793, 726, 768, 792, 679, 758, 802, 751, 715, 797, 716, 742, 788, 755, 647, 799, 747, 701, 788, 740, 765, 662, 657, 739, 758, 813, 747, 780, 781, 804, 719, 747, 732, 791, 693, 653, 725, 815, 699, 792, 771, 752, 712, 795, 726, 779, 733, 784, 792, 793, 709, 630, 671, 726, 740, 737, 745, 627, 801, 748, 792, 714, 726, 722, 684, 734, 797, 675, 756, 780, 804, 812, 772, 705, 766, 769, 749, 751, 731, 763, 684, 774, 789, 728, 792, 667, 724, 749, 787, 773, 633, 754, 686, 707, 784, 811, 788, 796, 774, 705, 803, 768, 772, 804, 768, 816, 796, 781, 650, 685, 735, 716, 773, 777, 812, 693, 733, 730, 745, 683, 746, 772, 722, 696, 695, 741, 694, 774, 807, 813, 767, 727, 784, 698, 792, 673, 809, 704, 768, 745, 706, 780, 781, 693, 694, 783, 799, 770, 796, 673, 766, 737, 702, 750, 782, 753, 737, 739, 803, 772, 786, 787, 781, 704, 782, 700, 715, 739, 690, 772, 772, 693, 792, 716, 709, 715, 760, 734, 773, 788, 651, 680, 713, 790, 678, 758, 634, 674, 778, 772, 813, 719, 691, 702, 769, 763, 775, 752, 720, 777, 748, 669, 800, 786, 717, 801, 797, 721, 639, 750, 722, 794, 785, 768, 794, 750, 729, 718, 744, 801, 642, 796, 797, 705, 761, 700, 797, 800, 722, 742, 815, 772, 719, 707, 684, 735, 672, 793, 782, 816, 800, 761, 660, 746, 735, 715, 815, 794, 763, 780, 750, 783, 713, 763, 776, 704, 644, 723, 768, 762, 805, 738, 791, 673, 724, 659, 782, 717, 784, 707, 702, 707, 672, 711, 709, 686, 786, 705, 767, 709, 649, 688, 661, 793, 766, 776, 766, 761, 693, 737, 688, 774, 722, 762, 768, 718, 740, 779, 746, 784, 656, 717, 763, 786, 783, 751, 658, 644, 781, 811, 776, 677, 786, 682, 801, 708, 750, 794, 774, 781, 698, 742, 804, 777, 628, 633, 732, 767, 776, 687, 656, 752, 729, 665, 712, 703, 737, 779, 704, 810, 795, 789, 707, 811, 808, 689, 809, 785, 754, 731, 751, 772, 808, 727, 745, 635, 641, 779, 738, 781, 777, 799, 800, 756, 746, 789, 643, 781, 653, 721, 667, 789, 721, 812, 767, 773, 719, 765, 820, 652, 794, 817, 688, 735, 699, 635, 802, 777, 805, 784, 642, 676, 767, 788, 688, 694, 791, 807, 752, 806, 674, 779, 687, 744, 761, 747, 766, 779, 801, 712, 731, 762, 769, 715, 807, 751, 724, 806, 773, 665, 727, 772, 794, 751, 783, 770, 751, 700, 747, 813, 683, 702, 692, 805, 713, 793, 790, 668, 699, 776, 801, 788, 740, 707, 716, 622, 809, 750, 736, 768, 778, 700, 661, 788, 676, 739, 632, 739, 773, 767, 753, 743, 706, 778, 802, 780, 787, 704, 813, 812, 762, 755, 811, 703, 739, 789, 686, 768, 802, 653, 669, 663, 730, 768, 768, 783, 748, 694, 800, 791, 704, 785, 811, 788, 784, 690, 718, 781, 780, 792, 653, 801, 717, 742, 688, 769, 811, 755, 790, 811, 764, 715, 747, 713, 756, 692, 750, 649, 805, 735, 655, 815, 798, 774, 793, 786, 670, 762, 701, 635, 820, 764, 697, 747, 717, 801, 783, 760, 782, 746, 693, 645, 806, 695, 651, 670, 681, 702, 778, 758, 794, 757, 766, 665, 689, 805, 718, 686, 698, 670, 671, 681, 740, 759, 808, 786, 766, 757, 698, 729, 790, 753, 766, 681, 638, 727, 721, 740, 734, 755, 761, 678, 801, 766, 778, 810, 693, 816, 664, 757, 799, 721, 767, 640, 756, 786, null, 730, 707, 643, 773, 675, 730, 654, 767, 762, 715, 717, 772, 799, 791, 776, 790, 731, 713, 704, 662, 751, 778, 620, 789, 709, 800, 658, 816, 816, 775, 716, 693, 803, 793, 684, 749, 767, 804, 815, 784, 689, 784, 769, 760, 719, 784, 728, 742, 678, 788, 812, 716, 806, 780, 727, 789, 665, 790, 640, 673, 697, 720, 771, 755, 721, 816, 793, 760, 780, 787, 669, 740, 790, 709, 808, 739, 788, 752, 749, 743, 731, 646, 734, 749, 735, 751, 651, 788, 804, 719, 814, 662, 729, 715, 804, 779, 770, 775, 742, 670, 775, 773, 763, 741, 793, 813, 787, 682, 787, 656, 795, 664, 798, 799, 752, 736, 765, 682, 791, 746, 702, 685, 788, 790, 736, 714, 726, 769, 798, 744, 723, 810, 695, 710, 772, 805, 757, 804, 675, 774, 790, 632, 671, 800, 729, 790, 692, 761, 753, 815, 732, 714, 819, 785, 709, 783, 759, 639, 799, 745, 782, 819, 711, 662, 774, 783, 743, 725, 775, 790, 787, 804, 700, 793, 701, 808, 676, 722, 775, 712, 736, 773, 708, 727, 796, 726, 762, 772, 765, 793, 808, 758, 748, 728, 725, 801, 703, 707, 702, 666, 736, 705, 729, 783, 658, 793, 756, 715, 772, 782, 676, 711, 761, 702, 731, 769, 731, 768, 808, 772, 785, 719, 665, 738, 724, 765, 774, 751, 771, 709, 813, 796, 698, 768, 796, 750, 723, 699, 732, 689, 747, 626, 690, 718, 795, 683, 804, 715, 753, 703, 674, 686, 726, 688, 695, 646, 792, 655, 712, 716, 677, 703, 737, 807, 765, 624, 690, 650, 809, 775, 746, 705, 794, 802, 767, 664, 710, 748, 668, 692, 743, 734, 716, 728, 642, 719, 777, 803, 798, 700, 742, 643, 776, 812, 766, 774, 806, 794, 760, 799, 790, 631, 739, 681, 725, 745, 735, 810, 686, 694, 726, 775, 659, 790, 760, 718, 673, 784, 705, 797, 697, 744, 798, 701, 622, 807, 775, 750, 800, 723, 790, 756, 788, 808, 791, 808, 800, 790, 772, 787, 802, 705, 689, 796, 656, 726, 727, 748, 813, 799, 667, 771, 681, 774, 794, 804, 697, 687, 779, 791, 802, 720, 736, 772, 761, 705, 737, 801, 734, 650, 760, 795, 724, 772, 775, 763, 782, 712, 790, 744, 737, 716, 708, 772, 763, 732, 787, 724, 784, 793, 704, 817, 726, 716, 738, 753, 813, 771, 812, 791, 787, 803, 682, 691, 774, 795, 762, 725, 727, 778, 754, 708, 787, 707, 801, 779, 740, 796, 735, 734, 723, 741, 706, 806, 739, 677, 771, 800, 762, 675, 797, 799, 753, 796, 731, 728, 729, 744, 769, 770, 777, 717, 703, 770, 620, 709, 806, 755, 799, 807, 735, 806, 669, 736, 707, 784, 693, 774, 790, 708, 801, 752, 682, 637, 781, 732, 764, 749, 715, 653, 723, 794, 776, 654, 816, 650, 761, 773, 763, 676, 757, 802, 760, 776, 704, 648, 705, 753, 730, 695, 699, 757, 781, 776, 783, 732, 719, 663, 721, 720, 773, 723, 795, 713, 761, 681, 762, 808, 746, 772, 820, 695, 751, 723, 802, 726, 691, 743, 800, 742, 816, 724, 766, 727, 705, 726, 749, 735, 686, 784, 780, 781, 756, 726, 806, 732, 724, 788, 745, 795, 748, 791, 765, 705, 766, 702, 705, 805, 746, 664, 777, 674, 628, 653, 641, 684, 754, 758, 793, 797, 704, 766, 625, 805, 644, 751, 716, 641, 806, 704, 797, 719, 803, 807, 783, 807, 772, 767, 793, 751, 775, 713, 676, 809, 786, 805, 744, 790, 703, 767, 777, 679, 749, 747, 625, 701, 722, 814, 742, 741, 698, 786, 727, 631, 795, 718, 785, 789, 737, 670, 733, 723, 777, 781, 702, 798, 771, 752, 777, 735, 796, 777, 729, 721, 775, 792, 810, 733, 686, 807, 786, 734, 757, 738, 793, 711, 675, 721, 716, 781, 759, 814, 690, 721, 787, 657, 716, 726, 797, 800, 751, 703, 803, 711, 789, 796, 792, 743, 666, 758, 754, 763, 626, 773, 723, 749, 714, 749, 724, 701, 715, 784, 762, 720, 689, 721, 756, 720, 735, 793, 720, 807, 741, 731, 721, 630, 806, 777, 760, 734, 784, 715, 780, 700, 810, 631, 702, 787, 713, 692, 628, 756, 742, 792, 654, 756, 728, 688, 717, 791, 729, 791, 777, 747, 748, 707, 704, 759, 709, 739, 728, 723, 706, 660, 661, 713, 789, 783, 819, 730, 721, 743, 727, 791, 807, 748, 725, 731, 788, 740, 734, 762, 742, 667, 716, 758, 814, 787, 752, 783, 630, 746, 632, 717, 709, 694, 752, 785, 771, 774, 804, 731, 724, 789, 780, 659, 715, 771, 709, 799, 729, 709, 634, 778, 814, 723, 652, 703, 763, 750, 783, 737, 786, 766, 719, 697, 713, 741, 774, 739, 681, 715, 661, 639, 799, 765, 734, 753, 791, 732, 711, 807, 672, 713, 756, 656, 720, 721, 767, 677, 724, 719, 738, 764, 737, 785, 782, 816, 738, 709, 731, 726, 746, 745, 763, 717, 775, 747, 763, 725, 721, 793, 737, 734, 698, 733, 737, 806, 711, 745, 715, 707, 639, 802, 669, 780, 810, 796, 640, 800, 665, 763, 733, 760, 757, 734, 661, 739, 811, 724, 732, 752, 739, 736, 650, 749, 785, 805, 723, 717, 731, 754, 819, 758, 710, 802, 804, 780, 744, 725, 691, 816, 807, 709, 708, 653, 798, 622, 675, 773, 697, 784, 671, 725, 770, 685, 813, 735, 644, 672, 786, 698, 784, 733, 769, 805, 756, 654, 705, 773, 719, 793, 776, 715, 775, 806, 697, 740, 755, 783, 790, 813, 797, 656, 782, 715, 714, 765, 691, 697, 819, 626, 717, 813, 753, 801, 720, 721, 781, 808, 804, 796, 763, 809, 814, 706, 796, 698, 771, 801, 791, 763, 682, 794, 811, 794, 754, 799, 790, 803, 788, 721, 717, 776, 725, 810, 763, 762, 784, 782, 790, 732, 749, 736, 787, 714, 745, 703, 752, 804, 703, 744, 711, 708, 703, 745, 807, 769, 743, 756, 703, 698, 799, 667, 718, 792, 662, 647, 746, 812, 795, 681, 766, 669, 694, 788, 697, 743, 708, 722, 717, 784, 782, 738, 742, 726, 800, 743, 751, 802, 656, 783, 701, 777, 802, 745, 805, 784, 775, 755, 722, 683, 781, 792, 783, 712, 812, 802, 769, 796, 817, 795, 774, 725, 655, 658, 780, 734, 689, 787, 628, 780, 768, 702, 683, 795, 772, 748, 820, 720, 638, 796, 726, 753, 819, 740, 669, 767, 647, 739, 751, 714, 680, 640, 794, 796, 807, 716, 790, 701, 752, 736, 795, 795, 739, 766, 797, 711, 639, 757, 714, 722, 778, 774, 728, 720, 747, 768, 765, 670, 703, 743, 710, 771, 715, 796, 808, 755, 777, 662, 790, 795, 712, 723, 741, 703, 741, 796, 802, 689, 790, 754, 695, 679, 787, 702, 681, 700, 795, 764, 708, 741, 732, 786, 780, 776, 772, 801, 738, 793, 738, 749, 813, 771, 742, 696, 713, 778, 638, 792, 707, 666, 777, 739, 701, 712, 622, 757, 690, 674, 785, 721, 790, 726, 816, 823, 769, 791, 707, 672, 772, null, 698, 649, 769, 737, 714, 770, 767, 677, 762, 678, 704, 770, 803, 759, 807, 798, 706, 771, 802, 724, 664, 780, 755, 744, 785, 642, 667, 787, 787, 786, 774, 727, 726, 696, 681, 814, 774, 815, 809, 744, 809, 820, 739, 690, 791, 768, 774, 789, 711, 708, 812, 791, 816, 789, 656, 710, 749, 810, 789, 700, 708, 789, 746, 736, 695, 764, 680, 755, 786, 737, 707, 747, 672, 675, 664, 719, 662, 745, 799, 776, 673, 757, 759, 736, 695, 799, 751, 824, 647, 786, 759, 698, 684, 772, 793, 751, 634, 721, 795, 718, 784, 782, 708, 780, 681, 645, 790, 656, 778, 769, 730, 767, 666, 784, 710, 680, 802, 740, 738, 773, 804, 699, 634, 682, 772, 791, 722, 687, 813, 802, 797, 698, 785, 779, 789, 662, 721, 820, 793, 743, 723, 757, 674, 760, 743, 722, 785, 779, 796, 764, 728, 740, 676, 785, 677, 777, 712, 809, 647, 698, 776, 797, 796, 728, 770, 778, 762, 641, 700, 722, 712, 736, 807, 726, 677, 804, 708, 788, 747, 740, 751, 730, 689, 665, 744, 621, 808, 664, 715, 800, 689, 718, 779, 732, 657, 740, 726, 735, 740, 750, 664, 816, 791, 791, 788, 693, 779, 738, 704, 728, 799, 659, 721, 798, 709, 734, 777, 801, 779, 621, 739, 733, 693, 683, 816, 718, 732, 685, 636, 728, 803, 717, 783, 727, 769, 705, 804, 790, 782, 789, 780, 722, 714, 688, 729, 782, 773, 758, 798, 785, 758, 814, 817, 655, 778, 697, 798, 762, 668, 674, 802, 710, 798, 746, 683, 699, 774, 779, 768, 796, 692, 796, 729, 771, 664, 783, 778, 722, 688, 634, 724, 770, 805, 701, 799, 716, 782, 755, 714, 791, 756, 692, 711, 709, 769, 724, 715, 805, 660, 790, 750, 716, 764, 799, 749, 782, 650, 748, 739, 764, 756, 800, 764, 793, 631, 725, 756, 701, 665, 761, 816, 809, 785, 803, 774, 701, 763, 809, 741, 805, 683, 799, 788, 802, 804, 769, 811, 655, 798, 769, 704, 802, 774, 714, 773, 793, 755, 791, 736, 730, 786, 745, 766, 636, 749, 793, 702, 806, 637, 683, 791, 772, 675, 755, 747, 803, 694, 792, 658, 756, 801, 767, 652, 796, 793, 778, 648, 791, 796, 620, 684, 808, 720, 807, 792, 786, 787, 780, 743, 712, 757, 762, 718, 797, 777, 803, 782, 808, 681, 740, 666, 712, 779, 737, 660, 759, 791, 717, 655, 750, 773, 810, 802, 694, 776, 784, 749, 784, 679, 723, 742, 742, 701, 799, 693, 743, 708, 763, 789, 755, 707, 697, 717, 804, 686, 629, 758, 763, 774, 766, 807, 661, 755, 680, 801, 706, 785, 759, 795, 737, 678, 809, 680, 755, 651, 777, 712, 776, 767, 729, 795, 769, 738, 753, 679, 800, 767, 797, 797, 765, 767, 798, 661, 793, 697, 736, 665, 738, 678, 756, 717, 680, 699, 738, 774, 639, 725, 792, 771, 728, 660, 692, 675, 763, 756, 707, 741, 779, 762, 773, 817, 788, 791, 740, 681, 795, 683, 683, 783, 792, 766, 738, 803, 758, 790, 760, 801, 742, 685, 697, 685, 753, 803, 816, 757, 709, 635, 695, 797, 771, 734, 771, 784, 772, 756, 763, 702, 643, 651, 655, 784, 699, 708, 791, 751, 796, 812, 817, 718, 719, 756, 721, 779, 700, 719, 792, 799, 773, 731, 660, 790, 685, 797, 732, 727, 707, 695, 720, 778, 801, 777, 741, 807, 704, 765, 725, 676, 780, 718, 666, 768, 694, 772, 756, 785, 728, 726, 661, 661, 652, 787, 645, 786, 703, 797, 757, 754, 674, 796, 690, 816, 797, 712, 744, 803, 812, 770, 685, 677, 808, 810, 670, 803, 638, 665, 649, 759, 781, 785, 715, 718, 695, 794, 753, 812, 806, 766, 781, 764, 720, 676, 781, 671, 751, 791, 791, 728, 791, 685, 749, 688, 665, 804, 727, 735, 714, 694, 804, 761, 728, 732, 778, 710, 648, 747, 662, 730, 770, 769, 742, 790, 658, 800, 671, 723, 785, 756, 801, 678, 755, 741, 646, 733, 723, 770, 737, 806, 748, 774, 700, 783, 636, 789, 755, 795, 632, 725, 762, 720, 660, 659, 765, 682, 792, 775, 749, 722, 801, 754, 783, 782, 729, 800, 770, 697, 726, 763, 719, 735, 690, 716, 724, 758, 715, 770, 797, 687, 678, 754, 620, 720, 691, 786, 794, 682, 727, 753, 803, 786, 715, 622, 659, 724, 772, 816, 696, 803, 773, 798, 744, 763, 773, 699, 767, 730, 739, 668, 765, 778, 739, 725, 777, 781, 793, 785, 791, 770, 792, 699, 686, 728, 808, 798, 694, 763, 714, 721, 757, 776, 765, 673, 787, 719, 741, 717, 799, 792, 772, 623, 770, 688, 620, 746, 751, 699, 710, 731, 769, 679, 745, 790, 797, 775, 801, 810, 793, 734, 748, 627, 803, 769, 753, 706, 798, 678, 689, 719, 623, 638, 777, 682, 785, 686, 804, 774, 809, 801, 820, 727, 799, 736, 727, 743, 795, 756, 789, 804, 773, 716, 671, 712, 694, 778, 698, 718, 774, 796, 781, 765, 768, 770, 646, 745, 783, 746, 816, 626, 625, 664, 710, 743, 765, 719, 802, 779, 777, 796, 795, 797, 759, 729, 716, 699, 808, 758, 802, 707, 751, 785, 786, 793, 795, 708, 705, 692, 700, 713, 730, 799, 808, 803, 671, 790, 745, 786, 665, 809, 702, 765, 815, 701, 735, 696, 779, 658, 640, 708, 744, 824, 756, 716, 777, 783, 700, 729, 761, 698, 785, 717, 798, 682, 779, 797, 796, 775, 630, 786, 774, 800, 679, 774, 792, 740, 763, 725, 767, 809, 809, 731, 662, 794, 713, 708, 734, 718, 702, 710, 784, 732, 742, 793, 764, 633, 735, 782, 697, 720, 803, 699, 793, 734, 781, 819, 681, 804, 814, 779, 808, 625, 803, 755, 728, 725, 752, 768, 686, 635, 722, 727, 667, 753, 784, 796, 773, 760, 781, 787, 788, 748, 804, 788, 743, 725, 631, 670, 801, 804, 709, 747, 813, 761, 815, 817, 797, 799, 689, 744, 780, 652, 738, 761, 699, 816, 779, 700, 776, 808, 681, 694, 791, 780, 823, 761, 799, 773, 713, 702, 714, 700, 792, 744, 676, 775, 701, 807, 727, 732, 783, 788, 721, 777, 815, 745, 791, 673, 767, 785, 790, 674, 704, 787, 735, 761, 713, 787, 791, 709, 633, 778, 709, 728, 790, 707, 781, 761, 761, 765, 796, 769, 718, 799, 742, 715, 776, 708, 738, 758, 741, 766, 739, 689, 733, 750, 718, 766, 740, 756, 726, 753, 712, 758, 798, 785, 798, 721, 760, 665, 781, 760, 790, 794, 733, 801, 737, 668, 806, 689, 719, 686, 714, 738, 694, 775, 812, 798, 684, 774, 705, 800, 749, 807, 776, 705, 766, 657, 719, 803, 745, 775, 780, 717, 771, 702, 782, 767, 772, 728, 783, 791, 692, 708, 666, 678, 791, 755, 754, 783, 776, 818, 806, 739, 746, 792, 684, 787, 796, 790, 675, 810, 781, 759, 807, 789, 761, 686, 782, 798, 801, 806, 794, 689, 746, 782, 787, 730, 765, 778, 759, 763, 662, 753, 808, 764, 779, 721, 692, 755, 816, 703, 808, 752, 730, 817, 730, 731, 717, 762, 782, 758, 789, 791, 720, 773, 791, 768, 802, 812, 791, 785, 719, 740, 660, 775, 663, 720, 696, 777, 727, 817, 773, 733, 714, 757, 801, 796, 775, 723, 811, 788, 744, 746, 755, 728, 786, 675, 740, 760, 682, 739, 790, 789, 707, 809, 734, 785, 772, 731, 691, 777, 774, 734, 774, 637, 750, 785, 773, 768, 766, 810, 692, 755, 660, 788, 749, 771, 729, 718, 696, 759, 787, 657, 748, 774, 751, 794, 652, 767, 684, 790, 738, 752, 704, 770, 780, 710, 788, 790, 721, 708, 813, 712, 798, 680, 746, 788, 789, 774, 797, 714, 727, 691, 728, 754, 746, 789, 644, 769, 712, 748, 778, 628, 755, 670, 759, 709, 632, 757, 653, 804, 798, 727, 721, 814, 773, 733, 664, 663, 773, 725, 741, 786, 652, 632, 802, 713, 681, 751, 683, 651, 749, 647, 702, 812, 808, 770, 673, 712, 711, 705, 792, 698, 813, 802, 757, 805, 730, 804, 741, 757, 624, 813, 735, 679, 810, 739, 650, 763, 815, 796, 771, 771, 746, 787, 749, 785, 797, 778, 736, 702, 667, 733, 782, 714, 622, 806, 747, 787, 625, 688, 708, 779, 754, 783, 762, 751, 797, 796, 742, 787, 734, 786, 685, 687, 800, 726, 720, 797, 714, 713, 746, 654, 722, 800, 790, 759, 723, 777, 768, 720, 765, 779, 797, 794, 777, 809, 779, 750, 709, 737, 629, 754, 747, 790, 796, 780, 673, 793, 799, 785, 666, 787, 722, 726, 786, 802, 804, 800, 756, 809, 721, 725, 724, 816, 792, 822, 800, 789, 712, 717, 765, 800, 801, 718, 681, 780, 792, 759, 784, 741, 751, 632, 786, 753, 743, 761, 763, 731, 742, 777, 766, 646, 787, 741, 742, 689, 651, 743, 809, 783, 790, 733, 689, 655, 812, 800, 770, 661, 674, 765, 806, 782, 773, 787, 733, 774, 688, 791, 671, 787, 801, 802, 793, 715, 773, 643, 764, 794, 681, 705, 749, 789, 724, 763, 774, 763, 810, 766, 648, 809, 798, 802, 764, 754, 713, 762, 760, 782, 732, 685, 773, 727, 678, 717, 714, 763, 742, 729, 798, 754, 790, 727, 731, 763, 785, 764, 777, 803, 690, 729, 679, 677, 815, 781, 766, 790, 783, 737, 701, 773, 728, 709, 709, 699, 748, 790, 635, 786, 792, 796, 786, 762, 722, 723, 672, 783, 780, 790, 796, 676, 691, 684, 703, 727, 755, 737, 789, 801, 649, 765, 656, 808, 781, 753, 796, 767, 777, 729, 727, 770, 654, 721, 809, 718, 784, 781, 777, 754, 680, 699, 708, 751, 765, 684, 722, 774, 808, 719, 773, 703, 752, 704, 809, 649, 803, 782, 713, 753, 717, 803, 785, 752, 688, 695, 809, 790, 806, 692, 688, 688, 712, 810, 751, 732, 698, 757, 704, 642, 713, 717, 797, 751, 770, 778, 793, 790, 797, 727, 776, 687, 802, 728, 755, 680, 792, 754, 741, 691, 810, 774, 791, 701, 788, 766, 790, 737, 793, 696, 781, 761, 691, 732, 799, 757, 725, 822, 771, 782, 776, 788, 795, 762, 692, 810, 765, 707, 726, 761, 795, 723, 737, 765, 784, 678, 652, 739, 666, 743, 787, 732, 780, 662, 798, 798, 721, 680, 759, 633, 682, 768, 803, 780, 731, 798, 702, 690, 801, 771, 753, 738, 643, 806, 802, 796, 804, 759, 654, 703, 665, 743, 792, 773, 778, 687, 801, 763, 670, 783, 714, 735, 701, 792, 762, 786, 813, 789, 651, 790, 730, 792, 711, 787, 651, 653, 790, 716, 760, 776, 746, 811, 800, 793, 756, 746, 768, 659, 760, 699, 770, 774, 679, 804, 633, 777, 773, 706, 768, 772, 742, 781, 765, 694, 770, 823, 674, 766, 745, 783, 693, 661, 776, 759, 708, 791, 783, 799, 680, 780, 759, 811, 813, 778, 770, 772, 722, 695, 770, 721, 740, 735, 810, 814, 760, 714, 677, 699, 723, 761, 788, 706, 771, 759, 688, 705, 809, 712, 806, 807, 782, 702, 740, 813, 760, 816, 626, 705, 799, 650, 685, 819, 744, 802, 789, 788, 770, 764, 768, 773, 770, 716, 762, 780, 820, 766, 657, 682, 739, 691, 679, 793, 778, 798, 793, 750, 737, 744, 692, 704, 801, 674, 693, 733, 760, 787, 793, 802, 739, 703, 704, 763, 689, 762, 726, 737, 714, 776, 737, 776, 723, 709, 691, 726, 783, 767, 818, 690, 779, 757, 730, 654, 736, 819, 699, 798, 771, 749, 768, 663, 787, 778, 727, 722, 651, 771, 800, 770, 767, 694, 789, 620, 767, 805, 719, 791, 662, 672, 757, 809, 709, 669, 644, 777, 793, 797, 731, 794, 743, 751, 758, 773, 786, 715, 705, 790, 805, 725, 785, 731, 729, 661, 709, 804, 678, 767, 721, 730, 803, 651, 783, 705, 810, 703, 697, 811, 765, 693, 779, 758, 796, 769, 697, 784, 669, 760, 721, 751, 791, 620, 790, 763, 811, 766, 757, 770, 705, 762, 804, 806, 710, 722, 783, 779, 807, 797, 757, 762, 789, 720, 670, 785, 759, 796, 756, 727, 815, 749, 700, 739, 797, 758, 800, 776, 681, 772, 653, 760, 687, 794, 802, 696, 741, 718, 716, 721, 764, 755, 647, 787, 663, 708, 760, 738, 751, 750, 651, 682, 780, 755, 790, 727, 814, 799, 787, 738, 790, 661, 746, 643, 707, 767, 728, 796, 798, 655, 687, 718, 800, 690, 778, 739, 739, 765, 730, 764, 747, 728, 807, 702, 729, 754, 793, 745, 778, 752, 728, 805, 805, 772, 745, 661, 723, 703, 664, 707, 699, 719, 743, 659, 792, 758, 779, 668, 797, 804, 699, 725, 789, 691, 761, 756, 785, 790, 787, 694, 693, 703, 751, 731, 747, 661, 741, 697, 790, 775, 724, 749, 634, 661, 762, 739, 777, 772, 755, 780, 682, 719, 734, 743, 804, 774, 775, 819, 678, 782, 789, 799, 733, 752, 786, 744, 800, 731, 793, 650, 743, 675, 725, 749, 800, 685, 764, 700, 792, 676, 786, 814, 681, 800, 773, 695, 713, 801, 799, 758, 699, 681, 753, 781, 755, 633, 701, 734, 783, 687, 801, 723, 710, 700, 804, 742, 657, 741, 777, 812, 651, 733, 723, 719, 676, 762, 788, 674, 796, 683, 715, 781, 688, 767, 802, 795, 799, 812, 788, 801, 787, 785, 764, 728, 665, 769, 806, 744, 813, 681, 768, 797, 777, 801, 622, 776, 703, 690, 768, 721, 798, 655, 792, 774, 791, 747, 707, 792, 703, 793, 772, 792, 769, 687, 736, 779, 794, 774, 716, 751, 745, 689, 714, 795, 755, 740, 790, 751, 687, 737, 808, 796, 705, 781, 777, 789, 735, 798, 712, 668, 805, 801, 624, 746, 814, 773, 656, 722, 746, 707, 794, 772, 755, 716, 788, 747, 756, 788, 794, 653, 746, 732, 734, 800, 797, 770, 750, 754, 753, 683, 628, 734, 801, 733, 702, 788, 731, 731, 822, 697, 803, 781, 690, 718, 753, 756, 755, 796, 730, 723, 763, 778, 710, 770, 725, 650, 712, 773, 787, 692, 792, 792, 783, 749, 784, 673, 768, 748, 689, 780, 789, 797, 694, 700, 730, 742, 725, 703, 671, 768, 739, 760, 740, 784, 801, 636, 751, 823, 733, 735, 787, 718, 799, 732, 807, 670, 755, 716, 786, 667, 657, 742, 780, 802, 793, 686, 798, 731, 784, 736, 737, 796, 798, 628, 714, 622, 657, 753, 752, 775, 694, 730, 690, 717, 782, 788, 699, 774, 760, 776, 743, 797, 799, 710, 785, 779, 722, 669, 738, 754, 666, 728, 782, 685, 802, 760, 804, 753, 691, 768, 786, 679, 620, 672, 806, 710, 720, 786, 767, 774, 756, 712, 702, 731, 753, 662, 767, 734, 755, 742, 749, 779, 781, 809, 797, 722, 780, 669, 695, 802, 626, 719, 763, 736, 636, 807, 704, 697, 741, 795, 745, 736, 728, 806, 741, 795, 723, 796, 666, 781, 709, 712, 750, 772, 779, 714, 786, 678, 775, 736, 806, 775, 668, 777, 762, 792, 794, 729, 756, 748, 788, 797, 764, 780, 715, 749, 731, 697, 741, 777, 775, 727, 806, 690, 724, 769, 816, 649, 778, 680, 654, 800, 737, 804, 742, 688, 742, 680, 681, 780, 791, 691, 761, 723, 794, 686, 795, 762, 654, 800, 710, 801, 779, null, 715, 778, 800, 766, 721, 714, 688, 643, 772, 707, 816, 697, 805, 793, 759, 711, 770, 788, 727, 692, 759, 782, 770, 731, 694, 798, 773, 776, 748, 733, 724, 697, 653, 749, 670, 784, 683, 757, 802, 769, 792, 809, 808, 633, 722, 744, 717, 709, 734, 708, 773, 647, 664, 791, 804, 759, 724, 776, 744, 810, 702, 715, 757, 732, 776, 795, 791, 694, 745, 700, 784, 819, 656, 744, 749, 731, 817, 726, 793, 713, 759, 654, 757, 788, 795, 812, 732, 681, 807, 661, 801, 752, 738, 718, 795, 808, 796, 790, 647, 720, 794, 744, 776, 736, 783, 698, 720, 685, 665, 773, 780, 784, 697, 691, 772, 753, 780, 703, 751, 767, 815, 689, 719, 782, 776, 811, 792, 813, 776, 786, 647, 684, 772, 729, 733, 806, 753, 752, 806, 693, 802, 782, 706, 805, 751, 712, 742, 766, 720, 784, 683, 721, 638, 730, 707, 778, 765, 758, 766, 734, 820, 788, 688, 693, 742, 785, 711, 784, 746, 751, 765, 796, 623, 753, 783, 719, 777, 752, 770, 809, 787, 755, 804, null, 706, 784, 771, 753, 718, 680, 765, 658, 778, 734, 704, 742, 703, 759, 777, 725, 810, 693, 789, 785, 755, 811, 724, 788, 781, 789, 713, 743, 739, 786, 692, 798, 741, 779, 683, 763, 812, 786, 720, 765, 776, 816, 742, 755, 813, 743, 744, 768, 722, 780, 773, 643, 793, 770, 792, 781, 703, 808, 787, 753, 781, 812, 775, 717, 797, 778, 717, 738, 768, 674, 794, 823, 728, 781, 784, 736, 780, 687, 637, 680, 801, 789, 789, 783, 698, 751, 776, 657, 776, 661, 712, 778, 710, 800, 708, 791, 780, 621, 791, 805, 780, 753, 645, 655, 676, 726, 756, 689, 699, 775, 643, 644, 758, 705, 809, 751, 739, 806, 648, 724, 721, 660, 776, 706, 804, 779, 783, 775, 735, 717, 690, 662, 759, 690, 648, 625, 764, 823, 739, 686, 744, 722, 701, 711, 682, 664, 799, 664, 707, 690, 805, 769, 742, 775, 756, 714, 777, 741, 669, 811, 754, 754, 743, 792, 796, 736, 752, 757, 796, 657, 764, 791, 659, 825, 778, 710, 795, 781, 760, 749, 661, 679, 676, 773, 713, 636, 750, 682, 766, 705, 781, 787, 799, 775, 739, 752, 716, 698, 770, 716, 766, 783, 760, 776, 734, 767, 799, 813, 799, 722, 790, 695, 789, 794, 744, 783, 752, 644, 671, 711, 749, 714, 708, 699, 695, 807, 695, 711, 785, 724, 740, 658, 670, 722, 809, 722, 794, 752, 805, 720, 707, 649, 778, 796, 721, 682, 802, 666, 746, 717, 713, 796, 772, 763, 752, 737, 675, 789, 780, 741, 809, 757, 683, 721, 659, 801, 705, 765, 707, 758, 760, 808, 806, 643, 791, 662, 725, 702, 721, 770, 791, 696, 735, 735, 799, 639, 647, 788, 634, 723, 654, 804, 769, 816, 712, 800, 783, 718, 711, 777, 745, 717, 734, 708, 643, 766, 657, 660, 637, 660, 756, 788, 727, 661, 806, 655, 789, 775, 626, 795, 707, 706, 752, 697, 733, 763, 748, 773, 782, 756, 759, 770, 777, 730, 786, 641, 745, 794, 755, 702, 708, 805, 787, 672, 801, 782, 700, 779, 660, 777, 651, 754, 665, 769, 767, 734, 774, 692, 738, 767, 660, 715, 791, 674, 799, 790, 788, 798, 806, 797, 745, 673, 743, 774, 795, 761, 649, 796, 766, 706, 759, 777, 679, 697, 745, 724, 768, 708, 723, 758, 779, 710, 756, 722, 757, 770, 675, 706, 724, 786, 803, 790, 728, 746, 698, 795, 785, 810, 627, 785, 669, 731, 667, 760, 726, 749, 708, 774, 769, 772, 714, 807, 744, 792, 729, 790, 663, 729, 793, 762, 703, 795, 705, 696, 757, 811, 684, 757, 807, 801, 811, 765, 700, 738, 721, 776, 784, 742, 784, 797, 801, 721, 732, 769, 667, 816, 762, 723, 662, 683, 804, 755, 792, 743, 742, 792, 815, 676, 773, 705, 808, 745, 680, 798, 736, 715, 766, 723, 761, 676, 735, 699, 799, 798, 698, 765, 709, 653, 665, 724, 808, 762, 651, 785, 791, 736, 689, 721, 796, 769, 764, 705, 801, 717, 703, 753, 740, 759, 760, 775, 702, 802, 738, 720, 749, 759, 785, 729, 809, 638, 733, 808, 748, 686, 675, 667, 757, 738, 691, 716, 719, 786, 788, 680, 697, 686, 759, 800, 803, 660, 788, 813, 726, 667, 765, 706, 794, 773, 762, 791, 713, 737, 705, 790, 751, 707, 791, 789, 716, 798, 738, 709, 775, 735, 739, 722, 797, 644, 675, 764, 737, 687, 780, 705, 767, 686, 696, 659, 775, 689, 808, 710, 629, 697, 762, 754, 734, 753, 690, 798, 715, 701, 678, 639, 688, 755, 669, 774, 704, 696, 681, 762, 716, 799, 798, 790, 804, 706, 747, 759, 795, 627, 767, 791, 798, 811, 813, 801, 738, 668, 796, 755, 797, 771, 810, 746, 682, 736, 687, 792, 775, 760, 695, 691, 793, 733, 738, 746, 718, 689, 725, 794, 792, 650, 727, 731, 766, 789, 672, 744, 753, 798, 685, 639, 689, 765, 791, 746, 710, 729, 800, 696, 625, 656, 798, 639, 791, 707, 733, 796, 761, 794, 702, 772, 743, 779, 622, 709, 690, 816, 669, 734, 808, 812, 776, 808, 724, 699, 765, 766, 763, 683, 726, 699, 792, 791, 764, 702, 727, 776, 749, 731, 708, 751, 753, 729, 791, 716, 695, 801, 784, 786, 800, 791, 801, 768, 761, 731, 778, 814, 638, 752, 704, 687, 807, 812, 724, 745, 792, 705, 759, 725, 793, 787, 807, 818, 671, 783, 811, 653, 704, 737, 741, 724, 668, 795, 790, 678, 769, 803, 813, null, 780, 772, 676, 796, 763, 709, 750, 723, 693, 762, 681, 802, 786, 729, 815, 733, 705, 717, 806, 698, 726, 736, 713, 687, 758, 679, 810, 795, 781, 746, 728, 749, 790, 790, 669, 752, 764, 813, 781, 795, 805, 761, 723, 772, 786, 787, 770, 802, 656, 699, 688, 807, 797, 685, 796, 695, 754, 702, 749, 752, 701, 777, 793, 754, 771, 787, 712, 789, 787, 723, 762, 755, 701, 782, 695, 784, 775, 753, 725, 695, 778, 669, 787, 792, 730, 790, 773, 654, 800, 789, 793, 745, 728, 784, 708, 742, 797, 673, 759, 709, 773, 710, 669, 660, 668, 810, 775, 716, 753, 804, 801, 741, 704, 690, 694, 778, 692, 798, 808, 689, 742, 787, 735, 705, 735, 749, 667, 784, 653, 770, 765, 715, 796, 797, 728, 710, 778, 691, 712, 764, 686, 685, 693, 761, 767, 717, 800, 771, 808, 739, 747, 813, 788, 710, 788, 793, 661, 742, 789, 752, 658, 660, 787, 802, 733, 735, 800, 711, 770, 782, 797, 739, 743, 784, 774, 765, 765, 740, 790, 786, 795, 772, 784, 725, 805, 730, 751, 766, 704, 742, 722, 807, 796, 668, 776, 793, 796, 797, 801, 736, 765, 695, 698, 747, 778, 724, 781, 759, 743, 786, 723, 683, 728, 741, 779, 639, 776, 730, 774, 800, 730, 679, 742, 757, 725, 770, 714, 768, 628, 750, 802, 621, 712, 662, 730, 776, 721, 651, 793, 801, 714, 639, 695, 747, 780, 701, 695, 709, 703, 714, 780, 769, 718, 652, 787, 781, 779, 761, 802, 751, 794, 697, 763, 796, 796, 750, 783, 689, 776, 796, 804, 797, 683, 777, 713, 728, 759, 668, 682, 784, 790, 752, 753, 783, 745, 742, 819, 677, 734, 740, 765, 641, 806, 752, 777, 651, 713, 780, 759, 756, 683, 748, 746, 757, 792, 700, 753, 757, 725, 784, 691, 716, 734, 697, 783, 662, 744, 769, 792, 800, 721, 632, 693, 713, 786, 760, 795, 797, 758, 790, 659, 754, 804, 763, 721, 724, 765, 723, 798, 702, 678, 749, 671, 748, 800, 797, 756, 694, 795, 802, 781, 779, 791, 808, 755, 774, 794, 715, 759, 800, 676, 758, 735, 747, 699, 737, 783, 659, 793, 711, 701, 696, 763, 800, 753, 802, 656, 722, 812, 746, 769, 696, 689, 789, 702, 655, 725, 801, 790, 708, 808, 749, 707, 748, 705, 789, 725, 680, 811, 762, 754, 745, 743, 622, 752, 735, 705, 690, 706, 759, 721, 777, 680, 768, 693, 804, 712, 779, 726, 719, 722, 795, 772, 733, 750, 665, 736, 793, 688, 747, 722, 722, 793, 690, 753, 778, 793, 776, 781, 725, 773, 689, 782, 744, 782, 683, 765, 753, 675, 781, 714, 808, 706, 797, 776, 687, 711, 763, 736, 780, 718, 773, 771, 769, 724, 767, 689, 727, 728, 685, 677, 745, 759, 746, 746, 780, 787, 715, 729, 737, 735, 766, 717, 685, 646, 739, 763, 790, 771, 746, 758, 725, 708, 783, 724, 702, 720, 742, 806, 620, 666, 667, 741, 743, 798, 711, 804, 804, 806, 681, 800, 710, 625, 744, 802, 744, 690, 765, 788, 819, 799, 761, 801, 754, 808, 793, 746, 769, 682, 746, 796, 737, 782, 789, 805, 731, 731, 799, 767, 753, 733, 762, 706, 805, 815, 767, 712, 666, 769, 717, 776, 761, 663, 699, 720, 773, 805, 706, 723, 695, 724, 784, 799, 776, 721, 756, 759, 719, 779, 689, 807, 733, 715, 761, 763, 730, 733, 797, 807, 729, 650, 742, 716, 803, 820, 760, 725, 815, 731, 801, 653, 653, 769, 762, 725, 666, 789, 795, 783, 762, 685, 733, 746, 749, 759, 801, 742, 743, 776, 760, 784, 695, 733, 698, 677, 779, 790, 714, 757, 793, 760, 680, 722, 739, 686, 766, 722, 813, 734, 780, 719, 781, 774, 770, 765, 682, 801, 787, 732, 727, 705, 686, 648, 697, 754, 694, 795, 723, 745, 790, 632, 725, 803, 787, 796, 652, 752, 756, 793, 790, 792, 645, 649, 692, 742, 786, 777, 708, 633, 732, 750, 681, 720, 801, 701, 620, 772, 690, 773, 777, 650, 793, 810, 787, 793, 664, 752, 792, 655, 808, 776, 742, 710, 801, 763, 722, 674, 796, 626, 813, 802, 669, 802, 698, 780, 698, 802, 664, 750, 748, 720, 682, 681, 761, 820, 754, 802, 687, 813, 761, 746, 785, 805, 691, 783, 683, 643, 709, 759, 705, 711, 693, 764, 693, 664, 798, 722, 644, 699, 714, 766, 740, 776, 695, 647, 761, 805, 712, 806, 778, 797, 786, 721, 738, 768, 751, 668, 717, 745, 772, 675, 765, 719, 770, 683, 810, 716, 773, 687, 689, 737, 773, 771, 796, 783, 788, 711, 730, 770, 814, 799, 765, 797, 800, 694, 780, 693, 790, 638, 750, 742, 685, 786, 762, 817, 786, 783, 762, 749, 760, 799, 804, 764, 757, 737, 742, 804, 757, 712, 722, 677, 770, 703, 754, 808, 755, 709, 793, 763, 766, 801, 759, 707, 775, 781, 722, 769, 792, 719, 697, 764, 737, 804, 763, 776, 701, 738, 630, 690, 775, 739, 802, 655, 660, 741, 798, 720, 672, 793, 779, 694, 752, 661, 727, 682, 705, 711, 715, 720, 802, 697, 765, 742, 772, 785, 781, 698, 698, 748, 726, 690, 807, 790, 791, 738, 707, 786, 802, 756, 686, 658, 687, 793, 737, 793, 748, 779, 768, 753, 762, 655, 724, 684, 664, 718, 697, 700, 704, 711, 628, 797, 769, 754, 730, 691, 724, 739, 792, 705, 763, 802, 730, 769, 691, 781, 735, 750, 765, 735, 782, 799, 772, 761, 777, 760, 726, 744, 800, 730, 816, 781, 657, 710, 663, 787, 702, 797, 739, 775, 807, 688, 794, 776, 791, 804, 805, 704, 766, 775, 758, 794, 737, 779, 760, 791, 722, 659, 764, 773, 781, 768, 632, 737, 688, 757, 737, 811, 759, 685, 779, 814, 764, 769, 765, 706, 631, 751, 800, 689, 785, 690, 684, 759, 718, 806, 725, 739, 802, 770, 760, 778, 792, 775, 801, 723, 760, 784, 747, 637, 808, 751, 800, 785, 772, 745, 801, 777, 639, 713, 704, 769, 766, 700, 768, 765, 691, 802, 753, 785, 780, 760, 726, 801, 789, 808, 721, 783, 764, 691, 632, 747, 726, 789, 776, 681, 696, 761, 644, 705, 794, 782, 748, 727, 800, 763, 729, 715, 785, 798, 724, 735, 778, 787, 626, 651, 719, 785, 792, 799, 751, 784, 787, 720, 805, 752, 773, 793, 808, 781, 754, 797, 652, 724, 791, 658, 633, 720, 792, 733, 790, 723, 653, 647, 766, 735, 761, 754, 754, 741, 822, 672, 735, 778, 738, 780, 757, 763, 776, 636, 722, 765, 792, 808, 767, 745, 781, 743, 806, 790, 741, 764, 807, 707, 680, 785, 765, 795, 802, 643, 712, 755, 796, 630, 662, 735, 705, 802, 743, 692, 779, 715, 745, 695, 746, 691, 642, 713, 790, 779, 760, 628, 756, 722, 779, 738, 773, 785, 735, 713, 732, 802, 674, 678, 745, 711, 671, 766, 649, 782, 773, 710, 762, 779, 671, 692, 778, 790, 792, 805, 696, 797, 689, 803, 695, 812, 798, 785, 798, 737, 722, 734, 684, 752, 741, 754, 741, 698, 774, 793, 814, 654, 795, 774, 787, 802, 800, 709, 672, 799, 809, 807, 792, 711, 710, 694, 710, 785, 748, 734, 762, 690, 766, 783, 794, 766, 790, 753, 791, 705, 762, 732, 645, 809, 797, 752, 652, 794, 777, 787, 691, 793, 713, 739, 709, 783, 802, 698, 715, 750, 802, 697, 796, 774, 645, 683, 739, 707, 754, 728, 800, 781, 761, 800, 786, 804, 730, 806, 625, 770, 749, 740, 739, 640, 774, 706, 769, 796, 790, 679, 719, 792, 763, 783, 794, 637, 785, 679, 796, 808, 805, 710, 770, 714, 802, 793, 717, 808, 709, 641, 630, 780, 817, 738, 780, 790, 719, 702, 695, null, 712, 756, 684, 756, 787, 796, 698, 709, 784, 749, 790, 751, 706, 735, 800, 752, 774, 759, 779, 708, 777, 748, 662, 707, 751, 708, 698, 669, 723, 745, 768, 691, 780, 681, 791, 730, 803, 796, 726, 675, 726, 709, 798, 813, 716, 805, 711, 788, 748, 661, 733, 769, 804, 699, 781, 689, 713, 706, 818, 829, 749, 759, 818, 657, 749, 777, 661, 778, 785, 751, 740, 695, 723, 802, 775, 762, 749, 737, 766, 777, 729, 790, 680, 816, 742, 719, 640, 785, 725, 781, 784, 736, 779, 752, 801, 803, 749, 767, 805, 726, 677, 751, 763, 767, 768, 760, 801, 795, 791, 781, 697, 721, 672, 813, 779, 745, 634, 768, 711, 736, 742, 803, 767, 803, 674, 810, 719, 812, 786, 655, 792, 799, 742, 722, 813, 766, 753, 798, 748, 669, 711, 690, 803, 735, 691, 709, 767, 751, 806, 812, 695, 811, 792, 774, 768, 692, 706, 819, 749, 690, 777, 738, 715, 803, 774, 758, 770, 713, 730, 733, 767, 782, 752, 712, 776, 763, 774, 690, 792, 709, 803, 770, 778, 663, 699, 805, 670, 808, 716, 755, 812, 811, 695, 746, 807, 759, 695, 785, 721, 743, 821, 640, 681, 771, 802, 718, 662, 762, 801, 749, 643, 636, 814, 686, 710, 794, 796, 759, 702, 740, 798, 737, 813, 720, 701, 747, 762, 735, 690, 797, 709, 714, 660, 803, 791, 735, 713, 775, 708, 749, 741, 684, 750, 793, 691, 715, 691, 694, 790, 786, 659, 715, 731, 730, 734, 766, 632, 709, 715, 776, 674, 712, 726, 780, 795, 643, 719, 801, 759, 729, 808, 736, 690, 758, 707, 770, 714, 698, 801, 806, 697, 690, 752, 767, 809, 660, 718, 771, 668, 673, 692, 652, 772, 645, 773, 800, 690, 708, 805, 654, 794, 776, 747, 739, 708, 762, 725, 786, 759, 748, 738, 800, 791, 760, 729, 705, 775, 739, 783, 778, 631, 790, 763, 770, 648, 682, 677, 693, 778, 717, 807, 704, 710, 696, 781, 762, 733, 754, 739, 777, 808, 737, 770, 714, 654, 778, 746, 759, 660, 784, 756, 729, 774, 717, 737, 746, 735, 650, 760, 800, 752, 701, 770, 746, 729, 790, 686, 718, 760, 779, 777, 664, 692, 802, 800, 732, 693, 687, 693, 693, 759, 802, 793, 791, 770, 648, 746, 808, 647, 786, 750, 777, 749, 813, 761, 784, 670, 754, 722, 744, 683, 721, 663, 740, 816, 796, 732, 804, 667, 755, 780, 669, 721, 795, 738, 701, 782, 734, 693, 672, 705, 699, 749, 716, 717, 761, 708, 768, 782, 629, 706, 805, 766, 784, 753, 752, 672, 757, 801, 745, 725, 763, 791, 722, 793, 803, 729, 817, 724, 726, 800, 756, 700, 710, 724, 678, 745, 715, 731, 794, 798, 715, 646, 707, 792, 777, 784, 800, 717, 803, 792, 709, 688, 797, 743, 738, 809, 667, 810, 720, 687, 691, 722, 803, 728, 754, 769, 749, 709, 685, 621, 744, 805, 750, 713, 798, 661, 714, 724, 662, 672, 777, 627, 695, 773, 696, 750, 794, 748, 738, 655, 812, 768, 802, 731, 778, 632, 795, 632, 761, 792, 807, 808, 699, 714, 660, 699, 766, 681, 777, 782, 777, 816, 757, 726, 668, 665, 795, 762, 688, 688, 680, 796, 745, 757, 704, 750, 740, 695, 692, 697, 684, 735, 782, 769, 718, 804, 790, 667, 687, 713, 680, 709, 771, 754, 760, 800, 791, 788, 776, 645, 786, 786, 778, 692, 726, 729, 784, 815, 758, 712, 747, 766, 770, 778, 780, 790, 757, 733, 782, 750, 690, 719, 775, 708, 717, 811, 767, 713, 782, 706, 763, 743, 640, 813, 757, 724, 802, 703, 762, 806, 703, 710, 744, 702, 804, 678, 690, 727, 747, 744, 701, 802, 792, 775, 761, 701, 717, 701, 773, 766, 769, 746, 673, 796, 774, 730, 652, 739, 751, 661, 659, 796, 621, 733, 773, 791, 779, 787, 750, 784, 737, 788, 727, 756, 702, 638, 744, 773, 713, 796, 665, 721, 724, 725, 729, 746, 761, 660, 755, 769, 797, 657, 693, 737, 680, 799, 788, 709, 811, 795, 755, 787, 711, 797, 680, 751, 795, 700, 784, 688, 756, 660, 774, 745, 734, 736, 747, 799, 779, 811, 737, 649, 734, 711, 625, 710, 812, 801, 744, 696, 677, 768, 804, 756, 654, 760, 651, 750, 716, 797, 758, 688, 791, 807, 766, 797, 731, 786, 764, 667, 759, 793, 754, 798, 808, 726, 732, 809, 730, 733, 785, 689, 789, 762, 783, 697, 800, 742, 737, 748, 723, 769, 741, 744, 693, 739, 713, 703, 703, 730, 792, 765, 706, 701, 760, 796, 766, 802, 791, 795, 668, 762, 768, 770, 800, 772, 823, 786, 763, 688, 797, 748, 776, 772, 775, 788, 742, 812, 729, 791, 769, 701, 710, 649, 787, 620, 662, 655, 812, 742, 626, 792, 768, 684, 745, 706, 798, 659, 621, 782, 775, 776, 791, 781, 791, 744, 731, 713, 746, 685, 790, 791, 752, 685, 700, 783, 782, 768, 706, 798, 761, 809, 702, 722, 759, 679, 756, 814, 720, 791, 760, 750, 784, 762, 710, 668, 730, 791, 636, 701, 716, 797, 732, 698, 809, 731, 691, 731, 764, 748, 718, 710, 692, 744, 726, 791, 798, 777, 689, 749, 797, 726, 786, 751, 759, 791, 804, 785, 734, 633, 788, 650, 770, 792, 789, 664, 702, 772, 801, 792, 694, 676, 723, 780, 714, 799, 779, 797, 736, 803, 798, 749, 786, 777, 795, 787, 718, 768, 767, 802, 751, 707, 640, 749, 773, 788, 763, 708, 800, 725, 789, 791, 655, 802, 783, 794, 785, 792, 804, 671, 759, 726, 762, 744, 800, 783, 771, 770, 761, 750, 775, 664, 803, 712, 801, 659, 715, 748, 754, 742, 808, 765, 776, 799, 793, 737, 726, 684, 784, 755, 773, 645, 709, 776, 775, 693, 706, 781, 779, 731, 780, 675, 732, 794, 658, 771, 730, 772, 775, 799, 718, 715, 747, 761, 750, 781, 654, 797, 784, 717, 750, 757, 747, 702, 761, 800, 691, 814, 776, 688, 800, 744, 773, 798, 797, 776, 757, 790, 781, 792, 685, 704, 708, 770, 756, 742, 716, 803, 771, 714, 764, 780, 641, 735, 622, 828, 691, 724, 640, 774, 709, 764, 641, 704, 790, 654, 679, 726, 779, 745, 725, 742, 646, 769, 747, 700, 686, 642, 808, 720, 791, 723, 801, 755, 791, 635, 718, 700, 764, 759, 783, 732, 778, 752, 717, 752, 678, 761, 714, 790, 807, 731, 696, 767, 813, 786, 804, 733, 715, 778, 653, 786, 732, 811, 745, 725, 764, 686, 724, 771, 708, 772, 809, 712, 779, 799, 683, 638, 802, 754, 725, 709, 793, 674, 792, 794, 738, 780, 678, 777, 788, 733, 692, 728, 727, 725, 717, 799, 625, 790, 705, 770, 782, 747, 731, 751, 744, 763, 771, 641, 784, 733, 776, null, 776, 661, 787, 750, 728, 722, 733, 777, 653, 656, 785, 736, 778, 812, 720, 713, 723, 795, 758, 675, 721, 801, 745, 767, 743, null, 677, 718, 721, 786, 766, 798, 677, 755, 730, 774, 713, 703, 706, 647, 765, 746, 700, 677, 785, 622, 772, 640, 725, 814, 811, 751, 797, 784, 690, 747, 708, 747, 674, 806, 774, 711, 766, 700, 811, 754, 782, 750, 808, 812, 779, 730, 655, 705, 669, 703, 716, 741, 797, 817, 802, 747, 763, 806, 712, 728, 783, 703, 756, 748, 662, 764, 739, 749, 750, 724, 774, 761, 801, 744, 696, 710, 809, 753, 791, 793, 731, 796, 684, 677, 738, 781, 773, 701, 708, 762, 632, 781, 724, 662, 685, 736, 781, 662, 690, 686, 813, 751, 683, 711, 623, 656, 721, 705, 726, 823, 721, 636, 807, 721, 786, 781, 774, 801, 689, 801, 752, 775, 728, 669, 624, 665, 772, 752, 813, 800, 810, 751, 798, 797, 731, 699, 768, 664, 662, 747, 778, 685, 806, 754, 634, 679, 656, 782, 741, 693, 700, 753, 761, 756, 722, 779, 656, 715, 780, 775, 799, 732, 759, 659, 642, 815, 813, 797, 704, 749, 753, 801, 712, 790, 803, 771, 754, 690, 686, 802, 731, 807, 723, 679, 678, 758, 783, 747, 760, 674, 719, 759, 778, 770, 795, 645, 786, 736, 800, 746, 691, 676, 803, 790, 766, 759, 757, 707, 732, 703, 644, 779, 781, 747, 714, 799, 748, 662, 776, 769, 735, 727, 792, 770, 672, 794, 754, 725, 783, 798, 770, 819, 788, 705, 668, 783, 742, 786, 809, 692, 810, 778, 722, 806, 724, 716, 667, 804, 766, 726, 716, 710, 766, 675, 784, 772, 757, 753, 758, 788, 730, 744, 757, 768, 744, 801, 780, 663, 783, 790, 736, 791, 735, 801, 712, 763, 627, 799, 751, 801, 725, 634, 792, 693, 742, 775, 789, 642, 728, 733, 734, 732, 733, 754, 764, 765, 807, 767, 757, 792, 703, 790, 744, 667, 772, 736, 747, 738, 792, 678, 760, 704, 777, 634, 755, 685, 801, 795, 724, 789, 783, 758, 800, 744, 801, 763, 691, 801, 765, 792, 742, 786, 750, 806, 804, 807, 783, 783, 740, 744, 746, 724, 804, 752, 734, 745, 674, 759, 824, 698, 797, 805, 683, 753, 716, 711, 792, 809, 721, 758, 758, 765, 720, 812, 685, 812, 747, 710, 687, 763, 811, 781, 757, 794, 777, 790, 752, 795, 666, 702, 785, 733, 785, 759, 801, 714, 777, 750, 702, 782, 799, 709, 794, 686, 816, 783, 703, 727, 803, 639, 723, 788, 771, 637, 793, 775, 756, 629, 745, 775, 710, 690, 796, 772, 646, 747, 745, 781, 776, 787, 771, 753, 770, 748, 746, 779, 785, 788, 815, 778, 769, 740, 795, 746, 698, 757, 786, 790, 782, 763, 787, 750, 811, 802, 793, 802, 751, 807, 754, 808, 759, 796, 786, 659, 716, 634, 807, 732, 790, 798, 671, 809, 667, 782, 782, 761, 723, 801, 811, 790, 699, 645, 748, 663, 819, 705, 790, 804, 702, 762, 720, 768, 751, 780, 665, 737, 710, 665, 695, 741, 792, 777, 742, 669, 750, 779, 675, 773, 731, 756, 696, 636, 666, 782, 752, 722, 769, 788, 709, 728, 804, 821, 717, 755, 792, 763, 781, 807, 756, 757, 798, 764, 757, 729, 798, 738, 740, 726, 770, 717, 776, 735, 667, 758, 745, 777, 632, 739, 785, 665, 715, 753, 796, 799, 744, 809, 732, 770, 702, 676, 804, 701, 740, 767, 703, 801, 686, 725, 719, 735, 705, 772, 674, 790, 762, 712, 714, 809, 674, 723, 760, 778, 796, 652, 761, 751, 800, 783, 783, 699, 795, 699, 789, 754, 802, 774, 735, 791, 696, 690, 623, 715, 724, 781, 738, 791, 820, 807, 708, 755, 745, 788, 744, 754, 796, 762, 725, 794, 787, 778, 771, 695, 689, 651, 750, 648, 672, 761, 764, 742, 686, 717, 803, 774, 722, 733, 686, 763, 774, 770, 747, 754, 672, 741, 724, 774, 747, 751, 726, 753, 788, 797, 774, 710, 750, 691, 748, 660, 783, 746, 725, 733, 787, 701, 786, 782, 770, 721, 787, 788, 727, 747, 695, 746, 725, 792, 719, 694, 770, 783, 788, 804, 685, 799, 804, 709, 794, 766, 691, 762, 638, 756, 749, 750, 701, 779, 803, 777, 744, 776, 724, 672, 802, 805, 734, 665, 807, 790, 718, 699, 712, 781, 779, 806, 759, 776, 808, 726, 812, 764, 800, 810, 797, 719, 811, 771, 801, 764, 729, 698, 769, 627, 763, 722, 798, 712, 785, 689, 794, 718, 704, 711, 745, 767, 783, 779, 738, 794, 736, 742, 762, 778, 698, 795, 667, 769, 681, 767, 806, 793, 666, null, 693, 734, 758, 737, 810, 764, 731, 667, 812, 769, 687, 803, 787, 790, 744, 686, 797, 724, 700, 782, 786, 727, 802, 763, 781, 783, 751, 786, 800, 791, 791, 707, 625, 793, 688, 782, 819, 772, 810, 797, 683, 729, 755, 702, 696, 727, 677, 793, 768, 761, 777, 751, 793, 647, 743, 732, 738, 787, 805, 724, 740, 771, 705, 787, 757, 736, 679, 746, 804, 741, 759, 794, 756, 688, 673, 709, 816, 697, 723, 819, 739, 801, 819, 809, 743, 719, 645, 728, 787, 781, 689, 669, 734, 789, 762, 761, 740, 781, 766, 723, 790, 788, 777, 799, 716, 735, 726, 662, 634, 792, 678, 770, 783, 728, 795, 745, 817, 778, 808, 772, 797, 770, 753, 681, 773, 771, 633, 811, 791, 783, 790, 794, 724, 727, 642, 706, 801, 689, 682, 772, 687, 716, 770, 755, 749, 785, 786, 711, 723, 764, 697, 725, 761, 773, 764, 768, 789, 764, 701, 789, 811, 739, 768, 714, 672, 791, 796, 774, 749, 716, 719, 711, 809, 780, 670, 749, 790, 707, 759, 706, 781, 662, 724, 746, 765, 770, 746, 788, 670, 780, 740, 717, 777, 802, 807, 680, 810, 748, 700, 794, 766, 758, 810, 774, 783, 791, 791, 787, 698, 816, 758, 789, 755, 792, 791, 632, 777, 759, 690, 773, 689, 690, 792, 760, 688, 795, 784, 734, 742, 791, 699, 681, 748, 721, 746, 754, 727, 669, 700, 798, 768, 741, 692, 701, 778, 793, 783, 757, 728, 646, 792, 686, 810, 801, 781, 728, 745, 801, 751, 684, 663, 801, 750, 786, 682, 684, 660, 790, 773, 759, 789, 775, 722, 764, 692, 798, 779, 771, 753, 796, 804, 809, 679, 713, 740, 697, 687, 790, 785, 785, 640, 762, 747, 692, 728, 652, 674, 769, 691, 797, 646, 755, 634, 746, 751, 727, 709, 754, 773, 791, 727, null, 805, 783, 716, 681, 701, 781, 789, 781, 761, 794, 771, 750, 816, 739, 700, 801, 717, 726, 767, 763, 791, 653, 685, 744, 725, 765, 786, 718, 746, 686, 760, 802, 781, 759, 791, 707, 785, 803, 627, 803, 730, 785, 684, 665, 808, 814, 680, 799, 787, 796, null, 744, 744, 749, 801, 807, 791, 737, 737, 756, 797, 705, 752, 706, 643, 719, 805, 792, 797, 719, 783, 769, 694, 687, 786, 720, 722, 801, 763, 727, 775, 791, 773, 788, 712, 793, 761, 801, 773, 766, 781, 807, 775, 781, 762, 698, 801, 783, 766, 738, 770, 809, 736, 643, 808, 702, 728, 707, 802, 801, 704, 683, 679, 696, 748, 666, 746, 680, 735, 649, 738, 798, 799, 807, 807, 798, 815, 701, 763, 797, 730, 738, 807, 714, 721, 791, 786, 720, 743, 759, 801, 686, 752, 653, 776, 782, 802, 704, 729, 751, 798, 753, 761, 779, 736, 756, 738, 718, 745, 776, 805, 801, 706, 778, 751, 758, 743, 724, 710, 693, 770, 716, 632, 777, 762, 768, 723, 724, 788, 776, 788, 799, 700, 809, 708, 790, 783, 773, 790, 717, 768, 757, 728, 814, 778, 775, 748, 776, 729, 798, 792, 769, 754, 704, 719, 687, 769, 769, 790, 769, 721, 712, 623, 673, 692, 745, 707, 772, 799, 775, 709, 777, 750, 646, 780, 773, 802, 713, 809, 686, 727, 792, 790, 754, 804, 765, 782, 804, 723, 668, 733, 800, 746, 810, 751, 743, 676, 807, 715, 748, 776, 753, 674, 744, 810, 740, 765, 698, 756, 783, 623, 711, 665, 762, 737, 763, 809, 789, 797, 687, 739, 748, 720, 693, 805, 680, 758, 763, 806, 780, 743, 624, 800, 723, 755, 763, 708, 737, 768, 800, 703, 634, 760, 708, 658, 756, 778, 769, 804, 807, 657, 817, 770, 810, 646, 724, 791, 712, 753, 710, 772, 762, 798, 750, 788, 676, 659, 623, 790, 715, 747, 804, 785, 820, 807, 700, 697, 766, 812, 809, 736, 719, 787, 772, 783, 781, 708, 755, 702, 774, 784, 763, 760, 662, 735, 748, 763, 750, 728, 684, 645, 655, 722, 784, 678, 657, 704, 685, 731, 763, 738, 801, 625, 700, 655, 808, 670, 693, 742, 802, 733, 760, 780, 777, 698, 644, 751, 693, 782, 707, 686, 729, 775, 797, 672, 747, 792, 719, 764, 730, 642, 741, 696, 797, 791, 746, 722, 794, 786, 799, 741, 708, 775, 701, 769, 660, 778, 765, 770, 799, 692, 756, 781, 777, 725, 766, 746, 717, 792, 754, 749, 647, 719, 725, 729, 681, 705, 754, 773, 777, 647, 793, 770, 641, 678, 805, 682, 699, 696, 736, 707, 801, 790, 723, 739, 729, 777, 756, 743, 745, 728, 709, 792, 804, 718, 799, 792, 722, 784, 797, 744, 805, 800, 705, 755, 747, 755, 811, 778, 744, 754, 793, 790, 670, 696, 760, 670, 787, 781, 735, 767, 798, 755, 708, 810, 768, 746, 764, 628, 749, 805, 774, 726, 802, 797, 731, 756, 761, 742, 693, 781, 762, 760, 684, 739, 819, 758, 776, 643, 788, 721, 801, 797, 728, 774, 667, 718, 788, 689, 703, 745, 713, 779, 809, 752, 763, 706, 759, 758, 796, 796, 756, 677, 700, 724, 738, 735, 754, 791, 774, 803, 795, 774, 788, 749, 664, 708, 698, 719, 759, 780, 795, 742, 655, 679, 756, 657, 712, 794, 714, 719, 737, 812, 794, 802, 695, 711, 790, 781, 732, 764, 641, 741, 758, 770, 749, 704, 709, 732, 796, 768, 773, 745, 823, 771, 762, 793, 714, 779, 729, 756, 701, 786, 785, 802, 753, 639, 694, 630, 784, 798, 727, 780, 623, 784, 723, 797, 692, 723, 725, 688, 755, 738, 784, 729, 796, 666, 718, 761, 660, 808, 700, 742, 726, 699, 726, 682, 709, 765, 741, 735, 799, 792, 675, 779, 623, 777, 782, 791, 716, 802, 657, 745, 801, 790, 724, 788, 798, 739, 742, 782, 781, 706, 700, 764, 805, 795, 709, 662, 787, 737, 744, 726, 672, 772, 719, 730, 684, 770, 756, 664, 742, 685, 667, 791, 725, 719, 757, 725, 797, 778, 789, 742, 801, 787, 735, 644, 800, 818, 743, 793, 764, 803, 794, 755, 755, 789, 802, 790, 744, 697, 790, 743, 772, 762, 759, 677, 777, 707, 755, 732, 740, 790, 764, 712, 783, 792, 792, 639, 733, 649, 778, 782, 772, 696, 751, 791, 783, 768, 820, 722, 810, 700, 731, 759, 806, 773, 695, 744, 688, 737, 690, 780, 756, 781, 720, 794, 716, 754, 760, 792, 747, 755, 707, 702, 773, 739, 702, 738, 730, 767, 722, 741, 766, 807, 639, 808, 786, 746, 695, 660, 776, 713, 786, 656, 797, 710, 755, 803, 668, 738, 769, 799, 809, 694, 765, 714, 730, 786, 626, 682, 811, 788, 792, 641, 681, 719, 780, 763, 720, 745, 644, 772, 755, 733, 779, 796, 763, 698, 778, 752, 812, 687, 660, 808, 800, 717, 816, 623, 676, 650, 684, 783, 800, 728, 784, 672, 802, 781, 709, 740, 637, 802, 776, 746, 730, 770, 688, 682, 771, 710, 748, 785, 641, 774, 689, 767, 721, 812, 799, 801, 773, 783, 762, 643, 773, 765, 784, 805, 813, 751, 726, 790, 759, 811, 737, 793, 796, 784, 786, 753, 709, 697, 757, 794, 692, 701, 787, 672, 706, 708, 687, 736, 795, 751, 790, 711, 802, 680, 695, 655, 770, 762, 656, 806, 779, 728, 763, 683, 750, 702, 747, 742, 772, 738, 728, 675, 650, 798, 763, 795, 785, 739, 720, 698, 785, 640, 794, 749, 742, 757, 744, 628, 724, 646, 746, 811, 781, 644, 702, 741, 694, 700, 742, 657, 767, 684, 701, 711, 664, 774, 758, 699, 639, 781, 744, 762, 795, 716, 773, 693, 763, 750, 717, 747, 776, 783, 702, 777, 765, 745, 787, 755, 780, 816, 718, 788, 723, 696, 769, 759, 683, 727, 756, 750, 808, 756, 638, 783, 736, 747, 693, 777, 812, 785, 765, 773, 722, 661, 758, 724, 730, 781, 706, 647, 715, 692, 700, 721, 687, 806, 799, 732, 722, 722, 792, 699, 792, 801, 773, 744, 777, 713, 783, 798, 713, 797, 766, 752, 815, 752, 755, 724, 635, 795, 680, 807, 771, 771, 737, 801, 748, 784, 798, 754, 763, 769, 814, 640, 681, 731, 638, 779, 748, 773, 784, 698, 709, 751, 738, 806, 660, 787, 774, 717, 764, 695, 674, 703, 700, 656, 701, 712, 705, 772, 712, 771, 684, 708, 642, 705, 759, 735, 805, 777, 794, 772, 685, 687, 801, 677, 797, 815, 762, 700, 820, 740, 736, 695, 745, 814, 781, 657, 723, 773, 793, 804, 688, 784, 758, 797, 700, 790, 751, 783, 722, 718, 739, 769, 790, 771, 730, 804, 785, 781, 809, 777, 733, 798, 712, 794, 794, 779, 810, 746, 792, 800, 751, 723, 779, 659, 666, 708, 693, 798, 665, 724, 813, 704, 694, 760, 773, 794, 756, 762, 741, 741, 731, 726, 770, 698, 762, 784, 777, 724, 753, 710, 706, 808, 690, 796, 808, 719, 681, 794, 698, 789, 705, 742, 796, 708, 732, 741, 714, 812, 804, 730, 724, 733, 715, 694, 703, 640, 685, 745, 809, 708, 787, 795, 774, 706, 657, 773, 765, 729, 627, 730, 791, 704, 805, 705, 696, 801, 708, 734, 719, 668, 775, 721, 769, 798, 810, 751, 680, 788, 805, 763, 770, 726, 658, 791, 759, 797, 743, 755, 770, 698, 703, 699, 780, 794, 761, 771, 661, 810, 719, 689, 672, 746, 787, 763, 760, 682, 776, 736, 767, 709, 811, 781, 772, 720, 680, 759, 749, 799, 785, 719, 796, 674, 648, 821, 740, 800, 767, 771, 734, 771, 652, 738, 732, 785, 714, 804, 744, 788, 783, 769, 763, 757, 704, 765, 776, 757, 689, 706, 656, 717, 788, 757, 724, 781, 788, 700, 689, 755, 637, 778, 649, 790, 687, 790, 789, null, 745, 735, 692, 798, 675, 717, 695, 817, 796, 775, 807, 788, 771, 699, 724, 732, 801, 722, 765, 792, 807, 744, 685, 753, 688, 725, 762, 748, 722, 777, 807, 746, 803, 727, 772, 783, 710, 771, 789, 694, 781, 763, 790, 696, 754, 740, 645, 778, 714, 819, 657, 708, 810, 767, 712, 776, 769, 728, 806, 771, 742, 729, 791, 778, 744, 800, 806, 791, 762, 651, 809, 773, 742, 731, 799, 726, 809, 792, 766, 747, 769, 729, 811, 681, 815, 736, 746, 719, 770, 696, 754, 794, 730, 792, 782, 772, 636, 681, 716, 791, 800, 699, 791, 809, 694, 702, 742, 791, 780, 743, 776, 743, 742, 805, 728, 656, 802, 741, 748, 749, 625, 623, 756, 775, 754, 799, 743, 778, 775, 759, 813, 730, 701, 699, 648, 797, 797, 809, 717, 726, 742, 779, 797, 769, 752, 764, 814, 729, 710, 687, 795, 652, 750, 811, 652, 718, 759, 788, 673, 694, 747, 798, 765, 794, 755, 799, 766, 778, 801, 794, 792, 802, 690, 786, 759, 782, 739, 762, 793, 774, 777, 796, 731, 743, 739, 807, 816, 701, 702, 741, 802, 773, 663, 770, 637, 715, 700, 705, 764, 792, 671, 811, 796, 632, 705, 712, 741, 713, 651, 715, 733, 678, 769, 757, 757, 774, 766, 694, 765, 807, 776, 772, 677, 699, 682, 732, 780, 712, 648, 781, 669, 689, 752, 717, 686, 693, 780, 680, 765, 743, 755, 742, 728, 699, 769, 787, 811, 702, 756, 795, 812, 767, 786, 701, 743, 693, 807, 685, 722, 786, 771, 780, 717, 726, 782, 691, 794, 724, 793, 812, 784, 762, 669, 663, 757, 729, 764, 796, 687, 765, 734, 738, 729, 687, 784, 652, 789, 703, 767, 812, 809, 682, 737, 739, 778, 765, 653, 640, 807, 686, 768, 689, 767, 782, 773, 720, 719, 762, 801, 760, 662, 705, 693, 798, 796, 790, 718, 791, 813, 751, 705, 797, 781, 808, 795, 786, 741, 792, 707, 747, 798, 774, 741, 815, 707, 771, 680, 823, 735, 762, 681, 751, 704, 688, 749, 749, 800, 794, 802, 760, 748, 801, 823, 649, 803, 672, 713, 789, 775, 765, 659, 745, 737, 758, 800, 756, 735, 716, 715, 798, 772, 737, 690, 731, 690, 791, 753, 804, 692, 794, 653, 823, 783, 710, 809, null, 742, 791, 731, 816, 712, 751, 697, 765, 771, 751, 677, 782, 800, 798, 661, 693, 683, 807, 718, 722, 774, 721, 697, 770, 752, 739, 770, 757, 743, 776, 732, 794, 691, 674, 653, 620, 736, 725, 789, 784, 737, 801, 694, 767, 725, 695, 683, 819, 820, 670, 784, 727, 741, 707, 714, 802, 750, 775, 684, 786, 767, 688, 767, 780, 783, 759, 760, 778, 663, 713, 778, 770, 743, 762, 789, 761, 726, 804, 623, 789, 712, 711, 739, 735, 665, 752, 661, 772, 682, 747, 790, 786, 708, 801, 687, 760, 667, 735, 669, 740, 713, 741, 660, 795, 785, 799, 713, 735, 643, 804, 677, 737, 748, 724, 788, 703, 772, 732, 686, 703, 651, 677, 808, 790, 660, 689, 767, 808, 691, 793, 687, 798, 700, 714, 688, 745, 659, 811, 785, 705, 757, 677, 711, 809, 766, 689, 632, 778, 779, 677, 747, 734, 801, 779, 726, 804, 779, 728, 805, 778, 687, 781, 706, 722, 721, 683, 809, 693, 708, 797, 728, 715, 810, 661, 796, 751, 796, 765, 776, 628, 746, 784, 801, 739, 707, 745, 785, 733, 797, 797, 803, 731, 765, 745, 738, 745, 752, 816, 755, 778, 728, 796, 802, 762, 762, 799, 744, 762, 657, 786, 740, 717, 667, 750, 732, 800, 721, 685, 803, 808, 682, 775, 745, 796, 747, 798, 800, 778, 803, 787, 718, 787, 728, 811, 715, 737, 714, 760, 785, 754, 795, 812, 789, 765, 741, 734, 789, 736, 705, 712, 708, 758, 665, 649, 749, 700, 777, 721, 788, 731, 765, 703, 740, 781, 779, 748, 745, 637, 711, 769, 697, 791, 800, 805, 761, 753, 778, 809, 791, 813, 812, 786, 694, 709, 671, 801, 710, 796, 787, 779, 782, 775, 705, 694, 810, 714, 720, 702, 735, 750, 801, 717, 770, 676, 748, 696, 806, 701, 777, 763, 776, 776, 739, 741, 656, 750, 776, 702, 734, 798, 752, 804, 779, 706, 693, 810, 752, 741, 759, 776, 735, 711, 751, 770, 755, 707, 647, 784, 751, 800, 709, 714, 739, 774, 689, 651, 689, 763, 808, 722, 801, 757, 752, 796, 721, 741, 779, 770, 724, 814, 799, 798, 713, 723, 812, 816, 752, 795, 810, 677, 710, 690, 806, 767, 725, 759, 625, 673, 735, 770, 680, 727, 789, 721, 676, 757, 804, 802, 724, 809, 721, 783, 732, 734, 778, 640, 691, 797, 788, 737, 809, 726, 666, 777, 772, 693, 746, 786, 704, 766, 651, 702, 710, 801, 713, 795, 741, 708, 705, 687, 811, 704, 741, 758, 735, 802, 765, 774, 773, 755, 776, 793, 806, 723, 803, 728, 636, 763, 727, 673, 699, 760, 791, 778, 723, 725, 658, 725, 789, 795, 753, 778, 788, 750, 740, 757, 739, 713, 745, 788, 738, 742, 774, 662, 735, 799, 799, 740, 678, 745, 794, 776, 701, 726, 715, 809, 773, 774, 767, 632, 809, 662, 722, 727, 663, 788, 722, 717, 736, 760, 796, 713, 757, 766, 722, 759, 690, 720, 714, 724, 796, 704, 804, 736, 757, 792, 651, 748, 760, 796, 726, 766, 743, 709, 709, 797, 629, 754, 804, 791, 801, 808, 710, 701, 723, 763, 759, 771, 771, null, 629, 804, 782, 774, 622, 788, 785, 718, 778, 750, 749, 701, 792, 798, 753, 796, 694, 803, 708, 652, 791, 751, 754, 757, 816, 774, 755, 765, 760, 793, 715, 737, 800, 773, 716, 709, 650, 719, 782, 759, 720, 807, 713, 685, 763, 728, 643, 625, 706, 734, 739, 764, 760, 763, 650, 800, 641, 709, 795, 787, 811, 753, 756, 725, 795, 785, 687, 761, 726, 714, 717, 740, 733, 800, 704, 796, 689, 712, 702, 811, 801, 736, 817, 773, 710, 694, 752, 752, 746, 730, 805, 772, 776, 803, 770, 746, 738, 732, 693, 749, 748, 803, 788, 719, 794, 731, 724, 766, 777, 795, 789, 749, 659, 797, 794, 753, 785, 700, 790, 650, 802, 763, 773, 717, 709, 706, 771, 723, 682, 765, 722, 678, 784, 734, 748, 792, 768, 756, 798, 713, 807, 786, 774, 678, 763, 744, 774, 795, 760, 704, 794, 804, 807, 654, 814, 688, 729, 743, 776, 808, 734, 805, 709, 680, 672, 795, 783, 799, 780, 789, 773, 788, 774, 786, 780, 719, 692, 655, 786, 744, 706, 662, 746, 781, 735, 707, 761, 799, 806, 797, 698, 800, 767, 780, 729, 780, 775, 813, 750, 800, 781, 772, 803, 776, 764, 768, 747, 787, 778, 721, 799, 636, 779, 793, 801, 764, 756, 732, 780, 701, 717, 790, 719, 699, 671, 729, 712, 741, 791, 763, 776, 753, 750, 790, 757, 679, 697, 687, 794, 754, 789, 755, 725, 762, 781, 739, 754, 709, 739, 732, 733, 802, 790, 785, 743, 681, 674, 784, 786, 721, 670, 760, 804, 694, 790, 791, 751, 804, 780, 790, 806, 700, 734, 739, 754, 823, 804, 756, 800, 795, 765, 699, 766, 758, 709, 782, 670, 788, 740, 752, 724, 800, 699, 740, 770, 790, 779, 782, 651, 720, 783, 704, 698, 802, 752, 799, 743, 691, 655, 767, 740, 769, 710, 704, 799, 663, 799, 810, 673, 792, 763, 783, 751, 798, 772, 776, 768, 760, 787, 762, 773, 800, 667, 679, 690, 778, 802, 770, 802, 788, 705, 813, 726, 773, 779, 732, 801, 796, 703, 689, 710, 796, 771, 673, 790, 720, 802, 709, 801, 762, 778, 798, 788, 700, 719, 627, 730, 804, 735, 706, 744, 691, 786, 759, 748, 809, 690, 823, 730, 731, 745, 730, 708, 756, 799, 692, 731, 727, 796, 816, 738, 771, 698, 790, 789, 691, 714, 674, 812, 776, 703, 672, 720, 755, 808, 776, 702, 673, 757, 777, 713, 741, 798, 676, 748, 739, 811, 663, 787, 722, 739, 759, 721, 712, 733, 701, 762, 777, 748, 795, 750, 751, 682, 747, 773, 730, 797, 727, 798, 798, 773, 766, 752, 748, 750, 712, 783, 737, 740, 745, 681, 753, 750, 738, 746, 729, 749, 805, 653, 729, 793, 810, 784, 763, 766, 714, 773, 760, 792, 791, 732, 813, 795, 722, 681, 734, 796, 784, 791, 700, 721, 794, 732, 715, 711, 759, 744, 725, 727, 800, 687, 819, 783, 689, 726, 670, 728, 820, 782, 752, 746, 709, 783, 757, 794, 660, 735, 664, 778, 703, 732, 785, 805, 805, 789, 754, 718, 783, 775, 776, 740, 789, 780, 726, 798, 776, 726, 655, 776, 644, 791, 716, 720, 789, 737, 777, 767, 729, 790, 779, 777, 790, 742, 635, 746, 766, 754, 736, 778, 648, 649, 805, 702, 704, 685, 724, 694, 688, 750, 760, 696, 779, 777, 786, 764, 811, 786, 660, 780, 774, 795, 732, 793, 705, 802, 728, 637, 806, 734, 689, 751, 652, 808, 774, 774, 766, 762, 742, 740, 805, 747, 657, 745, 683, 743, 783, 767, 771, 741, 714, 801, 785, 666, 691, 655, 712, 802, 641, 686, 726, 732, 758, 716, 753, 793, 776, 764, 739, 722, 697, 659, 686, 768, 760, 773, 700, 713, 777, 791, 778, 732, 707, 795, 787, 710, 798, 787, 687, 782, 696, 730, 797, 791, 738, 665, 733, 765, 768, 637, 712, 766, 672, 788, 687, 786, 761, 635, 761, 817, 719, 776, 651, 802, 726, 710, 683, 746, 714, 727, 665, 661, 757, 736, 789, 785, 813, 775, 763, 770, 686, 799, 729, 802, 700, 706, 681, 766, 710, 700, 764, 748, 776, 757, 742, 750, 726, 727, 807, 791, 668, 682, 811, 796, 705, 771, 805, 720, 788, 637, 758, 764, 694, 741, 745, 802, 819, 756, 686, 689, 674, 669, 814, 773, 728, 759, 648, 797, 734, 781, 719, 722, 784, 761, 692, 785 ], "xaxis": "x2", "yaxis": "y2" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=QUICKEN LOANS INC.
cscore_min=%{x}
count=%{y}", "legendgroup": "seller_name=QUICKEN LOANS INC.", "marker": { "color": "#00cc96" }, "name": "seller_name=QUICKEN LOANS INC.", "nbinsx": 100, "offsetgroup": "seller_name=QUICKEN LOANS INC.", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 799, 639, 814, 759, 809, 770, 797, 629, 709, 733, 735, 639, 792, 786, 655, 711, 675, 808, 779, 727, 684, 672, 717, 774, 699, 689, 759, 805, 809, 707, 715, 784, 656, 712, 743, 650, 706, 801, 783, 667, 707, 727, 635, 691, 765, 793, 647, 804, 687, 806, 689, 711, 802, 662, 766, 748, 798, 725, 750, 655, 809, 783, 683, 727, 764, 774, 640, 751, 779, 717, 671, 622, 790, 635, 704, 797, 747, 801, 711, 626, 676, 679, 746, 725, 732, 716, 763, 783, 672, 809, 770, 698, 720, 766, 745, 821, 765, 751, 780, 730, 681, 795, 719, 750, 685, 706, 738, 790, 751, 682, 683, 767, 779, 774, 718, 627, 773, 742, 761, 720, 639, 771, 746, 804, 673, 744, 622, 766, 776, 708, 702, 712, 732, 739, 702, 770, 776, 694, 707, 790, 739, 666, 624, 703, 718, 654, 686, 736, 752, 761, 782, 762, 784, 677, 677, 802, 764, 745, 735, 791, 756, 711, 706, 747, 759, 802, 640, 673, 727, 775, 814, 790, 789, 660, 786, 753, 673, 703, 761, 717, 755, 709, 649, 776, 749, 807, 755, 801, 690, 794, 811, 759, 751, 809, 713, 772, 727, 803, 797, 746, 741, 758, 727, 747, 662, 777, 633, 694, 791, 714, 803, 788, 708, 676, 718, 729, 685, 768, 783, 722, 691, 797, 775, 772, 763, 797, 784, 735, 728, 702, 759, 695, 675, 695, 797, 689, 781, 809, 790, 791, 768, 659, 753, 766, 808, 749, 729, 754, 759, 683, 787, 697, 802, 632, 760, 766, 729, 748, 705, 733, 797, 776, 651, 789, 721, 758, 705, 770, 761, 782, 695, 622, 728, 753, 666, 713, 634, 774, 790, 753, 757, 715, 783, 783, 792, 703, 707, 775, 727, 751, 691, 653, 804, 726, 712, 752, 665, 703, 713, 809, 745, 763, 705, 674, 732, 803, 680, 744, 823, 735, 767, 720, 728, 808, 663, 759, 713, 778, 753, 821, 793, 768, 780, 677, 670, 764, 782, 759, 648, 712, 709, 732, 667, 640, 766, 630, 797, 797, 650, 722, 793, 757, 763, 814, 736, 721, 695, 640, 684, 794, 662, 660, 692, 737, 789, 770, 668, 722, 711, 765, 778, 815, 633, 809, 708, 747, 720, 779, 793, 783, 712, 796, 658, 808, 809, 816, 688, 808, 744, 768, 662, 706, 767, 731, 698, 791, 709, 702, 698, 729, 764, 693, 805, 799, 679, 803, 733, 718, 746, 703, 787, 766, 766, 764, 692, 698, 652, 649, 728, 723, 684, 739, 802, 788, 742, 625, 706, 668, 773, 730, 693, 761, 683, 696, 755, 765, 674, 648, 647, 744, 735, 728, 668, 675, 760, 700, 624, 629, 658, 682, 681, 713, 732, 706, 713, 694, 680, 735, 643, 666, 801, 688, 718, 787, 766, 760, 731, 778, 636, 798, 683, 683, 769, 661, 752, 689, 652, 784, 732, 798, 783, 786, 778, 746, 806, 624, 779, 786, 631, 813, 738, 801, 772, 767, 744, 650, 744, 793, 737, 629, 675, 803, 690, 807, 673, 676, 770, 687, 663, 751, 746, 701, 746, 707, 779, 626, 735, 765, 791, 819, 791, 770, 720, 722, 680, 670, 736, 714, 673, 737, 778, 773, 720, 630, 639, 677, 779, 723, 751, 762, 814, 688, 773, 628, 813, 700, 702, 800, 673, 708, 745, 675, 776, 684, 693, 775, 784, 764, 720, 745, 759, 799, 781, 716, 662, 778, 668, 809, 749, 684, 760, 801, 754, 711, 731, 693, 795, 719, 749, 730, 767, 639, 787, 747, 710, 704, 644, 762, 754, 665, 774, 817, 711, 759, 630, 760, 716, 758, 811, 735, 763, 668, 722, 737, 735, 724, 813, 716, 687, 675, 769, 737, 674, 749, 678, 726, 755, 773, 773, 686, 816, 747, 726, 793, 792, 634, 788, 685, 680, 685, 798, 801, 767, 788, 817, 786, 778, 779, 652, 784, 727, 770, 769, 778, 778, 759, 675, 666, 708, 716, 777, 699, 797, 680, 792, 649, 782, 772, 712, 677, 714, 691, 790, 706, 738, 691, 670, 761, 631, 726, 726, 762, 677, 665, 773, 661, 799, 807, 780, 730, 809, 687, 783, 758, 746, 732, 736, 692, 797, 733, 728, 794, 798, 680, 640, 735, 668, 747, 694, 798, 713, 736, 736, 713, 706, 629, 649, 782, 784, 783, 784, 660, 692, 711, 723, 782, 685, 749, 779, 714, 718, 789, 667, 769, 779, 674, 695, 798, 643, 803, 783, 705, 698, 801, 781, 740, 767, 748, 748, 679, 680, 786, 779, 703, 793, 730, 744, 722, 684, 756, 663, 781, 676, 791, 726, 719, 750, 774, 625, 677, 753, 737, 669, 749, 791, 754, 756, 806, 774, 727, 789, 779, 697, 694, 770, 813, 724, 683, 712, 784, 689, 623, 689, 808, 800, 809, 702, 696, 663, 683, 715, 704, 809, 756, 778, 770, 634, 669, 687, 726, 770, 761, 675, 683, 706, 759, 758, 694, 651, 780, 736, 759, 711, 711, 691, 812, 775, 653, 820, 745, 749, 679, 745, 735, 793, 738, 800, 797, 756, 653, 689, 726, 692, 662, 680, 648, 643, 746, 726, 710, 769, 700, 658, 787, 762, 727, 714, 677, 716, 643, 808, null, 790, 760, 805, 815, 674, 795, 822, 689, 684, 794, 804, 796, 726, 696, 672, 648, 703, 648, 736, 732, 764, 686, 749, 708, 747, 775, 813, 787, 794, 721, 674, 766, 759, 685, 717, 791, 802, 778, 661, 776, 783, 778, 710, 655, 767, 674, 654, 701, 669, 666, 783, 734, 754, 789, 804, 635, 626, 648, 759, 705, 711, 787, 797, 797, 784, 652, 656, 793, 798, 787, 730, 737, 753, 720, 808, 773, 693, 771, 701, 748, 776, 741, 734, 691, 816, 714, 746, 744, 773, 779, 700, 698, 790, 711, 800, 796, 738, 801, 649, 653, 754, 780, 755, 707, 717, 815, 674, 716, 786, 806, 804, 775, 798, 778, 654, 732, 688, 628, 665, 755, 694, 737, 645, 760, 647, 666, 707, 794, 704, 649, 807, 704, 789, 737, 783, 807, 773, 724, 774, 640, 771, 655, 791, 754, 810, 801, 725, 724, 795, 734, 771, 721, 724, 709, 773, 683, 768, 770, 686, 752, 719, 630, 702, 748, 722, 801, 668, 693, 790, 804, 708, 626, 772, 732, 740, 789, 779, 800, 754, 668, 651, 799, 652, 690, 685, 739, 760, 798, 790, 818, 698, 693, 827, 766, 702, 683, 756, 716, 699, 783, 790, 706, 646, 691, 754, 621, 708, 749, 804, 770, 789, 727, 808, 771, 734, 737, 701, 679, 693, 763, 672, 700, 738, 730, 737, 714, 697, 742, 689, 782, 790, 710, 771, 630, 761, 769, 755, 692, 746, 780, 790, 664, 792, 766, 751, 714, 714, 647, 716, 717, 802, 761, 809, 736, 696, 815, 775, 623, 664, 764, 687, 799, 709, 661, 667, 733, 672, 725, 718, 783, 694, 795, 676, 754, 679, 758, 740, 695, 744, 698, 650, 721, 807, 663, 704, 710, 754, 809, 699, 783, 811, 725, 763, 746, 793, 673, 713, 693, 791, 768, 745, 700, 766, 636, 782, 711, 791, 764, 812, 739, 652, 716, 762, 620, 739, 683, 722, 791, 763, 759, 686, 758, 733, 722, 704, 720, 796, 706, 795, 784, 701, 750, 752, 736, 781, 671, 809, 731, 690, 759, 759, 703, 686, 706, 726, 680, 811, 734, 725, 705, 651, 667, 652, 750, 706, 749, 805, 743, 807, 774, 805, 807, 798, 773, 739, 692, 672, 692, 738, 791, 765, 732, 791, 642, 772, 726, 707, 703, 774, 783, 744, 656, 680, 805, 728, 707, 744, 758, 724, 696, 755, 709, 669, 678, 695, 632, 734, 753, 767, 727, 771, 684, 681, 795, 738, 750, 693, 794, 655, 782, 718, 781, 746, 709, 811, 775, 685, 761, 728, 735, 713, 787, 704, 681, 744, 766, 774, 678, 752, 796, 777, 762, 726, 716, 791, 653, 747, 779, 722, 802, 693, 796, 775, 681, 797, 754, 644, 629, 781, 751, 768, 672, 725, 680, 817, 640, 724, 801, 727, 772, 698, 628, 756, 784, 645, 702, 753, 694, 807, 771, 735, 729, 683, 757, 719, 761, 816, 780, 793, 759, 680, 767, 747, 770, 770, 802, 771, 767, 787, 785, 726, 775, 653, 802, 766, 698, 775, 664, 782, 790, 781, 680, 637, 683, 669, 773, 684, 716, 685, 699, 731, 657, 675, 740, 785, 750, 631, 772, 739, 723, 756, 710, 766, 693, 735, 807, 735, 750, 759, 689, 662, 791, 733, 810, 681, 708, 717, 648, 763, 755, 819, 775, 769, 756, 752, 748, 801, 782, 761, 714, 648, 801, 760, 650, 681, 759, 764, 744, 742, 726, 693, 765, 722, 783, 751, 809, 675, 785, 759, 798, 715, 749, 725, 690, 801, 798, 803, 779, 795, 773, 680, 688, 744, 696, 813, 750, 705, 820, 666, 787, 656, 809, 778, 727, 708, 781, 773, 698, 798, 738, 762, 745, 811, 675, 649, 781, 627, 776, 717, 745, 695, 811, 768, 786, 670, 773, 795, 776, 729, 716, 778, 793, 745, 754, 741, 743, 765, 708, 771, 807, 792, 766, 713, 730, 813, 793, 781, 707, 689, 773, 781, 698, 795, 731, 786, 650, 737, 803, 754, 801, 738, 816, 734, 795, 691, 736, 632, 753, 814, 757, 725, 699, 803, 787, 715, 761, 793, 759, 750, 715, 738, null, 707, 628, 791, 709, 718, 760, 794, 783, 691, 652, 752, 729, 716, 802, null, 813, 696, 796, 778, 694, 725, 783, 697, 756, 720, 652, 689, 776, 739, 698, 649, 740, 779, 698, 654, 739, 728, 754, 763, 720, 790, 674, 689, 782, 709, 675, 663, 636, 802, 773, 785, 736, 778, 678, 685, 749, 774, 713, 725, 783, 729, 800, 679, 760, 665, 783, 642, 729, 707, 733, 798, 800, 696, 726, 691, 721, 792, 789, 688, 813, 714, 790, 767, 625, 812, 728, 740, 691, 741, 675, 729, 802, 727, 788, 654, 780, 788, 682, 792, 802, 729, 668, 768, 685, 750, 685, 783, 687, 702, 773, 772, 754, 692, 780, 729, 744, 759, 757, 789, 713, 786, 714, 769, 767, 629, 753, 682, 808, 698, 806, 796, 662, 749, 731, 680, 752, 671, 727, 802, 705, 662, 649, 798, 656, 731, 655, 624, 741, 782, 676, 768, 772, 760, 673, 734, 800, 734, 764, 770, 748, 801, 665, 761, 677, 707, 649, 807, 701, 750, 760, 728, 803, 679, 800, 746, 741, 719, 738, 794, 630, 698, 775, 802, 707, 785, 710, 783, 706, 745, 626, 812, 665, 781, 810, 789, 690, 815, 739, 641, 650, 666, 669, 750, 796, 660, 812, 760, 628, 780, 812, 675, 711, 715, 805, 735, 731, 653, 803, 805, 620, 758, 774, 777, 726, 753, 789, 791, 694, 775, 727, 752, 680, 686, 774, 780, 778, 782, 723, 788, 639, 763, 794, 771, 752, 631, 625, 785, 725, 701, 685, 650, 736, 779, 703, 801, 797, 620, 787, 801, 791, 809, 675, 738, 813, 721, 736, 740, 790, 697, 763, 783, 726, 788, 693, 655, 804, 623, 754, 698, 810, 668, 795, 802, 666, 796, 778, 755, 705, 656, 715, 677, 674, 737, 810, 761, 641, 792, 733, 735, 796, 745, 770, 774, 800, 806, 690, 695, 721, 754, 788, 801, 772, 738, 811, 635, 680, 781, 757, 660, 805, 648, 739, 784, 660, 741, 803, 778, 744, 700, 709, 642, 725, 816, 742, 734, 776, 742, 779, 791, 666, 669, 781, 782, 734, 641, 808, 788, 732, 700, 680, 727, 750, 763, 760, 663, 791, 781, 738, 755, 765, 710, 796, 709, 777, 680, 797, 661, 758, 796, 749, 757, 803, 760, 625, 737, 751, 784, 691, 793, 682, 704, 750, 793, 687, 747, 699, 682, 750, 781, 796, 723, 782, 742, 781, 800, 746, 771, 782, 622, 747, 698, 681, 733, 728, 709, 671, 802, 806, 689, 791, 790, 796, 779, 739, 748, 722, 697, 720, 785, 652, 678, 758, 703, 741, 808, 667, 760, 742, 784, 720, 748, 783, 693, 672, 684, 806, 777, 807, 766, 754, 746, 622, 628, 703, 693, 658, 659, 722, 722, 786, 795, 749, 772, 771, 686, 685, 752, 624, 712, 683, 677, 784, 726, 781, 669, 705, 698, 784, 743, 781, 698, 750, 795, 700, 787, 645, 784, 724, 727, 693, 671, 789, 691, 776, 726, 773, 682, 789, 693, 797, 663, 767, 806, 799, 746, 749, 759, 762, 779, 782, 750, 742, 691, 782, 708, 805, 792, 754, 764, 780, 640, 695, 787, 808, 772, 767, 813, 813, 816, 714, 739, 713, 791, 754, 792, 662, 653, 743, 783, 694, 712, 661, 778, 675, 712, 754, 789, 677, 755, 696, 633, 816, 716, 796, 803, 816, 663, 675, 757, 772, 632, 680, 801, 768, 745, 699, 666, 791, 789, 759, 779, 769, 803, 749, 790, 621, 743, null, 713, 718, 789, 754, 797, 785, 705, 729, 754, 808, 681, 724, 724, 662, 731, 655, 808, 801, 684, 644, 743, 630, 742, 713, 703, 779, 627, 771, 666, 771, 658, 730, 787, 668, 812, 696, 681, 802, 631, 758, 680, 770, 716, 741, 682, 711, 759, 761, 729, 773, 749, 678, 626, 777, 814, 777, 699, 769, 738, 787, 698, 783, 701, 727, 709, 745, 676, 772, 789, 675, 677, 797, 623, 676, 718, 681, 798, 768, 675, 745, 790, 626, 772, 773, 639, 699, 745, 704, 724, 681, 784, 797, 799, 767, 743, 711, 684, 820, 689, 817, 724, 759, 798, 773, 635, 756, 695, 703, 785, 761, 680, 715, 809, 802, 736, 701, 703, 704, 784, 805, 643, 714, 794, 786, 735, 763, 664, 633, 803, 704, 682, 763, 717, 684, 787, 697, 767, 778, 761, 753, 646, 712, 693, 793, 691, 742, 744, 800, 643, 741, 634, 743, 721, 779, 723, 751, 687, 791, 657, 729, 642, 777, 805, 739, 680, 707, 698, 650, 767, 693, 670, 765, 679, 801, 765, 788, 763, 679, 648, 712, 735, 787, 665, 784, 768, 668, 759, 788, 729, 716, 683, 667, 653, 660, 765, 726, 708, 797, 753, 712, 789, 724, 767, 754, 779, 748, 691, 754, 799, 695, 807, 765, 757, 758, 665, 677, 798, 700, 765, 665, 801, 709, 631, 812, 785, 646, 726, 710, 733, 786, 663, 772, 707, 676, 643, 668, 779, 676, 770, 692, 741, 806, 769, 787, 784, 709, 716, 770, 752, 742, 810, 686, 787, 688, 782, 628, 710, 695, 626, 649, 722, 697, 749, 688, 744, 698, 741, 810, 752, 794, 741, 724, 675, 739, 774, 800, 733, 643, 682, 624, 692, 807, 766, 725, 622, 685, 819, 732, 686, 711, 785, 628, 656, 787, 699, 716, 690, 728, 785, 782, 683, 804, 784, 726, 806, 639, 626, 670, 749, 721, 652, 773, 714, 821, 753, 682, 696, 782, 783, 746, 733, 795, 803, 740, 773, 644, 804, 779, 649, 755, 725, 682, 743, 792, 793, 752, 796, 723, 773, 739, 669, 754, 706, 640, 713, 722, 754, 688, 672, 720, 731, 795, 628, 744, 727, 793, 631, 769, 730, 776, 773, 761, 772, 736, 745, 696, 698, 722, 808, 728, 626, 647, 706, 747, 720, 813, 792, 798, 778, 792, 701, 726, 716, 729, 663, 791, 670, 727, 785, 776, 754, 741, 705, 694, 796, 727, 708, 732, 777, 687, 807, 628, 731, 807, 623, 684, 651, 774, 743, 803, 819, 762, 710, 656, 655, 631, 778, 682, 774, 721, 743, 802, 725, 692, 630, 746, 791, 778, 728, 748, 726, 790, 780, 741, 746, 813, 773, 786, 646, 651, 719, 725, 732, 795, 657, 676, 692, 633, 678, 734, 804, 791, 670, 771, 732, 647, 671, 781, 710, 801, 766, 808, 681, 677, 687, 755, 772, 797, 747, 728, 757, 622, 640, 721, 767, 728, 808, 701, 666, 738, 739, 750, 791, 811, 752, 689, 757, 749, 726, 793, 743, 774, 697, 741, 757, 695, 698, 747, 795, 652, 806, 639, 648, 666, 774, 735, 658, 660, 737, 813, 736, 657, 736, 752, 799, 774, 796, 715, 678, 739, 695, 792, 738, 810, 634, 776, 712, 804, 741, 668, 738, 702, 784, 686, 704, 791, 644, 638, 759, 758, 783, 780, 718, 771, 732, 733, 720, 803, 637, 783, 696, 770, 753, 746, 693, 689, 775, 706, 689, 696, 670, 710, 787, 731, 798, 812, 809, 692, 695, 666, 724, 772, 799, 660, 780, 809, 787, 661, 791, 736, 776, 740, 660, 774, 779, 781, 760, 665, 715, 663, 748, 703, 785, 673, 729, 801, 678, 800, 805, 677, 751, 737, 653, 810, 693, 669, 630, 749, 656, 739, 760, 781, 808, 763, 753, 752, 790, 799, 809, 777, 685, 701, 751, 718, 802, 669, 707, 784, 743, 656, 708, 744, 700, 738, 731, 802, 789, 670, 653, 728, 735, 763, 799, 798, 673, 719, 807, 688, 778, 687, 751, 695, 783, 651, 698, 778, 729, 787, 699, 749, 720, 708, 714, 754, 720, 767, 726, 640, 740, 797, 645, 708, 748, 704, 777, 677, 669, 708, 732, 721, 760, 814, 786, 790, 799, 801, 725, 691, 704, 767, 751, 721, 729, 752, 717, 803, 632, 761, 675, 796, 626, 798, 747, 664, 800, 721, 800, 745, 788, 724, 708, 669, 728, 791, 798, 677, 796, 737, 746, 672, 796, 748, 755, 796, 772, 727, 705, 633, 797, 722, 742, 804, 812, 631, 695, 687, 705, 693, 649, 752, 799, 676, 771, 770, 709, 820, 772, 680, 802, 795, 768, 792, 799, 697, 790, 708, 659, 702, 779, 696, 804, 751, 760, 677, 767, 725, 739, 730, 806, 781, 742, 744, 755, 726, 768, 746, 772, 760, 809, 656, 709, 816, 805, 696, 665, 820, 642, 687, 684, 787, 782, 717, 776, 716, 621, 692, 747, 667, 763, 731, 790, 807, 785, 623, 733, 695, 696, 755, 703, 694, 686, 626, 756, 768, 635, 667, 742, 740, 689, 786, 803, 687, 744, 642, 801, 742, 753, 658, 694, 794, 758, 785, 717, 644, 680, 766, 655, 774, 772, 696, 704, 626, 677, 664, 721, 803, 700, 702, 674, 773, 713, 687, 685, 801, 769, 741, 707, 797, 756, 795, 802, 638, 770, 719, 750, 692, 668, 621, 732, 798, 795, 763, 686, 744, 801, 747, 672, 713, 732, 700, 762, 702, 725, 754, 815, 756, 766, 764, 719, 685, 788, 641, 681, 797, 763, 763, 675, 719, 721, 806, 627, 696, 787, 787, 677, 781, 756, 731, 777, 717, 658, 722, 791, 649, 732, 787, 753, 743, 664, 714, 684, 759, 620, 754, 641, 631, 757, 712, 815, 810, 754, 699, 716, 770, 670, 791, 683, 661, 681, 750, 787, 756, 701, 792, 696, 799, 673, 798, 747, 737, 779, 669, 687, 770, 739, 777, 808, 747, 779, 811, 712, 680, 697, 630, 706, 786, 809, 738, 790, 678, 820, 785, 817, 712, 730, 798, 789, 721, 668, 648, 689, 742, 680, 756, 774, 683, 712, 686, 691, 778, 651, 655, 742, 759, 733, 718, 709, 774, 793, 786, 681, 738, 803, 773, 733, 680, 753, 761, 748, 653, 748, 700, 757, 689, 775, 677, 711, 763, 747, 751, 744, 803, 721, 663, 706, 620, 702, 657, 789, 763, 777, 767, 651, 721, 696, 768, 751, 787, 719, 749, 774, 776, 679, 728, 711, 700, 722, 761, 680, 736, 724, 701, 809, 783, 708, 706, 732, 817, 766, 745, 628, 698, 719, 707, 786, 806, 705, 733, 789, 710, 712, 783, 680, 639, 798, 729, 680, 731, 725, 754, 790, 740, 757, 698, 791, 747, 654, 793, 723, 754, 731, 668, 758, 680, 740, 632, 657, 740, 696, 765, 710, 709, 784, 638, 774, 764, 781, 717, 716, 640, 787, 767, 747, 671, 738, 657, 662, 669, 798, 679, 641, 726, 781, 756, 769, 654, 620, 689, 807, 812, 726, 764, 805, 671, 774, 628, 804, 727, 725, 664, 798, 666, 627, 795, 649, 703, 793, 777, 767, 771, 789, 769, 675, 819, 782, 763, 672, 815, 780, 770, 776, 795, 690, 799, 814, 688, 700, 784, 750, 680, 809, 683, 746, 647, 632, 804, 744, 713, 702, 736, 801, 681, 700, 792, 709, 686, 650, 780, 676, 699, 729, 762, 794, 766, 755, 764, 722, 718, 632, 766, 787, 779, 744, 746, 644, 686, 758, 671, 801, 667, 754, 785, 738, 778, 692, null, 756, 783, 738, 795, 722, 753, 702, 670, 745, 793, 786, 734, 697, 798, 710, 735, 686, 782, 693, 707, 723, 746, 763, 809, 800, 710, 776, 775, 738, 727, 702, 708, 756, 646, 778, 678, 720, 659, 803, 694, 742, 690, 779, 647, 801, 685, 672, 770, 782, 696, 700, 731, 787, 808, 667, 653, 688, 726, 748, 755, 702, 780, 734, 653, 820, 744, 701, 735, 742, 747, 751, 639, 740, 819, 719, 679, 690, 690, 816, 658, 689, 704, 735, 757, 687, 688, 758, 748, 744, 703, 774, 736, 751, 669, 808, 763, 776, 722, 639, 673, 794, 698, 630, 713, 723, 814, 670, 790, 718, 788, 702, 631, 750, 744, 768, 703, 765, 769, 767, 654, 695, 660, 745, 707, 743, 769, 752, 777, 769, 793, 651, 661, 693, 640, 790, 708, 663, 785, 769, 766, 807, 765, 754, 781, 624, 793, 735, 812, 654, 777, 817, 694, 721, 717, 666, 735, 652, 798, 758, 737, 691, 757, 802, 646, 751, 755, 820, 728, 702, 761, 774, 695, 769, 781, 628, 644, 749, 707, 798, 624, 800, 698, 817, 738, 700, 671, 654, 759, 751, 696, 714, 736, 699, 777, 646, 716, 798, 782, 741, 788, 759, 761, 690, 809, 760, 728, 764, 695, 645, 778, 655, 767, 761, 680, 703, 763, 808, 733, 727, 768, 709, 713, 711, 685, 782, 704, 684, 707, 816, 723, 718, 783, 672, 668, 633, 763, 772, 723, 691, 661, 660, 709, 624, 767, 683, 683, 740, 713, 684, 673, 767, 739, 676, 751, 643, 741, 785, 702, 649, 767, 644, 803, 709, 747, 767, 700, 701, 671, 684, 693, 757, 717, 712, 720, 794, 708, 801, 740, 795, 679, 744, 776, 691, 737, 655, 767, 756, 688, 802, 659, 710, 751, 735, 729, 755, 693, 717, 746, 711, 674, 714, 791, 706, 816, 750, 692, 792, 672, 631, 776, 796, 753, 768, 714, 722, 742, 808, 679, 658, 675, 708, 732, 767, 793, 798, 676, 787, 802, 794, 708, 753, 760, 699, 808, 803, 739, 765, 793, 785, 704, 760, 760, 695, 736, 782, 685, 742, 735, 786, 652, 657, 692, 702, 650, 778, 651, 685, 694, 738, 685, 790, 740, 742, 783, 701, 711, 804, 754, 755, 705, 632, 772, 696, 704, 719, 708, 770, 796, 759, 638, 753, 768, 777, 781, 777, 754, 699, 777, 813, 647, 743, 674, 797, 764, 682, 656, 668, 795, 660, 726, 752, 747, 745, 626, 700, 712, 742, 689, 637, 782, 680, 734, 655, 804, 704, 632, 660, 692, 752, 681, 698, 808, 735, 791, 761, 737, 706, 707, 758, 717, 787, 749, 798, 745, 768, 723, 772, 644, 742, 772, 697, 654, 731, 707, 811, 671, 807, 723, 781, 772, 691, 643, 709, 666, 752, 754, 735, 733, 673, 730, 710, 801, 703, 721, 634, 759, 816, 803, 808, 703, 730, 781, 749, 753, 728, 783, 694, 754, 630, 786, 718, 743, 711, 677, 704, 668, 710, 796, 717, 663, 780, 804, 790, 699, 658, 782, 804, 626, 663, 748, 738, 732, 778, 812, 684, 705, 819, 694, 686, 689, 688, 717, 698, 766, 655, 698, 795, 803, 762, 785, 741, 647, 795, 662, 739, 681, 797, 788, 692, 808, 681, 696, 753, 699, 807, 783, 713, 748, 673, 807, 759, 798, 793, 780, 801, 804, 818, 737, 726, 773, 714, 803, 708, 728, 721, 663, 726, 778, 719, 719, 743, 722, 705, 684, 675, 793, 746, 708, 687, 723, 672, 679, 708, 770, 734, 789, 750, 629, 700, 728, 669, 792, 727, 788, 776, 749, 737, 687, 769, 784, 813, 755, 790, 765, 714, 669, 785, 751, 661, 696, 683, 685, 778, 766, 756, 773, 621, 724, 677, 662, 679, 792, 794, 714, 687, 623, 771, 762, 766, 699, 709, 626, 811, 789, 717, 783, 682, 649, 759, 680, 620, 792, 788, 726, 718, 714, 791, 804, 770, 675, 743, 802, 721, 717, 696, 781, 811, 739, 694, 727, 692, 765, 798, 800, 702, 771, 620, 773, 771, 689, 781, 787, 812, 710, 652, 705, 730, 736, 745, 725, 718, 726, 799, 702, 792, 753, 766, 648, 726, 779, 632, 795, 639, 711, 766, 810, 812, 796, 678, 692, 791, 717, 705, 663, 705, 747, 682, 804, 747, 683, 796, 801, 771, 799, 785, 768, 765, 798, 767, 718, 766, 672, 729, 764, 818, 761, 784, 721, 755, 698, 709, 785, 699, 760, 733, 738, 662, 650, 700, 790, 708, 639, 636, 771, 750, 739, 650, 668, 712, 789, 803, 647, 783, 633, 681, 642, 631, 807, 804, 739, 731, 736, 680, 734, 782, 731, 730, 697, 809, 811, 784, 748, 682, 812, 626, 772, 801, 794, 631, 805, 765, 729, 683, 667, 766, 638, 716, 704, 687, 742, 736, 792, 695, 794, 655, 752, 748, 750, 807, 792, 808, 778, 710, 737, 726, 786, 768, 730, 707, 693, 644, 696, 725, 678, 715, 761, 715, 783, 802, 688, 622, 753, 666, 741, 676, 813, 721, 707, 722, 720, 775, 758, 679, 804, 670, 720, 740, 724, 625, 745, 773, 792, 820, 803, 741, 726, 770, 621, 771, 778, 730, 673, 739, 796, 727, 716, 801, 737, 800, 704, 785, 725, 778, 750, 626, 669, 783, 777, 755, 774, 782, 786, 781, 755, 713, 820, 777, 706, 710, 793, 760, 736, 639, 717, 716, 697, 809, 697, 713, 660, 763, 790, 756, 799, 689, 722, 683, 802, 780, 713, 743, 699, 772, 669, 797, 667, 704, 783, 736, 752, 651, 722, 744, 764, 721, 645, 778, 671, 793, 764, 800, 671, 737, 731, 750, 742, 791, 691, 765, 734, 782, 749, 654, 725, 755, 807, 785, 754, 754, 740, 778, 760, 791, 771, 770, 623, 792, 704, 812, 644, 681, 730, 782, 799, 700, 674, 726, 721, 770, 690, 694, 650, 662, 778, 699, 702, 672, 784, 785, 724, 679, 765, 767, 747, 717, 812, 749, 813, 679, 733, 752, 798, 777, 721, 726, 707, 638, 740, 790, 788, 656, 699, 692, 731, 637, 780, 726, 823, 637, 706, 662, 752, 660, 798, 755, 699, 730, 706, 667, 729, 688, 693, 697, 718, 785, 813, 697, 741, 692, 734, 716, 714, 742, 819, 808, 764, 808, 770, 789, 673, 771, 771, 803, 732, 797, 675, 730, 685, 788, 685, 765, 767, 731, 675, 677, 686, 818, 698, 776, 714, 682, 742, 786, 762, 768, 772, 739, 790, 753, 738, 819, 647, 806, 724, 749, 698, 693, 716, 717, 710, 776, 701, 686, 650, 703, 658, 653, 783, 750, 648, 717, 746, 699, 780, 795, 746, 650, 806, 689, 781, 709, 695, 818, 702, 687, 817, 734, 742, 701, 718, 811, 638, 682, 771, 665, 745, 750, 744, 796, 628, 812, 795, 774, 754, 724, 792, 759, 761, 791, 637, 799, 810, 718, 727, 778, 695, 708, 760, 765, 776, 643, 753, 791, 685, 785, 743, 716, 632, 763, 681, 799, 710, 757, 742, 739, 635, 645, 733, 740, 691, 738, 707, 786, 727, 796, 810, 798, 709, 802, 644, 733, 760, 775, 757, 727, 751, 746, 805, 747, 792, 731, 786, 770, 671, 782, 640, 727, 635, 814, 790, 741, 774, 780, 743, 721, 802, 682, 744, 642, 689, 796, 787, 722, 811, 768, 730, 784, 793, 762, 812, 793, 722, 698, 785, 697, 653, 730, 723, 736, 782, 707, 692, 698, 808, 765, 801, 750, 785, 680, 800, 778, 793, 702, 745, 783, 699, 729, 798, 742, 799, 816, 808, 674, 795, 806, 672, 800, 783, 628, 772, 779, 744, 775, 773, 722, 748, 692, 814, 765, 737, 754, 819, 768, 766, 735, 656, 759, 718, 722, 712, 751, 722, 663, 727, 788, 733, 727, 801, 756, 777, 684, 747, 722, 792, 775, 671, 651, 737, 812, 778, 714, 658, 647, 636, 802, 788, 763, 754, 800, 775, 756, 793, 801, 788, 790, 660, 671, 637, 804, 746, 793, 797, 797, 665, 772, 693, 642, 787, 771, 708, 693, 746, 672, 738, 759, 773, 696, 755, 630, 740, 768, 778, 702, 712, 702, 813, 750, 738, 668, 704, 819, 669, 712, 791, 782, 728, 711, 697, 700, 689, 762, 705, 699, 764, 724, 757, 704, 629, 802, 786, 699, 658, 727, 710, 688, 753, 709, 779, 649, 704, 740, 741, 652, 778, 670, 719, 626, 755, 777, 718, 694, 680, 684, 730, 813, 784, 786, 684, 791, 767, 741, 668, 658, 727, 722, 664, 753, 807, 709, 790, 755, 799, 767, 796, 803, 637, 683, 626, 625, 724, 790, 660, 645, 785, 645, 778, 719, 736, 788, 776, 811, 778, 754, 739, 725, 731, 728, 723, 731, 708, 801, 794, 763, 656, 722, 680, 752, 813, 706, 738, 701, 712, 767, 722, 699, 713, 805, 737, 693, 691, 622, 734, 630, 706, 787, 742, 700, 792, 709, 732, 715, 775, 790, 745, 800, 753, 791, 697, 779, 722, 641, 726, 758, 754, 743, 776, 800, 805, 653, 742, 698, 684, 740, 667, 695, 730, 730, 664, 765, 707, 714, 727, 802, 786, 763, 692, 792, 785, 795, 778, 704, 701, 677, 710, 701, 772, 775, 637, 726, 756, 782, 794, 777, 733, 753, 705, 780, 694, 788, 727, 705, 694, 622, 734, 796, 644, 803, 702, 652, 704, 787, 729, 757, 797, 677, 768, 645, 750, 799, 666, 717, 759, 701, 741, 683, 800, 727, 680, 770, 640, 727, 667, 720, 774, 756, 803, 770, 760, 652, 709, 816, 786, 802, 666, 729, 718, 802, 802, 765, 631, 800, 773, 688, 701, 776, 658, 725, 673, 774, 723, 793, 816, 681, 701, 694, 774, 740, 794, 768, 803, 794, 681, 724, 790, 715, 744, 678, 709, 708, 656, 795, 638, 716, 794, 761, 716, 772, 709, 726, 688, 777, 798, 688, 752, 633, 742, 729, 767, 707, 709, 741, 754, 772, 709, 699, 753, 761, 797, 730, 747, 758, 681, 800, 740, 646, 667, 706, 774, 624, 732, 692, 758, 774, 726, 789, 752, 726, 670, 777, 627, 757, 783, 636, 696, 692, 682, 698, 757, 664, 707, 813, 718, 773, 711, 750, 799, 709, 768, 767, 692, 788, 769, 802, 752, 810, 697, 813, 794, 700, 720, 667, 643, 813, 794, 800, 702, 715, 707, 696, 764, 721, 760, 778, 785, 702, 762, 717, 715, 714, 695, 790, 816, 767, 656, 700, 726, 744, 681, 786, 751, 625, 686, 748, 723, 719, 664, 773, 728, 709, 816, 707, 791, 702, 707, 622, 674, 741, 792, 766, 646, 802, 694, 683, 785, 691, 668, 790, 646, 680, 693, 732, 790, 791, 745, 660, 798, 678, 777, 804, 795, 685, 738, 747, 668, 700, 731, 674, 766, 797, 790, 784, 775, 653, 688, 783, 631, 786, 671, 670, 695, 813, 772, 765, 783, 745, 792, 700, 747, 690, 695, 675, 773, 732, 692, 796, 654, 775, 815, 701, 807, 812, 662, 784, 793, 682, 708, 717, 673, 620, 732, 691, 787, 756, 728, 723, 751, 755, 789, 767, 769, 733, 685, 675, 779, 809, 667, 805, 771, 722, 669, 739, 643, 643, 744, 719, 791, 817, 783, 766, 787, 708, 719, 688, 644, 712, 670, 811, 760, 716, 693, 742, 723, 676, 791, 789, 729, 667, 787, 731, 762, 722, 720, 756, 800, 690, 807, 726, 681, 794, 703, 748, 752, 807, 780, 804, 694, 698, 736, 754, 715, 765, 667, 632, 770, 694, 789, 802, 755, 814, 733, 770, 706, 765, 712, 813, 770, 799, 809, 686, 721, 739, 671, 688, 773, 783, 807, 700, 769, 771, 640, 700, 808, 725, 771, 767, 773, 691, 675, 689, 790, 711, 718, 707, 816, 759, 634, 795, 704, 731, 734, 767, 694, 796, 657, 756, 794, 773, 704, 768, 697, 690, 772, 653, 686, 676, 707, 683, 752, 705, 747, 704, 660, 620, 751, 796, 762, 746, 622, 680, 789, 747, 633, 773, 795, 804, 794, 816, 800, 759, 758, 741, 807, 680, 694, 728, 660, 796, 697, 667, 739, 748, 707, 769, 673, 783, 631, 675, 764, 634, 702, 715, 776, 760, 806, 751, 753, 757, 750, 739, 778, 700, 683, 706, 780, 676, 643, 769, 770, 661, 714, 691, 709, 718, 749, 757, 643, 755, 793, 664, 735, 811, 791, 670, 652, 808, 787, 739, 737, 700, 789, 633, 634, 738, 710, 630, 796, 763, 689, 755, 705, 705, 767, 761, 753, 683, 770, 645, 695, 787, 710, 736, 694, 707, 656, 683, 711, 652, 704, 801, 792, 629, 804, 758, 810, 750, 694, 715, 636, 683, 742, 711, 774, 647, 773, 727, 676, 803, 663, 777, 789, 738, 809, 798, 706, 711, 795, 728, 722, 668, 718, 730, 700, 706, 777, 716, 740, 752, 799, 754, 698, 751, 768, 743, 691, 732, 744, 638, 670, 665, 659, 709, 712, 760, 770, 739, 663, 793, 809, 753, 687, 770, 685, 771, 651, 811, 778, 689, 812, 737, 718, 757, 778, 806, 699, 669, 779, 743, 646, 719, 727, 741, 784, 726, 774, 633, 677, 725, 662, 700, 696, 738, 761, 702, 772, 738, 808, 730, 728, 695, 728, 707, 765, 689, 734, 800, 631, 740, 715, 708, 674, 723, 726, 706, 808, 753, 663, 659, 784, 743, 816, 785, 663, 668, 713, 752, 768, 670, 669, 800, 725, 735, 694, 645, 746, 798, 804, 784, 728, 764, 736, 702, 802, 719, 770, 771, 663, 703, 733, 769, 689, 707, 739, 774, 772, 792, 738, 793, 763, 776, 694, 786, 767, 743, 761, 660, 741, 669, 650, 713, 773, 628, 713, 717, 813, 698, 672, 815, 781, 693, 789, 633, 744, 779, 700, 720, 634, 753, 724, 719, 800, 644, 648, 766, 718, 734, 630, 637, 797, 690, 670, 738, 736, 722, 653, 712, 639, 673, 682, 718, 693, 761, 760, 712, 756, 754, 700, 777, 776, 806, 682, 811, 795, 634, 803, 655, 723, 659, 687, 786, 695, 784, 693, 745, 724, 780, 738, 809, 643, 760, 722, 709, 759, 760, 755, 777, 639, 654, 778, 746, 680, 809, 684, 743, 723, 769, 790, 699, 693, 722, 703, 754, 734, 749, 748, 709, 775, 748, 623, 680, 680, 664, 808, 638, 669, 813, 703, 739, 804, 681, 736, 747, 748, 792, 734, 680, 662, 783, 652, 652, 808, 724, 712, 766, 649, 638, 801, 701, 768, 730, 664, 647, 732, 800, 744, 731, 748, 781, 755, 715, 789, 720, 741, 682, 750, 709, 762, 640, 663, 724, 747, 664, 793, 686, 774, 711, 700, 756, 772, 737, 704, 704, 774, 724, 703, 755, 813, 783, 809, 770, 710, 658, 650, 776, 662, 685, 708, 636, 736, 699, 750, 795, 701, 715, 764, 625, 704, 728, 778, 714, 757, 758, 688, 809, 709, 760, 806, 777, 739, 769, 716, 713, 806, 742, 675, 681, 788, 775, 701, 656, 630, 657, 654, 752, 813, 790, 716, 710, 688, 710, 683, 670, 676, 677, 722, 757, 775, 712, 680, 662, 620, 674, 745, 673, 799, 803, 742, 751, 736, 715, 712, 784, 724, 683, 738, 750, 638, 730, 735, 790, 756, 766, 797, 698, 722, 727, 759, 756, 703, 751, 731, 794, 759, 796, 756, 786, 733, 700, 685, 693, 803, 772, 688, 788, 654, 721, 786, 737, 626, 800, 646, 770, 742, 680, 719, 769, 778, 756, 711, 775, 683, 737, 744, 753, 726, 774, 773, 733, 740, 700, 756, 702, 728, 737, 815, 690, 624, 764, 689, 729, 723, 774, 713, 762, 793, 814, 656, 719, 647, 684, 682, 774, 774, 792, 771, 815, 753, 792, 717, 702, 796, 665, 747, 771, 752, 764, 705, 777, 720, 766, 787, 790, 742, 789, 766, 726, 730, 802, 781, 749, 656, 747, 669, 700, 693, 732, 730, 766, 720, 697, 643, 778, 761, 776, 685, 770, 794, 688, 637, 798, 790, 630, 778, 686, 746, 724, 777, 769, 700, 749, 801, 750, 718, 742, 710, 706, 662, 661, 713, 755, 700, 774, 802, 681, 744, 666, 677, 813, 718, 700, 784, 620, 722, 641, 815, 746, 686, 787, 660, 731, 756, 721, 772, 762, 711, 706, 772, 790, 789, 774, 716, 808, 748, 738, 724, 720, 622, null, 789, 697, 793, 711, 795, 753, 744, 666, 709, 755, 797, 749, 803, 804, 763, 769, 794, 766, 710, 816, 810, 746, 741, 686, 651, 750, 634, 814, 754, 775, 684, 669, 695, 795, 725, 786, 730, 687, 707, 813, 735, 767, 761, 740, 727, 757, 732, 683, 685, 756, 702, 699, 788, 758, 796, 807, 796, 640, 756, 720, 757, 685, 799, 782, 684, 759, 805, 667, 711, 764, 791, 709, 779, 772, 757, 665, 749, 770, 682, 703, 809, 725, 716, 638, 777, 752, 716, 782, 689, 741, 700, 726, 716, 716, 713, 760, 795, 804, 629, 734, 752, 724, 754, 715, 667, 797, 715, 735, 732, 762, 682, 817, 686, 756, 747, 792, 715, 744, 793, 802, 639, 640, 768, 800, 682, 719, 810, 788, 730, 706, 763, 679, 702, 675, 748, 668, 723, 784, 737, 798, 801, 806, 782, 708, 710, 784, 752, 792, 782, 755, 703, 747, 800, 790, 786, 783, 770, 674, 737, 697, 664, 666, 782, 772, 788, 751, 747, 792, 745, 786, 811, 778, 766, 771, 736, 727, 814, 785, 627, null, 642, 808, 793, 682, 770, 811, 820, 764, 687, 676, 684, 765, 773, 719, 699, 769, 684, 808, 663, 774, 731, 628, 773, 774, 774, 698, 728, 653, 748, 700, 697, 691, 690, 707, 691, 799, 755, 688, 710, 803, 700, 684, 796, 681, 801, 700, 792, 782, 781, 632, 803, 769, 726, 683, 717, 769, 751, 764, 685, 753, 637, 755, 776, 776, 782, 823, 728, 734, 753, 736, 778, 696, 799, 771, 778, 716, 706, 730, 693, 794, 669, 784, 734, 781, 706, 790, 798, 793, 724, 797, 791, 639, 729, 735, 774, 644, 706, 635, 811, 784, 762, 709, 718, 717, 653, 787, 682, 714, 730, 787, 650, 788, 780, 761, 804, 726, 783, 667, 806, 817, 784, 809, 745, 756, 721, 714, 701, 664, 764, 648, 769, 740, 737, 699, 655, 802, 808, 763, 678, 747, 661, 762, 700, 732, 777, 726, 696, 814, 739, 680, 708, 660, 773, 675, 681, 753, 695, 783, 797, 788, 764, 812, 647, 672, 676, 661, 802, 773, 813, 685, 806, 720, 799, 811, 705, 698, 738, 755, 707, 767, 653, 625, 669, 634, 665, 796, 760, 773, 754, 797, 711, 761, 767, 732, 799, 730, 766, 773, 798, 672, 678, 724, 688, 720, 799, 772, 770, 730, 652, 787, 697, 790, 755, 720, 673, 784, 796, 690, 706, 743, 816, 800, 795, 663, 716, 767, 660, 814, 785, 704, 677, 755, 679, 765, 655, 749, 743, 797, 729, 671, 714, 716, 663, 761, 804, 726, 791, 718, 703, 799, 725, 729, 805, 786, 645, 637, 752, 750, 740, 675, 784, 793, 812, 736, 676, 709, 726, 686, 734, 801, 801, 713, 726, 744, 661, 781, 695, 757, 781, 778, 693, 780, 797, 796, 810, 692, 687, 724, 802, 807, 771, 779, 791, 716, 758, 748, 802, null, 755, 669, 630, 628, 650, 663, 654, 797, 755, 802, 712, 787, 723, 709, 688, 676, 742, 702, 805, 735, 744, 776, 741, 809, 790, 767, 759, 774, 728, 690, 751, 793, 653, 728, 729, 749, 766, 655, 760, 776, 784, 804, 675, 725, 676, 794, 796, 713, 731, 705, 735, 752, 754, 634, 735, 641, 631, 777, 700, 714, 761, 753, 722, 723, 746, 691, 703, 739, 776, 806, 732, 671, 679, 685, 720, 781, 752, 709, 769, 629, 663, 782, 668, 764, 813, 777, 715, 685, 686, 641, 729, 687, 675, 663, 685, 747, 722, 679, 728, 682, 687, 731, 745, 765, 766, 709, 801, 766, 701, 797, 721, 674, 781, 720, 787, 770, 626, 669, 744, 766, 661, 785, 637, 749, 775, 713, 760, 800, 804, 751, 769, 730, 749, 622, 755, 800, 660, 804, 793, 765, 776, 820, 780, 804, 732, 813, 729, 755, 682, 685, 732, 713, 707, 813, 731, 739, 782, 807, 627, 716, 687, 683, 739, 695, 668, 739, 809, 796, 707, 740, 690, 765, 729, 694, 728, 793, 778, 790, 628, 714, 757, 704, 759, 643, 790, 793, 715, 780, 790, 651, 816, 772, 744, 763, 663, 699, 788, 795, 804, 732, 811, 778, 786, 733, 715, 698, 792, 734, 752, 752, 787, 797, 736, 683, 686, 702, 778, 797, 690, 737, 808, 746, 654, 719, 702, 776, 805, 801, 784, 816, 735, 647, 723, 816, 705, 713, 659, 725, 735, 733, 729, 707, 726, 804, null, 658, 691, 793, 743, 740, 697, 653, 754, 772, 689, 701, 750, 659, 823, 683, 681, 713, 806, 636, 730, 809, 697, 674, 813, 805, 731, 773, null, 710, 699, 792, 791, 783, 758, 778, 647, 787, 711, 766, 769, 715, 738, 792, 784, 644, 811, 712, 707, 752, 810, 666, 801, 758, 699, 751, 751, 814, 801, 782, 626, 771, 792, 657, 750, 766, 744, 769, 757, 815, 661, 785, 757, null, 698, 739, 682, 703, 640, 784, 741, 663, 748, 665, 736, 733, 736, 770, 804, 688, 722, 745, 643, 806, 800, 718, 738, 683, 762, 710, 761, 766, 743, 769, 720, 684, 785, 704, 756, 759, 806, 745, 721, 710, 743, 754, 681, 792, 715, 683, 732, 718, 762, 666, 791, 685, 799, 774, 746, 739, 756, 774, 766, 660, 684, 745, 759, 759, 651, 679, 678, 731, 788, 747, 653, 801, 626, 753, 820, 793, 715, 803, 780, 726, 809, 690, 625, 816, 721, 774, 728, 741, 704, 772, 656, 744, 722, 753, 721, 719, 686, 744, 709, 748, 732, 749, 756, 667, 621, 751, 732, 645, 697, 707, 776, 787, 753, 654, 772, 643, 712, 748, 636, 736, 755, 795, 705, 710, 757, 741, 757, 800, 754, 797, 798, 718, 717, 710, 738, 681, 703, 775, 755, 800, 723, 694, 656, 755, 806, 682, 816, 693, 672, 672, 702, 787, 683, 774, 770, 724, 692, 806, 680, 780, 752, 680, 777, 776, 786, 701, 726, 774, 677, 777, 760, 727, 732, 725, 809, 681, 749, 686, 693, 777, 745, 712, 644, 790, 770, 639, 779, 805, 748, 702, 669, 780, 696, 808, 656, 672, 651, 715, 686, 654, 760, 698, 796, 711, 796, 800, 682, 707, 730, 799, 803, 645, 781, 700, 778, 636, 698, 717, 687, 741, 735, 787, 787, 787, 638, 803, 757, 708, 708, 745, 705, 803, 799, 699, 779, 668, 691, 812, 809, 624, 816, 667, 754, 725, 759, 820, 773, 730, 671, 749, 734, 661, 756, 776, 800, 681, 777, 786, 783, 669, 707, 692, 759, 696, 790, 763, 685, 680, 758, 620, 757, 775, 809, 780, 795, 672, 778, 788, 700, 661, 773, 660, 672, 696, 706, 740, 738, 642, 662, 632, 774, 773, 729, 741, 726, 724, 723, 689, 735, 745, 762, 811, 715, 711, 758, 659, 738, 718, 650, 786, 676, 780, 678, 681, 711, 720, 699, 806, 788, 804, 787, 657, 759, 796, 656, 776, 736, 627, 743, 786, 684, 741, 677, 643, 681, 714, 781, 713, 704, 643, 759, 669, 746, 726, 697, 725, 702, 667, 763, 751, 699, 788, 698, 695, 667, 712, 646, 683, 807, 667, 803, 652, 683, 651, 778, 688, 793, 794, 626, 640, 798, 798, 747, 732, 720, 791, 741, 803, 627, 749, 763, 762, 801, 768, 644, 667, 795, 764, 642, 662, 702, 640, 737, 753, 762, 665, 697, 808, 763, 791, 747, 801, 685, 774, 797, 736, 796, 718, 797, 702, 760, 797, 775, 674, 751, 794, 671, 690, 694, 793, 754, 729, 773, 803, 736, 767, 802, 696, 642, 796, 686, 689, 734, 730, 761, 808, 687, 811, 770, 749, 809, 663, 787, 766, 750, 804, 795, 812, 788, 754, 749, 809, 786, 791, 813, 684, 729, 801, 745, 766, 728, 700, 817, 700, 820, 743, 681, 743, 765, 791, 640, 800, 782, 663, 755, 638, 648, 759, 799, 792, 698, 671, 781, 812, 646, 624, 632, 713, 766, 774, 667, 637, 735, 645, 710, 749, 750, 765, 705, 745, 692, 723, 686, 733, 691, 727, 697, 724, 703, 750, 643, 760, 795, 673, 727, 662, 660, 778, 753, 794, 776, 776, 690, 755, 794, 636, 768, 718, 788, 785, 785, 797, 642, 632, 743, 812, 688, 630, 730, 734, 783, 709, 789, 688, 698, 683, 775, 773, 675, 808, 804, 634, 711, 791, 748, 699, 671, 698, 687, 740, 781, 701, 804, 688, 814, 753, 800, 805, 793, 732, 760, 678, 686, 805, 667, 677, 737, 649, 758, 727, 732, 697, 657, 779, 817, 708, 625, 742, 782, 696, 694, 701, 662, 747, 665, 668, 778, 674, 687, 736, 766, 750, 795, 721, 701, 700, 802, 681, 799, 708, 664, 778, 631, 687, 696, 777, 797, 721, 788, 632, 805, 721, 640, 781, 758, 713, 676, 765, 736, 789, 722, 761, 798, 695, 718, 709, 671, 739, 778, 704, 718, 727, 744, 689, 650, 704, 718, 803, 776, 782, 680, 687, 632, 722, 751, 802, 768, 738, 806, 800, 682, 699, 732, 765, 702, 749, 768, 718, 736, 687, 678, 738, 823, 728, 685, 765, 764, 673, 698, 681, 803, 777, 713, 760, 687, 624, 778, 686, 623, 783, 701, 793, 796, 800, 762, 742, 744, 783, 683, 750, 692, 795, 636, 715, 722, 717, 739, 645, 779, 770, 790, 689, 742, 669, 695, 695, 760, 801, 731, 777, 640, 768, 763, 796, 770, 781, 804, 775, 728, 712, 767, null, 660, 751, 794, 778, 762, 740, 738, 762, 645, 713, 742, 760, 774, 777, 719, 674, 776, 763, 625, 761, 788, 675, 665, 762, 739, 705, 728, 750, 707, 750, 766, 720, 706, 653, 639, 789, 686, 702, 683, 786, 784, 692, 708, 690, 777, 680, 684, 725, 738, 654, 746, 781, 714, 704, 731, 761, 795, 776, 702, 732, 751, 712, 697, 728, 725, 680, 799, 770, 789, 773, 737, 628, 697, 702, 634, 776, 727, 788, 707, 760, 728, 752, 799, 790, 630, 740, 788, 719, 815, 692, 726, 663, 783, 708, 730, 759, 717, 823, 709, 763, 697, 678, 776, 724, 764, 691, 766, 767, 730, 694, 757, 801, 686, 775, 762, 802, 785, 666, 786, 788, 712, 719, 817, 634, 802, 721, 716, 797, 684, 780, 793, 709, 747, 723, 687, 738, 748, 709, 678, 743, 699, 791, 767, 752, 775, 766, 743, 624, 621, 731, 713, 744, 801, 748, 677, 768, 690, 676, 805, 737, null, 769, 725, 783, 669, 754, 753, 800, 791, 818, 709, 727, 697, 778, 700, 689, 804, 705, 630, 687, 715, 706, 630, 662, 670, 726, 673, 803, 799, 680, 766, 752, 672, 640, 795, 764, 782, 738, 784, 738, 677, 708, 770, 806, 738, 755, 681, 737, 662, 663, 724, 737, 652, 709, 631, 796, 647, 744, 809, 691, 627, null, 761, 628, 732, 690, 701, 772, 742, 804, 710, 722, 795, 779, 756, 694, 797, 752, 739, 809, 762, 785, 641, 793, 719, 663, 712, 715, 691, 712, 802, 690, 802, 766, 693, 729, 786, 752, 694, 717, 770, 624, 790, 781, 753, 808, 756, 802, 761, 811, 701, 679, 724, 800, 718, 791, 771, 629, 773, 698, 797, 642, 789, 798, 781, 688, 800, 637, 696, 717, 717, 691, 670, 669, 797, 799, 730, 644, 792, 822, 688, 813, 695, 755, 724, 703, 744, 709, 779, 683, 808, 648, 741, 646, 687, 738, 774, 741, 682, 742, 806, 756, 799, 704, 781, 660, 642, 766, 751, 714, 758, 695, 766, 802, 753, 781, 703, 704, 665, 755, 683, 682, 802, 809, 750, 795, 712, 745, 725, 673, 746, 794, 788, 791, 773, 811, 726, 719, 711, 766, 757, 660, 688, 744, 721, 671, 798, 705, 633, 680, 745, 769, 715, 813, 769, 663, 730, 811, 728, 744, 733, 789, 746, 757, 808, 791, 767, 711, 710, 728, 652, 783, 660, 773, 708, 787, 684, 813, 718, 806, 773, 637, 812, 804, 765, 786, 631, 754, 713, 715, 689, 733, 796, 693, 754, 637, 671, 787, 677, 652, 719, 820, 798, 717, 707, 710, 692, 751, 666, 762, 714, 760, 803, 686, 809, 769, 718, 738, 713, 690, 810, 787, 737, 654, 781, 763, 704, 818, 715, 780, 755, 701, 660, 706, 780, 784, 800, 783, 730, 675, 784, 793, 703, 747, 699, 790, 639, 744, 696, 739, 784, 656, 691, 719, 781, 685, 740, 699, 782, 719, 742, 752, 790, 706, 716, 728, 793, 747, 643, 749, 699, 805, 695, 685, 771, 728, 788, 812, 816, 802, 811, 743, 715, 662, 725, 793, 791, 809, 813, 703, 744, 641, 664, 747, 743, 808, 776, 786, 752, 717, 677, 664, 786, 710, 699, 781, 772, 719, 775, 782, 803, 647, 753, 761, 718, 743, 784, 747, 778, 729, 627, 676, 759, 697, 728, 641, 715, 626, 723, 720, 640, 679, 750, 786, 749, 795, 643, 773, 767, 757, 736, 799, 760, 742, 708, 694, 659, 791, 700, 717, 721, 730, 784, 802, 666, 622, 780, 791, 790, 735, 723, 757, 654, 672, 659, 644, 769, 705, 690, 801, 796, 794, 708, 700, 668, 786, 786, 720, 743, 769, 757, 778, 719, 737, 685, 786, 672, 785, 762, 784, 725, 650, 772, 709, 726, 741, 758, 736, 709, 732, 790, 697, 677, 756, 783, 769, 738, 789, 747, 790, 698, 731, 677, 810, 745, 666, 747, 712, 621, 654, 697, 753, 784, 799, 739, 666, 697, 739, 774, 750, 768, 731, 757, 811, 762, 788, 726, 634, 784, 811, 728, 729, 738, 660, 721, 670, 790, 717, 695, 622, 797, 806, 744, 790, 692, 727, 753, 696, 756, 655, 758, 804, 755, 769, 737, 716, 651, 698, 757, 770, 738, 761, 800, 635, 745, 753, 763, 792, 757, 747, 631, 798, 640, 774, 648, 693, 782, 781, 788, 810, 669, 728, 811, 750, 773, 753, 691, 746, 746, 800, 697, 775, 746, 702, 785, 654, 710, 755, 692, 674, 803, 724, 751, 713, 703, 819, 773, 743, 793, 739, 703, 779, 730, 799, 794, 747, 642, 794, 699, 760, 690, 790, 787, 683, 735, 681, 683, 773, 693, 700, 709, 811, 694, 750, 687, 724, 707, 686, 762, 670, 803, 755, 639, 680, 803, 758, 763, 742, 759, 804, 727, 696, 631, 742, 683, 670, 760, 643, 794, 707, 789, 731, 662, 796, 740, 647, 714, 773, 794, 769, 751, 792, 807, 713, 752, 703, 720, 695, 646, 699, 755, 772, 667, 808, 789, 713, 762, 798, 700, 774, 724, 724, 666, 765, 706, 743, 667, 697, 719, 807, 671, 769, 819, 766, 696, 725, 769, 747, 784, 717, 781, 809, 759, 701, 708, 707, 772, 652, 797, 674, 689, 778, 699, 690, 649, 682, 656, 682, 713, 657, 732, 673, 773, 707, 759, 754, 654, 655, 716, 767, 789, 759, 796, 791, 807, 796, 769, 770, 788, 685, 673, 768, 755, 725, 735, 767, 676, 660, 783, 735, 689, 713, 686, 773, 787, 669, 697, 736, 745, 802, 778, 737, 690, 706, 812, 714, 747, 733, 744, 766, 769, 736, 705, 793, 755, 679, 790, 727, 712, 776, 786, 665, 681, 769, 644, 762, 678, 704, 690, 634, 688, 712, 725, 724, 785, 800, 729, 734, 700, 737, 784, 744, 716, 743, 791, 655, 746, 716, 791, 661, 770, 734, 707, 774, 737, 755, 770, 818, 794, 807, 785, 734, 728, 692, 792, 650, 715, 789, 808, 781, 624, 696, 801, 801, 734, 722, 749, 797, 647, 798, 781, 770, 699, 632, 743, 785, 705, 801, 735, 700, 767, 677, 748, 767, 706, 732, 691, 717, 748, 739, 764, 679, 708, 728, 801, 733, 782, 768, 733, 638, 788, 733, 715, 698, 735, 707, 722, 782, 657, 740, 787, 677, 782, 748, 718, 775, 701, 710, 709, 754, 768, 758, 707, 784, 715, 811, 646, 790, 712, 778, 726, 724, 756, 762, 768, 703, 816, 774, 697, 720, 669, 683, 703, 766, 774, 752, 787, 694, 699, 737, 739, 813, 767, 796, 764, 696, 782, 778, 808, 811, 770, 718, 787, 673, 702, 648, 663, 672, 650, 684, 720, 730, 680, 627, 685, 786, 620, 768, 650, 800, 764, 678, 689, 663, 737, 722, 811, 674, 708, 715, 665, 746, 736, 736, 765, 817, 780, 776, 782, 740, 778, 703, 649, 633, 631, 717, 687, 719, 702, 725, 734, 792, 709, 787, 731, 751, 800, 776, 633, 766, 727, 803, 776, 767, 640, 794, 689, 687, 721, 810, 726, 719, 719, 659, 699, 717, 754, 777, 757, 713, 699, 807, 680, 746, 738, 814, 752, 773, 706, 675, 777, 765, 722, 713, 636, 805, 639, 740, 628, 667, 674, 633, 746, 742, 720, 752, 728, 784, 715, 755, 688, 665, 691, 628, 638, 752, 707, 721, 748, 635, 755, 770, 745, 664, 738, 726, 803, 816, 787, 757, 633, 764, 651, 640, 769, 642, 691, 806, 740, 763, 743, 816, 766, 811, 773, 734, 695, 700, 793, 697, 699, 781, 801, 819, 724, 798, 687, 797, 765, 644, 740, 824, 698, 661, 816, 761, 792, 758, 661, 772, 748, 654, 712, 710, 624, 803, 808, 735, 784, 690, 723, 788, 750, 720, 809, 765, 755, 792, 665, 678, 721, 740, 734, 772, 754, 747, 651, 788, 721, 725, 778, 780, 664, 779, 736, 732, 771, 724, 716, 699, 623, 731, 809, 810, 694, 721, 717, 714, 733, 812, 748, 788, 736, 682, 695, 690, 707, 742, 701, 755, 797, 774, 701, 753, 643, 683, 752, 694, 707, 782, 739, 645, 747, 726, 652, 704, 665, 815, 686, 699, 705, 662, 781, 691, 766, 795, 747, 726, 799, 642, 733, 761, 687, 654, 704, 633, 786, 622, 662, 753, 704, 687, 745, 771, 757, 622, 777, 704, 673, 737, 788, 709, 693, 722, 799, 752, 776, 767, 811, 762, 752, 737, 711, 630, 724, 716, 754, 674, 808, 730, 670, 654, 801, 801, 748, 720, 798, 780, 658, 673, 739, 786, 743, 749, 725, 669, 697, 795, 697, 691, 802, 719, 767, 716, 723, 705, 700, 674, 703, 671, 655, 762, 699, 723, 715, 732, 680, 783, 790, 747, 769, 780, 779, 806, 776, 797, 731, 748, 822, 670, 755, 645, 703, 811, 748, 686, 734, 768, 689, 731, 694, 689, 766, 736, 686, 722, 726, 782, 812, 794, 690, 700, 700, 767, 796, 690, 798, 808, 809, 724, 654, 709, 763, 670, 683, 802, 805, 784, 728, 718, 761, 692, 714, 694, 773, 703, 757, 767, 808, null, 720, 758, 786, 720, 765, 692, 786, 762, 716, 620, 702, 725, 787, 685, 644, 746, 756, 771, 719, 811, 783, 707, 741, 777, 739, 746, 814, 746, 716, 807, 744, 807, 682, 814, 802, 720, 742, 717, 794, 776, 701, 743, 762, 698, 755, 792, 693, 672, 672, 747, 801, 777, 729, 738, 670, 707, 678, 811, 796, 717, 702, 783, 781, 712, 813, 636, 795, 688, 761, 709, 794, 630, 687, 736, 686, 708, 694, 748, 729, 785, 724, 649, 645, 788, 792, 687, 757, 684, 695, 684, 725, 772, 753, 777, 689, 745, 686, 693, 730, 743, 750, 752, 757, 728, 649, 742, 663, 690, 683, 771, 645, 783, 792, 815, 703, 628, 792, 708, 771, 745, null, 669, 751, 631, 797, 639, 758, 758, 779, 653, 709, 721, 780, 697, 786, 679, 729, 760, 758, 689, 749, 751, 777, 778, 752, 687, 766, 792, 789, 808, 694, 718, 800, 820, 737, 712, 735, 743, 788, 749, 684, 768, 771, 713, 666, 794, 695, 750, 656, 709, 783, 768, 713, 644, 681, 682, 722, 744, 688, 788, 663, 813, 648, 791, 797, 632, 736, 679, 754, 776, 765, 751, 678, 680, 688, 799, 642, 727, 720, 788, 772, 767, 732, 768, 668, 723, 797, 794, 709, 687, 705, 753, 777, 752, 712, 707, 732, 787, 756, 697, 799, 809, 804, 737, 693, 648, 776, 725, 770, 678, 694, 686, 794, 779, 791, 727, 669, 806, 726, 804, 661, 689, 783, 735, 776, 787, 683, 782, 786, 794, 797, 744, 741, 686, null, 793, 701, 648, 808, 638, 750, 769, 645, 768, 701, 759, 636, 765, 794, 790, 744, 751, 715, 804, 620, 769, 720, 807, 688, 756, 770, 799, 754, 744, 775, 792, 705, 778, 780, 729, 809, 750, 780, 792, 729, 740, 717, 767, 787, 724, 760, 788, 729, 682, 644, 702, 750, 791, 726, 795, 703, 754, 814, 775, 763, 657, 684, 690, 777, 693, 772, 725, 645, 756, 633, 755, 704, 760, 711, 686, 785, 691, 753, 650, 706, 804, 789, 707, 790, 662, 711, 797, 729, 651, 699, 797, 667, 726, 788, 696, 715, 744, 762, 779, 770, 777, 790, 718, 650, 733, 750, 793, 670, 753, 753, 743, 641, 635, 688, 697, 683, 636, 680, 746, 688, 706, 648, 752, 754, 809, 629, 742, 702, 757, 656, 754, 654, 794, 770, 764, 806, 736, 781, 745, 782, 661, 679, 726, 708, 736, 709, 712, 688, 760, 709, 756, 753, 708, 737, 705, 710, 648, 804, 744, 727, 769, 775, 773, 700, 802, 696, 687, 711, 663, 795, 633, 649, 775, 778, 763, 751, 647, 747, 790, 685, 766, 778, 659, 742, 759, 754, 755, 711, 714, 788, 713, 719, 812, 736, 795, 645, 696, 675, 787, 622, 727, 779, 799, 630, 807, 636, 755, 759, 742, 690, 759, 663, 686, 809, 788, 738, 774, 649, 691, 651, 792, 793, 724, 791, 781, 772, 702, 691, 783, 694, 643, 782, 747, 728, 791, 665, 771, 736, 695, 720, 702, 794, 707, 703, 804, 718, 645, 650, 797, 783, 681, 690, 816, 773, 706, 665, 741, 766, 787, 755, 743, 767, 753, 774, 791, 773, 817, 765, 687, 666, 686, 750, 761, 685, 706, 729, 813, 702, 657, 796, 772, 683, 708, 721, 770, 790, 772, 659, 706, 705, 791, 696, 684, 740, 799, 784, 794, 652, 718, 741, 796, 740, 716, 745, 678, 772, 648, 661, 795, 798, 724, 727, 761, 702, 772, 670, 812, 718, 689, 705, 791, 778, 726, 782, 704, 645, 748, 719, 723, 651, 815, 782, 629, 790, 669, 657, 763, 793, 775, 673, 662, 667, 726, 795, 666, 716, 751, 620, 791, 778, 767, 772, 658, 799, 730, 685, 786, 726, 745, 680, 706, 788, 735, 779, 723, 695, 665, 742, 721, 754, 675, 811, 702, 644, 698, 734, 668, 727, 793, 806, 676, 778, 791, 769, 657, 695, 679, 620, 717, 722, 793, 648, 776, 706, 702, 797, 739, 701, 766, 693, 692, 779, 676, 786, 778, 714, 633, 684, 688, 725, 808, 707, 813, 623, 793, 658, 753, 792, 622, 722, 770, 662, 733, 750, 777, 700, 659, 732, 799, 786, 693, 704, 746, 768, 732, 813, 800, 672, 799, 686, 666, 736, 728, 791, 775, 749, 782, 782, 694, 717, 704, 784, 744, 680, 794, 798, 767, 665, 684, 802, 624, 788, 746, 798, 787, 696, 812, 730, 726, 727, 683, 783, 683, 776, 622, 658, 620, 764, 672, 813, 707, 753, 639, 671, 697, 768, 758, 707, 629, 779, 725, 725, 812, 679, 655, 761, 757, 674, 696, 741, 729, 698, 787, 697, 757, 683, 758, 778, 812, 791, 805, 783, 701, 757, 747, 698, 689, 756, 691, 795, 806, 631, 737, 792, 719, 639, 631, 708, 735, 761, 749, 632, 684, 679, 695, 687, 683, 748, 743, 726, 776, 806, 692, 692, 791, 724, 782, 791, 801, 718, 694, 740, 726, 783, 768, 774, 759, 767, 722, 622, 756, 681, 739, 666, 772, 780, 784, 716, 714, 699, 651, 675, 813, 796, 695, 754, 802, 765, 736, 685, 791, 714, 791, 805, 758, 703, 694, 794, 669, 700, 766, 745, 745, 662, 777, 760, 767, 794, 775, 679, 720, 769, 795, 784, 716, 663, 739, 670, 762, 798, 666, 675, 785, 742, 657, 715, 753, 710, 740, 734, 669, 744, 790, 716, 782, 646, 626, 792, 744, 765, 798, 747, 719, 705, 772, 716, 696, 798, 811, 705, 658, 774, 674, 791, 725, 799, 780, 702, 789, 740, 801, 800, 808, 799, 815, 677, 733, 655, 709, 748, 808, 814, 670, 738, 690, 786, 666, 794, 753, 757, 783, 635, 737, 734, 728, 722, 713, 812, 714, 646, 766, 625, 783, 787, 794, 729, 662, 702, 817, 667, 775, 703, 662, 747, 771, 817, 685, 624, 688, 795, 686, 747, 778, 718, 732, 756, 630, 794, 769, 699, 645, 747, 804, 811, 685, 696, 796, 648, 803, 636, 704, 720, 716, 683, 742, 805, 790, 777, 723, 759, 805, 730, 741, 662, 798, 732, 766, 762, 782, 758, 790, 644, 728, 651, 718, 771, 763, 715, 638, 772, 725, 732, 706, 673, 780, 714, 793, 664, 784, 798, 754, 813, 785, 742, 804, 772, 779, 788, 787, 810, 770, 801, 788, 684, 685, 686, 768, 704, 703, 786, 676, 688, 675, 793, 783, 776, 719, 790, 777, 811, 758, 767, 653, 730, 809, 718, 804, 675, 720, 654, 674, 813, 774, 742, 813, 631, 714, 717, 731, 662, 768, 768, 773, 630, 801, 779, 711, 736, 625, 714, 703, 765, 799, 794, 809, 717, 647, 820, 724, 725, 729, 726, 731, 691, 751, 762, 799, 754, 803, 739, 688, 774, 782, 662, 735, 667, 775, 741, 705, 808, 787, 775, 730, 727, 752, 697, 697, 727, 802, 740, 668, 806, 788, 769, 756, 725, 730, 786, 744, 706, 736, 776, 793, 697, 681, 623, 624, 733, 809, 804, 654, 717, 649, 731, 713, 773, 752, 704, 769, 720, 696, 687, 706, 729, 790, 680, 689, 781, 784, 759, 735, 739, 768, 724, 798, 728, 709, 671, 718, 770, 678, 779, 768, 750, 666, 782, 790, 710, 715, 721, 733, 681, 705, 789, 667, 696, 790, 740, 725, 766, 640, 758, 657, 744, 707, 754, 727, 734, 640, 794, 646, 805, 668, 728, 729, 716, 700, 761, 647, 808, 672, 687, 623, 703, 796, 727, 739, 784, 678, 791, 709, 798, 779, 705, 697, 720, 693, 746, 770, 700, 704, 710, 685, 637, 661, 812, 693, 806, 662, 738, 726, 715, 787, 731, 621, 773, 735, 635, 801, 711, 711, 736, 790, 776, 757, 735, 720, 700, 715, 697, 704, 814, 673, 780, 746, 760, 771, 662, 753, 732, 793, 776, 793, 689, 693, 662, 677, 673, 764, 785, 762, 743, 737, 747, 714, 699, 701, 765, 710, 626, 774, 685, 804, 804, 738, 817, 643, 742, 741, 716, 717, 774, 696, 749, 683, 753, 738, 667, 780, 665, 786, 776, 746, 700, 693, 763, 695, 792, 790, 821, 798, 782, 784, 750, 704, 738, 738, 801, 722, 709, 684, 680, 684, 724, 726, 764, 705, 731, 720, 767, 731, 655, 713, 735, 735, 783, 767, 750, 707, 762, 674, 734, 736, 694, 782, 773, 694, 749, 817, 758, 657, 794, 787, 790, 739, 705, 626, 695, 749, 686, 720, 778, 677, 685, 753, 715, 730, 684, 766, 695, 771, 801, 784, 809, 695, 814, 681, 756, 782, 759, 656, 735, 756, 712, 650, 690, 801, 753, 729, 795, 663, 753, 778, 713, 728, 718, 713, 737, 755, 791, 668, 766, 756, 766, 809, 785, 627, 675, 816, 714, 731, 766, 806, 799, 732, 734, 813, 766, 685, 811, 689, 668, 713, 697, 631, 751, 762, 797, 776, 695, 762, 667, 802, 770, 681, 768, 797, 773, 786, 704, 711, 807, 762, 733, 688, 766, 659, 655, 774, 773, 778, 693, 778, 777, 713, 762, 624, 781, 803, 733, 751, 758, 696, 659, 768, 719, 759, 806, 780, 626, 713, 771, 740, 783, 733, 799, 676, 742, 631, 730, 712, 692, 759, 743, 696, 702, 788, 724, 744, 761, 803, 756, 679, 719, 692, 694, 683, 744, 759, 715, 709, 795, 780, 631, 790, 757, 806, 766, 742, 656, 688, 759, 783, 771, 639, 787, 765, 782, 783, 755, 725, 751, 805, 707, 710, 719, 655, 675, 699, 711, 629, 755, 795, 799, 642, 778, 746, 674, 712, 800, 695, 773, 687, 720, 694, 798, 806, 629, 817, 716, 667, 654, 756, 795, 725, 716, 717, 803, 711, 803, 733, 715, 796, 703, 718, 701, 678, 691, 723, 649, 740, 702, 732, 812, 687, 774, 648, 771, 722, 727, 665, 784, 622, 736, 796, 753, 692, 744, 765, 768, 687, 715, 785, 747, 674, 786, 812, 799, 706, 699, 789, 721, 646, 743, 794, 776, 714, 766, 758, 776, 783, 759, 675, 761, 764, 726, 722, 802, 743, 710, 677, 812, 793, 662, 702, 725, 798, 750, 651, 756, 708, 770, 780, 793, 808, 758, 770, 780, 710, 717, 719, 776, 709, 785, 720, 738, 767, 753, 665, 773, 770, 652, 795, 737, 798, 691, 786, 664, 723, 716, 739, 718, 717, 786, 716, 694, 680, 723, 804, 753, 739, 748, 700, 800, 790, 664, 788, 756, 798, 763, 694, 671, 771, 722, 695, 738, 757, 795, 760, 622, 727, 748, 790, 647, 660, 681, 674, 713, 780, 783, 677, 747, 797, 707, 651, 759, 714, 740, 814, 687, 659, 726, 663, 769, 753, 789, 765, 756, 786, 627, 633, 701, 797, 808, 699, 671, 681, 757, 728, 765, 796, 800, 678, 797, 795, 744, 807, 687, 798, 725, 771, 689, 781, 783, 758, 694, 641, 762, 681, 749, 731, 668, 668, 825, 713, 694, 774, 796, 766, 656, 750, 699, 699, 797, 801, 646, 718, 692, 704, 703, 747, 782, 674, 731, 688, 700, 801, 698, 710, 662, 739, 714, 700, 797, 724, 752, 678, 744, 723, 650, 712, 809, 709, 776, 694, 653, 720, 787, 805, 714, 802, 696, 802, 659, 792, 686, 656, 767, 744, 672, 718, 762, 785, 727, 676, 645, 778, 742, 801, 770, 739, 790, 729, 686, 718, 694, 657, 706, 818, 784, 737, 776, 796, 706, 754, 712, 706, 620, 733, 671, 798, 809, 629, 741, 654, 768, 825, 802, 814, 632, 800, 773, 625, 738, 723, 635, 789, 775, 679, 787, 663, 637, 670, 749, 748, 722, 724, 679, 718, 713, 674, 711, 788, 730, 707, 704, 699, 768, 682, 649, 689, 693, 779, 783, 786, 686, 623, 695, 779, 644, 801, 775, 798, 727, 674, 777, 749, 715, 736, 656, 741, 744, 718, 785, 793, 788, 681, 705, 727, 759, 804, 790, 689, 755, 626, 653, 781, 769, 804, 804, 801, 781, 798, 690, 805, 622, 721, 798, 796, 699, 809, 714, 637, 724, 681, 799, 785, 719, null, 761, 702, 789, 731, 713, 790, 803, 705, 729, 726, 738, 738, 668, 745, 727, 681, 749, 676, 667, 775, 736, 794, 799, 653, 751, 823, 772, 773, 743, 724, 795, 799, 726, 718, 793, 737, 713, 729, 749, 718, 627, 702, 693, 626, 704, 697, 809, 801, 781, 792, 671, 752, 773, 779, 765, 776, 801, 783, 757, 811, 770, 797, 662, 747, 754, 711, 766, 675, 783, 770, 758, 705, 780, 804, 744, 723, 760, 666, 695, 795, 763, 629, 794, 651, 639, 656, 692, 772, 637, 665, 737, 696, 785, 665, 761, 753, 701, 713, 729, 739, 690, 707, 716, 686, 720, 779, 678, 792, 798, 673, 707, 689, 678, 713, 733, 720, 737, 757, 654, 788, 675, 791, 624, 637, 724, 756, 701, 669, 709, 696, 732, 769, 693, 784, 741, 817, 730, 700, 743, 806, 817, 815, 730, 640, 683, 800, 725, 733, 741, 671, 717, 686, 745, 720, 743, 709, 771, 788, 763, 624, 798, 703, 779, 759, 694, 689, 788, 686, 711, 791, 762, 705, 799, 644, 801, 666, 677, 637, 802, 668, 644, 794, 714, 771, 779, 782, 703, 779, 698, 735, 685, 754, 782, 624, 624, 792, 692, 760, 773, 752, 693, 689, 769, 746, 774, 625, 750, 704, 661, 787, 806, 703, 672, 801, 739, 759, 709, 726, 714, 701, 689, 655, 791, 668, 699, 653, 780, 805 ], "xaxis": "x3", "yaxis": "y3" } ], "layout": { "annotations": [ { "font": {}, "showarrow": false, "text": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "x": 0.15666666666666665, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": {}, "showarrow": false, "text": "seller_name=WELLS FARGO BANK, N.A.", "x": 0.49, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": {}, "showarrow": false, "text": "seller_name=QUICKEN LOANS INC.", "x": 0.8233333333333333, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" } ], "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "FICO Histogram by Lender (January 2017)" }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.3133333333333333 ], "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.3333333333333333, 0.6466666666666666 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis3": { "anchor": "y3", "autorange": true, "domain": [ 0.6666666666666666, 0.98 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 898.9473684210526 ], "title": { "text": "Loan Count" } }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false }, "yaxis3": { "anchor": "x3", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false } } }, "image/png": "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", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# dissection of a histogram with Plotly Express\n", "lender_fico_hist = px.histogram(\n", " # data frame containing the data for this plot\n", " data_frame = top_3_lenders_jan_origs_df,\n", " # variable to be plotted on the x-axis\n", " x = 'cscore_min',\n", " # variable to be used to determine color of the bars\n", " color = 'seller_name',\n", " # variable to split on for facets; in this case, we'll facet across columns\n", " facet_col = 'seller_name',\n", " # number of bins to use--somewhat arbitrary; google \"histogram binning bias\" to learn more\n", " nbins = 100,\n", " # title for the entire chart\n", " title = \"FICO Histogram by Lender (January 2017)\",\n", " # figure output height and width in pixels; will autoscale if just given 1 value \n", " # note that while this exact size has worked well for us previously, it appears scrunched below\n", " # the reason for this is that we're not hiding the legend now, which messes with spacing\n", " height = 600,\n", " width = 900\n", ")\n", "\n", "# note that what we add on to the plot here with \"update\" statements is NOT available in the base px.histogram parameters\n", "(lender_fico_hist\n", " # change x-axis label\n", " .update_xaxes(title = \"FICO\")\n", " # change y-axis label and specify we only want one axis labeled (the one in row 1 and col 1)\n", " # the row, col params were hard to find at first, but this explains it: https://github.com/plotly/plotly_express/issues/128\n", " .update_yaxes(title = \"Loan Count\", row=1, col=1)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** the best place to get started (aside from googling the exact question you have / reading the formal documentation) when looking for how to get an API like plotly express to do what you want is to look at the possible parameters of relevant functions / methods to see what options they take. For example, in the above viz. we ensure that the y-axis label only appears once on the facetted chart, and this is thanks to the `row` and `col` arguments. If you were looking for this functionality but didn't know what arguments to use, the best place to start hunting would be to call `?lender_fico_hist.update_xaxes`. We'll dive into some further examples of these kinds of trouble-shooting techniques below.\n", "\n", "While we've made a few improvements to the chart--axis labels, title, etc.--I still don't like the legend location (which as mentioned above is messing with the skewed sizing of the entire chart) or the facet labels. How would I go about fixing this? Well... if we go to [the documentation for Plotly Express barcharts](https://www.plotly.express/plotly_express/#plotly_express.bar), we don't see anything about legends. Now what? \n", "\n", "We'll, I would start by digging into the anatomy of our specific chart by calling `?lender_fico_hist`, and we'll begin to see what lies beneath the Plotly Express API. We'll see some basic information about the object, for example: it is of type \"Express Figure\", and under \"Init docstring:\" we start to see how it is made.\n", "\n", "![](../media/inspecting_top_of_px_figure.jpg)\n", "\n", "---\n", "\n", "Then, if we look a bit further down in the output, we'll start to see the two main components that make up a Plotly figure (both Express, and otherwise): the `data` and the `layout` parameters. \n", "\n", "![](../media/inspecting_parameters_px_figure.jpg)\n", "\n", "---\n", "\n", "Everything listed under `layout` ... `Supporting dict properties:` let's you see all of the layout parameters that could be callable! There are a lot of them, for sure. Remeber, we're looking to learn about how to mess with the legend, so we scroll through these properties until we get to `legend`, as shown below. \n", "\n", "![](../media/inspecting_legend_param_px_figure.jpg)\n", "\n", "---\n", "\n", "From this, we can tell that there is a legend parameter that is a part of this figure's layout and that is callable as a dictionnary... but what value within that dictionnary controls the legend's location? Well, for that, one hacky but useful method I have discovered is to guess, and read the error traceback. For example, I might write the chunk of code below...\n", "\n", "![](../media/purposefully_breaking_pxcode_layout.jpg)\n", "\n", "---\n", "\n", "Which will ultimately throw an error containing, among other things this traceback here:\n", "\n", "![](../media/px_error_layout_traceback.jpg)\n", "\n", "Eureka! A list of parameteres that our legend dictionnary can take, a few of which have to deal with the legend's location. We can thus apply this guess-and-check method to fix the chart as we'd like, arriving at the following layout updates below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION
cscore_min=%{x}
count=%{y}", "legendgroup": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "marker": { "color": "#636efa" }, "name": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "nbinsx": 100, "offsetgroup": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 724, 744, 695, 738, 701, 775, 784, 733, 806, 746, 648, 808, 747, 793, 806, 759, 725, 774, 814, 706, 739, 703, 801, 732, 651, 803, 710, 704, 695, 689, 798, 749, 763, 793, 799, 785, 741, 809, 761, 742, 752, 786, 715, 792, 804, 682, 767, 771, 714, 774, 750, 784, 778, 679, 796, 763, 721, 768, 792, 787, 783, 769, 805, 723, 777, 720, 715, 725, 813, 717, 690, 795, 795, 781, 774, 697, 777, 786, 797, 808, 787, 724, 739, 799, 779, 801, 823, 688, 700, 793, 778, 772, 808, 784, 755, 679, 818, 738, 801, 680, 784, 787, 785, 792, 754, 706, 792, 763, 781, 789, 732, 763, 776, 724, 762, 716, 779, 704, 811, 796, 701, 763, 682, 673, 803, 753, 808, 683, 794, 775, 805, 789, 788, 723, 724, 697, 772, 806, 724, 701, 763, 756, 650, 775, 774, 768, 666, 779, 713, 790, 662, 765, 701, 732, 737, 765, 787, 732, 766, 766, 788, 800, 776, 805, 761, 751, 773, 801, 708, 780, 807, 795, 630, 785, 804, 771, 787, 760, 760, 744, 699, 778, 754, 631, 780, 749, 758, 770, 815, 759, 810, 694, 744, 737, 760, 788, 807, 813, 769, 745, 693, 797, 768, 794, 697, 663, 725, 759, 792, 789, 724, 771, 769, 754, 773, 760, 753, 783, 788, 749, 804, 812, 791, 779, 630, 782, 771, 669, 749, 754, 789, 800, 783, 808, 722, 804, 661, 709, 798, 808, 777, 762, 708, 792, 725, 757, 808, 735, 716, 718, 755, 778, 801, 801, 712, 769, 720, 808, 773, 787, 714, 690, 792, 721, 791, 790, 780, 690, 793, 791, 738, 819, 701, 761, 668, 770, 767, 716, 809, 680, 805, 818, 814, 803, 762, 762, 806, 783, 707, 689, 780, 813, 755, 708, 816, 737, 653, 777, 789, 805, 786, 773, 793, 694, 757, 800, 710, 780, 804, 760, 770, 728, 707, 807, 811, 811, 797, 817, 775, 805, 735, 778, 784, 740, 747, 787, 793, 796, 779, 700, 815, 783, 738, 744, 749, 739, 770, 805, 813, 805, 773, 763, 734, 775, 817, 759, 773, 740, 668, 809, 700, 727, 774, 797, 781, 686, 811, 714, 779, 788, 774, 796, 765, 706, 669, 773, 806, 773, 747, 683, 732, 772, 808, 762, 669, 746, 726, 786, 778, 779, 804, 713, 793, 641, 784, 770, 694, 645, 789, 788, 790, 708, 700, 770, 749, 811, 804, 784, 728, 781, 751, 758, 793, 686, 798, 770, 813, 703, 691, 762, 792, 783, 778, 748, 800, 775, 723, 681, 689, 757, 788, 791, 797, 810, 700, 784, 758, 809, 812, 706, 787, 755, 726, 693, 772, 703, 793, 718, 715, 762, 783, 711, 806, 757, 777, 720, 740, 707, 762, 790, 762, 665, 777, 713, 718, 725, 756, 714, 800, 813, 792, 804, 684, 766, 736, 795, 814, 756, 774, 775, 714, 726, 702, 810, 722, 782, 743, 765, 742, 764, 780, 802, 681, 788, 752, 702, 680, 738, 647, 783, 788, 780, 775, 708, 802, 761, 719, 725, 763, 677, 754, 751, 796, 686, 792, 738, 746, 792, 772, 804, 790, 795, 809, 811, 760, 673, 748, 745, 765, 748, 728, 775, 695, 802, 755, 741, 641, 744, 734, 810, 657, 704, 811, 784, 768, 810, 810, 671, 802, 683, 697, 796, 784, 717, 778, 715, 776, 723, 778, 746, 766, 783, 771, 774, 734, 806, 765, 782, 787, 730, 814, 775, 784, 796, 750, 691, 769, 750, 811, 744, 792, 663, 776, 702, 624, 815, 708, 742, 787, 744, 760, 779, 790, 703, 664, 792, 814, 724, 782, 701, 753, 668, 765, 769, 780, 743, 812, 797, 781, 719, 776, 758, 806, 776, 762, 817, 810, 812, 683, 753, 731, 806, 660, 655, 718, 799, 750, 803, 788, 791, 790, 728, 778, 750, 803, 759, 785, 817, 798, 784, 776, 779, 764, 829, 765, 776, 801, 811, 726, 689, 741, 707, 677, 736, 770, 754, 777, 794, 664, 761, 775, 719, 681, 776, 786, 661, 745, 756, 759, 743, 776, 759, 777, 764, 787, 722, 630, 776, 687, 783, 788, 774, 760, 808, 777, 798, 751, 802, 731, 757, 762, 804, 718, 719, 745, 760, 698, 789, 728, 811, 804, 809, 793, 786, 809, 747, 806, 803, 769, 707, 743, 804, 740, 695, 709, 747, 750, 793, 704, 743, 762, 781, 753, 771, 779, 786, 771, 757, 769, 752, 778, 817, 790, 625, 711, 762, 760, 769, 749, 790, 688, 823, 784, 665, 728, 719, 679, 777, 786, 717, 797, 695, 768, 718, 693, 793, 714, 776, 717, 727, 764, 778, 802, 765, 795, 769, 745, 670, 776, 818, 803, 744, 759, 678, 784, 812, 672, 785, 787, 777, 731, 780, 642, 804, 748, 751, 777, 719, 759, 770, 746, 725, 760, 804, 750, 802, 752, 729, 707, 712, 750, 803, 800, 705, 755, 766, 684, 710, 713, 809, 711, 779, 751, 753, 795, 782, 809, 796, 660, 797, 814, 767, 741, 700, 792, 723, 712, 752, 780, 803, 799, 764, 761, 736, 756, 803, 793, 726, 799, 746, 788, 802, 742, 756, 680, 682, 807, 791, 789, 639, 726, 801, 782, 810, 727, 723, 777, 716, 633, 752, 761, 780, 780, 699, 778, 791, 808, 800, 758, 809, 675, 787, 744, 746, 802, 774, 797, 751, 756, 802, 758, 774, 686, 761, 789, 804, 788, 756, 778, 798, 735, 772, 743, 799, 661, 798, 807, 778, 783, 791, 750, 751, 760, 759, 718, 739, 790, 720, 692, 781, 786, 813, 743, 699, 790, 794, 707, 793, 736, 785, 761, 726, 660, 771, 741, 797, 795, 735, 795, 690, 787, 794, 682, 804, 743, 791, 763, 712, 787, 808, 692, 804, 694, 784, 689, 795, 718, 711, 776, 744, 740, 810, 779, 811, 801, 744, 712, 703, 786, 762, 729, 780, 720, 662, 759, 758, 666, 815, 784, 719, 705, 779, 788, 749, 766, 797, 661, 721, 775, 740, 711, 812, 685, 682, 791, 711, 661, 684, 741, 793, 747, 801, 766, 787, 770, 819, 798, 719, 822, 720, 751, 745, 801, 806, 776, 756, 736, 721, 787, 741, 650, 772, 799, 716, 741, 709, 807, 800, 780, 759, 804, 781, 778, 816, 800, 689, 814, 805, 664, 800, 750, 789, 740, 773, 818, 696, 772, 817, 799, 808, 778, 685, 789, 767, 775, 775, 701, 775, 797, 790, 777, 760, 714, 728, 800, 782, 715, 690, 750, 779, 759, 749, 768, 636, 757, 801, 703, 753, 801, 779, 756, 822, 710, 818, 692, 774, 750, 713, 804, 808, 718, 725, 776, 697, 761, 714, 781, 695, 797, 790, 648, 795, 700, 771, 705, 778, 812, 789, 754, 755, 790, 695, 785, 751, 794, 751, 763, 763, 770, 788, 797, 729, 805, 800, 737, 707, 767, 711, 769, 803, 747, 755, 809, 711, 749, 711, 792, 770, 727, 766, 803, 706, 734, 787, 810, 734, 801, 756, 693, 799, 733, 743, 801, 765, 770, 688, 679, 736, 696, 804, 761, 704, 791, 790, 812, 820, 706, 749, 755, 814, 724, 703, 711, 773, 766, 760, 785, 774, 677, 781, 781, 774, 788, 657, 737, 783, 774, 753, 743, 820, 780, 695, 780, 778, 774, 799, 776, 797, 785, 769, 657, 813, 788, 782, 785, 739, 815, 775, 743, 757, 804, 745, 681, 743, 778, 799, 680, 769, 754, 774, 799, 788, 765, 772, 714, 689, 751, 750, 724, 631, 689, 735, 767, 671, 807, 802, 727, 755, 720, 809, 814, 628, 746, 806, 768, 755, 681, 797, 775, 758, 715, 804, 804, 780, 771, 729, 776, 762, 795, 804, 796, 771, 809, 781, 720, 760, 731, 741, 745, 766, 710, 786, 793, 762, 729, 813, 722, 697, 792, 763, 773, 744, 802, 727, 688, 787, 781, 789, 786, 725, 743, 763, 731, 804, 790, 776, 747, 755, 712, 751, 708, 725, 780, 722, 661, 722, 799, 718, 783, 802, 780, 801, 762, 819, 712, 741, 733, 800, 753, 800, 733, 762, 798, 779, 731, 783, 698, 749, 725, 739, 682, 746, 725, 771, 797, 722, 758, 823, 800, 770, 817, 776, 801, 796, 723, 804, 727, 791, 763, 700, 768, 768, 745, 699, 795, 796, 714, 753, 778, 735, 695, 798, 783, 804, 746, 773, 696, 806, 804, 718, 696, 786, 792, 801, 792, 803, 790, 709, 802, 752, 743, 774, 733, 802, 786, 785, 753, 745, 781, 777, 777, 623, 802, 777, 808, 734, 726, 784, 804, 679, 790, 790, 700, 768, 782, 778, 794, 743, 716, 741, 756, 809, 715, 794, 770, 786, 706, 748, 783, 738, 772, 777, 708, 813, 772, 807, 737, 676, 753, 814, 801, 808, 749, 745, 800, 807, 783, 793, 816, 729, 816, 726, 787, 797, 781, 711, 800, 792, 791, 808, 706, 801, 762, 722, 797, 776, 701, 711, 715, 745, 697, 644, 771, 795, 786, 789, 781, 770, 784, 761, 736, 777, 745, 709, 792, 703, 745, 802, 818, 788, 743, 759, 771, 784, 802, 709, 751, 802, 796, 757, 683, 744, 755, 784, 703, 797, 774, 787, 811, 750, 800, 784, 707, 787, 782, 765, 774, 792, 779, 714, 739, 809, 710, 746, 796, 745, 726, 805, 744, 817, 753, 687, 787, 749, 810, 678, 773, 785, 791, 775, 799, 784, 710, 709, 785, 727, 690, 703, 781, 732, 781, 763, 796, 721, 791, 776, 741, 773, 701, 810, 804, 804, 802, 698, 710, 760, 679, 782, 792, 754, 811, 788, 716, 789, 755, 735, 783, 800, 732, 806, 810, 752, 692, 704, 662, 725, 734, 770, 749, 712, 793, 789, 729, 742, 692, 719, 799, 750, 718, 683, 795, 772, 733, 793, 813, 752, 762, 813, 785, 748, 745, 711, 753, 785, 804, 803, 796, 770, 767, 791, 672, 751, 710, 755, 775, 706, 789, 813, 787, 767, 753, 761, 763, 681, 790, 727, 748, 797, 769, 773, 776, 781, 771, 718, 800, 784, 786, 797, 794, 809, 791, 700, 752, 772, 775, 739, 747, 717, 707, 682, 799, 762, 776, 688, 694, 696, 700, 794, 737, 820, 768, 786, 776, 747, 788, 695, 721, 809, 682, 728, 699, 703, 724, 745, 780, 749, 812, 801, 775, 770, 737, 700, 793, 782, 703, 769, 729, 785, 771, 740, 791, 727, 801, 803, 716, 775, 756, 768, 749, 718, 743, 654, 798, 654, 726, 773, 803, 749, 719, 790, 802, 806, 771, 725, 682, 708, 805, 799, 701, 720, 808, 782, 755, 802, 765, 727, 808, 798, 718, 750, 798, 750, 666, 783, 807, 808, 776, 816, 772, 780, 737, 778, 715, 785, 795, 775, 755, 708, 790, 808, 775, 737, 721, 798, 707, 726, 799, 726, 711, 762, 666, 808, 736, 762, 804, 743, 801, 800, 767, 680, 724, 806, 672, 775, 777, 723, 794, 783, 740, 734, 729, 684, 789, 775, 766, 726, 780, 773, 762, 762, 787, 691, 809, 794, 772, 767, 784, 779, 817, 738, 763, 755, 695, 747, 661, 812, 753, 777, 624, 767, 766, 809, 798, 755, 749, 756, 776, 703, 789, 624, 745, 801, 729, 696, 796, 683, 744, 746, 777, 701, 774, 721, 817, 776, 731, 794, 730, 739, 823, 808, 693, 674, 741, 686, 773, 714, 753, 752, 801, 727, 780, 720, 786, 787, 707, 748, 755, 758, 716, 818, 794, 819, 744, 715, 782, 765, 755, 809, 767, 808, 809, 759, 729, 799, 673, 800, 759, 708, 774, 722, 729, 771, 820, 802, 784, 637, 754, 765, 788, 770, 798, 795, 771, 727, 738, 736, 727, 733, 787, 726, 772, 699, 767, 764, 789, 739, 759, 800, 802, 784, 810, 806, 731, 746, 771, 711, 804, 808, 747, 793, 768, 792, 740, 727, 789, 760, 806, 794, 788, 725, 779, 774, 726, 764, 740, 800, 786, 665, 790, 734, 739, 682, 812, 800, 767, 765, 744, 684, 756, 794, 782, 737, 738, 761, 746, 819, 808, 719, 725, 752, 711, 810, 673, 812, 804, 774, 778, 801, 797, 774, 810, 751, 704, 755, 749, 733, 780, 680, 713, 793, 816, 719, 801, 814, 794, 776, 809, 803, 794, 712, 765, 771, 809, 756, 792, 803, 811, 809, 787, 776, 783, 804, 763, 773, 795, 770, 800, 721, 791, 776, 775, 769, 801, 725, 694, 726, 716, 778, 772, 797, 793, 779, 778, 729, 641, 798, 729, 808, 777, 759, 813, 741, 809, 795, 807, 738, 722, 753, 775, 790, 709, 772, 790, 779, 741, 770, 790, 793, 754, 785, 789, 647, 741, 731, 786, 753, 783, 793, 816, 693, 764, 807, 768, 720, 699, 740, 767, 769, 790, 790, 803, 798, 697, 795, 722, 757, 757, 795, 814, 802, 772, 766, 808, 808, 635, 744, 689, 729, 694, 724, 798, 780, 768, 812, 763, 759, 703, 791, 780, 663, 785, 717, 801, 718, 797, 716, 798, 760, 755, 801, 707, 762, 750, 726, 776, 762, 792, 802, 809, 814, 800, 742, 798, 813, 726, 784, 765, 800, 746, 700, 790, 802, 765, 790, 697, 817, 781, 720, 777, 675, 714, 776, 781, 734, 801, 706, 692, 666, 761, 734, 792, 762, 778, 755, 704, 765, 798, 802, 801, 762, 775, 709, 781, 790, 767, 719, 779, 690, 776, 686, 716, 798, 664, 799, 793, 779, 706, 807, 669, 810, 797, 761, 802, 807, 774, 783, 799, 722, 758, 703, 749, 726, 800, 758, 769, 749, 817, 792, 773, 799, 636, 773, 795, 800, 767, 750, 797, 780, 788, 717, 811, 708, 718, 704, 671, 797, 802, 691, 800, 734, 770, 788, 776, 793, 779, 744, 813, 800, 769, 768, 752, 761, 808, 704, 706, 786, 733, 707, 807, 732, 689, 783, 683, 793, 802, 749, 782, 706, 778, 798, 790, 724, 781, 717, 745, 813, 778, 702, 735, 714, 758, 790, 759, 780, 764, 693, 798, 714, 804, 818, 739, 803, 809, 766, 789, 694, 802, 646, 693, 743, 776, 749, 808, 758, 735, 807, 748, 769, 756, 812, 793, 802, 705, 769, 688, 751, 801, 783, 787, 808, 753, 736, 702, 746, 628, 705, 746, 754, 684, 811, 772, 791, 716, 808, 699, 682, 779, 745, 802, 791, 717, 761, 755, 647, 772, 817, 708, 804, 815, 801, 813, 702, 797, 719, 813, 734, 800, 796, 796, 761, 805, 688, 798, 747, 809, 750, 769, 778, 726, 788, 781, 740, 765, 728, 779, 674, 703, 775, 726, 693, 763, 754, 759, 765, 733, 724, 716, 798, 773, 699, 739, 698, 696, 772, 764, 797, 686, 713, 701, 665, 719, 798, 768, 811, 690, 729, 709, 766, 735, 798, 819, 779, 779, 712, 716, 693, 794, 785, 726, 697, 808, 770, 710, 776, 779, 736, 740, 731, 791, 715, 774, 810, 782, 731, 798, 792, 774, 808, 761, 764, 793, 621, 748, 820, 808, 771, 796, 684, 741, 739, 800, 783, 730, 794, 769, 651, 809, 756, 784, 798, 783, 739, 775, 735, 794, 763, 701, 791, 744, 774, 736, 774, 810, 671, 788, 764, 812, 788, 802, 738, 803, 697, 790, 785, 771, 791, 773, 763, 744, 689, 787, 793, 737, 806, 749, 805, 771, 719, 685, 730, 745, 707, 778, 748, 757, 798, 796, 795, 798, 685, 779, 790, 751, 731, 776, 719, 795, 762, 783, 737, 778, 807, 743, 787, 675, 786, 798, 738, 805, 788, 778, 662, 798, 689, 805, 755, 815, 786, 786, 712, 801, 766, 757, 799, 739, 696, 743, 677, 733, 815, 804, 773, 764, 684, 665, 674, 686, 688, 793, 793, 799, 700, 818, 734, 768, 786, 677, 796, 776, 760, 803, 690, 708, 795, 801, 699, 717, 810, 669, 686, 788, 786, 744, 770, 775, 760, 784, 806, 792, 762, 787, 701, 774, 799, 726, 783, 720, 767, 740, 797, 786, 715, 791, 783, 773, 778, 783, 805, 765, 787, 743, 661, 806, 729, 727, 749, 692, 753, 744, 698, 802, 688, 806, 715, 700, 759, 785, 791, 779, 802, 756, 686, 712, 789, 690, 782, 711, 701, 774, 798, 761, 800, 794, 639, 769, 767, 779, 804, 734, 736, 812, 713, 752, 707, 813, 747, 723, 813, 801, 666, 758, 726, 757, 802, 745, 771, 777, 800, 785, 756, 687, 806, 798, 804, 784, 734, 755, 751, 796, 818, 754, 748, 695, 729, 758, 639, 768, 732, 710, 775, 794, 782, 780, 791, 812, 720, 774, 776, 677, 791, 778, 782, 789, 702, 790, 755, 767, 805, 799, 752, 783, 808, 758, 779, 816, 805, 781, 797, 731, 754, 779, 657, 707, 808, 754, 789, 770, 810, 757, 681, 809, 749, 758, 765, 764, 789, 761, 807, 814, 717, 681, 732, 799, 765, 748, 707, 763, 778, 816, 803, 783, 802, 782, 793, 680, 787, 814, 815, 786, 773, 745, 795, 773, 825, 750, 787, 793, 772, 800, 810, 733, 763, 781, 765, 774, 750, 804, 780, 632, 738, 788, 774, 760, 777, 801, 767, 719, 793, 787, 752, 683, 756, 774, 794, 794, 738, 736, 728, 759, 756, 663, 718, 707, 802, 815, 681, 804, 772, 819, 747, 797, 714, 753, 742, 749, 720, 782, 692, 804, 739, 792, 726, 752, 677, 805, 727, 790, 759, 735, 800, 798, 722, 767, 752, 778, 771, 808, 756, 701, 623, 802, 711, 815, 637, 708, 628, 660, 782, 780, 799, 760, 794, 773, 794, 730, 737, 771, 687, 782, 683, 726, 740, 732, 763, 737, 648, 707, 806, 756, 780, 803, 746, 759, 808, 792, 801, 736, 729, 718, 720, 796, 751, 734, 778, 769, 733, 767, 724, 746, 801, 735, 729, 798, 715, 759, 666, 756, 664, 816, 706, 804, 803, 787, 806, 715, 815, 721, 647, 664, 723, 748, 709, 695, 709, 799, 671, 774, 796, 782, 807, 791, 802, 791, 788, 719, 799, 723, 814, 719, 800, 782, 780, 779, 777, 704, 727, 809, 820, 751, 669, 803, 735, 750, 798, 719, 741, 798, 814, 786, 750, 778, 711, 761, 792, 814, 748, 719, 765, 770, 805, 710, 802, 810, 809, 744, 765, 740, 791, 702, 772, 762, 808, 713, 804, 722, 801, 801, 726, 808, 765, 816, 738, 770, 758, 751, 793, 759, 792, 721, 757, 710, 788, 800, 797, 797, 732, 804, 814, 765, 739, 799, 741, 791, 780, 766, 753, 813, 784, 751, 709, 808, 750, 752, 694, 767, 661, 786, 672, 774, 757, 785, 801, 781, 669, 762, 728, 757, 684, 816, 793, 716, 761, 794, 801, 742, 811, 720, 812, 804, 792, 672, 781, 686, 764, 743, 680, 733, 794, 801, 729, 757, 800, 751, 720, 816, 809, 801, 695, 793, 829, 801, 782, 781, 781, 812, 812, 710, 764, 798, 749, 721, 778, 755, 788, 773, 773, 774, 801, 774, 722, 777, 808, 696, 813, 673, 775, 763, 724, 646, 810, 758, 715, 713, 757, 809, 761, 785, 730, 701, 793, 812, 715, 742, 759, 717, 806, 721, 802, 760, 678, 793, 770, 770, 794, 663, 785, 777, 748, 778, 792, 801, 778, 768, 801, 744, 764, 710, 758, 796, 806, 782, 713, 759, 726, 725, 774, 716, 652, 811, 768, 733, 802, 734, 744, 787, 814, 783, 785, 793, 739, 744, 742, 747, 741, 720, 671, 766, 768, 799, 773, 785, 742, 768, 790, 656, 809, 758, 780, 754, 800, 725, 768, 690, 763, 767, 716, 812, 770, 792, 802, 810, 706, 745, 726, 773, 703, 793, 785, 797, 767, 740, 778, 811, 767, 752, 799, 782, 759, 720, 781, 670, 779, 721, 705, 732, 791, 788, 757, 797, 729, 819, 726, 778, 782, 769, 710, 789, 703, 720, 760, 758, 787, 808, 763, 799, 711, 741, 812, 769, 776, 793, 751, 774, 808, 757, 756, 778, 769, 790, 654, 807, 764, 686, 797, 712, 761, 751, 726, 727, 729, 808, 717, 781, 766, 808, 782, 790, 792, 809, 754, 759, 800, 790, 785, 720, 796, 797, 706, 799, 770, 744, 778, 641, 799, 756, 811, 702, 690, 812, 691, 796, 774, 767, 796, 731, 737, 724, 779, 766, 770, 753, 800, 788, 750, 739, 745, 787, 803, 803, 689, 764, 686, 758, 755, 810, 724, 700, 768, 772, 776, 741, 697, 805, 779, 805, 801, 748, 809, 775, 768, 711, 754, 685, 812, 803, 782, 780, 791, 791, 788, 817, 775, 703, 728, 763, 653, 811, 721, 676, 768, 790, 747, 770, 796, 808, 705, 708, 759, 803, 716, 761, 698, 789, 726, 783, 767, 796, 810, 736, 817, 740, 773, 652, 758, 777, 739, 808, 775, 808, 732, 701, 722, 823, 714, 779, 814, 755, 782, 761, 689, 693, 737, 738, 742, 767, 735, 764, 789, 806, 812, 796, 762, 625, 725, 815, 747, 789, 777, 753, 731, 666, 806, 766, 809, 785, 817, 807, 807, 755, 709, 765, 667, 816, 809, 768, 779, 787, 702, 790, 802, 728, 778, 675, 744, 777, 750, 776, 820, 740, 754, 776, 708, 681, 664, 819, 760, 690, 704, 701, 801, 811, 684, 782, 702, 767, 763, 789, 812, 642, 809, 756, 810, 747, 766, 681, 788, 743, 679, 714, 695, 761, 798, 807, 801, 793, 790, 753, 788, 699, 717, 775, 776, 757, 768, 661, 766, 798, 789, 755, 793, 806, 762, 726, 726, 727, 800, 797, 765, 812, 728, 782, 777, 807, 751, 672, 707, 685, 693, 718, 721, 740, 718, 703, 706, 764, 694, 784, 808, 763, 809, 684, 778, 724, 809, 721, 739, 784, 707, 801, 739, 739, 640, 763, 764, 732, 751, 791, 686, 704, 766, 809, 767, 746, 754, 747, 740, 742, 808, 759, 742, 744, 690, 756, 809, 781, 740, 769, 798, 793, 780, 751, 800, 753, 702, 753, 729, 738, 802, 803, 794, 778, 801, 802, 748, 793, 772, 647, 740, 777, 744, 729, 759, 739, 798, 785, 796, 800, 755, 753, 774, 765, 815, 786, 705, 795, 809, 778, 810, 815, 739, 803, 793, 777, 739, 737, 733, 714, 785, 771, 774, 743, 718, 695, 766, 750, 772, 657, 724, 716, 796, 685, 753, 760, 764, 681, 759, 796, 792, 793, 766, 809, 733, 767, 730, 722, 733, 789, 773, 806, 822, 814, 812, 817, 771, 712, 743, 744, 797, 761, 756, 698, 734, 744, 715, 770, 688, 791, 802, 774, 795, 809, 694, 808, 789, 747, 806, 779, 803, 787, 658, 774, 792, 699, 741, 778, 797, 802, 669, 731, 624, 731, 737, 735, 741, 792, 754, 761, 702, 761, 810, 787, 698, 704, 812, 703, 674, 770, 742, 807, 780, 808, 775, 692, 742, 782, 776, 713, 686, 819, 751, 735, 797, 675, 717, 747, 703, 817, 669, 760, 764, 750, 663, 767, 782, 780, 792, 773, 724, 785, 793, 689, 711, 719, 762, 747, 754, 794, 781, 808, 699, 799, 794, 727, 746, 816, 728, 721, 714, 788, 760, 749, 814, 775, 784, 755, 790, 810, 800, 761, 735, 713, 788, 790, 744, 807, 714, 748, 810, 768, 714, 734, 774, 808, 705, 783, 714, 758, 780, 731, 780, 774, 770, 775, 720, 728, 780, 787, 677, 730, 668, 732, 753, 755, 791, 768, 699, 721, 773, 775, 803, 705, 798, 806, 702, 809, 674, 739, 804, 798, 794, 797, 742, 697, 702, 668, 776, 777, 768, 688, 713, 772, 761, 808, 805, 809, 778, 774, 702, 807, 808, 798, 811, 759, 763, 749, 714, 764, 794, 772, 713, 814, 707, 812, 739, 798, 767, 761, 764, 784, 739, 755, 774, 768, 753, 815, 796, 794, 787, 802, 799, 756, 737, 735, 786, 787, 741, 662, 755, 686, 753, 800, 810, 778, 786, 784, 758, 805, 801, 766, 685, 780, 752, 796, 793, 708, 760, 815, 760, 810, 726, 713, 711, 786, 738, 785, 788, 756, 808, 729, 778, 670, 719, 711, 705, 806, 797, 805, 724, 776, 678, 750, 759, 704, 812, 734, 743, 749, 796, 801, 700, 768, 663, 771, 721, 695, 787, 791, 770, 806, 755, 751, 769, 802, 795, 684, 742, 780, 771, 748, 785, 787, 805, 745, 782, 728, 757, 725, 722, 736, 683, 789, 757, 803, 790, 781, 740, 759, 779, 709, 774, 725, 797, 782, 748, 731, 776, 762, 708, 809, 789, 788, 744, 700, 763, 737, 682, 772, 778, 767, 731, 788, 754, 774, 693, 798, 675, 664, 775, 800, 759, 793, 803, 724, 777, 806, 797, 745, 783, 816, 777, 794, 727, 694, 746, 803, 789, 789, 774, 672, 786, 766, 733, 674, 755, 761, 804, 809, 708, 756, 798, 747, 793, 715, 805, 780, 776, 745, 695, 738, 815, 772, 823, 780, 820, 772, 812, 780, 763, 736, 740, 799, 758, 768, 807, 753, 777, 805, 797, 777, 686, 707, 698, 806, 654, 795, 732, 810, 782, 772, 746, 744, 784, 788, 804, 784, 773, 802, 776, 705, 782, 803, 729, 714, 791, 656, 709, 765, 771, 775, 795, 801, 819, 776, 666, 758, 685, 785, 796, 663, 795, 782, 685, 802, 779, 726, 713, 700, 781, 773, 773, 753, 750, 666, 788, 784, 661, 793, 769, 744, 773, 753, 779, 715, 806, 716, 697, 804, 782, 760, 793, 714, 685, 779, 738, 714, 713, 673, 805, 772, 800, 815, 721, 727, 771, 785, 796, 811, 750, 693, 774, 763, 696, 751, 737, 807, 742, 781, 703, 785, 798, 762, 760, 787, 782, 797, 677, 755, 769, 795, 768, 726, 682, 746, 787, 740, 783, 677, 762, 820, 712, 742, 787, 760, 704, 685, 687, 786, 707, 699, 774, 810, 708, 769, 765, 765, 718, 769, 768, 746, 690, 781, 805, 672, 782, 666, 780, 718, 810, 744, 670, 700, 747, 753, 803, 789, 691, 752, 682, 715, 801, 716, 686, 797, 700, 773, 790, 772, 709, 762, 742, 783, 707, 771, 758, 748, 690, 791, 720, 770, 798, 660, 739, 791, 755, 756, 780, 767, 758, 639, 772, 769, 702, 802, 812, 786, 716, 797, 752, 753, 669, 702, 692, 785, 793, 663, 749, 777, 808, 765, 808, 755, 782, 817, 768, 694, 804, 737, 803, 791, 741, 772, 778, 714, 759, 815, 701, 806, 820, 776, 764, 784, 769, 713, 776, 779, 739, 778, 667, 782, 801, 799, 704, 785, 768, 794, 734, 811, 809, 801, 734, 793, 721, 795, 801, 798, 795, 734, 753, 781, 766, 813, 786, 793, 783, 693, 811, 808, 790, 794, 797, 688, 753, 733, 808, 739, 754, 788, 638, 657, 737, 750, 808, 787, 798, 777, 777, 767, 796, 771, 743, 787, 805, 689, 808, 773, 680, 774, 799, 798, 782, 669, 762, 679, 672, 745, 813, 758, 776, 751, 789, 687, 742, 662, 792, 789, 685, 786, 713, 782, 764, 800, 718, 751, 759, 685, 766, 682, 752, 792, 800, 675, 774, 750, 769, 709, 756, 764, 721, 816, 812, 766, 720, 777, 755, 791, 707, 775, 768, 738, 801, 797, 727, 776, 696, 790, 788, 747, 816, 780, 792, 765, 726, 750, 758, 732, 778, 766, 804, 748, 793, 688, 724, 688, 774, 717, 750, 787, 646, 798, 760, 698, 749, 709, 758, 781, 714, 728, 771, 755, 646, 804, 692, 758, 692, 771, 752, 805, 790, 797, 765, 774, 707, 820, 697, 777, 776, 768, 745, 770, 800, 654, 754, 781, 731, 791, 732, 661, 789, 717, 748, 772, 795, 692, 755, 802, 806, 723, 774, 804, 759, 800, 746, 691, 697, 793, 800, 743, 809, 797, 751, 690, 703, 724, 790, 754, 790, 740, 787, 721, 688, 797, 812, 698, 768, 780, 751, 817, 769, 780, 782, 803, 801, 761, 698, 768, 804, 817, 773, 802, 671, 821, 722, 786, 817, 786, 683, 725, 695, 792, 715, 773, 777, 810, 694, 737, 795, 683, 786, 804, 765, 777, 707, 794, 760, 734, 659, 787, 795, 761, 793, 706, 766, 735, 791, 692, 647, 718, 756, 756, 712, 769, 806, 768, 792, 671, 799, 676, 789, 768, 787, 766, 644, 715, 748, 735, 761, 808, 703, 778, 792, 798, 787, 751, 675, 800, 780, 798, 792, 779, 738, 809, 676, 789, 793, 782, 751, 741, 809, 746, 723 ], "xaxis": "x", "yaxis": "y" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=WELLS FARGO BANK, N.A.
cscore_min=%{x}
count=%{y}", "legendgroup": "seller_name=WELLS FARGO BANK, N.A.", "marker": { "color": "#EF553B" }, "name": "seller_name=WELLS FARGO BANK, N.A.", "nbinsx": 100, "offsetgroup": "seller_name=WELLS FARGO BANK, N.A.", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 815, 739, 798, 783, 769, 657, 727, 794, 725, 683, 798, 741, 719, 795, 766, 749, 790, 807, 697, 774, 733, 728, 804, 728, 676, 666, 696, 733, 649, 804, 805, 794, 802, 711, 773, 711, 679, 707, 806, 745, 793, 688, 782, 764, 771, 793, 764, 692, 788, 802, 779, 738, 763, 762, 813, 761, 795, 808, 720, 683, 742, 641, 815, 708, 801, 654, 780, 726, 737, 813, 766, 681, 700, 727, 758, 814, 653, 767, 795, 791, 791, 809, 794, 729, 756, 725, 775, 662, 793, 798, 755, 742, 718, 792, 795, 796, 738, 781, 797, 783, 687, 814, 789, 711, 806, 713, 709, 783, 647, 800, 770, 729, 736, 760, 781, 682, 809, 753, 765, 711, 628, 756, 777, 660, 763, 797, 777, 787, 778, 738, 745, 781, 784, 700, 763, 766, 736, 777, 794, 774, 785, 676, 718, 725, 742, 750, 641, 776, 735, 679, 668, 635, 783, 710, 800, 711, 788, 803, 800, 700, 691, 756, 663, 752, 786, 799, 810, 728, 789, 733, 793, 756, 744, 799, 813, 700, 670, 685, 721, 741, 642, 696, 776, 773, 811, 699, 680, 666, 731, 751, 802, 791, 715, 749, 793, 662, 773, 790, 777, 685, 794, 740, 794, 783, 735, 710, 767, 746, 702, 746, 786, 705, 808, 714, 787, 787, 731, 798, 678, 722, 811, 695, 808, 803, 788, 679, 755, 802, 664, 774, 694, 789, 684, 742, 802, 802, 711, 783, 799, 763, 774, 804, 796, 702, 756, 774, 808, 724, 787, 789, 789, 815, 631, 770, 772, 696, 744, 751, 630, 706, 686, 754, 713, 732, 702, 682, 683, 662, 785, 733, 793, 768, 796, 771, 668, 737, 687, 790, 741, 790, 731, 735, 722, 731, 724, 797, 759, 736, 710, 633, 784, 632, 787, 674, 796, 771, 811, 778, 764, 783, 773, 781, 763, 699, 810, 757, 802, 799, 667, 742, 752, 668, 725, 710, 778, 741, 667, 813, 696, 693, 754, 819, 678, 800, 671, 742, 744, 725, 654, 667, 711, 692, 752, 738, 636, 769, 680, 659, 796, 771, 731, 723, 705, 723, 766, 809, 774, 795, 765, 753, 726, 647, 733, 813, 734, 672, 691, 628, 750, 728, 787, 661, 761, 702, 796, 791, 785, 736, 802, 813, 746, 773, 801, 795, 811, 805, 765, 796, 783, 710, 656, 740, 780, 690, 778, 763, 799, 773, 706, 782, 645, 723, 764, 783, 800, 772, 770, 756, 629, 768, 790, 718, 738, 812, 770, 756, 751, 799, 712, 793, 790, 808, 791, 695, 789, 790, 661, 773, 768, 653, 810, 706, 762, 730, 797, 788, 710, 814, 798, 733, 797, 713, 764, 645, 798, 641, 793, 781, 663, 798, 800, 664, 722, 809, 810, 770, 777, 801, 717, 723, 735, 806, 717, 701, 687, 718, 807, 765, 781, 762, 809, 750, 753, 642, 708, 812, 729, 628, 688, 797, 669, 649, 686, 736, 786, 724, 768, 813, 789, 631, 784, 799, 795, 797, 690, 779, 784, 682, 717, 818, 773, 804, 694, 693, 761, 781, 782, 815, 701, 713, 712, 737, 787, 694, 800, 727, 808, 811, 720, 707, 763, 727, 766, 779, 677, 706, 757, 740, 796, 798, 759, 754, 781, 746, 765, 733, 736, 696, 796, 693, 733, 745, 682, 791, 732, 737, 795, 800, 727, 653, 727, 697, 726, 751, 791, 739, 774, 792, 689, 779, 744, 781, 801, 805, 800, 717, 808, 679, 721, 793, 709, 669, 631, 753, 689, 718, 762, 720, 806, 789, 671, 788, 774, 627, 758, 713, 749, 702, 822, 693, 724, 750, 726, 747, 741, 782, 672, 791, 718, 766, 786, 666, 790, 736, 786, 739, 796, 770, 701, 665, 706, 701, 759, 791, 692, 758, 709, 783, 802, 791, 793, 727, 694, 724, 729, 741, 790, 801, 715, 723, 716, 670, 667, 694, 680, 793, 734, 749, 776, 748, 775, 760, 787, 743, 704, 715, 787, 701, 658, 694, 703, 762, 694, 785, 648, 762, 709, 727, 723, 797, 697, 777, 811, 720, 656, 677, 722, 726, 792, 773, 698, 724, 683, 751, 786, 799, 768, 790, 809, 777, 700, 781, 748, 759, 688, 802, 779, 735, 807, 721, 632, 781, 750, 802, 721, 780, 718, 737, 711, 800, 744, 746, 785, 693, 795, 767, 683, 714, 756, 779, 777, 767, 789, 735, 778, 732, 786, 675, 711, 625, 788, 766, 764, 666, 790, 774, 724, 799, 698, 788, 648, 777, 722, 687, 762, 808, 756, 750, 749, 704, 757, 748, 789, 688, 794, 797, 722, 800, 796, 624, 704, 710, 683, 683, 780, 743, 662, 670, 701, 787, 750, 788, 750, 729, 677, 735, 704, 773, 751, 716, 804, 810, 710, 797, 696, 676, 782, 786, 651, 761, 799, 801, 750, 779, 740, 798, 770, 641, 736, 746, 716, 637, 806, 744, 653, 794, 647, 752, 733, 658, 744, 701, 694, 790, 680, 809, 715, 761, 768, 661, 799, 778, 810, 649, 765, 693, 630, 773, 738, 766, 757, 804, 731, 729, 694, 767, 728, 803, 727, 774, 720, 620, 668, 627, 650, 751, 800, 744, 733, 788, 746, 792, 745, 641, 772, 734, 732, 783, 703, 799, 782, 782, 744, 795, 776, 704, 643, 670, 765, 763, 796, 682, 698, 756, 729, 791, 690, 780, 748, 777, 797, 726, 743, 740, 732, 703, 821, 668, 724, 645, 764, 653, 767, 756, 690, 741, 703, 794, 800, 777, 804, 766, 796, 705, 804, 676, 809, 783, 763, 744, 732, 653, 764, 727, 662, 796, 766, 711, 807, 747, 700, 783, 747, 756, 790, 647, 812, 781, 784, 626, 666, 693, 801, 762, 810, 785, 759, 784, 705, 750, 716, 801, 712, 756, 765, 785, 757, 657, 794, 754, 640, 809, 750, 730, 745, 790, 793, 708, 620, 773, 797, 783, 784, 796, 754, 795, 709, 808, 788, 807, 650, 771, 701, 771, 808, 751, 770, 793, 757, 696, 779, 792, 703, 719, 701, 816, 662, 812, 685, 679, 756, 722, 757, 792, 772, 725, 758, 741, 649, 733, 741, 728, 767, 703, 722, 746, 800, 703, 625, 737, 706, 791, 779, 751, 758, 802, 713, 779, 809, 695, 731, 790, 716, 768, 745, 787, 713, 804, 717, 769, 741, 795, 800, 749, 741, 756, 709, 771, 778, 783, 698, 761, 787, 733, 804, 754, 789, 772, 763, 808, 792, 743, 704, 703, 661, 674, 806, 765, 799, 656, 778, 755, 794, 650, 773, 751, 785, 671, 649, 689, 724, 753, 791, 711, 790, 698, 819, 792, 704, 758, 754, 781, 791, 735, 812, 798, 641, 788, 727, 663, 800, 784, 806, 696, 779, 812, 713, 725, 777, 706, 781, 807, 778, 743, 729, 798, 730, 806, 713, 785, 747, 760, 776, 797, 769, 793, 747, 764, 807, 623, 645, 708, 771, 813, 712, 817, 713, 690, 771, 770, 805, 755, 787, 759, 798, 669, 796, 814, 749, 777, 758, 778, 772, 711, 806, 714, 693, 655, 691, 735, 622, 784, 802, 749, 755, 734, 699, 810, 753, 759, 719, 698, 778, 791, 772, 803, 788, 798, 689, 775, 753, 736, 695, 708, 746, 758, 738, 797, 725, 790, 750, 752, 736, 721, 683, 673, 659, 728, 790, 637, 643, 792, 722, 800, 789, 798, 737, 817, 780, 789, 759, 750, 752, 768, 776, 655, 804, 798, 800, 789, 799, 687, 782, 818, 811, 808, 720, 628, 694, 787, 759, 772, 812, 687, 791, 712, 786, 812, 775, 720, 738, 792, 722, 693, 698, 707, 750, 808, 740, 684, 735, 695, 663, 762, 751, 763, 711, 791, 643, 693, 710, 747, 799, 672, 803, 707, 720, 685, 780, 772, 759, 799, 707, 796, 781, 804, 696, 789, 712, 803, 778, 791, 749, 781, 667, 748, 671, 770, 787, 798, 814, 766, 762, 756, 801, 693, 647, 800, 782, 690, 762, 709, 690, 759, 715, 728, 666, 802, 750, 721, 806, 631, 630, 771, 770, 724, 768, 725, 811, 795, 766, 816, 752, 772, 806, 727, 620, 754, 781, 630, 653, 745, 781, 693, 734, 705, 763, 715, 757, 794, 770, 784, 755, 741, 789, 731, 744, 731, 716, 795, 691, 728, 752, 672, 755, 732, 764, 772, 773, 776, 736, 792, 813, 746, 777, 760, 792, 756, 716, 801, 778, 689, 726, 767, 756, 733, 816, 680, 798, 783, 770, 713, 777, 787, 699, 795, 815, 802, 796, 785, 653, 789, 686, 750, 722, 740, 760, 746, 663, 762, 807, 728, 726, 758, 796, 738, 773, 680, 744, 797, 708, 741, 791, 754, 730, 801, 771, 766, 641, 725, 798, 717, 787, 790, 790, 712, 663, 705, 806, 722, 774, 759, 816, 778, 809, 793, 710, 727, 749, 762, 783, 725, 760, 781, 760, 786, 642, 646, 725, 677, 738, 682, 729, 801, 770, 775, 725, 793, 787, 757, 810, 689, 706, 727, 767, 809, 653, 732, 733, 789, 764, 723, 765, 715, 805, 724, 651, 629, 686, 773, 751, 661, 718, 620, 809, 778, 726, 676, 718, 713, 785, 708, 754, 758, 784, 801, 805, 797, 755, 787, 656, 785, 719, 776, 782, 693, 803, 699, 811, 704, 757, 790, 772, 678, 684, 732, 790, 762, 705, 784, 760, 792, 699, 812, 816, 769, 775, 689, 688, 735, 789, 711, 773, 773, 737, 703, 782, 736, 760, 781, 805, 636, 745, 738, 736, 679, 677, 807, 745, 761, 674, 763, 721, 741, 754, 658, 637, 783, 672, 797, 784, 761, 647, 725, 769, 704, 731, 793, 713, 686, 719, 733, 677, 743, 801, 798, 775, 758, 797, 738, 688, 798, 794, 808, 798, 739, 773, 790, 630, 749, 750, 664, 641, 787, 733, 637, 779, 696, 746, 723, 777, 771, 688, 706, 722, 651, 701, 701, 659, 809, 793, 820, 739, 743, 743, 730, 797, 723, 787, 801, 763, 740, 657, 777, 748, 729, 750, 767, 747, 739, 795, 804, 671, 750, 754, 794, 714, 782, 783, 759, 705, 724, 718, 721, 762, 804, 778, 793, 766, 753, 713, 737, 718, 780, 802, 620, 784, 716, 779, 776, 746, 776, 782, 741, 668, 716, 624, 765, 801, 746, 778, 770, 791, 764, 656, 650, 685, 780, 702, 763, 811, 753, 797, 759, 793, 771, 792, 766, 731, 779, 799, 779, 709, 661, 757, 792, 803, 756, 746, 772, 779, 816, 813, 734, 755, 774, 746, 780, 695, 750, 793, 659, 785, 770, 703, 662, 791, 776, 793, 704, 740, 723, 718, 771, 816, 770, 807, 662, 711, 753, 728, 812, 665, 755, 798, 731, 724, 807, 728, 675, 789, 702, 770, 781, 788, 643, 785, 686, 682, 793, 767, 728, 784, 722, 812, 695, 715, 808, 804, 784, 787, 723, 740, 638, 760, 803, 658, 754, 732, 810, 785, 706, 722, 778, 713, 728, 778, 747, 815, 750, 635, 747, 740, 626, 715, 802, 809, 699, 730, 779, 720, 764, 767, 802, 801, 741, 729, 719, 750, 777, 793, 799, 728, 756, 694, 720, 692, 741, 727, 813, 743, 746, 644, 682, 658, 816, 748, 769, 754, 682, 654, 752, 638, 701, 788, 724, 793, 740, 806, 748, 775, 704, 779, 797, 768, 761, 776, 684, 674, 800, 728, 728, 812, 803, 795, 808, 769, 786, 729, 730, 750, 756, 779, 807, 713, 789, 772, 768, 804, 760, 670, 751, 728, 739, 806, 734, 787, 783, 724, 701, 638, 790, 701, 750, 746, 825, 721, 724, 716, 804, 687, 777, 707, 730, 775, 757, 722, 800, 726, 781, 711, 765, 700, 748, 746, 629, 724, 758, 727, 732, 792, 657, 751, 768, 680, 768, 813, 775, 808, 785, 792, 721, 773, 739, 786, 734, 678, 747, 633, 742, 820, 741, 805, 705, 775, 734, 761, 755, 732, 650, 743, 803, 765, 789, 780, 770, 683, 801, 638, 814, 775, 670, 733, 744, 765, 795, 764, 813, 818, 753, 738, 811, 789, 759, 640, 767, 813, 745, 787, 803, 784, 817, 756, 629, 749, 666, 725, 653, 738, 758, 714, 754, 728, 781, 802, 748, 751, 686, 788, 774, 738, 752, 798, 802, 774, 759, 751, 756, 676, 769, 751, 764, 778, 670, 794, 763, 772, 700, 720, 749, 775, 801, 806, 745, 779, 634, 738, 773, 687, 786, 726, 743, 775, 735, 685, 793, 738, 770, 790, 703, 729, 631, 656, 741, 765, 736, 817, 710, 784, 719, 696, 801, 756, 781, 781, 808, 621, 766, 715, 808, 776, 772, 742, 817, 784, 682, 710, 698, 697, 759, 635, 620, 770, 729, 700, 737, 684, 791, 788, 799, 776, 749, 777, 780, 766, 739, 736, 788, 762, 723, 720, 763, 744, 785, 706, 653, 778, 728, 699, 782, 729, 726, 769, 792, 803, 717, 726, 740, 774, 750, 703, 773, 682, 717, 693, 774, 644, 620, 692, 795, 741, 735, 809, 773, 714, 691, 798, 708, 733, 717, 670, 778, 710, 654, 689, 709, 808, 816, 725, 655, 691, 745, 809, 792, 745, 740, 759, 740, 773, 773, 685, 774, 700, 787, 790, 764, 663, 797, 717, 727, 671, 799, 796, 760, 778, 781, 669, 699, 780, 729, 777, 721, 798, 758, 801, 737, 703, 717, 729, 774, 713, 802, 806, 740, 717, 693, 668, 787, 819, 678, 728, 761, 693, 788, 814, 792, 703, 667, 742, 667, 717, 715, 682, 782, 764, 777, 681, 651, 727, 751, 754, 782, 777, 776, 809, 764, 756, 787, 764, 703, 788, 712, 680, 731, 771, 737, 757, 815, 728, 791, 770, 801, 784, 738, 761, 731, 755, 711, 713, 712, 773, 809, 788, 798, 623, 689, 770, 744, 769, 723, 744, 789, 801, 739, 812, 777, 665, 755, 702, 640, 800, 703, 766, 773, 701, 785, 786, 696, 737, 809, 742, 700, 799, 755, 787, 807, 664, 680, 737, 801, 786, 660, 791, 719, 788, 787, 811, 667, 786, 784, 770, 769, 788, 807, 782, 734, 803, 808, 809, 679, 784, 789, 678, 720, 638, 741, 737, 806, 734, 802, 786, 748, 703, 682, 711, 790, 726, 679, 682, 811, 684, 802, 793, 730, 752, 774, 720, 755, 736, 752, 808, 722, 703, 643, 698, 643, 816, 810, 793, 736, 772, 656, 800, 711, 687, 784, 787, 793, 772, 770, 639, 792, 763, 745, 770, 797, 771, 724, 723, 797, 709, 777, 762, 778, 691, 787, 728, 762, 798, 764, 749, 796, 795, 780, 712, 786, 735, 747, 802, 680, 762, 690, 753, 724, 685, 790, 775, 688, 783, 749, 794, 752, 796, 691, 818, 667, 812, 772, 729, 818, 735, 701, 668, 664, 739, 804, 682, 707, 765, 718, 738, 734, 750, 779, 761, 725, 705, 696, 716, 818, 772, 777, 776, 755, 684, 631, 791, 678, 708, 740, 695, 779, 661, 712, 717, 686, 663, 630, 633, 802, 756, 755, 696, 785, 787, 789, 794, 767, 817, 633, 816, 704, 769, 713, 769, 778, 758, 735, 760, 803, 775, 766, 797, 772, 790, 725, 808, 756, 781, 698, 757, 795, 772, 641, 738, 803, 717, 790, 791, 637, 711, 726, 799, 657, 786, 770, 625, 738, 738, 796, 814, 715, 660, 706, 788, 760, 799, 756, 799, 750, 630, 752, 796, 788, 794, 725, 764, 725, 726, 810, 779, 751, 774, 793, 801, 670, 644, 802, 801, 790, 717, 786, 726, 756, 680, 729, 703, 757, 712, 738, 781, 724, 649, 642, 759, 764, 732, 810, 626, 781, 774, 710, 691, 790, 784, 802, 633, 791, 758, 754, 718, 802, 791, 804, 788, 792, 774, 779, 634, 755, 801, 718, 792, 786, 708, 780, 686, 710, 820, 675, 715, 754, 755, 809, 770, 758, 766, 804, 811, 681, 732, 743, 808, 773, 793, 808, 690, 769, 733, 812, 771, 704, 643, 773, 784, 779, 681, 777, 786, 752, 737, 727, 722, 627, 623, 698, 727, 726, 631, 792, 628, 792, 789, 670, 750, 784, 762, 770, 761, 695, 723, 780, 779, 771, 677, 758, 757, 787, 777, 733, 626, 765, 809, 738, 750, 760, 672, 722, 713, 646, 771, 778, 755, 688, 778, 808, 735, 761, 731, 796, 777, 772, 725, 740, 752, 744, 806, 699, 787, 792, 706, 769, 795, 760, 760, 725, 766, 748, 683, 766, 786, 685, 809, 812, 771, 728, 735, 735, 769, 728, 723, 660, 807, 743, 820, 790, 643, 719, 792, 695, 806, 734, 757, 689, 785, 731, 704, 721, 716, 712, 786, 761, 637, 684, 684, 751, 780, 734, 778, 788, 792, 809, 820, 791, 692, 773, 783, 745, 760, 682, 785, 801, 727, 752, 660, 721, 712, 728, 767, 715, 623, 803, 766, 653, 689, 724, 747, 685, 798, 649, 779, 764, 782, 747, 811, 741, 756, 766, 727, 762, 686, 759, 631, 790, 779, 718, 772, 738, 753, 796, 649, 789, 786, 691, 709, 808, 759, 798, 716, 740, 803, 718, 788, 654, 737, 633, 648, 769, 784, 725, 758, 782, 809, 810, 716, 680, 791, 793, 627, 793, 766, 785, 770, 798, 763, 744, 794, 815, 792, 777, 802, 753, 730, 650, 775, 657, 736, 768, 697, 809, 740, 644, 729, 789, 688, 763, 749, 725, 710, 779, 724, 794, 766, 698, 747, 767, 686, 813, 714, 740, 768, 778, 719, null, 714, 780, 798, 774, 699, 710, 691, 659, 750, 647, 752, 796, 796, 680, 653, 769, 755, 681, 805, 681, 684, 730, 789, 786, 755, 782, 787, 787, 734, 673, 803, 762, 678, 672, 691, 736, 787, 800, 748, 657, 697, 773, 802, 759, 774, 765, 700, 754, 671, 744, 789, 760, 644, 762, 798, 763, 779, 729, 725, 719, 699, 671, 786, 763, 768, 773, 679, 784, 724, 671, 781, 787, 768, 759, 809, 795, 804, 698, 726, 775, 745, 771, 700, 735, 767, 777, 727, 737, 724, 803, 696, 686, 697, 686, 683, 708, 780, 730, 801, 756, 808, 640, 742, 768, 782, 737, 780, 723, 764, 804, 776, 800, 757, 729, 757, 723, 706, 695, 728, 735, 699, 734, 767, 720, 753, 797, 786, 752, 814, 748, 696, 736, 711, 689, 695, 778, 716, 664, 696, 699, 777, 792, 809, 796, 806, 719, 767, 675, 790, 778, 726, 728, 808, 792, 628, 795, 738, 721, 814, 770, 711, 804, 674, 757, 744, 708, 787, 688, 700, 777, 764, 801, 727, 742, 793, 797, 754, 802, 755, 688, 769, 765, 685, 792, 812, 742, 795, 775, 717, 708, 734, 709, 726, 695, 766, 767, 819, 688, 717, 742, 669, 641, 644, 687, 809, 697, 785, 792, 720, 661, 759, 731, 741, 798, 806, 778, 759, 718, 795, 809, 706, 774, 627, 771, 708, 763, 705, 765, 720, 725, 815, 809, 708, 757, 784, 712, 767, 681, 761, 754, 742, 788, 745, 721, 757, 793, 809, 776, 808, 808, 753, 753, 737, 698, 815, 693, 790, 779, 788, 744, 689, 757, 790, 778, 673, 748, 760, 759, 740, 702, 749, 707, 787, 795, 785, 755, 798, 775, 709, 811, 789, 723, 791, 787, 801, 758, 766, 767, 777, 782, 722, 725, 708, 784, 799, 749, 798, 794, 756, 799, 652, 747, 689, 782, 763, 750, 758, 715, 749, 756, 804, 791, 801, 660, 805, 800, 788, 791, 745, 784, 703, 707, 790, 780, 787, 654, 775, 802, 710, 706, 732, 794, 684, 776, 744, 703, 771, 673, 796, 693, 744, 654, 779, 670, 705, 767, 823, 787, 681, 786, 740, 740, 787, 708, 770, 792, 703, 784, 730, 792, 752, 678, 798, 788, 688, 808, 795, 724, 746, 767, 794, 739, 715, 817, 806, 811, 785, 724, 778, 780, 790, 723, 718, 628, 739, 794, 771, 804, 749, 711, 820, 797, 713, 678, 729, 823, 643, 673, 744, 793, 691, 728, 745, 700, 737, 693, 746, 808, 768, 771, 768, 785, 731, 709, 633, 786, 808, 755, 735, 820, 670, 707, 673, 786, 805, 787, 744, 797, 744, 764, 789, 782, 719, 693, 690, 791, 786, 801, 686, 798, 710, 808, 798, 777, 793, 729, 777, 695, 767, 801, 716, 730, 777, 788, 705, 797, 749, 660, 794, 786, 779, 644, 790, 671, 802, 632, 790, 688, 664, 809, 742, 778, 783, 797, 797, 654, 691, 791, 677, 658, 765, 735, 777, 791, 738, 766, 726, 731, 706, 798, 712, 806, 759, 765, 661, 766, 764, 730, 790, 803, 785, 809, 761, 691, 781, 784, 759, 666, 796, 775, 800, 630, 800, 734, 812, 707, 714, 770, 782, 737, 781, 672, 644, 688, 791, 709, 730, 667, 760, 793, 690, 758, 687, 741, 724, 813, 728, 801, 716, 657, 786, 763, 686, 772, 756, 728, 736, 658, 742, 711, 694, 738, 674, 726, 781, 791, 808, 745, 727, 704, 737, 793, 797, 676, 733, 719, 791, 784, 760, 806, 775, 778, 813, 768, 805, 734, 769, 771, 764, 742, 751, 763, 805, 759, 764, 777, 677, 726, 801, 805, 783, 754, 807, 727, 769, 775, 781, 644, 778, 726, 802, 801, 711, 652, 732, 792, 703, 796, 796, 730, 750, 714, 768, 798, 812, 760, 671, 747, 782, 671, 711, 784, 671, 700, 679, 715, 719, 746, 705, 775, 627, 692, 714, 815, 757, 672, 773, 754, 773, 800, 812, 680, 734, 799, 763, 745, 786, 715, 720, 791, 792, 688, 787, 800, 809, 809, 756, 673, 747, 757, 780, 782, 792, 760, 715, 691, 737, 743, 780, 722, 804, 776, 790, 696, 761, 646, 791, 742, 782, 729, 807, 767, 654, 773, 775, 632, 752, 760, 814, 663, 723, 799, 705, 704, 783, 716, 782, 683, 624, 754, 771, 751, 768, 689, 728, 754, 808, 747, 704, 713, 717, 681, 700, 784, 719, 793, 719, 680, 731, 728, 800, 650, 764, 774, 704, 717, 793, 740, 666, 683, 772, 718, 805, 703, 788, 796, 743, 731, 711, 766, 797, 622, 811, 620, 674, 743, 781, 678, 702, 799, 796, 814, 746, 708, 783, 696, 670, 707, 788, 738, 715, 649, 746, 720, 774, 748, 716, 769, 722, 699, 816, 691, 766, 726, 778, 757, 774, 654, 800, 710, 780, 783, 702, 633, 774, 794, 704, 684, 801, 771, 751, 657, 639, 823, 809, 794, 720, 735, 670, 731, 703, 756, 644, 718, 807, 788, 764, 786, 719, 805, 775, 787, 783, 669, 779, 791, 760, 716, 629, 797, 706, 656, 810, 788, 810, 681, 626, 731, 709, 790, 774, 661, 687, 690, 765, 786, 742, 695, 812, 796, 749, 761, 696, 683, 771, 670, 752, 816, 791, 771, 655, 790, 774, 747, 717, 776, 706, 814, 817, 783, 792, 765, 778, 784, 784, 724, 747, 793, 780, 779, 799, 778, 721, 802, 795, 731, 742, 756, 799, 792, 777, 800, 809, 749, 768, 644, 670, 647, 795, 667, 756, 800, 806, 660, 681, 725, 782, 768, 658, 759, 636, 667, 769, 790, 757, 705, 794, 740, 780, 719, 774, 763, 760, 788, 808, 703, 684, 727, 730, 661, 766, 747, 809, 801, 775, 749, 734, 801, 678, 773, 647, 622, 724, 812, 801, 696, 778, 663, 813, 683, 795, 706, 780, 708, 753, 761, 803, 768, 791, 806, 742, 797, 793, 729, 801, 757, 756, 778, 718, 633, 813, 755, 792, 746, 666, 788, 757, 735, 778, 679, 813, 727, 791, 779, 762, 796, 756, 764, 721, 737, 629, 691, 681, 685, 775, 750, 727, 723, 811, 751, 797, 802, 761, 740, 628, 758, 650, 656, 782, 768, 791, 733, 693, 750, 648, 742, 782, 726, 801, 704, 682, 666, 771, 785, 766, 773, 761, 785, 656, 791, 770, 719, 787, 724, 796, 756, 703, 706, 733, 767, 705, 728, 734, 745, 752, 658, 649, 770, 691, 791, 718, 719, 798, 723, 756, 638, 807, 793, 807, 777, 756, 715, 800, 706, 787, 785, 695, 695, 803, 743, 761, 799, 750, 799, 741, 761, 743, 753, 764, 716, 729, 704, 675, 766, 660, 722, 718, 644, 683, 733, 705, 736, 718, 717, 776, 769, 701, 721, 688, 629, 703, 631, 774, 635, 684, 775, 767, 815, 801, 779, 633, 695, 786, 729, 789, 713, 705, 756, 672, 725, 817, 721, 699, 767, 724, 799, 790, 782, 820, 801, 728, 742, 776, 681, 684, 688, 747, 656, 729, 680, 787, 775, 802, 777, 787, 625, 781, 801, 767, 726, 778, 796, 772, 740, 799, 733, 772, 713, 674, 792, 803, 640, 735, 728, 722, 717, 815, 756, 640, 816, 766, 817, 641, 783, 716, 711, 688, 704, 809, 757, 629, 776, 808, 642, 809, 708, 750, 743, 769, 767, 796, 721, 634, 808, 791, 726, 692, 799, 765, 755, 639, 740, 634, 753, 790, 648, 753, 779, 682, 703, 693, 710, 797, 808, 738, 683, 802, 755, 746, 811, 802, 718, 733, 620, 800, 812, 789, 793, 764, 670, 743, 735, 760, 744, 737, 819, 681, 700, 782, 790, 801, 781, 740, 787, 797, 737, 777, 742, 742, 742, 749, 713, 687, 680, 704, 819, 797, 771, 720, 639, 621, 689, 793, 657, 798, 794, 754, 767, 797, 810, 770, 816, 705, 801, 815, 742, 801, 803, 756, 696, 623, 632, 803, 661, 793, 786, 745, 717, 693, 783, 800, 777, 752, 640, 812, 801, 696, 766, 713, 789, 790, 709, 713, 779, 783, 761, 649, 775, 786, 728, 797, 794, 754, 705, 738, 748, 756, 753, 779, 753, 692, 643, 811, 685, 782, 784, 691, 706, 780, 696, 709, 767, 714, 734, 721, 800, 782, 732, 715, 647, 695, 668, 767, 769, 815, 707, 785, 768, 808, 752, 767, 808, 786, 758, 770, 776, 750, 808, 770, 813, 697, 777, 737, 670, 814, 781, 790, 781, 789, 790, 775, 797, 624, 709, 762, 739, 797, 753, 732, 756, 813, 646, 781, 745, 802, 653, 788, 812, 711, 788, 812, 805, 809, 627, 728, 770, 812, 798, 787, 801, 663, 750, 774, 790, 801, 670, 655, 798, 754, 710, 761, 806, 769, 784, 765, 771, 811, 691, 751, 764, 722, 735, 769, 770, 759, 775, 702, 780, 734, 644, 782, 719, 781, 714, 781, 773, 681, 747, 792, null, 743, 780, 672, 707, 666, 693, 757, 762, 728, 690, 718, 788, 778, 743, 791, 629, 781, 797, 795, 722, 820, 679, 779, 782, 692, 624, 766, 673, 660, 727, 736, 676, 815, 790, 677, 700, 665, 801, 770, 670, 793, 770, 730, 690, 724, 808, 816, 793, 803, 804, 769, 794, 798, 711, 760, 690, 779, 711, 682, 748, 754, 745, 746, 810, 790, 809, 675, 684, 743, 761, 772, 739, 728, 643, 728, 765, 697, 750, 718, 798, 786, 807, 714, 759, 808, 706, 823, 766, 692, 769, 675, 711, 766, 796, 725, 754, 742, 727, 730, 794, 753, 737, 656, 799, 770, 748, 800, 801, 758, 794, 816, 736, 808, 787, 733, 779, 766, 806, 770, 735, 750, 762, 716, 797, 727, 721, 799, 759, 707, 669, 773, 684, 725, 698, 780, 694, 785, 775, 639, 701, 790, 793, 639, 764, 786, 742, 741, 786, 802, 760, 763, 797, 726, 747, 767, null, 690, 721, 728, 755, 792, 711, 723, 794, 749, 750, 781, 750, 794, 624, 718, 692, 793, 746, 709, 720, 764, 788, 737, 788, 778, 745, 797, 796, 792, 740, 791, 761, 776, 789, 725, 772, 807, 694, 689, 751, 757, 683, 641, 809, 788, 760, 802, 674, 746, 684, 783, 775, 783, 765, 812, 721, 776, 720, 813, 747, 760, 734, 778, 799, 792, 758, 774, 639, 756, 778, 808, 750, 637, 769, 784, 793, 816, 800, 754, 757, 760, 681, 747, 725, 776, 800, 757, 753, 734, 715, 794, 776, 715, 766, 732, 794, 747, 663, 788, 768, 731, 712, 757, 764, 713, 778, 722, 806, 738, 764, 777, 769, 726, 712, 679, 750, 713, 662, 733, 809, 689, 693, 805, 782, 687, 767, 792, 770, 728, 749, 798, 689, 785, 798, 780, 637, 814, 707, 682, 800, 716, 657, 757, 798, 668, 757, 747, 723, 770, 786, 781, 757, 693, 797, 739, 742, 795, 787, 725, 714, 767, 802, 785, 791, 710, 633, 785, 637, 664, 773, 772, 800, 718, 716, 703, 671, 726, 784, 699, 672, 760, 681, 702, 730, 712, 782, 798, 734, 747, 745, 713, 662, 778, 623, 783, 626, 740, 770, 785, 767, 659, 786, 740, 706, 681, 688, 710, 772, 671, 799, 703, 768, 789, 780, 752, 624, 817, 739, 728, 721, 741, 778, 813, 706, 758, 696, 741, 756, 777, 681, 800, 758, 788, 800, 726, 799, 777, 762, 687, 777, 788, 778, 642, 774, 723, 776, 812, 774, 804, 670, 769, 663, 766, 804, 688, 703, 797, 691, 660, 746, 775, 728, 758, 784, 765, 751, 778, 762, 792, 758, 749, 788, 741, 772, 639, 790, 713, 766, 817, 663, 638, 708, 732, 817, 757, 788, 718, 672, 748, 782, 727, 732, 740, 795, 773, 795, 797, 672, 702, 681, 714, 785, 664, 801, 769, 759, 802, 787, 755, 648, 728, 752, 740, 720, 786, 803, 644, 769, 802, 756, 795, 721, 733, 808, 700, 721, 688, 778, 800, 797, 747, 750, 645, 681, 802, 808, 759, 696, 652, 716, 741, 754, 747, 720, 688, 776, 788, 794, 655, 802, 799, 684, 733, 733, 771, 785, 711, 793, 701, 726, 739, 794, 802, 800, 804, 732, 786, 814, 795, 787, 815, 750, 735, 749, 793, 679, 747, 752, 818, 747, 708, 705, 705, 816, 691, 783, 792, 620, 794, 807, 715, 804, 796, 731, 808, 713, 757, 779, 681, 804, 786, 770, 694, 777, 804, 786, 640, 766, 788, 801, 770, 799, 689, 752, 784, 723, 703, 669, 680, 748, 773, 800, 752, 740, 772, 770, 797, 677, 718, 759, 713, 777, 803, 695, 753, 781, 665, 773, 779, 745, 746, 739, 780, 775, 800, 716, 808, 762, 704, 757, 775, 689, 696, 718, 727, 806, 756, 781, 784, 806, 796, 751, 779, 748, 802, 799, 786, 681, 647, 714, 732, 720, 775, 667, 685, 654, 774, 663, 784, 740, 762, 778, 719, 747, 728, 791, 755, 809, 779, 793, 695, 743, 708, 728, 742, 708, 692, 777, 685, 769, 674, 682, 702, 777, 763, 775, 801, 706, 793, 726, 768, 792, 679, 758, 802, 751, 715, 797, 716, 742, 788, 755, 647, 799, 747, 701, 788, 740, 765, 662, 657, 739, 758, 813, 747, 780, 781, 804, 719, 747, 732, 791, 693, 653, 725, 815, 699, 792, 771, 752, 712, 795, 726, 779, 733, 784, 792, 793, 709, 630, 671, 726, 740, 737, 745, 627, 801, 748, 792, 714, 726, 722, 684, 734, 797, 675, 756, 780, 804, 812, 772, 705, 766, 769, 749, 751, 731, 763, 684, 774, 789, 728, 792, 667, 724, 749, 787, 773, 633, 754, 686, 707, 784, 811, 788, 796, 774, 705, 803, 768, 772, 804, 768, 816, 796, 781, 650, 685, 735, 716, 773, 777, 812, 693, 733, 730, 745, 683, 746, 772, 722, 696, 695, 741, 694, 774, 807, 813, 767, 727, 784, 698, 792, 673, 809, 704, 768, 745, 706, 780, 781, 693, 694, 783, 799, 770, 796, 673, 766, 737, 702, 750, 782, 753, 737, 739, 803, 772, 786, 787, 781, 704, 782, 700, 715, 739, 690, 772, 772, 693, 792, 716, 709, 715, 760, 734, 773, 788, 651, 680, 713, 790, 678, 758, 634, 674, 778, 772, 813, 719, 691, 702, 769, 763, 775, 752, 720, 777, 748, 669, 800, 786, 717, 801, 797, 721, 639, 750, 722, 794, 785, 768, 794, 750, 729, 718, 744, 801, 642, 796, 797, 705, 761, 700, 797, 800, 722, 742, 815, 772, 719, 707, 684, 735, 672, 793, 782, 816, 800, 761, 660, 746, 735, 715, 815, 794, 763, 780, 750, 783, 713, 763, 776, 704, 644, 723, 768, 762, 805, 738, 791, 673, 724, 659, 782, 717, 784, 707, 702, 707, 672, 711, 709, 686, 786, 705, 767, 709, 649, 688, 661, 793, 766, 776, 766, 761, 693, 737, 688, 774, 722, 762, 768, 718, 740, 779, 746, 784, 656, 717, 763, 786, 783, 751, 658, 644, 781, 811, 776, 677, 786, 682, 801, 708, 750, 794, 774, 781, 698, 742, 804, 777, 628, 633, 732, 767, 776, 687, 656, 752, 729, 665, 712, 703, 737, 779, 704, 810, 795, 789, 707, 811, 808, 689, 809, 785, 754, 731, 751, 772, 808, 727, 745, 635, 641, 779, 738, 781, 777, 799, 800, 756, 746, 789, 643, 781, 653, 721, 667, 789, 721, 812, 767, 773, 719, 765, 820, 652, 794, 817, 688, 735, 699, 635, 802, 777, 805, 784, 642, 676, 767, 788, 688, 694, 791, 807, 752, 806, 674, 779, 687, 744, 761, 747, 766, 779, 801, 712, 731, 762, 769, 715, 807, 751, 724, 806, 773, 665, 727, 772, 794, 751, 783, 770, 751, 700, 747, 813, 683, 702, 692, 805, 713, 793, 790, 668, 699, 776, 801, 788, 740, 707, 716, 622, 809, 750, 736, 768, 778, 700, 661, 788, 676, 739, 632, 739, 773, 767, 753, 743, 706, 778, 802, 780, 787, 704, 813, 812, 762, 755, 811, 703, 739, 789, 686, 768, 802, 653, 669, 663, 730, 768, 768, 783, 748, 694, 800, 791, 704, 785, 811, 788, 784, 690, 718, 781, 780, 792, 653, 801, 717, 742, 688, 769, 811, 755, 790, 811, 764, 715, 747, 713, 756, 692, 750, 649, 805, 735, 655, 815, 798, 774, 793, 786, 670, 762, 701, 635, 820, 764, 697, 747, 717, 801, 783, 760, 782, 746, 693, 645, 806, 695, 651, 670, 681, 702, 778, 758, 794, 757, 766, 665, 689, 805, 718, 686, 698, 670, 671, 681, 740, 759, 808, 786, 766, 757, 698, 729, 790, 753, 766, 681, 638, 727, 721, 740, 734, 755, 761, 678, 801, 766, 778, 810, 693, 816, 664, 757, 799, 721, 767, 640, 756, 786, null, 730, 707, 643, 773, 675, 730, 654, 767, 762, 715, 717, 772, 799, 791, 776, 790, 731, 713, 704, 662, 751, 778, 620, 789, 709, 800, 658, 816, 816, 775, 716, 693, 803, 793, 684, 749, 767, 804, 815, 784, 689, 784, 769, 760, 719, 784, 728, 742, 678, 788, 812, 716, 806, 780, 727, 789, 665, 790, 640, 673, 697, 720, 771, 755, 721, 816, 793, 760, 780, 787, 669, 740, 790, 709, 808, 739, 788, 752, 749, 743, 731, 646, 734, 749, 735, 751, 651, 788, 804, 719, 814, 662, 729, 715, 804, 779, 770, 775, 742, 670, 775, 773, 763, 741, 793, 813, 787, 682, 787, 656, 795, 664, 798, 799, 752, 736, 765, 682, 791, 746, 702, 685, 788, 790, 736, 714, 726, 769, 798, 744, 723, 810, 695, 710, 772, 805, 757, 804, 675, 774, 790, 632, 671, 800, 729, 790, 692, 761, 753, 815, 732, 714, 819, 785, 709, 783, 759, 639, 799, 745, 782, 819, 711, 662, 774, 783, 743, 725, 775, 790, 787, 804, 700, 793, 701, 808, 676, 722, 775, 712, 736, 773, 708, 727, 796, 726, 762, 772, 765, 793, 808, 758, 748, 728, 725, 801, 703, 707, 702, 666, 736, 705, 729, 783, 658, 793, 756, 715, 772, 782, 676, 711, 761, 702, 731, 769, 731, 768, 808, 772, 785, 719, 665, 738, 724, 765, 774, 751, 771, 709, 813, 796, 698, 768, 796, 750, 723, 699, 732, 689, 747, 626, 690, 718, 795, 683, 804, 715, 753, 703, 674, 686, 726, 688, 695, 646, 792, 655, 712, 716, 677, 703, 737, 807, 765, 624, 690, 650, 809, 775, 746, 705, 794, 802, 767, 664, 710, 748, 668, 692, 743, 734, 716, 728, 642, 719, 777, 803, 798, 700, 742, 643, 776, 812, 766, 774, 806, 794, 760, 799, 790, 631, 739, 681, 725, 745, 735, 810, 686, 694, 726, 775, 659, 790, 760, 718, 673, 784, 705, 797, 697, 744, 798, 701, 622, 807, 775, 750, 800, 723, 790, 756, 788, 808, 791, 808, 800, 790, 772, 787, 802, 705, 689, 796, 656, 726, 727, 748, 813, 799, 667, 771, 681, 774, 794, 804, 697, 687, 779, 791, 802, 720, 736, 772, 761, 705, 737, 801, 734, 650, 760, 795, 724, 772, 775, 763, 782, 712, 790, 744, 737, 716, 708, 772, 763, 732, 787, 724, 784, 793, 704, 817, 726, 716, 738, 753, 813, 771, 812, 791, 787, 803, 682, 691, 774, 795, 762, 725, 727, 778, 754, 708, 787, 707, 801, 779, 740, 796, 735, 734, 723, 741, 706, 806, 739, 677, 771, 800, 762, 675, 797, 799, 753, 796, 731, 728, 729, 744, 769, 770, 777, 717, 703, 770, 620, 709, 806, 755, 799, 807, 735, 806, 669, 736, 707, 784, 693, 774, 790, 708, 801, 752, 682, 637, 781, 732, 764, 749, 715, 653, 723, 794, 776, 654, 816, 650, 761, 773, 763, 676, 757, 802, 760, 776, 704, 648, 705, 753, 730, 695, 699, 757, 781, 776, 783, 732, 719, 663, 721, 720, 773, 723, 795, 713, 761, 681, 762, 808, 746, 772, 820, 695, 751, 723, 802, 726, 691, 743, 800, 742, 816, 724, 766, 727, 705, 726, 749, 735, 686, 784, 780, 781, 756, 726, 806, 732, 724, 788, 745, 795, 748, 791, 765, 705, 766, 702, 705, 805, 746, 664, 777, 674, 628, 653, 641, 684, 754, 758, 793, 797, 704, 766, 625, 805, 644, 751, 716, 641, 806, 704, 797, 719, 803, 807, 783, 807, 772, 767, 793, 751, 775, 713, 676, 809, 786, 805, 744, 790, 703, 767, 777, 679, 749, 747, 625, 701, 722, 814, 742, 741, 698, 786, 727, 631, 795, 718, 785, 789, 737, 670, 733, 723, 777, 781, 702, 798, 771, 752, 777, 735, 796, 777, 729, 721, 775, 792, 810, 733, 686, 807, 786, 734, 757, 738, 793, 711, 675, 721, 716, 781, 759, 814, 690, 721, 787, 657, 716, 726, 797, 800, 751, 703, 803, 711, 789, 796, 792, 743, 666, 758, 754, 763, 626, 773, 723, 749, 714, 749, 724, 701, 715, 784, 762, 720, 689, 721, 756, 720, 735, 793, 720, 807, 741, 731, 721, 630, 806, 777, 760, 734, 784, 715, 780, 700, 810, 631, 702, 787, 713, 692, 628, 756, 742, 792, 654, 756, 728, 688, 717, 791, 729, 791, 777, 747, 748, 707, 704, 759, 709, 739, 728, 723, 706, 660, 661, 713, 789, 783, 819, 730, 721, 743, 727, 791, 807, 748, 725, 731, 788, 740, 734, 762, 742, 667, 716, 758, 814, 787, 752, 783, 630, 746, 632, 717, 709, 694, 752, 785, 771, 774, 804, 731, 724, 789, 780, 659, 715, 771, 709, 799, 729, 709, 634, 778, 814, 723, 652, 703, 763, 750, 783, 737, 786, 766, 719, 697, 713, 741, 774, 739, 681, 715, 661, 639, 799, 765, 734, 753, 791, 732, 711, 807, 672, 713, 756, 656, 720, 721, 767, 677, 724, 719, 738, 764, 737, 785, 782, 816, 738, 709, 731, 726, 746, 745, 763, 717, 775, 747, 763, 725, 721, 793, 737, 734, 698, 733, 737, 806, 711, 745, 715, 707, 639, 802, 669, 780, 810, 796, 640, 800, 665, 763, 733, 760, 757, 734, 661, 739, 811, 724, 732, 752, 739, 736, 650, 749, 785, 805, 723, 717, 731, 754, 819, 758, 710, 802, 804, 780, 744, 725, 691, 816, 807, 709, 708, 653, 798, 622, 675, 773, 697, 784, 671, 725, 770, 685, 813, 735, 644, 672, 786, 698, 784, 733, 769, 805, 756, 654, 705, 773, 719, 793, 776, 715, 775, 806, 697, 740, 755, 783, 790, 813, 797, 656, 782, 715, 714, 765, 691, 697, 819, 626, 717, 813, 753, 801, 720, 721, 781, 808, 804, 796, 763, 809, 814, 706, 796, 698, 771, 801, 791, 763, 682, 794, 811, 794, 754, 799, 790, 803, 788, 721, 717, 776, 725, 810, 763, 762, 784, 782, 790, 732, 749, 736, 787, 714, 745, 703, 752, 804, 703, 744, 711, 708, 703, 745, 807, 769, 743, 756, 703, 698, 799, 667, 718, 792, 662, 647, 746, 812, 795, 681, 766, 669, 694, 788, 697, 743, 708, 722, 717, 784, 782, 738, 742, 726, 800, 743, 751, 802, 656, 783, 701, 777, 802, 745, 805, 784, 775, 755, 722, 683, 781, 792, 783, 712, 812, 802, 769, 796, 817, 795, 774, 725, 655, 658, 780, 734, 689, 787, 628, 780, 768, 702, 683, 795, 772, 748, 820, 720, 638, 796, 726, 753, 819, 740, 669, 767, 647, 739, 751, 714, 680, 640, 794, 796, 807, 716, 790, 701, 752, 736, 795, 795, 739, 766, 797, 711, 639, 757, 714, 722, 778, 774, 728, 720, 747, 768, 765, 670, 703, 743, 710, 771, 715, 796, 808, 755, 777, 662, 790, 795, 712, 723, 741, 703, 741, 796, 802, 689, 790, 754, 695, 679, 787, 702, 681, 700, 795, 764, 708, 741, 732, 786, 780, 776, 772, 801, 738, 793, 738, 749, 813, 771, 742, 696, 713, 778, 638, 792, 707, 666, 777, 739, 701, 712, 622, 757, 690, 674, 785, 721, 790, 726, 816, 823, 769, 791, 707, 672, 772, null, 698, 649, 769, 737, 714, 770, 767, 677, 762, 678, 704, 770, 803, 759, 807, 798, 706, 771, 802, 724, 664, 780, 755, 744, 785, 642, 667, 787, 787, 786, 774, 727, 726, 696, 681, 814, 774, 815, 809, 744, 809, 820, 739, 690, 791, 768, 774, 789, 711, 708, 812, 791, 816, 789, 656, 710, 749, 810, 789, 700, 708, 789, 746, 736, 695, 764, 680, 755, 786, 737, 707, 747, 672, 675, 664, 719, 662, 745, 799, 776, 673, 757, 759, 736, 695, 799, 751, 824, 647, 786, 759, 698, 684, 772, 793, 751, 634, 721, 795, 718, 784, 782, 708, 780, 681, 645, 790, 656, 778, 769, 730, 767, 666, 784, 710, 680, 802, 740, 738, 773, 804, 699, 634, 682, 772, 791, 722, 687, 813, 802, 797, 698, 785, 779, 789, 662, 721, 820, 793, 743, 723, 757, 674, 760, 743, 722, 785, 779, 796, 764, 728, 740, 676, 785, 677, 777, 712, 809, 647, 698, 776, 797, 796, 728, 770, 778, 762, 641, 700, 722, 712, 736, 807, 726, 677, 804, 708, 788, 747, 740, 751, 730, 689, 665, 744, 621, 808, 664, 715, 800, 689, 718, 779, 732, 657, 740, 726, 735, 740, 750, 664, 816, 791, 791, 788, 693, 779, 738, 704, 728, 799, 659, 721, 798, 709, 734, 777, 801, 779, 621, 739, 733, 693, 683, 816, 718, 732, 685, 636, 728, 803, 717, 783, 727, 769, 705, 804, 790, 782, 789, 780, 722, 714, 688, 729, 782, 773, 758, 798, 785, 758, 814, 817, 655, 778, 697, 798, 762, 668, 674, 802, 710, 798, 746, 683, 699, 774, 779, 768, 796, 692, 796, 729, 771, 664, 783, 778, 722, 688, 634, 724, 770, 805, 701, 799, 716, 782, 755, 714, 791, 756, 692, 711, 709, 769, 724, 715, 805, 660, 790, 750, 716, 764, 799, 749, 782, 650, 748, 739, 764, 756, 800, 764, 793, 631, 725, 756, 701, 665, 761, 816, 809, 785, 803, 774, 701, 763, 809, 741, 805, 683, 799, 788, 802, 804, 769, 811, 655, 798, 769, 704, 802, 774, 714, 773, 793, 755, 791, 736, 730, 786, 745, 766, 636, 749, 793, 702, 806, 637, 683, 791, 772, 675, 755, 747, 803, 694, 792, 658, 756, 801, 767, 652, 796, 793, 778, 648, 791, 796, 620, 684, 808, 720, 807, 792, 786, 787, 780, 743, 712, 757, 762, 718, 797, 777, 803, 782, 808, 681, 740, 666, 712, 779, 737, 660, 759, 791, 717, 655, 750, 773, 810, 802, 694, 776, 784, 749, 784, 679, 723, 742, 742, 701, 799, 693, 743, 708, 763, 789, 755, 707, 697, 717, 804, 686, 629, 758, 763, 774, 766, 807, 661, 755, 680, 801, 706, 785, 759, 795, 737, 678, 809, 680, 755, 651, 777, 712, 776, 767, 729, 795, 769, 738, 753, 679, 800, 767, 797, 797, 765, 767, 798, 661, 793, 697, 736, 665, 738, 678, 756, 717, 680, 699, 738, 774, 639, 725, 792, 771, 728, 660, 692, 675, 763, 756, 707, 741, 779, 762, 773, 817, 788, 791, 740, 681, 795, 683, 683, 783, 792, 766, 738, 803, 758, 790, 760, 801, 742, 685, 697, 685, 753, 803, 816, 757, 709, 635, 695, 797, 771, 734, 771, 784, 772, 756, 763, 702, 643, 651, 655, 784, 699, 708, 791, 751, 796, 812, 817, 718, 719, 756, 721, 779, 700, 719, 792, 799, 773, 731, 660, 790, 685, 797, 732, 727, 707, 695, 720, 778, 801, 777, 741, 807, 704, 765, 725, 676, 780, 718, 666, 768, 694, 772, 756, 785, 728, 726, 661, 661, 652, 787, 645, 786, 703, 797, 757, 754, 674, 796, 690, 816, 797, 712, 744, 803, 812, 770, 685, 677, 808, 810, 670, 803, 638, 665, 649, 759, 781, 785, 715, 718, 695, 794, 753, 812, 806, 766, 781, 764, 720, 676, 781, 671, 751, 791, 791, 728, 791, 685, 749, 688, 665, 804, 727, 735, 714, 694, 804, 761, 728, 732, 778, 710, 648, 747, 662, 730, 770, 769, 742, 790, 658, 800, 671, 723, 785, 756, 801, 678, 755, 741, 646, 733, 723, 770, 737, 806, 748, 774, 700, 783, 636, 789, 755, 795, 632, 725, 762, 720, 660, 659, 765, 682, 792, 775, 749, 722, 801, 754, 783, 782, 729, 800, 770, 697, 726, 763, 719, 735, 690, 716, 724, 758, 715, 770, 797, 687, 678, 754, 620, 720, 691, 786, 794, 682, 727, 753, 803, 786, 715, 622, 659, 724, 772, 816, 696, 803, 773, 798, 744, 763, 773, 699, 767, 730, 739, 668, 765, 778, 739, 725, 777, 781, 793, 785, 791, 770, 792, 699, 686, 728, 808, 798, 694, 763, 714, 721, 757, 776, 765, 673, 787, 719, 741, 717, 799, 792, 772, 623, 770, 688, 620, 746, 751, 699, 710, 731, 769, 679, 745, 790, 797, 775, 801, 810, 793, 734, 748, 627, 803, 769, 753, 706, 798, 678, 689, 719, 623, 638, 777, 682, 785, 686, 804, 774, 809, 801, 820, 727, 799, 736, 727, 743, 795, 756, 789, 804, 773, 716, 671, 712, 694, 778, 698, 718, 774, 796, 781, 765, 768, 770, 646, 745, 783, 746, 816, 626, 625, 664, 710, 743, 765, 719, 802, 779, 777, 796, 795, 797, 759, 729, 716, 699, 808, 758, 802, 707, 751, 785, 786, 793, 795, 708, 705, 692, 700, 713, 730, 799, 808, 803, 671, 790, 745, 786, 665, 809, 702, 765, 815, 701, 735, 696, 779, 658, 640, 708, 744, 824, 756, 716, 777, 783, 700, 729, 761, 698, 785, 717, 798, 682, 779, 797, 796, 775, 630, 786, 774, 800, 679, 774, 792, 740, 763, 725, 767, 809, 809, 731, 662, 794, 713, 708, 734, 718, 702, 710, 784, 732, 742, 793, 764, 633, 735, 782, 697, 720, 803, 699, 793, 734, 781, 819, 681, 804, 814, 779, 808, 625, 803, 755, 728, 725, 752, 768, 686, 635, 722, 727, 667, 753, 784, 796, 773, 760, 781, 787, 788, 748, 804, 788, 743, 725, 631, 670, 801, 804, 709, 747, 813, 761, 815, 817, 797, 799, 689, 744, 780, 652, 738, 761, 699, 816, 779, 700, 776, 808, 681, 694, 791, 780, 823, 761, 799, 773, 713, 702, 714, 700, 792, 744, 676, 775, 701, 807, 727, 732, 783, 788, 721, 777, 815, 745, 791, 673, 767, 785, 790, 674, 704, 787, 735, 761, 713, 787, 791, 709, 633, 778, 709, 728, 790, 707, 781, 761, 761, 765, 796, 769, 718, 799, 742, 715, 776, 708, 738, 758, 741, 766, 739, 689, 733, 750, 718, 766, 740, 756, 726, 753, 712, 758, 798, 785, 798, 721, 760, 665, 781, 760, 790, 794, 733, 801, 737, 668, 806, 689, 719, 686, 714, 738, 694, 775, 812, 798, 684, 774, 705, 800, 749, 807, 776, 705, 766, 657, 719, 803, 745, 775, 780, 717, 771, 702, 782, 767, 772, 728, 783, 791, 692, 708, 666, 678, 791, 755, 754, 783, 776, 818, 806, 739, 746, 792, 684, 787, 796, 790, 675, 810, 781, 759, 807, 789, 761, 686, 782, 798, 801, 806, 794, 689, 746, 782, 787, 730, 765, 778, 759, 763, 662, 753, 808, 764, 779, 721, 692, 755, 816, 703, 808, 752, 730, 817, 730, 731, 717, 762, 782, 758, 789, 791, 720, 773, 791, 768, 802, 812, 791, 785, 719, 740, 660, 775, 663, 720, 696, 777, 727, 817, 773, 733, 714, 757, 801, 796, 775, 723, 811, 788, 744, 746, 755, 728, 786, 675, 740, 760, 682, 739, 790, 789, 707, 809, 734, 785, 772, 731, 691, 777, 774, 734, 774, 637, 750, 785, 773, 768, 766, 810, 692, 755, 660, 788, 749, 771, 729, 718, 696, 759, 787, 657, 748, 774, 751, 794, 652, 767, 684, 790, 738, 752, 704, 770, 780, 710, 788, 790, 721, 708, 813, 712, 798, 680, 746, 788, 789, 774, 797, 714, 727, 691, 728, 754, 746, 789, 644, 769, 712, 748, 778, 628, 755, 670, 759, 709, 632, 757, 653, 804, 798, 727, 721, 814, 773, 733, 664, 663, 773, 725, 741, 786, 652, 632, 802, 713, 681, 751, 683, 651, 749, 647, 702, 812, 808, 770, 673, 712, 711, 705, 792, 698, 813, 802, 757, 805, 730, 804, 741, 757, 624, 813, 735, 679, 810, 739, 650, 763, 815, 796, 771, 771, 746, 787, 749, 785, 797, 778, 736, 702, 667, 733, 782, 714, 622, 806, 747, 787, 625, 688, 708, 779, 754, 783, 762, 751, 797, 796, 742, 787, 734, 786, 685, 687, 800, 726, 720, 797, 714, 713, 746, 654, 722, 800, 790, 759, 723, 777, 768, 720, 765, 779, 797, 794, 777, 809, 779, 750, 709, 737, 629, 754, 747, 790, 796, 780, 673, 793, 799, 785, 666, 787, 722, 726, 786, 802, 804, 800, 756, 809, 721, 725, 724, 816, 792, 822, 800, 789, 712, 717, 765, 800, 801, 718, 681, 780, 792, 759, 784, 741, 751, 632, 786, 753, 743, 761, 763, 731, 742, 777, 766, 646, 787, 741, 742, 689, 651, 743, 809, 783, 790, 733, 689, 655, 812, 800, 770, 661, 674, 765, 806, 782, 773, 787, 733, 774, 688, 791, 671, 787, 801, 802, 793, 715, 773, 643, 764, 794, 681, 705, 749, 789, 724, 763, 774, 763, 810, 766, 648, 809, 798, 802, 764, 754, 713, 762, 760, 782, 732, 685, 773, 727, 678, 717, 714, 763, 742, 729, 798, 754, 790, 727, 731, 763, 785, 764, 777, 803, 690, 729, 679, 677, 815, 781, 766, 790, 783, 737, 701, 773, 728, 709, 709, 699, 748, 790, 635, 786, 792, 796, 786, 762, 722, 723, 672, 783, 780, 790, 796, 676, 691, 684, 703, 727, 755, 737, 789, 801, 649, 765, 656, 808, 781, 753, 796, 767, 777, 729, 727, 770, 654, 721, 809, 718, 784, 781, 777, 754, 680, 699, 708, 751, 765, 684, 722, 774, 808, 719, 773, 703, 752, 704, 809, 649, 803, 782, 713, 753, 717, 803, 785, 752, 688, 695, 809, 790, 806, 692, 688, 688, 712, 810, 751, 732, 698, 757, 704, 642, 713, 717, 797, 751, 770, 778, 793, 790, 797, 727, 776, 687, 802, 728, 755, 680, 792, 754, 741, 691, 810, 774, 791, 701, 788, 766, 790, 737, 793, 696, 781, 761, 691, 732, 799, 757, 725, 822, 771, 782, 776, 788, 795, 762, 692, 810, 765, 707, 726, 761, 795, 723, 737, 765, 784, 678, 652, 739, 666, 743, 787, 732, 780, 662, 798, 798, 721, 680, 759, 633, 682, 768, 803, 780, 731, 798, 702, 690, 801, 771, 753, 738, 643, 806, 802, 796, 804, 759, 654, 703, 665, 743, 792, 773, 778, 687, 801, 763, 670, 783, 714, 735, 701, 792, 762, 786, 813, 789, 651, 790, 730, 792, 711, 787, 651, 653, 790, 716, 760, 776, 746, 811, 800, 793, 756, 746, 768, 659, 760, 699, 770, 774, 679, 804, 633, 777, 773, 706, 768, 772, 742, 781, 765, 694, 770, 823, 674, 766, 745, 783, 693, 661, 776, 759, 708, 791, 783, 799, 680, 780, 759, 811, 813, 778, 770, 772, 722, 695, 770, 721, 740, 735, 810, 814, 760, 714, 677, 699, 723, 761, 788, 706, 771, 759, 688, 705, 809, 712, 806, 807, 782, 702, 740, 813, 760, 816, 626, 705, 799, 650, 685, 819, 744, 802, 789, 788, 770, 764, 768, 773, 770, 716, 762, 780, 820, 766, 657, 682, 739, 691, 679, 793, 778, 798, 793, 750, 737, 744, 692, 704, 801, 674, 693, 733, 760, 787, 793, 802, 739, 703, 704, 763, 689, 762, 726, 737, 714, 776, 737, 776, 723, 709, 691, 726, 783, 767, 818, 690, 779, 757, 730, 654, 736, 819, 699, 798, 771, 749, 768, 663, 787, 778, 727, 722, 651, 771, 800, 770, 767, 694, 789, 620, 767, 805, 719, 791, 662, 672, 757, 809, 709, 669, 644, 777, 793, 797, 731, 794, 743, 751, 758, 773, 786, 715, 705, 790, 805, 725, 785, 731, 729, 661, 709, 804, 678, 767, 721, 730, 803, 651, 783, 705, 810, 703, 697, 811, 765, 693, 779, 758, 796, 769, 697, 784, 669, 760, 721, 751, 791, 620, 790, 763, 811, 766, 757, 770, 705, 762, 804, 806, 710, 722, 783, 779, 807, 797, 757, 762, 789, 720, 670, 785, 759, 796, 756, 727, 815, 749, 700, 739, 797, 758, 800, 776, 681, 772, 653, 760, 687, 794, 802, 696, 741, 718, 716, 721, 764, 755, 647, 787, 663, 708, 760, 738, 751, 750, 651, 682, 780, 755, 790, 727, 814, 799, 787, 738, 790, 661, 746, 643, 707, 767, 728, 796, 798, 655, 687, 718, 800, 690, 778, 739, 739, 765, 730, 764, 747, 728, 807, 702, 729, 754, 793, 745, 778, 752, 728, 805, 805, 772, 745, 661, 723, 703, 664, 707, 699, 719, 743, 659, 792, 758, 779, 668, 797, 804, 699, 725, 789, 691, 761, 756, 785, 790, 787, 694, 693, 703, 751, 731, 747, 661, 741, 697, 790, 775, 724, 749, 634, 661, 762, 739, 777, 772, 755, 780, 682, 719, 734, 743, 804, 774, 775, 819, 678, 782, 789, 799, 733, 752, 786, 744, 800, 731, 793, 650, 743, 675, 725, 749, 800, 685, 764, 700, 792, 676, 786, 814, 681, 800, 773, 695, 713, 801, 799, 758, 699, 681, 753, 781, 755, 633, 701, 734, 783, 687, 801, 723, 710, 700, 804, 742, 657, 741, 777, 812, 651, 733, 723, 719, 676, 762, 788, 674, 796, 683, 715, 781, 688, 767, 802, 795, 799, 812, 788, 801, 787, 785, 764, 728, 665, 769, 806, 744, 813, 681, 768, 797, 777, 801, 622, 776, 703, 690, 768, 721, 798, 655, 792, 774, 791, 747, 707, 792, 703, 793, 772, 792, 769, 687, 736, 779, 794, 774, 716, 751, 745, 689, 714, 795, 755, 740, 790, 751, 687, 737, 808, 796, 705, 781, 777, 789, 735, 798, 712, 668, 805, 801, 624, 746, 814, 773, 656, 722, 746, 707, 794, 772, 755, 716, 788, 747, 756, 788, 794, 653, 746, 732, 734, 800, 797, 770, 750, 754, 753, 683, 628, 734, 801, 733, 702, 788, 731, 731, 822, 697, 803, 781, 690, 718, 753, 756, 755, 796, 730, 723, 763, 778, 710, 770, 725, 650, 712, 773, 787, 692, 792, 792, 783, 749, 784, 673, 768, 748, 689, 780, 789, 797, 694, 700, 730, 742, 725, 703, 671, 768, 739, 760, 740, 784, 801, 636, 751, 823, 733, 735, 787, 718, 799, 732, 807, 670, 755, 716, 786, 667, 657, 742, 780, 802, 793, 686, 798, 731, 784, 736, 737, 796, 798, 628, 714, 622, 657, 753, 752, 775, 694, 730, 690, 717, 782, 788, 699, 774, 760, 776, 743, 797, 799, 710, 785, 779, 722, 669, 738, 754, 666, 728, 782, 685, 802, 760, 804, 753, 691, 768, 786, 679, 620, 672, 806, 710, 720, 786, 767, 774, 756, 712, 702, 731, 753, 662, 767, 734, 755, 742, 749, 779, 781, 809, 797, 722, 780, 669, 695, 802, 626, 719, 763, 736, 636, 807, 704, 697, 741, 795, 745, 736, 728, 806, 741, 795, 723, 796, 666, 781, 709, 712, 750, 772, 779, 714, 786, 678, 775, 736, 806, 775, 668, 777, 762, 792, 794, 729, 756, 748, 788, 797, 764, 780, 715, 749, 731, 697, 741, 777, 775, 727, 806, 690, 724, 769, 816, 649, 778, 680, 654, 800, 737, 804, 742, 688, 742, 680, 681, 780, 791, 691, 761, 723, 794, 686, 795, 762, 654, 800, 710, 801, 779, null, 715, 778, 800, 766, 721, 714, 688, 643, 772, 707, 816, 697, 805, 793, 759, 711, 770, 788, 727, 692, 759, 782, 770, 731, 694, 798, 773, 776, 748, 733, 724, 697, 653, 749, 670, 784, 683, 757, 802, 769, 792, 809, 808, 633, 722, 744, 717, 709, 734, 708, 773, 647, 664, 791, 804, 759, 724, 776, 744, 810, 702, 715, 757, 732, 776, 795, 791, 694, 745, 700, 784, 819, 656, 744, 749, 731, 817, 726, 793, 713, 759, 654, 757, 788, 795, 812, 732, 681, 807, 661, 801, 752, 738, 718, 795, 808, 796, 790, 647, 720, 794, 744, 776, 736, 783, 698, 720, 685, 665, 773, 780, 784, 697, 691, 772, 753, 780, 703, 751, 767, 815, 689, 719, 782, 776, 811, 792, 813, 776, 786, 647, 684, 772, 729, 733, 806, 753, 752, 806, 693, 802, 782, 706, 805, 751, 712, 742, 766, 720, 784, 683, 721, 638, 730, 707, 778, 765, 758, 766, 734, 820, 788, 688, 693, 742, 785, 711, 784, 746, 751, 765, 796, 623, 753, 783, 719, 777, 752, 770, 809, 787, 755, 804, null, 706, 784, 771, 753, 718, 680, 765, 658, 778, 734, 704, 742, 703, 759, 777, 725, 810, 693, 789, 785, 755, 811, 724, 788, 781, 789, 713, 743, 739, 786, 692, 798, 741, 779, 683, 763, 812, 786, 720, 765, 776, 816, 742, 755, 813, 743, 744, 768, 722, 780, 773, 643, 793, 770, 792, 781, 703, 808, 787, 753, 781, 812, 775, 717, 797, 778, 717, 738, 768, 674, 794, 823, 728, 781, 784, 736, 780, 687, 637, 680, 801, 789, 789, 783, 698, 751, 776, 657, 776, 661, 712, 778, 710, 800, 708, 791, 780, 621, 791, 805, 780, 753, 645, 655, 676, 726, 756, 689, 699, 775, 643, 644, 758, 705, 809, 751, 739, 806, 648, 724, 721, 660, 776, 706, 804, 779, 783, 775, 735, 717, 690, 662, 759, 690, 648, 625, 764, 823, 739, 686, 744, 722, 701, 711, 682, 664, 799, 664, 707, 690, 805, 769, 742, 775, 756, 714, 777, 741, 669, 811, 754, 754, 743, 792, 796, 736, 752, 757, 796, 657, 764, 791, 659, 825, 778, 710, 795, 781, 760, 749, 661, 679, 676, 773, 713, 636, 750, 682, 766, 705, 781, 787, 799, 775, 739, 752, 716, 698, 770, 716, 766, 783, 760, 776, 734, 767, 799, 813, 799, 722, 790, 695, 789, 794, 744, 783, 752, 644, 671, 711, 749, 714, 708, 699, 695, 807, 695, 711, 785, 724, 740, 658, 670, 722, 809, 722, 794, 752, 805, 720, 707, 649, 778, 796, 721, 682, 802, 666, 746, 717, 713, 796, 772, 763, 752, 737, 675, 789, 780, 741, 809, 757, 683, 721, 659, 801, 705, 765, 707, 758, 760, 808, 806, 643, 791, 662, 725, 702, 721, 770, 791, 696, 735, 735, 799, 639, 647, 788, 634, 723, 654, 804, 769, 816, 712, 800, 783, 718, 711, 777, 745, 717, 734, 708, 643, 766, 657, 660, 637, 660, 756, 788, 727, 661, 806, 655, 789, 775, 626, 795, 707, 706, 752, 697, 733, 763, 748, 773, 782, 756, 759, 770, 777, 730, 786, 641, 745, 794, 755, 702, 708, 805, 787, 672, 801, 782, 700, 779, 660, 777, 651, 754, 665, 769, 767, 734, 774, 692, 738, 767, 660, 715, 791, 674, 799, 790, 788, 798, 806, 797, 745, 673, 743, 774, 795, 761, 649, 796, 766, 706, 759, 777, 679, 697, 745, 724, 768, 708, 723, 758, 779, 710, 756, 722, 757, 770, 675, 706, 724, 786, 803, 790, 728, 746, 698, 795, 785, 810, 627, 785, 669, 731, 667, 760, 726, 749, 708, 774, 769, 772, 714, 807, 744, 792, 729, 790, 663, 729, 793, 762, 703, 795, 705, 696, 757, 811, 684, 757, 807, 801, 811, 765, 700, 738, 721, 776, 784, 742, 784, 797, 801, 721, 732, 769, 667, 816, 762, 723, 662, 683, 804, 755, 792, 743, 742, 792, 815, 676, 773, 705, 808, 745, 680, 798, 736, 715, 766, 723, 761, 676, 735, 699, 799, 798, 698, 765, 709, 653, 665, 724, 808, 762, 651, 785, 791, 736, 689, 721, 796, 769, 764, 705, 801, 717, 703, 753, 740, 759, 760, 775, 702, 802, 738, 720, 749, 759, 785, 729, 809, 638, 733, 808, 748, 686, 675, 667, 757, 738, 691, 716, 719, 786, 788, 680, 697, 686, 759, 800, 803, 660, 788, 813, 726, 667, 765, 706, 794, 773, 762, 791, 713, 737, 705, 790, 751, 707, 791, 789, 716, 798, 738, 709, 775, 735, 739, 722, 797, 644, 675, 764, 737, 687, 780, 705, 767, 686, 696, 659, 775, 689, 808, 710, 629, 697, 762, 754, 734, 753, 690, 798, 715, 701, 678, 639, 688, 755, 669, 774, 704, 696, 681, 762, 716, 799, 798, 790, 804, 706, 747, 759, 795, 627, 767, 791, 798, 811, 813, 801, 738, 668, 796, 755, 797, 771, 810, 746, 682, 736, 687, 792, 775, 760, 695, 691, 793, 733, 738, 746, 718, 689, 725, 794, 792, 650, 727, 731, 766, 789, 672, 744, 753, 798, 685, 639, 689, 765, 791, 746, 710, 729, 800, 696, 625, 656, 798, 639, 791, 707, 733, 796, 761, 794, 702, 772, 743, 779, 622, 709, 690, 816, 669, 734, 808, 812, 776, 808, 724, 699, 765, 766, 763, 683, 726, 699, 792, 791, 764, 702, 727, 776, 749, 731, 708, 751, 753, 729, 791, 716, 695, 801, 784, 786, 800, 791, 801, 768, 761, 731, 778, 814, 638, 752, 704, 687, 807, 812, 724, 745, 792, 705, 759, 725, 793, 787, 807, 818, 671, 783, 811, 653, 704, 737, 741, 724, 668, 795, 790, 678, 769, 803, 813, null, 780, 772, 676, 796, 763, 709, 750, 723, 693, 762, 681, 802, 786, 729, 815, 733, 705, 717, 806, 698, 726, 736, 713, 687, 758, 679, 810, 795, 781, 746, 728, 749, 790, 790, 669, 752, 764, 813, 781, 795, 805, 761, 723, 772, 786, 787, 770, 802, 656, 699, 688, 807, 797, 685, 796, 695, 754, 702, 749, 752, 701, 777, 793, 754, 771, 787, 712, 789, 787, 723, 762, 755, 701, 782, 695, 784, 775, 753, 725, 695, 778, 669, 787, 792, 730, 790, 773, 654, 800, 789, 793, 745, 728, 784, 708, 742, 797, 673, 759, 709, 773, 710, 669, 660, 668, 810, 775, 716, 753, 804, 801, 741, 704, 690, 694, 778, 692, 798, 808, 689, 742, 787, 735, 705, 735, 749, 667, 784, 653, 770, 765, 715, 796, 797, 728, 710, 778, 691, 712, 764, 686, 685, 693, 761, 767, 717, 800, 771, 808, 739, 747, 813, 788, 710, 788, 793, 661, 742, 789, 752, 658, 660, 787, 802, 733, 735, 800, 711, 770, 782, 797, 739, 743, 784, 774, 765, 765, 740, 790, 786, 795, 772, 784, 725, 805, 730, 751, 766, 704, 742, 722, 807, 796, 668, 776, 793, 796, 797, 801, 736, 765, 695, 698, 747, 778, 724, 781, 759, 743, 786, 723, 683, 728, 741, 779, 639, 776, 730, 774, 800, 730, 679, 742, 757, 725, 770, 714, 768, 628, 750, 802, 621, 712, 662, 730, 776, 721, 651, 793, 801, 714, 639, 695, 747, 780, 701, 695, 709, 703, 714, 780, 769, 718, 652, 787, 781, 779, 761, 802, 751, 794, 697, 763, 796, 796, 750, 783, 689, 776, 796, 804, 797, 683, 777, 713, 728, 759, 668, 682, 784, 790, 752, 753, 783, 745, 742, 819, 677, 734, 740, 765, 641, 806, 752, 777, 651, 713, 780, 759, 756, 683, 748, 746, 757, 792, 700, 753, 757, 725, 784, 691, 716, 734, 697, 783, 662, 744, 769, 792, 800, 721, 632, 693, 713, 786, 760, 795, 797, 758, 790, 659, 754, 804, 763, 721, 724, 765, 723, 798, 702, 678, 749, 671, 748, 800, 797, 756, 694, 795, 802, 781, 779, 791, 808, 755, 774, 794, 715, 759, 800, 676, 758, 735, 747, 699, 737, 783, 659, 793, 711, 701, 696, 763, 800, 753, 802, 656, 722, 812, 746, 769, 696, 689, 789, 702, 655, 725, 801, 790, 708, 808, 749, 707, 748, 705, 789, 725, 680, 811, 762, 754, 745, 743, 622, 752, 735, 705, 690, 706, 759, 721, 777, 680, 768, 693, 804, 712, 779, 726, 719, 722, 795, 772, 733, 750, 665, 736, 793, 688, 747, 722, 722, 793, 690, 753, 778, 793, 776, 781, 725, 773, 689, 782, 744, 782, 683, 765, 753, 675, 781, 714, 808, 706, 797, 776, 687, 711, 763, 736, 780, 718, 773, 771, 769, 724, 767, 689, 727, 728, 685, 677, 745, 759, 746, 746, 780, 787, 715, 729, 737, 735, 766, 717, 685, 646, 739, 763, 790, 771, 746, 758, 725, 708, 783, 724, 702, 720, 742, 806, 620, 666, 667, 741, 743, 798, 711, 804, 804, 806, 681, 800, 710, 625, 744, 802, 744, 690, 765, 788, 819, 799, 761, 801, 754, 808, 793, 746, 769, 682, 746, 796, 737, 782, 789, 805, 731, 731, 799, 767, 753, 733, 762, 706, 805, 815, 767, 712, 666, 769, 717, 776, 761, 663, 699, 720, 773, 805, 706, 723, 695, 724, 784, 799, 776, 721, 756, 759, 719, 779, 689, 807, 733, 715, 761, 763, 730, 733, 797, 807, 729, 650, 742, 716, 803, 820, 760, 725, 815, 731, 801, 653, 653, 769, 762, 725, 666, 789, 795, 783, 762, 685, 733, 746, 749, 759, 801, 742, 743, 776, 760, 784, 695, 733, 698, 677, 779, 790, 714, 757, 793, 760, 680, 722, 739, 686, 766, 722, 813, 734, 780, 719, 781, 774, 770, 765, 682, 801, 787, 732, 727, 705, 686, 648, 697, 754, 694, 795, 723, 745, 790, 632, 725, 803, 787, 796, 652, 752, 756, 793, 790, 792, 645, 649, 692, 742, 786, 777, 708, 633, 732, 750, 681, 720, 801, 701, 620, 772, 690, 773, 777, 650, 793, 810, 787, 793, 664, 752, 792, 655, 808, 776, 742, 710, 801, 763, 722, 674, 796, 626, 813, 802, 669, 802, 698, 780, 698, 802, 664, 750, 748, 720, 682, 681, 761, 820, 754, 802, 687, 813, 761, 746, 785, 805, 691, 783, 683, 643, 709, 759, 705, 711, 693, 764, 693, 664, 798, 722, 644, 699, 714, 766, 740, 776, 695, 647, 761, 805, 712, 806, 778, 797, 786, 721, 738, 768, 751, 668, 717, 745, 772, 675, 765, 719, 770, 683, 810, 716, 773, 687, 689, 737, 773, 771, 796, 783, 788, 711, 730, 770, 814, 799, 765, 797, 800, 694, 780, 693, 790, 638, 750, 742, 685, 786, 762, 817, 786, 783, 762, 749, 760, 799, 804, 764, 757, 737, 742, 804, 757, 712, 722, 677, 770, 703, 754, 808, 755, 709, 793, 763, 766, 801, 759, 707, 775, 781, 722, 769, 792, 719, 697, 764, 737, 804, 763, 776, 701, 738, 630, 690, 775, 739, 802, 655, 660, 741, 798, 720, 672, 793, 779, 694, 752, 661, 727, 682, 705, 711, 715, 720, 802, 697, 765, 742, 772, 785, 781, 698, 698, 748, 726, 690, 807, 790, 791, 738, 707, 786, 802, 756, 686, 658, 687, 793, 737, 793, 748, 779, 768, 753, 762, 655, 724, 684, 664, 718, 697, 700, 704, 711, 628, 797, 769, 754, 730, 691, 724, 739, 792, 705, 763, 802, 730, 769, 691, 781, 735, 750, 765, 735, 782, 799, 772, 761, 777, 760, 726, 744, 800, 730, 816, 781, 657, 710, 663, 787, 702, 797, 739, 775, 807, 688, 794, 776, 791, 804, 805, 704, 766, 775, 758, 794, 737, 779, 760, 791, 722, 659, 764, 773, 781, 768, 632, 737, 688, 757, 737, 811, 759, 685, 779, 814, 764, 769, 765, 706, 631, 751, 800, 689, 785, 690, 684, 759, 718, 806, 725, 739, 802, 770, 760, 778, 792, 775, 801, 723, 760, 784, 747, 637, 808, 751, 800, 785, 772, 745, 801, 777, 639, 713, 704, 769, 766, 700, 768, 765, 691, 802, 753, 785, 780, 760, 726, 801, 789, 808, 721, 783, 764, 691, 632, 747, 726, 789, 776, 681, 696, 761, 644, 705, 794, 782, 748, 727, 800, 763, 729, 715, 785, 798, 724, 735, 778, 787, 626, 651, 719, 785, 792, 799, 751, 784, 787, 720, 805, 752, 773, 793, 808, 781, 754, 797, 652, 724, 791, 658, 633, 720, 792, 733, 790, 723, 653, 647, 766, 735, 761, 754, 754, 741, 822, 672, 735, 778, 738, 780, 757, 763, 776, 636, 722, 765, 792, 808, 767, 745, 781, 743, 806, 790, 741, 764, 807, 707, 680, 785, 765, 795, 802, 643, 712, 755, 796, 630, 662, 735, 705, 802, 743, 692, 779, 715, 745, 695, 746, 691, 642, 713, 790, 779, 760, 628, 756, 722, 779, 738, 773, 785, 735, 713, 732, 802, 674, 678, 745, 711, 671, 766, 649, 782, 773, 710, 762, 779, 671, 692, 778, 790, 792, 805, 696, 797, 689, 803, 695, 812, 798, 785, 798, 737, 722, 734, 684, 752, 741, 754, 741, 698, 774, 793, 814, 654, 795, 774, 787, 802, 800, 709, 672, 799, 809, 807, 792, 711, 710, 694, 710, 785, 748, 734, 762, 690, 766, 783, 794, 766, 790, 753, 791, 705, 762, 732, 645, 809, 797, 752, 652, 794, 777, 787, 691, 793, 713, 739, 709, 783, 802, 698, 715, 750, 802, 697, 796, 774, 645, 683, 739, 707, 754, 728, 800, 781, 761, 800, 786, 804, 730, 806, 625, 770, 749, 740, 739, 640, 774, 706, 769, 796, 790, 679, 719, 792, 763, 783, 794, 637, 785, 679, 796, 808, 805, 710, 770, 714, 802, 793, 717, 808, 709, 641, 630, 780, 817, 738, 780, 790, 719, 702, 695, null, 712, 756, 684, 756, 787, 796, 698, 709, 784, 749, 790, 751, 706, 735, 800, 752, 774, 759, 779, 708, 777, 748, 662, 707, 751, 708, 698, 669, 723, 745, 768, 691, 780, 681, 791, 730, 803, 796, 726, 675, 726, 709, 798, 813, 716, 805, 711, 788, 748, 661, 733, 769, 804, 699, 781, 689, 713, 706, 818, 829, 749, 759, 818, 657, 749, 777, 661, 778, 785, 751, 740, 695, 723, 802, 775, 762, 749, 737, 766, 777, 729, 790, 680, 816, 742, 719, 640, 785, 725, 781, 784, 736, 779, 752, 801, 803, 749, 767, 805, 726, 677, 751, 763, 767, 768, 760, 801, 795, 791, 781, 697, 721, 672, 813, 779, 745, 634, 768, 711, 736, 742, 803, 767, 803, 674, 810, 719, 812, 786, 655, 792, 799, 742, 722, 813, 766, 753, 798, 748, 669, 711, 690, 803, 735, 691, 709, 767, 751, 806, 812, 695, 811, 792, 774, 768, 692, 706, 819, 749, 690, 777, 738, 715, 803, 774, 758, 770, 713, 730, 733, 767, 782, 752, 712, 776, 763, 774, 690, 792, 709, 803, 770, 778, 663, 699, 805, 670, 808, 716, 755, 812, 811, 695, 746, 807, 759, 695, 785, 721, 743, 821, 640, 681, 771, 802, 718, 662, 762, 801, 749, 643, 636, 814, 686, 710, 794, 796, 759, 702, 740, 798, 737, 813, 720, 701, 747, 762, 735, 690, 797, 709, 714, 660, 803, 791, 735, 713, 775, 708, 749, 741, 684, 750, 793, 691, 715, 691, 694, 790, 786, 659, 715, 731, 730, 734, 766, 632, 709, 715, 776, 674, 712, 726, 780, 795, 643, 719, 801, 759, 729, 808, 736, 690, 758, 707, 770, 714, 698, 801, 806, 697, 690, 752, 767, 809, 660, 718, 771, 668, 673, 692, 652, 772, 645, 773, 800, 690, 708, 805, 654, 794, 776, 747, 739, 708, 762, 725, 786, 759, 748, 738, 800, 791, 760, 729, 705, 775, 739, 783, 778, 631, 790, 763, 770, 648, 682, 677, 693, 778, 717, 807, 704, 710, 696, 781, 762, 733, 754, 739, 777, 808, 737, 770, 714, 654, 778, 746, 759, 660, 784, 756, 729, 774, 717, 737, 746, 735, 650, 760, 800, 752, 701, 770, 746, 729, 790, 686, 718, 760, 779, 777, 664, 692, 802, 800, 732, 693, 687, 693, 693, 759, 802, 793, 791, 770, 648, 746, 808, 647, 786, 750, 777, 749, 813, 761, 784, 670, 754, 722, 744, 683, 721, 663, 740, 816, 796, 732, 804, 667, 755, 780, 669, 721, 795, 738, 701, 782, 734, 693, 672, 705, 699, 749, 716, 717, 761, 708, 768, 782, 629, 706, 805, 766, 784, 753, 752, 672, 757, 801, 745, 725, 763, 791, 722, 793, 803, 729, 817, 724, 726, 800, 756, 700, 710, 724, 678, 745, 715, 731, 794, 798, 715, 646, 707, 792, 777, 784, 800, 717, 803, 792, 709, 688, 797, 743, 738, 809, 667, 810, 720, 687, 691, 722, 803, 728, 754, 769, 749, 709, 685, 621, 744, 805, 750, 713, 798, 661, 714, 724, 662, 672, 777, 627, 695, 773, 696, 750, 794, 748, 738, 655, 812, 768, 802, 731, 778, 632, 795, 632, 761, 792, 807, 808, 699, 714, 660, 699, 766, 681, 777, 782, 777, 816, 757, 726, 668, 665, 795, 762, 688, 688, 680, 796, 745, 757, 704, 750, 740, 695, 692, 697, 684, 735, 782, 769, 718, 804, 790, 667, 687, 713, 680, 709, 771, 754, 760, 800, 791, 788, 776, 645, 786, 786, 778, 692, 726, 729, 784, 815, 758, 712, 747, 766, 770, 778, 780, 790, 757, 733, 782, 750, 690, 719, 775, 708, 717, 811, 767, 713, 782, 706, 763, 743, 640, 813, 757, 724, 802, 703, 762, 806, 703, 710, 744, 702, 804, 678, 690, 727, 747, 744, 701, 802, 792, 775, 761, 701, 717, 701, 773, 766, 769, 746, 673, 796, 774, 730, 652, 739, 751, 661, 659, 796, 621, 733, 773, 791, 779, 787, 750, 784, 737, 788, 727, 756, 702, 638, 744, 773, 713, 796, 665, 721, 724, 725, 729, 746, 761, 660, 755, 769, 797, 657, 693, 737, 680, 799, 788, 709, 811, 795, 755, 787, 711, 797, 680, 751, 795, 700, 784, 688, 756, 660, 774, 745, 734, 736, 747, 799, 779, 811, 737, 649, 734, 711, 625, 710, 812, 801, 744, 696, 677, 768, 804, 756, 654, 760, 651, 750, 716, 797, 758, 688, 791, 807, 766, 797, 731, 786, 764, 667, 759, 793, 754, 798, 808, 726, 732, 809, 730, 733, 785, 689, 789, 762, 783, 697, 800, 742, 737, 748, 723, 769, 741, 744, 693, 739, 713, 703, 703, 730, 792, 765, 706, 701, 760, 796, 766, 802, 791, 795, 668, 762, 768, 770, 800, 772, 823, 786, 763, 688, 797, 748, 776, 772, 775, 788, 742, 812, 729, 791, 769, 701, 710, 649, 787, 620, 662, 655, 812, 742, 626, 792, 768, 684, 745, 706, 798, 659, 621, 782, 775, 776, 791, 781, 791, 744, 731, 713, 746, 685, 790, 791, 752, 685, 700, 783, 782, 768, 706, 798, 761, 809, 702, 722, 759, 679, 756, 814, 720, 791, 760, 750, 784, 762, 710, 668, 730, 791, 636, 701, 716, 797, 732, 698, 809, 731, 691, 731, 764, 748, 718, 710, 692, 744, 726, 791, 798, 777, 689, 749, 797, 726, 786, 751, 759, 791, 804, 785, 734, 633, 788, 650, 770, 792, 789, 664, 702, 772, 801, 792, 694, 676, 723, 780, 714, 799, 779, 797, 736, 803, 798, 749, 786, 777, 795, 787, 718, 768, 767, 802, 751, 707, 640, 749, 773, 788, 763, 708, 800, 725, 789, 791, 655, 802, 783, 794, 785, 792, 804, 671, 759, 726, 762, 744, 800, 783, 771, 770, 761, 750, 775, 664, 803, 712, 801, 659, 715, 748, 754, 742, 808, 765, 776, 799, 793, 737, 726, 684, 784, 755, 773, 645, 709, 776, 775, 693, 706, 781, 779, 731, 780, 675, 732, 794, 658, 771, 730, 772, 775, 799, 718, 715, 747, 761, 750, 781, 654, 797, 784, 717, 750, 757, 747, 702, 761, 800, 691, 814, 776, 688, 800, 744, 773, 798, 797, 776, 757, 790, 781, 792, 685, 704, 708, 770, 756, 742, 716, 803, 771, 714, 764, 780, 641, 735, 622, 828, 691, 724, 640, 774, 709, 764, 641, 704, 790, 654, 679, 726, 779, 745, 725, 742, 646, 769, 747, 700, 686, 642, 808, 720, 791, 723, 801, 755, 791, 635, 718, 700, 764, 759, 783, 732, 778, 752, 717, 752, 678, 761, 714, 790, 807, 731, 696, 767, 813, 786, 804, 733, 715, 778, 653, 786, 732, 811, 745, 725, 764, 686, 724, 771, 708, 772, 809, 712, 779, 799, 683, 638, 802, 754, 725, 709, 793, 674, 792, 794, 738, 780, 678, 777, 788, 733, 692, 728, 727, 725, 717, 799, 625, 790, 705, 770, 782, 747, 731, 751, 744, 763, 771, 641, 784, 733, 776, null, 776, 661, 787, 750, 728, 722, 733, 777, 653, 656, 785, 736, 778, 812, 720, 713, 723, 795, 758, 675, 721, 801, 745, 767, 743, null, 677, 718, 721, 786, 766, 798, 677, 755, 730, 774, 713, 703, 706, 647, 765, 746, 700, 677, 785, 622, 772, 640, 725, 814, 811, 751, 797, 784, 690, 747, 708, 747, 674, 806, 774, 711, 766, 700, 811, 754, 782, 750, 808, 812, 779, 730, 655, 705, 669, 703, 716, 741, 797, 817, 802, 747, 763, 806, 712, 728, 783, 703, 756, 748, 662, 764, 739, 749, 750, 724, 774, 761, 801, 744, 696, 710, 809, 753, 791, 793, 731, 796, 684, 677, 738, 781, 773, 701, 708, 762, 632, 781, 724, 662, 685, 736, 781, 662, 690, 686, 813, 751, 683, 711, 623, 656, 721, 705, 726, 823, 721, 636, 807, 721, 786, 781, 774, 801, 689, 801, 752, 775, 728, 669, 624, 665, 772, 752, 813, 800, 810, 751, 798, 797, 731, 699, 768, 664, 662, 747, 778, 685, 806, 754, 634, 679, 656, 782, 741, 693, 700, 753, 761, 756, 722, 779, 656, 715, 780, 775, 799, 732, 759, 659, 642, 815, 813, 797, 704, 749, 753, 801, 712, 790, 803, 771, 754, 690, 686, 802, 731, 807, 723, 679, 678, 758, 783, 747, 760, 674, 719, 759, 778, 770, 795, 645, 786, 736, 800, 746, 691, 676, 803, 790, 766, 759, 757, 707, 732, 703, 644, 779, 781, 747, 714, 799, 748, 662, 776, 769, 735, 727, 792, 770, 672, 794, 754, 725, 783, 798, 770, 819, 788, 705, 668, 783, 742, 786, 809, 692, 810, 778, 722, 806, 724, 716, 667, 804, 766, 726, 716, 710, 766, 675, 784, 772, 757, 753, 758, 788, 730, 744, 757, 768, 744, 801, 780, 663, 783, 790, 736, 791, 735, 801, 712, 763, 627, 799, 751, 801, 725, 634, 792, 693, 742, 775, 789, 642, 728, 733, 734, 732, 733, 754, 764, 765, 807, 767, 757, 792, 703, 790, 744, 667, 772, 736, 747, 738, 792, 678, 760, 704, 777, 634, 755, 685, 801, 795, 724, 789, 783, 758, 800, 744, 801, 763, 691, 801, 765, 792, 742, 786, 750, 806, 804, 807, 783, 783, 740, 744, 746, 724, 804, 752, 734, 745, 674, 759, 824, 698, 797, 805, 683, 753, 716, 711, 792, 809, 721, 758, 758, 765, 720, 812, 685, 812, 747, 710, 687, 763, 811, 781, 757, 794, 777, 790, 752, 795, 666, 702, 785, 733, 785, 759, 801, 714, 777, 750, 702, 782, 799, 709, 794, 686, 816, 783, 703, 727, 803, 639, 723, 788, 771, 637, 793, 775, 756, 629, 745, 775, 710, 690, 796, 772, 646, 747, 745, 781, 776, 787, 771, 753, 770, 748, 746, 779, 785, 788, 815, 778, 769, 740, 795, 746, 698, 757, 786, 790, 782, 763, 787, 750, 811, 802, 793, 802, 751, 807, 754, 808, 759, 796, 786, 659, 716, 634, 807, 732, 790, 798, 671, 809, 667, 782, 782, 761, 723, 801, 811, 790, 699, 645, 748, 663, 819, 705, 790, 804, 702, 762, 720, 768, 751, 780, 665, 737, 710, 665, 695, 741, 792, 777, 742, 669, 750, 779, 675, 773, 731, 756, 696, 636, 666, 782, 752, 722, 769, 788, 709, 728, 804, 821, 717, 755, 792, 763, 781, 807, 756, 757, 798, 764, 757, 729, 798, 738, 740, 726, 770, 717, 776, 735, 667, 758, 745, 777, 632, 739, 785, 665, 715, 753, 796, 799, 744, 809, 732, 770, 702, 676, 804, 701, 740, 767, 703, 801, 686, 725, 719, 735, 705, 772, 674, 790, 762, 712, 714, 809, 674, 723, 760, 778, 796, 652, 761, 751, 800, 783, 783, 699, 795, 699, 789, 754, 802, 774, 735, 791, 696, 690, 623, 715, 724, 781, 738, 791, 820, 807, 708, 755, 745, 788, 744, 754, 796, 762, 725, 794, 787, 778, 771, 695, 689, 651, 750, 648, 672, 761, 764, 742, 686, 717, 803, 774, 722, 733, 686, 763, 774, 770, 747, 754, 672, 741, 724, 774, 747, 751, 726, 753, 788, 797, 774, 710, 750, 691, 748, 660, 783, 746, 725, 733, 787, 701, 786, 782, 770, 721, 787, 788, 727, 747, 695, 746, 725, 792, 719, 694, 770, 783, 788, 804, 685, 799, 804, 709, 794, 766, 691, 762, 638, 756, 749, 750, 701, 779, 803, 777, 744, 776, 724, 672, 802, 805, 734, 665, 807, 790, 718, 699, 712, 781, 779, 806, 759, 776, 808, 726, 812, 764, 800, 810, 797, 719, 811, 771, 801, 764, 729, 698, 769, 627, 763, 722, 798, 712, 785, 689, 794, 718, 704, 711, 745, 767, 783, 779, 738, 794, 736, 742, 762, 778, 698, 795, 667, 769, 681, 767, 806, 793, 666, null, 693, 734, 758, 737, 810, 764, 731, 667, 812, 769, 687, 803, 787, 790, 744, 686, 797, 724, 700, 782, 786, 727, 802, 763, 781, 783, 751, 786, 800, 791, 791, 707, 625, 793, 688, 782, 819, 772, 810, 797, 683, 729, 755, 702, 696, 727, 677, 793, 768, 761, 777, 751, 793, 647, 743, 732, 738, 787, 805, 724, 740, 771, 705, 787, 757, 736, 679, 746, 804, 741, 759, 794, 756, 688, 673, 709, 816, 697, 723, 819, 739, 801, 819, 809, 743, 719, 645, 728, 787, 781, 689, 669, 734, 789, 762, 761, 740, 781, 766, 723, 790, 788, 777, 799, 716, 735, 726, 662, 634, 792, 678, 770, 783, 728, 795, 745, 817, 778, 808, 772, 797, 770, 753, 681, 773, 771, 633, 811, 791, 783, 790, 794, 724, 727, 642, 706, 801, 689, 682, 772, 687, 716, 770, 755, 749, 785, 786, 711, 723, 764, 697, 725, 761, 773, 764, 768, 789, 764, 701, 789, 811, 739, 768, 714, 672, 791, 796, 774, 749, 716, 719, 711, 809, 780, 670, 749, 790, 707, 759, 706, 781, 662, 724, 746, 765, 770, 746, 788, 670, 780, 740, 717, 777, 802, 807, 680, 810, 748, 700, 794, 766, 758, 810, 774, 783, 791, 791, 787, 698, 816, 758, 789, 755, 792, 791, 632, 777, 759, 690, 773, 689, 690, 792, 760, 688, 795, 784, 734, 742, 791, 699, 681, 748, 721, 746, 754, 727, 669, 700, 798, 768, 741, 692, 701, 778, 793, 783, 757, 728, 646, 792, 686, 810, 801, 781, 728, 745, 801, 751, 684, 663, 801, 750, 786, 682, 684, 660, 790, 773, 759, 789, 775, 722, 764, 692, 798, 779, 771, 753, 796, 804, 809, 679, 713, 740, 697, 687, 790, 785, 785, 640, 762, 747, 692, 728, 652, 674, 769, 691, 797, 646, 755, 634, 746, 751, 727, 709, 754, 773, 791, 727, null, 805, 783, 716, 681, 701, 781, 789, 781, 761, 794, 771, 750, 816, 739, 700, 801, 717, 726, 767, 763, 791, 653, 685, 744, 725, 765, 786, 718, 746, 686, 760, 802, 781, 759, 791, 707, 785, 803, 627, 803, 730, 785, 684, 665, 808, 814, 680, 799, 787, 796, null, 744, 744, 749, 801, 807, 791, 737, 737, 756, 797, 705, 752, 706, 643, 719, 805, 792, 797, 719, 783, 769, 694, 687, 786, 720, 722, 801, 763, 727, 775, 791, 773, 788, 712, 793, 761, 801, 773, 766, 781, 807, 775, 781, 762, 698, 801, 783, 766, 738, 770, 809, 736, 643, 808, 702, 728, 707, 802, 801, 704, 683, 679, 696, 748, 666, 746, 680, 735, 649, 738, 798, 799, 807, 807, 798, 815, 701, 763, 797, 730, 738, 807, 714, 721, 791, 786, 720, 743, 759, 801, 686, 752, 653, 776, 782, 802, 704, 729, 751, 798, 753, 761, 779, 736, 756, 738, 718, 745, 776, 805, 801, 706, 778, 751, 758, 743, 724, 710, 693, 770, 716, 632, 777, 762, 768, 723, 724, 788, 776, 788, 799, 700, 809, 708, 790, 783, 773, 790, 717, 768, 757, 728, 814, 778, 775, 748, 776, 729, 798, 792, 769, 754, 704, 719, 687, 769, 769, 790, 769, 721, 712, 623, 673, 692, 745, 707, 772, 799, 775, 709, 777, 750, 646, 780, 773, 802, 713, 809, 686, 727, 792, 790, 754, 804, 765, 782, 804, 723, 668, 733, 800, 746, 810, 751, 743, 676, 807, 715, 748, 776, 753, 674, 744, 810, 740, 765, 698, 756, 783, 623, 711, 665, 762, 737, 763, 809, 789, 797, 687, 739, 748, 720, 693, 805, 680, 758, 763, 806, 780, 743, 624, 800, 723, 755, 763, 708, 737, 768, 800, 703, 634, 760, 708, 658, 756, 778, 769, 804, 807, 657, 817, 770, 810, 646, 724, 791, 712, 753, 710, 772, 762, 798, 750, 788, 676, 659, 623, 790, 715, 747, 804, 785, 820, 807, 700, 697, 766, 812, 809, 736, 719, 787, 772, 783, 781, 708, 755, 702, 774, 784, 763, 760, 662, 735, 748, 763, 750, 728, 684, 645, 655, 722, 784, 678, 657, 704, 685, 731, 763, 738, 801, 625, 700, 655, 808, 670, 693, 742, 802, 733, 760, 780, 777, 698, 644, 751, 693, 782, 707, 686, 729, 775, 797, 672, 747, 792, 719, 764, 730, 642, 741, 696, 797, 791, 746, 722, 794, 786, 799, 741, 708, 775, 701, 769, 660, 778, 765, 770, 799, 692, 756, 781, 777, 725, 766, 746, 717, 792, 754, 749, 647, 719, 725, 729, 681, 705, 754, 773, 777, 647, 793, 770, 641, 678, 805, 682, 699, 696, 736, 707, 801, 790, 723, 739, 729, 777, 756, 743, 745, 728, 709, 792, 804, 718, 799, 792, 722, 784, 797, 744, 805, 800, 705, 755, 747, 755, 811, 778, 744, 754, 793, 790, 670, 696, 760, 670, 787, 781, 735, 767, 798, 755, 708, 810, 768, 746, 764, 628, 749, 805, 774, 726, 802, 797, 731, 756, 761, 742, 693, 781, 762, 760, 684, 739, 819, 758, 776, 643, 788, 721, 801, 797, 728, 774, 667, 718, 788, 689, 703, 745, 713, 779, 809, 752, 763, 706, 759, 758, 796, 796, 756, 677, 700, 724, 738, 735, 754, 791, 774, 803, 795, 774, 788, 749, 664, 708, 698, 719, 759, 780, 795, 742, 655, 679, 756, 657, 712, 794, 714, 719, 737, 812, 794, 802, 695, 711, 790, 781, 732, 764, 641, 741, 758, 770, 749, 704, 709, 732, 796, 768, 773, 745, 823, 771, 762, 793, 714, 779, 729, 756, 701, 786, 785, 802, 753, 639, 694, 630, 784, 798, 727, 780, 623, 784, 723, 797, 692, 723, 725, 688, 755, 738, 784, 729, 796, 666, 718, 761, 660, 808, 700, 742, 726, 699, 726, 682, 709, 765, 741, 735, 799, 792, 675, 779, 623, 777, 782, 791, 716, 802, 657, 745, 801, 790, 724, 788, 798, 739, 742, 782, 781, 706, 700, 764, 805, 795, 709, 662, 787, 737, 744, 726, 672, 772, 719, 730, 684, 770, 756, 664, 742, 685, 667, 791, 725, 719, 757, 725, 797, 778, 789, 742, 801, 787, 735, 644, 800, 818, 743, 793, 764, 803, 794, 755, 755, 789, 802, 790, 744, 697, 790, 743, 772, 762, 759, 677, 777, 707, 755, 732, 740, 790, 764, 712, 783, 792, 792, 639, 733, 649, 778, 782, 772, 696, 751, 791, 783, 768, 820, 722, 810, 700, 731, 759, 806, 773, 695, 744, 688, 737, 690, 780, 756, 781, 720, 794, 716, 754, 760, 792, 747, 755, 707, 702, 773, 739, 702, 738, 730, 767, 722, 741, 766, 807, 639, 808, 786, 746, 695, 660, 776, 713, 786, 656, 797, 710, 755, 803, 668, 738, 769, 799, 809, 694, 765, 714, 730, 786, 626, 682, 811, 788, 792, 641, 681, 719, 780, 763, 720, 745, 644, 772, 755, 733, 779, 796, 763, 698, 778, 752, 812, 687, 660, 808, 800, 717, 816, 623, 676, 650, 684, 783, 800, 728, 784, 672, 802, 781, 709, 740, 637, 802, 776, 746, 730, 770, 688, 682, 771, 710, 748, 785, 641, 774, 689, 767, 721, 812, 799, 801, 773, 783, 762, 643, 773, 765, 784, 805, 813, 751, 726, 790, 759, 811, 737, 793, 796, 784, 786, 753, 709, 697, 757, 794, 692, 701, 787, 672, 706, 708, 687, 736, 795, 751, 790, 711, 802, 680, 695, 655, 770, 762, 656, 806, 779, 728, 763, 683, 750, 702, 747, 742, 772, 738, 728, 675, 650, 798, 763, 795, 785, 739, 720, 698, 785, 640, 794, 749, 742, 757, 744, 628, 724, 646, 746, 811, 781, 644, 702, 741, 694, 700, 742, 657, 767, 684, 701, 711, 664, 774, 758, 699, 639, 781, 744, 762, 795, 716, 773, 693, 763, 750, 717, 747, 776, 783, 702, 777, 765, 745, 787, 755, 780, 816, 718, 788, 723, 696, 769, 759, 683, 727, 756, 750, 808, 756, 638, 783, 736, 747, 693, 777, 812, 785, 765, 773, 722, 661, 758, 724, 730, 781, 706, 647, 715, 692, 700, 721, 687, 806, 799, 732, 722, 722, 792, 699, 792, 801, 773, 744, 777, 713, 783, 798, 713, 797, 766, 752, 815, 752, 755, 724, 635, 795, 680, 807, 771, 771, 737, 801, 748, 784, 798, 754, 763, 769, 814, 640, 681, 731, 638, 779, 748, 773, 784, 698, 709, 751, 738, 806, 660, 787, 774, 717, 764, 695, 674, 703, 700, 656, 701, 712, 705, 772, 712, 771, 684, 708, 642, 705, 759, 735, 805, 777, 794, 772, 685, 687, 801, 677, 797, 815, 762, 700, 820, 740, 736, 695, 745, 814, 781, 657, 723, 773, 793, 804, 688, 784, 758, 797, 700, 790, 751, 783, 722, 718, 739, 769, 790, 771, 730, 804, 785, 781, 809, 777, 733, 798, 712, 794, 794, 779, 810, 746, 792, 800, 751, 723, 779, 659, 666, 708, 693, 798, 665, 724, 813, 704, 694, 760, 773, 794, 756, 762, 741, 741, 731, 726, 770, 698, 762, 784, 777, 724, 753, 710, 706, 808, 690, 796, 808, 719, 681, 794, 698, 789, 705, 742, 796, 708, 732, 741, 714, 812, 804, 730, 724, 733, 715, 694, 703, 640, 685, 745, 809, 708, 787, 795, 774, 706, 657, 773, 765, 729, 627, 730, 791, 704, 805, 705, 696, 801, 708, 734, 719, 668, 775, 721, 769, 798, 810, 751, 680, 788, 805, 763, 770, 726, 658, 791, 759, 797, 743, 755, 770, 698, 703, 699, 780, 794, 761, 771, 661, 810, 719, 689, 672, 746, 787, 763, 760, 682, 776, 736, 767, 709, 811, 781, 772, 720, 680, 759, 749, 799, 785, 719, 796, 674, 648, 821, 740, 800, 767, 771, 734, 771, 652, 738, 732, 785, 714, 804, 744, 788, 783, 769, 763, 757, 704, 765, 776, 757, 689, 706, 656, 717, 788, 757, 724, 781, 788, 700, 689, 755, 637, 778, 649, 790, 687, 790, 789, null, 745, 735, 692, 798, 675, 717, 695, 817, 796, 775, 807, 788, 771, 699, 724, 732, 801, 722, 765, 792, 807, 744, 685, 753, 688, 725, 762, 748, 722, 777, 807, 746, 803, 727, 772, 783, 710, 771, 789, 694, 781, 763, 790, 696, 754, 740, 645, 778, 714, 819, 657, 708, 810, 767, 712, 776, 769, 728, 806, 771, 742, 729, 791, 778, 744, 800, 806, 791, 762, 651, 809, 773, 742, 731, 799, 726, 809, 792, 766, 747, 769, 729, 811, 681, 815, 736, 746, 719, 770, 696, 754, 794, 730, 792, 782, 772, 636, 681, 716, 791, 800, 699, 791, 809, 694, 702, 742, 791, 780, 743, 776, 743, 742, 805, 728, 656, 802, 741, 748, 749, 625, 623, 756, 775, 754, 799, 743, 778, 775, 759, 813, 730, 701, 699, 648, 797, 797, 809, 717, 726, 742, 779, 797, 769, 752, 764, 814, 729, 710, 687, 795, 652, 750, 811, 652, 718, 759, 788, 673, 694, 747, 798, 765, 794, 755, 799, 766, 778, 801, 794, 792, 802, 690, 786, 759, 782, 739, 762, 793, 774, 777, 796, 731, 743, 739, 807, 816, 701, 702, 741, 802, 773, 663, 770, 637, 715, 700, 705, 764, 792, 671, 811, 796, 632, 705, 712, 741, 713, 651, 715, 733, 678, 769, 757, 757, 774, 766, 694, 765, 807, 776, 772, 677, 699, 682, 732, 780, 712, 648, 781, 669, 689, 752, 717, 686, 693, 780, 680, 765, 743, 755, 742, 728, 699, 769, 787, 811, 702, 756, 795, 812, 767, 786, 701, 743, 693, 807, 685, 722, 786, 771, 780, 717, 726, 782, 691, 794, 724, 793, 812, 784, 762, 669, 663, 757, 729, 764, 796, 687, 765, 734, 738, 729, 687, 784, 652, 789, 703, 767, 812, 809, 682, 737, 739, 778, 765, 653, 640, 807, 686, 768, 689, 767, 782, 773, 720, 719, 762, 801, 760, 662, 705, 693, 798, 796, 790, 718, 791, 813, 751, 705, 797, 781, 808, 795, 786, 741, 792, 707, 747, 798, 774, 741, 815, 707, 771, 680, 823, 735, 762, 681, 751, 704, 688, 749, 749, 800, 794, 802, 760, 748, 801, 823, 649, 803, 672, 713, 789, 775, 765, 659, 745, 737, 758, 800, 756, 735, 716, 715, 798, 772, 737, 690, 731, 690, 791, 753, 804, 692, 794, 653, 823, 783, 710, 809, null, 742, 791, 731, 816, 712, 751, 697, 765, 771, 751, 677, 782, 800, 798, 661, 693, 683, 807, 718, 722, 774, 721, 697, 770, 752, 739, 770, 757, 743, 776, 732, 794, 691, 674, 653, 620, 736, 725, 789, 784, 737, 801, 694, 767, 725, 695, 683, 819, 820, 670, 784, 727, 741, 707, 714, 802, 750, 775, 684, 786, 767, 688, 767, 780, 783, 759, 760, 778, 663, 713, 778, 770, 743, 762, 789, 761, 726, 804, 623, 789, 712, 711, 739, 735, 665, 752, 661, 772, 682, 747, 790, 786, 708, 801, 687, 760, 667, 735, 669, 740, 713, 741, 660, 795, 785, 799, 713, 735, 643, 804, 677, 737, 748, 724, 788, 703, 772, 732, 686, 703, 651, 677, 808, 790, 660, 689, 767, 808, 691, 793, 687, 798, 700, 714, 688, 745, 659, 811, 785, 705, 757, 677, 711, 809, 766, 689, 632, 778, 779, 677, 747, 734, 801, 779, 726, 804, 779, 728, 805, 778, 687, 781, 706, 722, 721, 683, 809, 693, 708, 797, 728, 715, 810, 661, 796, 751, 796, 765, 776, 628, 746, 784, 801, 739, 707, 745, 785, 733, 797, 797, 803, 731, 765, 745, 738, 745, 752, 816, 755, 778, 728, 796, 802, 762, 762, 799, 744, 762, 657, 786, 740, 717, 667, 750, 732, 800, 721, 685, 803, 808, 682, 775, 745, 796, 747, 798, 800, 778, 803, 787, 718, 787, 728, 811, 715, 737, 714, 760, 785, 754, 795, 812, 789, 765, 741, 734, 789, 736, 705, 712, 708, 758, 665, 649, 749, 700, 777, 721, 788, 731, 765, 703, 740, 781, 779, 748, 745, 637, 711, 769, 697, 791, 800, 805, 761, 753, 778, 809, 791, 813, 812, 786, 694, 709, 671, 801, 710, 796, 787, 779, 782, 775, 705, 694, 810, 714, 720, 702, 735, 750, 801, 717, 770, 676, 748, 696, 806, 701, 777, 763, 776, 776, 739, 741, 656, 750, 776, 702, 734, 798, 752, 804, 779, 706, 693, 810, 752, 741, 759, 776, 735, 711, 751, 770, 755, 707, 647, 784, 751, 800, 709, 714, 739, 774, 689, 651, 689, 763, 808, 722, 801, 757, 752, 796, 721, 741, 779, 770, 724, 814, 799, 798, 713, 723, 812, 816, 752, 795, 810, 677, 710, 690, 806, 767, 725, 759, 625, 673, 735, 770, 680, 727, 789, 721, 676, 757, 804, 802, 724, 809, 721, 783, 732, 734, 778, 640, 691, 797, 788, 737, 809, 726, 666, 777, 772, 693, 746, 786, 704, 766, 651, 702, 710, 801, 713, 795, 741, 708, 705, 687, 811, 704, 741, 758, 735, 802, 765, 774, 773, 755, 776, 793, 806, 723, 803, 728, 636, 763, 727, 673, 699, 760, 791, 778, 723, 725, 658, 725, 789, 795, 753, 778, 788, 750, 740, 757, 739, 713, 745, 788, 738, 742, 774, 662, 735, 799, 799, 740, 678, 745, 794, 776, 701, 726, 715, 809, 773, 774, 767, 632, 809, 662, 722, 727, 663, 788, 722, 717, 736, 760, 796, 713, 757, 766, 722, 759, 690, 720, 714, 724, 796, 704, 804, 736, 757, 792, 651, 748, 760, 796, 726, 766, 743, 709, 709, 797, 629, 754, 804, 791, 801, 808, 710, 701, 723, 763, 759, 771, 771, null, 629, 804, 782, 774, 622, 788, 785, 718, 778, 750, 749, 701, 792, 798, 753, 796, 694, 803, 708, 652, 791, 751, 754, 757, 816, 774, 755, 765, 760, 793, 715, 737, 800, 773, 716, 709, 650, 719, 782, 759, 720, 807, 713, 685, 763, 728, 643, 625, 706, 734, 739, 764, 760, 763, 650, 800, 641, 709, 795, 787, 811, 753, 756, 725, 795, 785, 687, 761, 726, 714, 717, 740, 733, 800, 704, 796, 689, 712, 702, 811, 801, 736, 817, 773, 710, 694, 752, 752, 746, 730, 805, 772, 776, 803, 770, 746, 738, 732, 693, 749, 748, 803, 788, 719, 794, 731, 724, 766, 777, 795, 789, 749, 659, 797, 794, 753, 785, 700, 790, 650, 802, 763, 773, 717, 709, 706, 771, 723, 682, 765, 722, 678, 784, 734, 748, 792, 768, 756, 798, 713, 807, 786, 774, 678, 763, 744, 774, 795, 760, 704, 794, 804, 807, 654, 814, 688, 729, 743, 776, 808, 734, 805, 709, 680, 672, 795, 783, 799, 780, 789, 773, 788, 774, 786, 780, 719, 692, 655, 786, 744, 706, 662, 746, 781, 735, 707, 761, 799, 806, 797, 698, 800, 767, 780, 729, 780, 775, 813, 750, 800, 781, 772, 803, 776, 764, 768, 747, 787, 778, 721, 799, 636, 779, 793, 801, 764, 756, 732, 780, 701, 717, 790, 719, 699, 671, 729, 712, 741, 791, 763, 776, 753, 750, 790, 757, 679, 697, 687, 794, 754, 789, 755, 725, 762, 781, 739, 754, 709, 739, 732, 733, 802, 790, 785, 743, 681, 674, 784, 786, 721, 670, 760, 804, 694, 790, 791, 751, 804, 780, 790, 806, 700, 734, 739, 754, 823, 804, 756, 800, 795, 765, 699, 766, 758, 709, 782, 670, 788, 740, 752, 724, 800, 699, 740, 770, 790, 779, 782, 651, 720, 783, 704, 698, 802, 752, 799, 743, 691, 655, 767, 740, 769, 710, 704, 799, 663, 799, 810, 673, 792, 763, 783, 751, 798, 772, 776, 768, 760, 787, 762, 773, 800, 667, 679, 690, 778, 802, 770, 802, 788, 705, 813, 726, 773, 779, 732, 801, 796, 703, 689, 710, 796, 771, 673, 790, 720, 802, 709, 801, 762, 778, 798, 788, 700, 719, 627, 730, 804, 735, 706, 744, 691, 786, 759, 748, 809, 690, 823, 730, 731, 745, 730, 708, 756, 799, 692, 731, 727, 796, 816, 738, 771, 698, 790, 789, 691, 714, 674, 812, 776, 703, 672, 720, 755, 808, 776, 702, 673, 757, 777, 713, 741, 798, 676, 748, 739, 811, 663, 787, 722, 739, 759, 721, 712, 733, 701, 762, 777, 748, 795, 750, 751, 682, 747, 773, 730, 797, 727, 798, 798, 773, 766, 752, 748, 750, 712, 783, 737, 740, 745, 681, 753, 750, 738, 746, 729, 749, 805, 653, 729, 793, 810, 784, 763, 766, 714, 773, 760, 792, 791, 732, 813, 795, 722, 681, 734, 796, 784, 791, 700, 721, 794, 732, 715, 711, 759, 744, 725, 727, 800, 687, 819, 783, 689, 726, 670, 728, 820, 782, 752, 746, 709, 783, 757, 794, 660, 735, 664, 778, 703, 732, 785, 805, 805, 789, 754, 718, 783, 775, 776, 740, 789, 780, 726, 798, 776, 726, 655, 776, 644, 791, 716, 720, 789, 737, 777, 767, 729, 790, 779, 777, 790, 742, 635, 746, 766, 754, 736, 778, 648, 649, 805, 702, 704, 685, 724, 694, 688, 750, 760, 696, 779, 777, 786, 764, 811, 786, 660, 780, 774, 795, 732, 793, 705, 802, 728, 637, 806, 734, 689, 751, 652, 808, 774, 774, 766, 762, 742, 740, 805, 747, 657, 745, 683, 743, 783, 767, 771, 741, 714, 801, 785, 666, 691, 655, 712, 802, 641, 686, 726, 732, 758, 716, 753, 793, 776, 764, 739, 722, 697, 659, 686, 768, 760, 773, 700, 713, 777, 791, 778, 732, 707, 795, 787, 710, 798, 787, 687, 782, 696, 730, 797, 791, 738, 665, 733, 765, 768, 637, 712, 766, 672, 788, 687, 786, 761, 635, 761, 817, 719, 776, 651, 802, 726, 710, 683, 746, 714, 727, 665, 661, 757, 736, 789, 785, 813, 775, 763, 770, 686, 799, 729, 802, 700, 706, 681, 766, 710, 700, 764, 748, 776, 757, 742, 750, 726, 727, 807, 791, 668, 682, 811, 796, 705, 771, 805, 720, 788, 637, 758, 764, 694, 741, 745, 802, 819, 756, 686, 689, 674, 669, 814, 773, 728, 759, 648, 797, 734, 781, 719, 722, 784, 761, 692, 785 ], "xaxis": "x2", "yaxis": "y2" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "seller_name=QUICKEN LOANS INC.
cscore_min=%{x}
count=%{y}", "legendgroup": "seller_name=QUICKEN LOANS INC.", "marker": { "color": "#00cc96" }, "name": "seller_name=QUICKEN LOANS INC.", "nbinsx": 100, "offsetgroup": "seller_name=QUICKEN LOANS INC.", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 799, 639, 814, 759, 809, 770, 797, 629, 709, 733, 735, 639, 792, 786, 655, 711, 675, 808, 779, 727, 684, 672, 717, 774, 699, 689, 759, 805, 809, 707, 715, 784, 656, 712, 743, 650, 706, 801, 783, 667, 707, 727, 635, 691, 765, 793, 647, 804, 687, 806, 689, 711, 802, 662, 766, 748, 798, 725, 750, 655, 809, 783, 683, 727, 764, 774, 640, 751, 779, 717, 671, 622, 790, 635, 704, 797, 747, 801, 711, 626, 676, 679, 746, 725, 732, 716, 763, 783, 672, 809, 770, 698, 720, 766, 745, 821, 765, 751, 780, 730, 681, 795, 719, 750, 685, 706, 738, 790, 751, 682, 683, 767, 779, 774, 718, 627, 773, 742, 761, 720, 639, 771, 746, 804, 673, 744, 622, 766, 776, 708, 702, 712, 732, 739, 702, 770, 776, 694, 707, 790, 739, 666, 624, 703, 718, 654, 686, 736, 752, 761, 782, 762, 784, 677, 677, 802, 764, 745, 735, 791, 756, 711, 706, 747, 759, 802, 640, 673, 727, 775, 814, 790, 789, 660, 786, 753, 673, 703, 761, 717, 755, 709, 649, 776, 749, 807, 755, 801, 690, 794, 811, 759, 751, 809, 713, 772, 727, 803, 797, 746, 741, 758, 727, 747, 662, 777, 633, 694, 791, 714, 803, 788, 708, 676, 718, 729, 685, 768, 783, 722, 691, 797, 775, 772, 763, 797, 784, 735, 728, 702, 759, 695, 675, 695, 797, 689, 781, 809, 790, 791, 768, 659, 753, 766, 808, 749, 729, 754, 759, 683, 787, 697, 802, 632, 760, 766, 729, 748, 705, 733, 797, 776, 651, 789, 721, 758, 705, 770, 761, 782, 695, 622, 728, 753, 666, 713, 634, 774, 790, 753, 757, 715, 783, 783, 792, 703, 707, 775, 727, 751, 691, 653, 804, 726, 712, 752, 665, 703, 713, 809, 745, 763, 705, 674, 732, 803, 680, 744, 823, 735, 767, 720, 728, 808, 663, 759, 713, 778, 753, 821, 793, 768, 780, 677, 670, 764, 782, 759, 648, 712, 709, 732, 667, 640, 766, 630, 797, 797, 650, 722, 793, 757, 763, 814, 736, 721, 695, 640, 684, 794, 662, 660, 692, 737, 789, 770, 668, 722, 711, 765, 778, 815, 633, 809, 708, 747, 720, 779, 793, 783, 712, 796, 658, 808, 809, 816, 688, 808, 744, 768, 662, 706, 767, 731, 698, 791, 709, 702, 698, 729, 764, 693, 805, 799, 679, 803, 733, 718, 746, 703, 787, 766, 766, 764, 692, 698, 652, 649, 728, 723, 684, 739, 802, 788, 742, 625, 706, 668, 773, 730, 693, 761, 683, 696, 755, 765, 674, 648, 647, 744, 735, 728, 668, 675, 760, 700, 624, 629, 658, 682, 681, 713, 732, 706, 713, 694, 680, 735, 643, 666, 801, 688, 718, 787, 766, 760, 731, 778, 636, 798, 683, 683, 769, 661, 752, 689, 652, 784, 732, 798, 783, 786, 778, 746, 806, 624, 779, 786, 631, 813, 738, 801, 772, 767, 744, 650, 744, 793, 737, 629, 675, 803, 690, 807, 673, 676, 770, 687, 663, 751, 746, 701, 746, 707, 779, 626, 735, 765, 791, 819, 791, 770, 720, 722, 680, 670, 736, 714, 673, 737, 778, 773, 720, 630, 639, 677, 779, 723, 751, 762, 814, 688, 773, 628, 813, 700, 702, 800, 673, 708, 745, 675, 776, 684, 693, 775, 784, 764, 720, 745, 759, 799, 781, 716, 662, 778, 668, 809, 749, 684, 760, 801, 754, 711, 731, 693, 795, 719, 749, 730, 767, 639, 787, 747, 710, 704, 644, 762, 754, 665, 774, 817, 711, 759, 630, 760, 716, 758, 811, 735, 763, 668, 722, 737, 735, 724, 813, 716, 687, 675, 769, 737, 674, 749, 678, 726, 755, 773, 773, 686, 816, 747, 726, 793, 792, 634, 788, 685, 680, 685, 798, 801, 767, 788, 817, 786, 778, 779, 652, 784, 727, 770, 769, 778, 778, 759, 675, 666, 708, 716, 777, 699, 797, 680, 792, 649, 782, 772, 712, 677, 714, 691, 790, 706, 738, 691, 670, 761, 631, 726, 726, 762, 677, 665, 773, 661, 799, 807, 780, 730, 809, 687, 783, 758, 746, 732, 736, 692, 797, 733, 728, 794, 798, 680, 640, 735, 668, 747, 694, 798, 713, 736, 736, 713, 706, 629, 649, 782, 784, 783, 784, 660, 692, 711, 723, 782, 685, 749, 779, 714, 718, 789, 667, 769, 779, 674, 695, 798, 643, 803, 783, 705, 698, 801, 781, 740, 767, 748, 748, 679, 680, 786, 779, 703, 793, 730, 744, 722, 684, 756, 663, 781, 676, 791, 726, 719, 750, 774, 625, 677, 753, 737, 669, 749, 791, 754, 756, 806, 774, 727, 789, 779, 697, 694, 770, 813, 724, 683, 712, 784, 689, 623, 689, 808, 800, 809, 702, 696, 663, 683, 715, 704, 809, 756, 778, 770, 634, 669, 687, 726, 770, 761, 675, 683, 706, 759, 758, 694, 651, 780, 736, 759, 711, 711, 691, 812, 775, 653, 820, 745, 749, 679, 745, 735, 793, 738, 800, 797, 756, 653, 689, 726, 692, 662, 680, 648, 643, 746, 726, 710, 769, 700, 658, 787, 762, 727, 714, 677, 716, 643, 808, null, 790, 760, 805, 815, 674, 795, 822, 689, 684, 794, 804, 796, 726, 696, 672, 648, 703, 648, 736, 732, 764, 686, 749, 708, 747, 775, 813, 787, 794, 721, 674, 766, 759, 685, 717, 791, 802, 778, 661, 776, 783, 778, 710, 655, 767, 674, 654, 701, 669, 666, 783, 734, 754, 789, 804, 635, 626, 648, 759, 705, 711, 787, 797, 797, 784, 652, 656, 793, 798, 787, 730, 737, 753, 720, 808, 773, 693, 771, 701, 748, 776, 741, 734, 691, 816, 714, 746, 744, 773, 779, 700, 698, 790, 711, 800, 796, 738, 801, 649, 653, 754, 780, 755, 707, 717, 815, 674, 716, 786, 806, 804, 775, 798, 778, 654, 732, 688, 628, 665, 755, 694, 737, 645, 760, 647, 666, 707, 794, 704, 649, 807, 704, 789, 737, 783, 807, 773, 724, 774, 640, 771, 655, 791, 754, 810, 801, 725, 724, 795, 734, 771, 721, 724, 709, 773, 683, 768, 770, 686, 752, 719, 630, 702, 748, 722, 801, 668, 693, 790, 804, 708, 626, 772, 732, 740, 789, 779, 800, 754, 668, 651, 799, 652, 690, 685, 739, 760, 798, 790, 818, 698, 693, 827, 766, 702, 683, 756, 716, 699, 783, 790, 706, 646, 691, 754, 621, 708, 749, 804, 770, 789, 727, 808, 771, 734, 737, 701, 679, 693, 763, 672, 700, 738, 730, 737, 714, 697, 742, 689, 782, 790, 710, 771, 630, 761, 769, 755, 692, 746, 780, 790, 664, 792, 766, 751, 714, 714, 647, 716, 717, 802, 761, 809, 736, 696, 815, 775, 623, 664, 764, 687, 799, 709, 661, 667, 733, 672, 725, 718, 783, 694, 795, 676, 754, 679, 758, 740, 695, 744, 698, 650, 721, 807, 663, 704, 710, 754, 809, 699, 783, 811, 725, 763, 746, 793, 673, 713, 693, 791, 768, 745, 700, 766, 636, 782, 711, 791, 764, 812, 739, 652, 716, 762, 620, 739, 683, 722, 791, 763, 759, 686, 758, 733, 722, 704, 720, 796, 706, 795, 784, 701, 750, 752, 736, 781, 671, 809, 731, 690, 759, 759, 703, 686, 706, 726, 680, 811, 734, 725, 705, 651, 667, 652, 750, 706, 749, 805, 743, 807, 774, 805, 807, 798, 773, 739, 692, 672, 692, 738, 791, 765, 732, 791, 642, 772, 726, 707, 703, 774, 783, 744, 656, 680, 805, 728, 707, 744, 758, 724, 696, 755, 709, 669, 678, 695, 632, 734, 753, 767, 727, 771, 684, 681, 795, 738, 750, 693, 794, 655, 782, 718, 781, 746, 709, 811, 775, 685, 761, 728, 735, 713, 787, 704, 681, 744, 766, 774, 678, 752, 796, 777, 762, 726, 716, 791, 653, 747, 779, 722, 802, 693, 796, 775, 681, 797, 754, 644, 629, 781, 751, 768, 672, 725, 680, 817, 640, 724, 801, 727, 772, 698, 628, 756, 784, 645, 702, 753, 694, 807, 771, 735, 729, 683, 757, 719, 761, 816, 780, 793, 759, 680, 767, 747, 770, 770, 802, 771, 767, 787, 785, 726, 775, 653, 802, 766, 698, 775, 664, 782, 790, 781, 680, 637, 683, 669, 773, 684, 716, 685, 699, 731, 657, 675, 740, 785, 750, 631, 772, 739, 723, 756, 710, 766, 693, 735, 807, 735, 750, 759, 689, 662, 791, 733, 810, 681, 708, 717, 648, 763, 755, 819, 775, 769, 756, 752, 748, 801, 782, 761, 714, 648, 801, 760, 650, 681, 759, 764, 744, 742, 726, 693, 765, 722, 783, 751, 809, 675, 785, 759, 798, 715, 749, 725, 690, 801, 798, 803, 779, 795, 773, 680, 688, 744, 696, 813, 750, 705, 820, 666, 787, 656, 809, 778, 727, 708, 781, 773, 698, 798, 738, 762, 745, 811, 675, 649, 781, 627, 776, 717, 745, 695, 811, 768, 786, 670, 773, 795, 776, 729, 716, 778, 793, 745, 754, 741, 743, 765, 708, 771, 807, 792, 766, 713, 730, 813, 793, 781, 707, 689, 773, 781, 698, 795, 731, 786, 650, 737, 803, 754, 801, 738, 816, 734, 795, 691, 736, 632, 753, 814, 757, 725, 699, 803, 787, 715, 761, 793, 759, 750, 715, 738, null, 707, 628, 791, 709, 718, 760, 794, 783, 691, 652, 752, 729, 716, 802, null, 813, 696, 796, 778, 694, 725, 783, 697, 756, 720, 652, 689, 776, 739, 698, 649, 740, 779, 698, 654, 739, 728, 754, 763, 720, 790, 674, 689, 782, 709, 675, 663, 636, 802, 773, 785, 736, 778, 678, 685, 749, 774, 713, 725, 783, 729, 800, 679, 760, 665, 783, 642, 729, 707, 733, 798, 800, 696, 726, 691, 721, 792, 789, 688, 813, 714, 790, 767, 625, 812, 728, 740, 691, 741, 675, 729, 802, 727, 788, 654, 780, 788, 682, 792, 802, 729, 668, 768, 685, 750, 685, 783, 687, 702, 773, 772, 754, 692, 780, 729, 744, 759, 757, 789, 713, 786, 714, 769, 767, 629, 753, 682, 808, 698, 806, 796, 662, 749, 731, 680, 752, 671, 727, 802, 705, 662, 649, 798, 656, 731, 655, 624, 741, 782, 676, 768, 772, 760, 673, 734, 800, 734, 764, 770, 748, 801, 665, 761, 677, 707, 649, 807, 701, 750, 760, 728, 803, 679, 800, 746, 741, 719, 738, 794, 630, 698, 775, 802, 707, 785, 710, 783, 706, 745, 626, 812, 665, 781, 810, 789, 690, 815, 739, 641, 650, 666, 669, 750, 796, 660, 812, 760, 628, 780, 812, 675, 711, 715, 805, 735, 731, 653, 803, 805, 620, 758, 774, 777, 726, 753, 789, 791, 694, 775, 727, 752, 680, 686, 774, 780, 778, 782, 723, 788, 639, 763, 794, 771, 752, 631, 625, 785, 725, 701, 685, 650, 736, 779, 703, 801, 797, 620, 787, 801, 791, 809, 675, 738, 813, 721, 736, 740, 790, 697, 763, 783, 726, 788, 693, 655, 804, 623, 754, 698, 810, 668, 795, 802, 666, 796, 778, 755, 705, 656, 715, 677, 674, 737, 810, 761, 641, 792, 733, 735, 796, 745, 770, 774, 800, 806, 690, 695, 721, 754, 788, 801, 772, 738, 811, 635, 680, 781, 757, 660, 805, 648, 739, 784, 660, 741, 803, 778, 744, 700, 709, 642, 725, 816, 742, 734, 776, 742, 779, 791, 666, 669, 781, 782, 734, 641, 808, 788, 732, 700, 680, 727, 750, 763, 760, 663, 791, 781, 738, 755, 765, 710, 796, 709, 777, 680, 797, 661, 758, 796, 749, 757, 803, 760, 625, 737, 751, 784, 691, 793, 682, 704, 750, 793, 687, 747, 699, 682, 750, 781, 796, 723, 782, 742, 781, 800, 746, 771, 782, 622, 747, 698, 681, 733, 728, 709, 671, 802, 806, 689, 791, 790, 796, 779, 739, 748, 722, 697, 720, 785, 652, 678, 758, 703, 741, 808, 667, 760, 742, 784, 720, 748, 783, 693, 672, 684, 806, 777, 807, 766, 754, 746, 622, 628, 703, 693, 658, 659, 722, 722, 786, 795, 749, 772, 771, 686, 685, 752, 624, 712, 683, 677, 784, 726, 781, 669, 705, 698, 784, 743, 781, 698, 750, 795, 700, 787, 645, 784, 724, 727, 693, 671, 789, 691, 776, 726, 773, 682, 789, 693, 797, 663, 767, 806, 799, 746, 749, 759, 762, 779, 782, 750, 742, 691, 782, 708, 805, 792, 754, 764, 780, 640, 695, 787, 808, 772, 767, 813, 813, 816, 714, 739, 713, 791, 754, 792, 662, 653, 743, 783, 694, 712, 661, 778, 675, 712, 754, 789, 677, 755, 696, 633, 816, 716, 796, 803, 816, 663, 675, 757, 772, 632, 680, 801, 768, 745, 699, 666, 791, 789, 759, 779, 769, 803, 749, 790, 621, 743, null, 713, 718, 789, 754, 797, 785, 705, 729, 754, 808, 681, 724, 724, 662, 731, 655, 808, 801, 684, 644, 743, 630, 742, 713, 703, 779, 627, 771, 666, 771, 658, 730, 787, 668, 812, 696, 681, 802, 631, 758, 680, 770, 716, 741, 682, 711, 759, 761, 729, 773, 749, 678, 626, 777, 814, 777, 699, 769, 738, 787, 698, 783, 701, 727, 709, 745, 676, 772, 789, 675, 677, 797, 623, 676, 718, 681, 798, 768, 675, 745, 790, 626, 772, 773, 639, 699, 745, 704, 724, 681, 784, 797, 799, 767, 743, 711, 684, 820, 689, 817, 724, 759, 798, 773, 635, 756, 695, 703, 785, 761, 680, 715, 809, 802, 736, 701, 703, 704, 784, 805, 643, 714, 794, 786, 735, 763, 664, 633, 803, 704, 682, 763, 717, 684, 787, 697, 767, 778, 761, 753, 646, 712, 693, 793, 691, 742, 744, 800, 643, 741, 634, 743, 721, 779, 723, 751, 687, 791, 657, 729, 642, 777, 805, 739, 680, 707, 698, 650, 767, 693, 670, 765, 679, 801, 765, 788, 763, 679, 648, 712, 735, 787, 665, 784, 768, 668, 759, 788, 729, 716, 683, 667, 653, 660, 765, 726, 708, 797, 753, 712, 789, 724, 767, 754, 779, 748, 691, 754, 799, 695, 807, 765, 757, 758, 665, 677, 798, 700, 765, 665, 801, 709, 631, 812, 785, 646, 726, 710, 733, 786, 663, 772, 707, 676, 643, 668, 779, 676, 770, 692, 741, 806, 769, 787, 784, 709, 716, 770, 752, 742, 810, 686, 787, 688, 782, 628, 710, 695, 626, 649, 722, 697, 749, 688, 744, 698, 741, 810, 752, 794, 741, 724, 675, 739, 774, 800, 733, 643, 682, 624, 692, 807, 766, 725, 622, 685, 819, 732, 686, 711, 785, 628, 656, 787, 699, 716, 690, 728, 785, 782, 683, 804, 784, 726, 806, 639, 626, 670, 749, 721, 652, 773, 714, 821, 753, 682, 696, 782, 783, 746, 733, 795, 803, 740, 773, 644, 804, 779, 649, 755, 725, 682, 743, 792, 793, 752, 796, 723, 773, 739, 669, 754, 706, 640, 713, 722, 754, 688, 672, 720, 731, 795, 628, 744, 727, 793, 631, 769, 730, 776, 773, 761, 772, 736, 745, 696, 698, 722, 808, 728, 626, 647, 706, 747, 720, 813, 792, 798, 778, 792, 701, 726, 716, 729, 663, 791, 670, 727, 785, 776, 754, 741, 705, 694, 796, 727, 708, 732, 777, 687, 807, 628, 731, 807, 623, 684, 651, 774, 743, 803, 819, 762, 710, 656, 655, 631, 778, 682, 774, 721, 743, 802, 725, 692, 630, 746, 791, 778, 728, 748, 726, 790, 780, 741, 746, 813, 773, 786, 646, 651, 719, 725, 732, 795, 657, 676, 692, 633, 678, 734, 804, 791, 670, 771, 732, 647, 671, 781, 710, 801, 766, 808, 681, 677, 687, 755, 772, 797, 747, 728, 757, 622, 640, 721, 767, 728, 808, 701, 666, 738, 739, 750, 791, 811, 752, 689, 757, 749, 726, 793, 743, 774, 697, 741, 757, 695, 698, 747, 795, 652, 806, 639, 648, 666, 774, 735, 658, 660, 737, 813, 736, 657, 736, 752, 799, 774, 796, 715, 678, 739, 695, 792, 738, 810, 634, 776, 712, 804, 741, 668, 738, 702, 784, 686, 704, 791, 644, 638, 759, 758, 783, 780, 718, 771, 732, 733, 720, 803, 637, 783, 696, 770, 753, 746, 693, 689, 775, 706, 689, 696, 670, 710, 787, 731, 798, 812, 809, 692, 695, 666, 724, 772, 799, 660, 780, 809, 787, 661, 791, 736, 776, 740, 660, 774, 779, 781, 760, 665, 715, 663, 748, 703, 785, 673, 729, 801, 678, 800, 805, 677, 751, 737, 653, 810, 693, 669, 630, 749, 656, 739, 760, 781, 808, 763, 753, 752, 790, 799, 809, 777, 685, 701, 751, 718, 802, 669, 707, 784, 743, 656, 708, 744, 700, 738, 731, 802, 789, 670, 653, 728, 735, 763, 799, 798, 673, 719, 807, 688, 778, 687, 751, 695, 783, 651, 698, 778, 729, 787, 699, 749, 720, 708, 714, 754, 720, 767, 726, 640, 740, 797, 645, 708, 748, 704, 777, 677, 669, 708, 732, 721, 760, 814, 786, 790, 799, 801, 725, 691, 704, 767, 751, 721, 729, 752, 717, 803, 632, 761, 675, 796, 626, 798, 747, 664, 800, 721, 800, 745, 788, 724, 708, 669, 728, 791, 798, 677, 796, 737, 746, 672, 796, 748, 755, 796, 772, 727, 705, 633, 797, 722, 742, 804, 812, 631, 695, 687, 705, 693, 649, 752, 799, 676, 771, 770, 709, 820, 772, 680, 802, 795, 768, 792, 799, 697, 790, 708, 659, 702, 779, 696, 804, 751, 760, 677, 767, 725, 739, 730, 806, 781, 742, 744, 755, 726, 768, 746, 772, 760, 809, 656, 709, 816, 805, 696, 665, 820, 642, 687, 684, 787, 782, 717, 776, 716, 621, 692, 747, 667, 763, 731, 790, 807, 785, 623, 733, 695, 696, 755, 703, 694, 686, 626, 756, 768, 635, 667, 742, 740, 689, 786, 803, 687, 744, 642, 801, 742, 753, 658, 694, 794, 758, 785, 717, 644, 680, 766, 655, 774, 772, 696, 704, 626, 677, 664, 721, 803, 700, 702, 674, 773, 713, 687, 685, 801, 769, 741, 707, 797, 756, 795, 802, 638, 770, 719, 750, 692, 668, 621, 732, 798, 795, 763, 686, 744, 801, 747, 672, 713, 732, 700, 762, 702, 725, 754, 815, 756, 766, 764, 719, 685, 788, 641, 681, 797, 763, 763, 675, 719, 721, 806, 627, 696, 787, 787, 677, 781, 756, 731, 777, 717, 658, 722, 791, 649, 732, 787, 753, 743, 664, 714, 684, 759, 620, 754, 641, 631, 757, 712, 815, 810, 754, 699, 716, 770, 670, 791, 683, 661, 681, 750, 787, 756, 701, 792, 696, 799, 673, 798, 747, 737, 779, 669, 687, 770, 739, 777, 808, 747, 779, 811, 712, 680, 697, 630, 706, 786, 809, 738, 790, 678, 820, 785, 817, 712, 730, 798, 789, 721, 668, 648, 689, 742, 680, 756, 774, 683, 712, 686, 691, 778, 651, 655, 742, 759, 733, 718, 709, 774, 793, 786, 681, 738, 803, 773, 733, 680, 753, 761, 748, 653, 748, 700, 757, 689, 775, 677, 711, 763, 747, 751, 744, 803, 721, 663, 706, 620, 702, 657, 789, 763, 777, 767, 651, 721, 696, 768, 751, 787, 719, 749, 774, 776, 679, 728, 711, 700, 722, 761, 680, 736, 724, 701, 809, 783, 708, 706, 732, 817, 766, 745, 628, 698, 719, 707, 786, 806, 705, 733, 789, 710, 712, 783, 680, 639, 798, 729, 680, 731, 725, 754, 790, 740, 757, 698, 791, 747, 654, 793, 723, 754, 731, 668, 758, 680, 740, 632, 657, 740, 696, 765, 710, 709, 784, 638, 774, 764, 781, 717, 716, 640, 787, 767, 747, 671, 738, 657, 662, 669, 798, 679, 641, 726, 781, 756, 769, 654, 620, 689, 807, 812, 726, 764, 805, 671, 774, 628, 804, 727, 725, 664, 798, 666, 627, 795, 649, 703, 793, 777, 767, 771, 789, 769, 675, 819, 782, 763, 672, 815, 780, 770, 776, 795, 690, 799, 814, 688, 700, 784, 750, 680, 809, 683, 746, 647, 632, 804, 744, 713, 702, 736, 801, 681, 700, 792, 709, 686, 650, 780, 676, 699, 729, 762, 794, 766, 755, 764, 722, 718, 632, 766, 787, 779, 744, 746, 644, 686, 758, 671, 801, 667, 754, 785, 738, 778, 692, null, 756, 783, 738, 795, 722, 753, 702, 670, 745, 793, 786, 734, 697, 798, 710, 735, 686, 782, 693, 707, 723, 746, 763, 809, 800, 710, 776, 775, 738, 727, 702, 708, 756, 646, 778, 678, 720, 659, 803, 694, 742, 690, 779, 647, 801, 685, 672, 770, 782, 696, 700, 731, 787, 808, 667, 653, 688, 726, 748, 755, 702, 780, 734, 653, 820, 744, 701, 735, 742, 747, 751, 639, 740, 819, 719, 679, 690, 690, 816, 658, 689, 704, 735, 757, 687, 688, 758, 748, 744, 703, 774, 736, 751, 669, 808, 763, 776, 722, 639, 673, 794, 698, 630, 713, 723, 814, 670, 790, 718, 788, 702, 631, 750, 744, 768, 703, 765, 769, 767, 654, 695, 660, 745, 707, 743, 769, 752, 777, 769, 793, 651, 661, 693, 640, 790, 708, 663, 785, 769, 766, 807, 765, 754, 781, 624, 793, 735, 812, 654, 777, 817, 694, 721, 717, 666, 735, 652, 798, 758, 737, 691, 757, 802, 646, 751, 755, 820, 728, 702, 761, 774, 695, 769, 781, 628, 644, 749, 707, 798, 624, 800, 698, 817, 738, 700, 671, 654, 759, 751, 696, 714, 736, 699, 777, 646, 716, 798, 782, 741, 788, 759, 761, 690, 809, 760, 728, 764, 695, 645, 778, 655, 767, 761, 680, 703, 763, 808, 733, 727, 768, 709, 713, 711, 685, 782, 704, 684, 707, 816, 723, 718, 783, 672, 668, 633, 763, 772, 723, 691, 661, 660, 709, 624, 767, 683, 683, 740, 713, 684, 673, 767, 739, 676, 751, 643, 741, 785, 702, 649, 767, 644, 803, 709, 747, 767, 700, 701, 671, 684, 693, 757, 717, 712, 720, 794, 708, 801, 740, 795, 679, 744, 776, 691, 737, 655, 767, 756, 688, 802, 659, 710, 751, 735, 729, 755, 693, 717, 746, 711, 674, 714, 791, 706, 816, 750, 692, 792, 672, 631, 776, 796, 753, 768, 714, 722, 742, 808, 679, 658, 675, 708, 732, 767, 793, 798, 676, 787, 802, 794, 708, 753, 760, 699, 808, 803, 739, 765, 793, 785, 704, 760, 760, 695, 736, 782, 685, 742, 735, 786, 652, 657, 692, 702, 650, 778, 651, 685, 694, 738, 685, 790, 740, 742, 783, 701, 711, 804, 754, 755, 705, 632, 772, 696, 704, 719, 708, 770, 796, 759, 638, 753, 768, 777, 781, 777, 754, 699, 777, 813, 647, 743, 674, 797, 764, 682, 656, 668, 795, 660, 726, 752, 747, 745, 626, 700, 712, 742, 689, 637, 782, 680, 734, 655, 804, 704, 632, 660, 692, 752, 681, 698, 808, 735, 791, 761, 737, 706, 707, 758, 717, 787, 749, 798, 745, 768, 723, 772, 644, 742, 772, 697, 654, 731, 707, 811, 671, 807, 723, 781, 772, 691, 643, 709, 666, 752, 754, 735, 733, 673, 730, 710, 801, 703, 721, 634, 759, 816, 803, 808, 703, 730, 781, 749, 753, 728, 783, 694, 754, 630, 786, 718, 743, 711, 677, 704, 668, 710, 796, 717, 663, 780, 804, 790, 699, 658, 782, 804, 626, 663, 748, 738, 732, 778, 812, 684, 705, 819, 694, 686, 689, 688, 717, 698, 766, 655, 698, 795, 803, 762, 785, 741, 647, 795, 662, 739, 681, 797, 788, 692, 808, 681, 696, 753, 699, 807, 783, 713, 748, 673, 807, 759, 798, 793, 780, 801, 804, 818, 737, 726, 773, 714, 803, 708, 728, 721, 663, 726, 778, 719, 719, 743, 722, 705, 684, 675, 793, 746, 708, 687, 723, 672, 679, 708, 770, 734, 789, 750, 629, 700, 728, 669, 792, 727, 788, 776, 749, 737, 687, 769, 784, 813, 755, 790, 765, 714, 669, 785, 751, 661, 696, 683, 685, 778, 766, 756, 773, 621, 724, 677, 662, 679, 792, 794, 714, 687, 623, 771, 762, 766, 699, 709, 626, 811, 789, 717, 783, 682, 649, 759, 680, 620, 792, 788, 726, 718, 714, 791, 804, 770, 675, 743, 802, 721, 717, 696, 781, 811, 739, 694, 727, 692, 765, 798, 800, 702, 771, 620, 773, 771, 689, 781, 787, 812, 710, 652, 705, 730, 736, 745, 725, 718, 726, 799, 702, 792, 753, 766, 648, 726, 779, 632, 795, 639, 711, 766, 810, 812, 796, 678, 692, 791, 717, 705, 663, 705, 747, 682, 804, 747, 683, 796, 801, 771, 799, 785, 768, 765, 798, 767, 718, 766, 672, 729, 764, 818, 761, 784, 721, 755, 698, 709, 785, 699, 760, 733, 738, 662, 650, 700, 790, 708, 639, 636, 771, 750, 739, 650, 668, 712, 789, 803, 647, 783, 633, 681, 642, 631, 807, 804, 739, 731, 736, 680, 734, 782, 731, 730, 697, 809, 811, 784, 748, 682, 812, 626, 772, 801, 794, 631, 805, 765, 729, 683, 667, 766, 638, 716, 704, 687, 742, 736, 792, 695, 794, 655, 752, 748, 750, 807, 792, 808, 778, 710, 737, 726, 786, 768, 730, 707, 693, 644, 696, 725, 678, 715, 761, 715, 783, 802, 688, 622, 753, 666, 741, 676, 813, 721, 707, 722, 720, 775, 758, 679, 804, 670, 720, 740, 724, 625, 745, 773, 792, 820, 803, 741, 726, 770, 621, 771, 778, 730, 673, 739, 796, 727, 716, 801, 737, 800, 704, 785, 725, 778, 750, 626, 669, 783, 777, 755, 774, 782, 786, 781, 755, 713, 820, 777, 706, 710, 793, 760, 736, 639, 717, 716, 697, 809, 697, 713, 660, 763, 790, 756, 799, 689, 722, 683, 802, 780, 713, 743, 699, 772, 669, 797, 667, 704, 783, 736, 752, 651, 722, 744, 764, 721, 645, 778, 671, 793, 764, 800, 671, 737, 731, 750, 742, 791, 691, 765, 734, 782, 749, 654, 725, 755, 807, 785, 754, 754, 740, 778, 760, 791, 771, 770, 623, 792, 704, 812, 644, 681, 730, 782, 799, 700, 674, 726, 721, 770, 690, 694, 650, 662, 778, 699, 702, 672, 784, 785, 724, 679, 765, 767, 747, 717, 812, 749, 813, 679, 733, 752, 798, 777, 721, 726, 707, 638, 740, 790, 788, 656, 699, 692, 731, 637, 780, 726, 823, 637, 706, 662, 752, 660, 798, 755, 699, 730, 706, 667, 729, 688, 693, 697, 718, 785, 813, 697, 741, 692, 734, 716, 714, 742, 819, 808, 764, 808, 770, 789, 673, 771, 771, 803, 732, 797, 675, 730, 685, 788, 685, 765, 767, 731, 675, 677, 686, 818, 698, 776, 714, 682, 742, 786, 762, 768, 772, 739, 790, 753, 738, 819, 647, 806, 724, 749, 698, 693, 716, 717, 710, 776, 701, 686, 650, 703, 658, 653, 783, 750, 648, 717, 746, 699, 780, 795, 746, 650, 806, 689, 781, 709, 695, 818, 702, 687, 817, 734, 742, 701, 718, 811, 638, 682, 771, 665, 745, 750, 744, 796, 628, 812, 795, 774, 754, 724, 792, 759, 761, 791, 637, 799, 810, 718, 727, 778, 695, 708, 760, 765, 776, 643, 753, 791, 685, 785, 743, 716, 632, 763, 681, 799, 710, 757, 742, 739, 635, 645, 733, 740, 691, 738, 707, 786, 727, 796, 810, 798, 709, 802, 644, 733, 760, 775, 757, 727, 751, 746, 805, 747, 792, 731, 786, 770, 671, 782, 640, 727, 635, 814, 790, 741, 774, 780, 743, 721, 802, 682, 744, 642, 689, 796, 787, 722, 811, 768, 730, 784, 793, 762, 812, 793, 722, 698, 785, 697, 653, 730, 723, 736, 782, 707, 692, 698, 808, 765, 801, 750, 785, 680, 800, 778, 793, 702, 745, 783, 699, 729, 798, 742, 799, 816, 808, 674, 795, 806, 672, 800, 783, 628, 772, 779, 744, 775, 773, 722, 748, 692, 814, 765, 737, 754, 819, 768, 766, 735, 656, 759, 718, 722, 712, 751, 722, 663, 727, 788, 733, 727, 801, 756, 777, 684, 747, 722, 792, 775, 671, 651, 737, 812, 778, 714, 658, 647, 636, 802, 788, 763, 754, 800, 775, 756, 793, 801, 788, 790, 660, 671, 637, 804, 746, 793, 797, 797, 665, 772, 693, 642, 787, 771, 708, 693, 746, 672, 738, 759, 773, 696, 755, 630, 740, 768, 778, 702, 712, 702, 813, 750, 738, 668, 704, 819, 669, 712, 791, 782, 728, 711, 697, 700, 689, 762, 705, 699, 764, 724, 757, 704, 629, 802, 786, 699, 658, 727, 710, 688, 753, 709, 779, 649, 704, 740, 741, 652, 778, 670, 719, 626, 755, 777, 718, 694, 680, 684, 730, 813, 784, 786, 684, 791, 767, 741, 668, 658, 727, 722, 664, 753, 807, 709, 790, 755, 799, 767, 796, 803, 637, 683, 626, 625, 724, 790, 660, 645, 785, 645, 778, 719, 736, 788, 776, 811, 778, 754, 739, 725, 731, 728, 723, 731, 708, 801, 794, 763, 656, 722, 680, 752, 813, 706, 738, 701, 712, 767, 722, 699, 713, 805, 737, 693, 691, 622, 734, 630, 706, 787, 742, 700, 792, 709, 732, 715, 775, 790, 745, 800, 753, 791, 697, 779, 722, 641, 726, 758, 754, 743, 776, 800, 805, 653, 742, 698, 684, 740, 667, 695, 730, 730, 664, 765, 707, 714, 727, 802, 786, 763, 692, 792, 785, 795, 778, 704, 701, 677, 710, 701, 772, 775, 637, 726, 756, 782, 794, 777, 733, 753, 705, 780, 694, 788, 727, 705, 694, 622, 734, 796, 644, 803, 702, 652, 704, 787, 729, 757, 797, 677, 768, 645, 750, 799, 666, 717, 759, 701, 741, 683, 800, 727, 680, 770, 640, 727, 667, 720, 774, 756, 803, 770, 760, 652, 709, 816, 786, 802, 666, 729, 718, 802, 802, 765, 631, 800, 773, 688, 701, 776, 658, 725, 673, 774, 723, 793, 816, 681, 701, 694, 774, 740, 794, 768, 803, 794, 681, 724, 790, 715, 744, 678, 709, 708, 656, 795, 638, 716, 794, 761, 716, 772, 709, 726, 688, 777, 798, 688, 752, 633, 742, 729, 767, 707, 709, 741, 754, 772, 709, 699, 753, 761, 797, 730, 747, 758, 681, 800, 740, 646, 667, 706, 774, 624, 732, 692, 758, 774, 726, 789, 752, 726, 670, 777, 627, 757, 783, 636, 696, 692, 682, 698, 757, 664, 707, 813, 718, 773, 711, 750, 799, 709, 768, 767, 692, 788, 769, 802, 752, 810, 697, 813, 794, 700, 720, 667, 643, 813, 794, 800, 702, 715, 707, 696, 764, 721, 760, 778, 785, 702, 762, 717, 715, 714, 695, 790, 816, 767, 656, 700, 726, 744, 681, 786, 751, 625, 686, 748, 723, 719, 664, 773, 728, 709, 816, 707, 791, 702, 707, 622, 674, 741, 792, 766, 646, 802, 694, 683, 785, 691, 668, 790, 646, 680, 693, 732, 790, 791, 745, 660, 798, 678, 777, 804, 795, 685, 738, 747, 668, 700, 731, 674, 766, 797, 790, 784, 775, 653, 688, 783, 631, 786, 671, 670, 695, 813, 772, 765, 783, 745, 792, 700, 747, 690, 695, 675, 773, 732, 692, 796, 654, 775, 815, 701, 807, 812, 662, 784, 793, 682, 708, 717, 673, 620, 732, 691, 787, 756, 728, 723, 751, 755, 789, 767, 769, 733, 685, 675, 779, 809, 667, 805, 771, 722, 669, 739, 643, 643, 744, 719, 791, 817, 783, 766, 787, 708, 719, 688, 644, 712, 670, 811, 760, 716, 693, 742, 723, 676, 791, 789, 729, 667, 787, 731, 762, 722, 720, 756, 800, 690, 807, 726, 681, 794, 703, 748, 752, 807, 780, 804, 694, 698, 736, 754, 715, 765, 667, 632, 770, 694, 789, 802, 755, 814, 733, 770, 706, 765, 712, 813, 770, 799, 809, 686, 721, 739, 671, 688, 773, 783, 807, 700, 769, 771, 640, 700, 808, 725, 771, 767, 773, 691, 675, 689, 790, 711, 718, 707, 816, 759, 634, 795, 704, 731, 734, 767, 694, 796, 657, 756, 794, 773, 704, 768, 697, 690, 772, 653, 686, 676, 707, 683, 752, 705, 747, 704, 660, 620, 751, 796, 762, 746, 622, 680, 789, 747, 633, 773, 795, 804, 794, 816, 800, 759, 758, 741, 807, 680, 694, 728, 660, 796, 697, 667, 739, 748, 707, 769, 673, 783, 631, 675, 764, 634, 702, 715, 776, 760, 806, 751, 753, 757, 750, 739, 778, 700, 683, 706, 780, 676, 643, 769, 770, 661, 714, 691, 709, 718, 749, 757, 643, 755, 793, 664, 735, 811, 791, 670, 652, 808, 787, 739, 737, 700, 789, 633, 634, 738, 710, 630, 796, 763, 689, 755, 705, 705, 767, 761, 753, 683, 770, 645, 695, 787, 710, 736, 694, 707, 656, 683, 711, 652, 704, 801, 792, 629, 804, 758, 810, 750, 694, 715, 636, 683, 742, 711, 774, 647, 773, 727, 676, 803, 663, 777, 789, 738, 809, 798, 706, 711, 795, 728, 722, 668, 718, 730, 700, 706, 777, 716, 740, 752, 799, 754, 698, 751, 768, 743, 691, 732, 744, 638, 670, 665, 659, 709, 712, 760, 770, 739, 663, 793, 809, 753, 687, 770, 685, 771, 651, 811, 778, 689, 812, 737, 718, 757, 778, 806, 699, 669, 779, 743, 646, 719, 727, 741, 784, 726, 774, 633, 677, 725, 662, 700, 696, 738, 761, 702, 772, 738, 808, 730, 728, 695, 728, 707, 765, 689, 734, 800, 631, 740, 715, 708, 674, 723, 726, 706, 808, 753, 663, 659, 784, 743, 816, 785, 663, 668, 713, 752, 768, 670, 669, 800, 725, 735, 694, 645, 746, 798, 804, 784, 728, 764, 736, 702, 802, 719, 770, 771, 663, 703, 733, 769, 689, 707, 739, 774, 772, 792, 738, 793, 763, 776, 694, 786, 767, 743, 761, 660, 741, 669, 650, 713, 773, 628, 713, 717, 813, 698, 672, 815, 781, 693, 789, 633, 744, 779, 700, 720, 634, 753, 724, 719, 800, 644, 648, 766, 718, 734, 630, 637, 797, 690, 670, 738, 736, 722, 653, 712, 639, 673, 682, 718, 693, 761, 760, 712, 756, 754, 700, 777, 776, 806, 682, 811, 795, 634, 803, 655, 723, 659, 687, 786, 695, 784, 693, 745, 724, 780, 738, 809, 643, 760, 722, 709, 759, 760, 755, 777, 639, 654, 778, 746, 680, 809, 684, 743, 723, 769, 790, 699, 693, 722, 703, 754, 734, 749, 748, 709, 775, 748, 623, 680, 680, 664, 808, 638, 669, 813, 703, 739, 804, 681, 736, 747, 748, 792, 734, 680, 662, 783, 652, 652, 808, 724, 712, 766, 649, 638, 801, 701, 768, 730, 664, 647, 732, 800, 744, 731, 748, 781, 755, 715, 789, 720, 741, 682, 750, 709, 762, 640, 663, 724, 747, 664, 793, 686, 774, 711, 700, 756, 772, 737, 704, 704, 774, 724, 703, 755, 813, 783, 809, 770, 710, 658, 650, 776, 662, 685, 708, 636, 736, 699, 750, 795, 701, 715, 764, 625, 704, 728, 778, 714, 757, 758, 688, 809, 709, 760, 806, 777, 739, 769, 716, 713, 806, 742, 675, 681, 788, 775, 701, 656, 630, 657, 654, 752, 813, 790, 716, 710, 688, 710, 683, 670, 676, 677, 722, 757, 775, 712, 680, 662, 620, 674, 745, 673, 799, 803, 742, 751, 736, 715, 712, 784, 724, 683, 738, 750, 638, 730, 735, 790, 756, 766, 797, 698, 722, 727, 759, 756, 703, 751, 731, 794, 759, 796, 756, 786, 733, 700, 685, 693, 803, 772, 688, 788, 654, 721, 786, 737, 626, 800, 646, 770, 742, 680, 719, 769, 778, 756, 711, 775, 683, 737, 744, 753, 726, 774, 773, 733, 740, 700, 756, 702, 728, 737, 815, 690, 624, 764, 689, 729, 723, 774, 713, 762, 793, 814, 656, 719, 647, 684, 682, 774, 774, 792, 771, 815, 753, 792, 717, 702, 796, 665, 747, 771, 752, 764, 705, 777, 720, 766, 787, 790, 742, 789, 766, 726, 730, 802, 781, 749, 656, 747, 669, 700, 693, 732, 730, 766, 720, 697, 643, 778, 761, 776, 685, 770, 794, 688, 637, 798, 790, 630, 778, 686, 746, 724, 777, 769, 700, 749, 801, 750, 718, 742, 710, 706, 662, 661, 713, 755, 700, 774, 802, 681, 744, 666, 677, 813, 718, 700, 784, 620, 722, 641, 815, 746, 686, 787, 660, 731, 756, 721, 772, 762, 711, 706, 772, 790, 789, 774, 716, 808, 748, 738, 724, 720, 622, null, 789, 697, 793, 711, 795, 753, 744, 666, 709, 755, 797, 749, 803, 804, 763, 769, 794, 766, 710, 816, 810, 746, 741, 686, 651, 750, 634, 814, 754, 775, 684, 669, 695, 795, 725, 786, 730, 687, 707, 813, 735, 767, 761, 740, 727, 757, 732, 683, 685, 756, 702, 699, 788, 758, 796, 807, 796, 640, 756, 720, 757, 685, 799, 782, 684, 759, 805, 667, 711, 764, 791, 709, 779, 772, 757, 665, 749, 770, 682, 703, 809, 725, 716, 638, 777, 752, 716, 782, 689, 741, 700, 726, 716, 716, 713, 760, 795, 804, 629, 734, 752, 724, 754, 715, 667, 797, 715, 735, 732, 762, 682, 817, 686, 756, 747, 792, 715, 744, 793, 802, 639, 640, 768, 800, 682, 719, 810, 788, 730, 706, 763, 679, 702, 675, 748, 668, 723, 784, 737, 798, 801, 806, 782, 708, 710, 784, 752, 792, 782, 755, 703, 747, 800, 790, 786, 783, 770, 674, 737, 697, 664, 666, 782, 772, 788, 751, 747, 792, 745, 786, 811, 778, 766, 771, 736, 727, 814, 785, 627, null, 642, 808, 793, 682, 770, 811, 820, 764, 687, 676, 684, 765, 773, 719, 699, 769, 684, 808, 663, 774, 731, 628, 773, 774, 774, 698, 728, 653, 748, 700, 697, 691, 690, 707, 691, 799, 755, 688, 710, 803, 700, 684, 796, 681, 801, 700, 792, 782, 781, 632, 803, 769, 726, 683, 717, 769, 751, 764, 685, 753, 637, 755, 776, 776, 782, 823, 728, 734, 753, 736, 778, 696, 799, 771, 778, 716, 706, 730, 693, 794, 669, 784, 734, 781, 706, 790, 798, 793, 724, 797, 791, 639, 729, 735, 774, 644, 706, 635, 811, 784, 762, 709, 718, 717, 653, 787, 682, 714, 730, 787, 650, 788, 780, 761, 804, 726, 783, 667, 806, 817, 784, 809, 745, 756, 721, 714, 701, 664, 764, 648, 769, 740, 737, 699, 655, 802, 808, 763, 678, 747, 661, 762, 700, 732, 777, 726, 696, 814, 739, 680, 708, 660, 773, 675, 681, 753, 695, 783, 797, 788, 764, 812, 647, 672, 676, 661, 802, 773, 813, 685, 806, 720, 799, 811, 705, 698, 738, 755, 707, 767, 653, 625, 669, 634, 665, 796, 760, 773, 754, 797, 711, 761, 767, 732, 799, 730, 766, 773, 798, 672, 678, 724, 688, 720, 799, 772, 770, 730, 652, 787, 697, 790, 755, 720, 673, 784, 796, 690, 706, 743, 816, 800, 795, 663, 716, 767, 660, 814, 785, 704, 677, 755, 679, 765, 655, 749, 743, 797, 729, 671, 714, 716, 663, 761, 804, 726, 791, 718, 703, 799, 725, 729, 805, 786, 645, 637, 752, 750, 740, 675, 784, 793, 812, 736, 676, 709, 726, 686, 734, 801, 801, 713, 726, 744, 661, 781, 695, 757, 781, 778, 693, 780, 797, 796, 810, 692, 687, 724, 802, 807, 771, 779, 791, 716, 758, 748, 802, null, 755, 669, 630, 628, 650, 663, 654, 797, 755, 802, 712, 787, 723, 709, 688, 676, 742, 702, 805, 735, 744, 776, 741, 809, 790, 767, 759, 774, 728, 690, 751, 793, 653, 728, 729, 749, 766, 655, 760, 776, 784, 804, 675, 725, 676, 794, 796, 713, 731, 705, 735, 752, 754, 634, 735, 641, 631, 777, 700, 714, 761, 753, 722, 723, 746, 691, 703, 739, 776, 806, 732, 671, 679, 685, 720, 781, 752, 709, 769, 629, 663, 782, 668, 764, 813, 777, 715, 685, 686, 641, 729, 687, 675, 663, 685, 747, 722, 679, 728, 682, 687, 731, 745, 765, 766, 709, 801, 766, 701, 797, 721, 674, 781, 720, 787, 770, 626, 669, 744, 766, 661, 785, 637, 749, 775, 713, 760, 800, 804, 751, 769, 730, 749, 622, 755, 800, 660, 804, 793, 765, 776, 820, 780, 804, 732, 813, 729, 755, 682, 685, 732, 713, 707, 813, 731, 739, 782, 807, 627, 716, 687, 683, 739, 695, 668, 739, 809, 796, 707, 740, 690, 765, 729, 694, 728, 793, 778, 790, 628, 714, 757, 704, 759, 643, 790, 793, 715, 780, 790, 651, 816, 772, 744, 763, 663, 699, 788, 795, 804, 732, 811, 778, 786, 733, 715, 698, 792, 734, 752, 752, 787, 797, 736, 683, 686, 702, 778, 797, 690, 737, 808, 746, 654, 719, 702, 776, 805, 801, 784, 816, 735, 647, 723, 816, 705, 713, 659, 725, 735, 733, 729, 707, 726, 804, null, 658, 691, 793, 743, 740, 697, 653, 754, 772, 689, 701, 750, 659, 823, 683, 681, 713, 806, 636, 730, 809, 697, 674, 813, 805, 731, 773, null, 710, 699, 792, 791, 783, 758, 778, 647, 787, 711, 766, 769, 715, 738, 792, 784, 644, 811, 712, 707, 752, 810, 666, 801, 758, 699, 751, 751, 814, 801, 782, 626, 771, 792, 657, 750, 766, 744, 769, 757, 815, 661, 785, 757, null, 698, 739, 682, 703, 640, 784, 741, 663, 748, 665, 736, 733, 736, 770, 804, 688, 722, 745, 643, 806, 800, 718, 738, 683, 762, 710, 761, 766, 743, 769, 720, 684, 785, 704, 756, 759, 806, 745, 721, 710, 743, 754, 681, 792, 715, 683, 732, 718, 762, 666, 791, 685, 799, 774, 746, 739, 756, 774, 766, 660, 684, 745, 759, 759, 651, 679, 678, 731, 788, 747, 653, 801, 626, 753, 820, 793, 715, 803, 780, 726, 809, 690, 625, 816, 721, 774, 728, 741, 704, 772, 656, 744, 722, 753, 721, 719, 686, 744, 709, 748, 732, 749, 756, 667, 621, 751, 732, 645, 697, 707, 776, 787, 753, 654, 772, 643, 712, 748, 636, 736, 755, 795, 705, 710, 757, 741, 757, 800, 754, 797, 798, 718, 717, 710, 738, 681, 703, 775, 755, 800, 723, 694, 656, 755, 806, 682, 816, 693, 672, 672, 702, 787, 683, 774, 770, 724, 692, 806, 680, 780, 752, 680, 777, 776, 786, 701, 726, 774, 677, 777, 760, 727, 732, 725, 809, 681, 749, 686, 693, 777, 745, 712, 644, 790, 770, 639, 779, 805, 748, 702, 669, 780, 696, 808, 656, 672, 651, 715, 686, 654, 760, 698, 796, 711, 796, 800, 682, 707, 730, 799, 803, 645, 781, 700, 778, 636, 698, 717, 687, 741, 735, 787, 787, 787, 638, 803, 757, 708, 708, 745, 705, 803, 799, 699, 779, 668, 691, 812, 809, 624, 816, 667, 754, 725, 759, 820, 773, 730, 671, 749, 734, 661, 756, 776, 800, 681, 777, 786, 783, 669, 707, 692, 759, 696, 790, 763, 685, 680, 758, 620, 757, 775, 809, 780, 795, 672, 778, 788, 700, 661, 773, 660, 672, 696, 706, 740, 738, 642, 662, 632, 774, 773, 729, 741, 726, 724, 723, 689, 735, 745, 762, 811, 715, 711, 758, 659, 738, 718, 650, 786, 676, 780, 678, 681, 711, 720, 699, 806, 788, 804, 787, 657, 759, 796, 656, 776, 736, 627, 743, 786, 684, 741, 677, 643, 681, 714, 781, 713, 704, 643, 759, 669, 746, 726, 697, 725, 702, 667, 763, 751, 699, 788, 698, 695, 667, 712, 646, 683, 807, 667, 803, 652, 683, 651, 778, 688, 793, 794, 626, 640, 798, 798, 747, 732, 720, 791, 741, 803, 627, 749, 763, 762, 801, 768, 644, 667, 795, 764, 642, 662, 702, 640, 737, 753, 762, 665, 697, 808, 763, 791, 747, 801, 685, 774, 797, 736, 796, 718, 797, 702, 760, 797, 775, 674, 751, 794, 671, 690, 694, 793, 754, 729, 773, 803, 736, 767, 802, 696, 642, 796, 686, 689, 734, 730, 761, 808, 687, 811, 770, 749, 809, 663, 787, 766, 750, 804, 795, 812, 788, 754, 749, 809, 786, 791, 813, 684, 729, 801, 745, 766, 728, 700, 817, 700, 820, 743, 681, 743, 765, 791, 640, 800, 782, 663, 755, 638, 648, 759, 799, 792, 698, 671, 781, 812, 646, 624, 632, 713, 766, 774, 667, 637, 735, 645, 710, 749, 750, 765, 705, 745, 692, 723, 686, 733, 691, 727, 697, 724, 703, 750, 643, 760, 795, 673, 727, 662, 660, 778, 753, 794, 776, 776, 690, 755, 794, 636, 768, 718, 788, 785, 785, 797, 642, 632, 743, 812, 688, 630, 730, 734, 783, 709, 789, 688, 698, 683, 775, 773, 675, 808, 804, 634, 711, 791, 748, 699, 671, 698, 687, 740, 781, 701, 804, 688, 814, 753, 800, 805, 793, 732, 760, 678, 686, 805, 667, 677, 737, 649, 758, 727, 732, 697, 657, 779, 817, 708, 625, 742, 782, 696, 694, 701, 662, 747, 665, 668, 778, 674, 687, 736, 766, 750, 795, 721, 701, 700, 802, 681, 799, 708, 664, 778, 631, 687, 696, 777, 797, 721, 788, 632, 805, 721, 640, 781, 758, 713, 676, 765, 736, 789, 722, 761, 798, 695, 718, 709, 671, 739, 778, 704, 718, 727, 744, 689, 650, 704, 718, 803, 776, 782, 680, 687, 632, 722, 751, 802, 768, 738, 806, 800, 682, 699, 732, 765, 702, 749, 768, 718, 736, 687, 678, 738, 823, 728, 685, 765, 764, 673, 698, 681, 803, 777, 713, 760, 687, 624, 778, 686, 623, 783, 701, 793, 796, 800, 762, 742, 744, 783, 683, 750, 692, 795, 636, 715, 722, 717, 739, 645, 779, 770, 790, 689, 742, 669, 695, 695, 760, 801, 731, 777, 640, 768, 763, 796, 770, 781, 804, 775, 728, 712, 767, null, 660, 751, 794, 778, 762, 740, 738, 762, 645, 713, 742, 760, 774, 777, 719, 674, 776, 763, 625, 761, 788, 675, 665, 762, 739, 705, 728, 750, 707, 750, 766, 720, 706, 653, 639, 789, 686, 702, 683, 786, 784, 692, 708, 690, 777, 680, 684, 725, 738, 654, 746, 781, 714, 704, 731, 761, 795, 776, 702, 732, 751, 712, 697, 728, 725, 680, 799, 770, 789, 773, 737, 628, 697, 702, 634, 776, 727, 788, 707, 760, 728, 752, 799, 790, 630, 740, 788, 719, 815, 692, 726, 663, 783, 708, 730, 759, 717, 823, 709, 763, 697, 678, 776, 724, 764, 691, 766, 767, 730, 694, 757, 801, 686, 775, 762, 802, 785, 666, 786, 788, 712, 719, 817, 634, 802, 721, 716, 797, 684, 780, 793, 709, 747, 723, 687, 738, 748, 709, 678, 743, 699, 791, 767, 752, 775, 766, 743, 624, 621, 731, 713, 744, 801, 748, 677, 768, 690, 676, 805, 737, null, 769, 725, 783, 669, 754, 753, 800, 791, 818, 709, 727, 697, 778, 700, 689, 804, 705, 630, 687, 715, 706, 630, 662, 670, 726, 673, 803, 799, 680, 766, 752, 672, 640, 795, 764, 782, 738, 784, 738, 677, 708, 770, 806, 738, 755, 681, 737, 662, 663, 724, 737, 652, 709, 631, 796, 647, 744, 809, 691, 627, null, 761, 628, 732, 690, 701, 772, 742, 804, 710, 722, 795, 779, 756, 694, 797, 752, 739, 809, 762, 785, 641, 793, 719, 663, 712, 715, 691, 712, 802, 690, 802, 766, 693, 729, 786, 752, 694, 717, 770, 624, 790, 781, 753, 808, 756, 802, 761, 811, 701, 679, 724, 800, 718, 791, 771, 629, 773, 698, 797, 642, 789, 798, 781, 688, 800, 637, 696, 717, 717, 691, 670, 669, 797, 799, 730, 644, 792, 822, 688, 813, 695, 755, 724, 703, 744, 709, 779, 683, 808, 648, 741, 646, 687, 738, 774, 741, 682, 742, 806, 756, 799, 704, 781, 660, 642, 766, 751, 714, 758, 695, 766, 802, 753, 781, 703, 704, 665, 755, 683, 682, 802, 809, 750, 795, 712, 745, 725, 673, 746, 794, 788, 791, 773, 811, 726, 719, 711, 766, 757, 660, 688, 744, 721, 671, 798, 705, 633, 680, 745, 769, 715, 813, 769, 663, 730, 811, 728, 744, 733, 789, 746, 757, 808, 791, 767, 711, 710, 728, 652, 783, 660, 773, 708, 787, 684, 813, 718, 806, 773, 637, 812, 804, 765, 786, 631, 754, 713, 715, 689, 733, 796, 693, 754, 637, 671, 787, 677, 652, 719, 820, 798, 717, 707, 710, 692, 751, 666, 762, 714, 760, 803, 686, 809, 769, 718, 738, 713, 690, 810, 787, 737, 654, 781, 763, 704, 818, 715, 780, 755, 701, 660, 706, 780, 784, 800, 783, 730, 675, 784, 793, 703, 747, 699, 790, 639, 744, 696, 739, 784, 656, 691, 719, 781, 685, 740, 699, 782, 719, 742, 752, 790, 706, 716, 728, 793, 747, 643, 749, 699, 805, 695, 685, 771, 728, 788, 812, 816, 802, 811, 743, 715, 662, 725, 793, 791, 809, 813, 703, 744, 641, 664, 747, 743, 808, 776, 786, 752, 717, 677, 664, 786, 710, 699, 781, 772, 719, 775, 782, 803, 647, 753, 761, 718, 743, 784, 747, 778, 729, 627, 676, 759, 697, 728, 641, 715, 626, 723, 720, 640, 679, 750, 786, 749, 795, 643, 773, 767, 757, 736, 799, 760, 742, 708, 694, 659, 791, 700, 717, 721, 730, 784, 802, 666, 622, 780, 791, 790, 735, 723, 757, 654, 672, 659, 644, 769, 705, 690, 801, 796, 794, 708, 700, 668, 786, 786, 720, 743, 769, 757, 778, 719, 737, 685, 786, 672, 785, 762, 784, 725, 650, 772, 709, 726, 741, 758, 736, 709, 732, 790, 697, 677, 756, 783, 769, 738, 789, 747, 790, 698, 731, 677, 810, 745, 666, 747, 712, 621, 654, 697, 753, 784, 799, 739, 666, 697, 739, 774, 750, 768, 731, 757, 811, 762, 788, 726, 634, 784, 811, 728, 729, 738, 660, 721, 670, 790, 717, 695, 622, 797, 806, 744, 790, 692, 727, 753, 696, 756, 655, 758, 804, 755, 769, 737, 716, 651, 698, 757, 770, 738, 761, 800, 635, 745, 753, 763, 792, 757, 747, 631, 798, 640, 774, 648, 693, 782, 781, 788, 810, 669, 728, 811, 750, 773, 753, 691, 746, 746, 800, 697, 775, 746, 702, 785, 654, 710, 755, 692, 674, 803, 724, 751, 713, 703, 819, 773, 743, 793, 739, 703, 779, 730, 799, 794, 747, 642, 794, 699, 760, 690, 790, 787, 683, 735, 681, 683, 773, 693, 700, 709, 811, 694, 750, 687, 724, 707, 686, 762, 670, 803, 755, 639, 680, 803, 758, 763, 742, 759, 804, 727, 696, 631, 742, 683, 670, 760, 643, 794, 707, 789, 731, 662, 796, 740, 647, 714, 773, 794, 769, 751, 792, 807, 713, 752, 703, 720, 695, 646, 699, 755, 772, 667, 808, 789, 713, 762, 798, 700, 774, 724, 724, 666, 765, 706, 743, 667, 697, 719, 807, 671, 769, 819, 766, 696, 725, 769, 747, 784, 717, 781, 809, 759, 701, 708, 707, 772, 652, 797, 674, 689, 778, 699, 690, 649, 682, 656, 682, 713, 657, 732, 673, 773, 707, 759, 754, 654, 655, 716, 767, 789, 759, 796, 791, 807, 796, 769, 770, 788, 685, 673, 768, 755, 725, 735, 767, 676, 660, 783, 735, 689, 713, 686, 773, 787, 669, 697, 736, 745, 802, 778, 737, 690, 706, 812, 714, 747, 733, 744, 766, 769, 736, 705, 793, 755, 679, 790, 727, 712, 776, 786, 665, 681, 769, 644, 762, 678, 704, 690, 634, 688, 712, 725, 724, 785, 800, 729, 734, 700, 737, 784, 744, 716, 743, 791, 655, 746, 716, 791, 661, 770, 734, 707, 774, 737, 755, 770, 818, 794, 807, 785, 734, 728, 692, 792, 650, 715, 789, 808, 781, 624, 696, 801, 801, 734, 722, 749, 797, 647, 798, 781, 770, 699, 632, 743, 785, 705, 801, 735, 700, 767, 677, 748, 767, 706, 732, 691, 717, 748, 739, 764, 679, 708, 728, 801, 733, 782, 768, 733, 638, 788, 733, 715, 698, 735, 707, 722, 782, 657, 740, 787, 677, 782, 748, 718, 775, 701, 710, 709, 754, 768, 758, 707, 784, 715, 811, 646, 790, 712, 778, 726, 724, 756, 762, 768, 703, 816, 774, 697, 720, 669, 683, 703, 766, 774, 752, 787, 694, 699, 737, 739, 813, 767, 796, 764, 696, 782, 778, 808, 811, 770, 718, 787, 673, 702, 648, 663, 672, 650, 684, 720, 730, 680, 627, 685, 786, 620, 768, 650, 800, 764, 678, 689, 663, 737, 722, 811, 674, 708, 715, 665, 746, 736, 736, 765, 817, 780, 776, 782, 740, 778, 703, 649, 633, 631, 717, 687, 719, 702, 725, 734, 792, 709, 787, 731, 751, 800, 776, 633, 766, 727, 803, 776, 767, 640, 794, 689, 687, 721, 810, 726, 719, 719, 659, 699, 717, 754, 777, 757, 713, 699, 807, 680, 746, 738, 814, 752, 773, 706, 675, 777, 765, 722, 713, 636, 805, 639, 740, 628, 667, 674, 633, 746, 742, 720, 752, 728, 784, 715, 755, 688, 665, 691, 628, 638, 752, 707, 721, 748, 635, 755, 770, 745, 664, 738, 726, 803, 816, 787, 757, 633, 764, 651, 640, 769, 642, 691, 806, 740, 763, 743, 816, 766, 811, 773, 734, 695, 700, 793, 697, 699, 781, 801, 819, 724, 798, 687, 797, 765, 644, 740, 824, 698, 661, 816, 761, 792, 758, 661, 772, 748, 654, 712, 710, 624, 803, 808, 735, 784, 690, 723, 788, 750, 720, 809, 765, 755, 792, 665, 678, 721, 740, 734, 772, 754, 747, 651, 788, 721, 725, 778, 780, 664, 779, 736, 732, 771, 724, 716, 699, 623, 731, 809, 810, 694, 721, 717, 714, 733, 812, 748, 788, 736, 682, 695, 690, 707, 742, 701, 755, 797, 774, 701, 753, 643, 683, 752, 694, 707, 782, 739, 645, 747, 726, 652, 704, 665, 815, 686, 699, 705, 662, 781, 691, 766, 795, 747, 726, 799, 642, 733, 761, 687, 654, 704, 633, 786, 622, 662, 753, 704, 687, 745, 771, 757, 622, 777, 704, 673, 737, 788, 709, 693, 722, 799, 752, 776, 767, 811, 762, 752, 737, 711, 630, 724, 716, 754, 674, 808, 730, 670, 654, 801, 801, 748, 720, 798, 780, 658, 673, 739, 786, 743, 749, 725, 669, 697, 795, 697, 691, 802, 719, 767, 716, 723, 705, 700, 674, 703, 671, 655, 762, 699, 723, 715, 732, 680, 783, 790, 747, 769, 780, 779, 806, 776, 797, 731, 748, 822, 670, 755, 645, 703, 811, 748, 686, 734, 768, 689, 731, 694, 689, 766, 736, 686, 722, 726, 782, 812, 794, 690, 700, 700, 767, 796, 690, 798, 808, 809, 724, 654, 709, 763, 670, 683, 802, 805, 784, 728, 718, 761, 692, 714, 694, 773, 703, 757, 767, 808, null, 720, 758, 786, 720, 765, 692, 786, 762, 716, 620, 702, 725, 787, 685, 644, 746, 756, 771, 719, 811, 783, 707, 741, 777, 739, 746, 814, 746, 716, 807, 744, 807, 682, 814, 802, 720, 742, 717, 794, 776, 701, 743, 762, 698, 755, 792, 693, 672, 672, 747, 801, 777, 729, 738, 670, 707, 678, 811, 796, 717, 702, 783, 781, 712, 813, 636, 795, 688, 761, 709, 794, 630, 687, 736, 686, 708, 694, 748, 729, 785, 724, 649, 645, 788, 792, 687, 757, 684, 695, 684, 725, 772, 753, 777, 689, 745, 686, 693, 730, 743, 750, 752, 757, 728, 649, 742, 663, 690, 683, 771, 645, 783, 792, 815, 703, 628, 792, 708, 771, 745, null, 669, 751, 631, 797, 639, 758, 758, 779, 653, 709, 721, 780, 697, 786, 679, 729, 760, 758, 689, 749, 751, 777, 778, 752, 687, 766, 792, 789, 808, 694, 718, 800, 820, 737, 712, 735, 743, 788, 749, 684, 768, 771, 713, 666, 794, 695, 750, 656, 709, 783, 768, 713, 644, 681, 682, 722, 744, 688, 788, 663, 813, 648, 791, 797, 632, 736, 679, 754, 776, 765, 751, 678, 680, 688, 799, 642, 727, 720, 788, 772, 767, 732, 768, 668, 723, 797, 794, 709, 687, 705, 753, 777, 752, 712, 707, 732, 787, 756, 697, 799, 809, 804, 737, 693, 648, 776, 725, 770, 678, 694, 686, 794, 779, 791, 727, 669, 806, 726, 804, 661, 689, 783, 735, 776, 787, 683, 782, 786, 794, 797, 744, 741, 686, null, 793, 701, 648, 808, 638, 750, 769, 645, 768, 701, 759, 636, 765, 794, 790, 744, 751, 715, 804, 620, 769, 720, 807, 688, 756, 770, 799, 754, 744, 775, 792, 705, 778, 780, 729, 809, 750, 780, 792, 729, 740, 717, 767, 787, 724, 760, 788, 729, 682, 644, 702, 750, 791, 726, 795, 703, 754, 814, 775, 763, 657, 684, 690, 777, 693, 772, 725, 645, 756, 633, 755, 704, 760, 711, 686, 785, 691, 753, 650, 706, 804, 789, 707, 790, 662, 711, 797, 729, 651, 699, 797, 667, 726, 788, 696, 715, 744, 762, 779, 770, 777, 790, 718, 650, 733, 750, 793, 670, 753, 753, 743, 641, 635, 688, 697, 683, 636, 680, 746, 688, 706, 648, 752, 754, 809, 629, 742, 702, 757, 656, 754, 654, 794, 770, 764, 806, 736, 781, 745, 782, 661, 679, 726, 708, 736, 709, 712, 688, 760, 709, 756, 753, 708, 737, 705, 710, 648, 804, 744, 727, 769, 775, 773, 700, 802, 696, 687, 711, 663, 795, 633, 649, 775, 778, 763, 751, 647, 747, 790, 685, 766, 778, 659, 742, 759, 754, 755, 711, 714, 788, 713, 719, 812, 736, 795, 645, 696, 675, 787, 622, 727, 779, 799, 630, 807, 636, 755, 759, 742, 690, 759, 663, 686, 809, 788, 738, 774, 649, 691, 651, 792, 793, 724, 791, 781, 772, 702, 691, 783, 694, 643, 782, 747, 728, 791, 665, 771, 736, 695, 720, 702, 794, 707, 703, 804, 718, 645, 650, 797, 783, 681, 690, 816, 773, 706, 665, 741, 766, 787, 755, 743, 767, 753, 774, 791, 773, 817, 765, 687, 666, 686, 750, 761, 685, 706, 729, 813, 702, 657, 796, 772, 683, 708, 721, 770, 790, 772, 659, 706, 705, 791, 696, 684, 740, 799, 784, 794, 652, 718, 741, 796, 740, 716, 745, 678, 772, 648, 661, 795, 798, 724, 727, 761, 702, 772, 670, 812, 718, 689, 705, 791, 778, 726, 782, 704, 645, 748, 719, 723, 651, 815, 782, 629, 790, 669, 657, 763, 793, 775, 673, 662, 667, 726, 795, 666, 716, 751, 620, 791, 778, 767, 772, 658, 799, 730, 685, 786, 726, 745, 680, 706, 788, 735, 779, 723, 695, 665, 742, 721, 754, 675, 811, 702, 644, 698, 734, 668, 727, 793, 806, 676, 778, 791, 769, 657, 695, 679, 620, 717, 722, 793, 648, 776, 706, 702, 797, 739, 701, 766, 693, 692, 779, 676, 786, 778, 714, 633, 684, 688, 725, 808, 707, 813, 623, 793, 658, 753, 792, 622, 722, 770, 662, 733, 750, 777, 700, 659, 732, 799, 786, 693, 704, 746, 768, 732, 813, 800, 672, 799, 686, 666, 736, 728, 791, 775, 749, 782, 782, 694, 717, 704, 784, 744, 680, 794, 798, 767, 665, 684, 802, 624, 788, 746, 798, 787, 696, 812, 730, 726, 727, 683, 783, 683, 776, 622, 658, 620, 764, 672, 813, 707, 753, 639, 671, 697, 768, 758, 707, 629, 779, 725, 725, 812, 679, 655, 761, 757, 674, 696, 741, 729, 698, 787, 697, 757, 683, 758, 778, 812, 791, 805, 783, 701, 757, 747, 698, 689, 756, 691, 795, 806, 631, 737, 792, 719, 639, 631, 708, 735, 761, 749, 632, 684, 679, 695, 687, 683, 748, 743, 726, 776, 806, 692, 692, 791, 724, 782, 791, 801, 718, 694, 740, 726, 783, 768, 774, 759, 767, 722, 622, 756, 681, 739, 666, 772, 780, 784, 716, 714, 699, 651, 675, 813, 796, 695, 754, 802, 765, 736, 685, 791, 714, 791, 805, 758, 703, 694, 794, 669, 700, 766, 745, 745, 662, 777, 760, 767, 794, 775, 679, 720, 769, 795, 784, 716, 663, 739, 670, 762, 798, 666, 675, 785, 742, 657, 715, 753, 710, 740, 734, 669, 744, 790, 716, 782, 646, 626, 792, 744, 765, 798, 747, 719, 705, 772, 716, 696, 798, 811, 705, 658, 774, 674, 791, 725, 799, 780, 702, 789, 740, 801, 800, 808, 799, 815, 677, 733, 655, 709, 748, 808, 814, 670, 738, 690, 786, 666, 794, 753, 757, 783, 635, 737, 734, 728, 722, 713, 812, 714, 646, 766, 625, 783, 787, 794, 729, 662, 702, 817, 667, 775, 703, 662, 747, 771, 817, 685, 624, 688, 795, 686, 747, 778, 718, 732, 756, 630, 794, 769, 699, 645, 747, 804, 811, 685, 696, 796, 648, 803, 636, 704, 720, 716, 683, 742, 805, 790, 777, 723, 759, 805, 730, 741, 662, 798, 732, 766, 762, 782, 758, 790, 644, 728, 651, 718, 771, 763, 715, 638, 772, 725, 732, 706, 673, 780, 714, 793, 664, 784, 798, 754, 813, 785, 742, 804, 772, 779, 788, 787, 810, 770, 801, 788, 684, 685, 686, 768, 704, 703, 786, 676, 688, 675, 793, 783, 776, 719, 790, 777, 811, 758, 767, 653, 730, 809, 718, 804, 675, 720, 654, 674, 813, 774, 742, 813, 631, 714, 717, 731, 662, 768, 768, 773, 630, 801, 779, 711, 736, 625, 714, 703, 765, 799, 794, 809, 717, 647, 820, 724, 725, 729, 726, 731, 691, 751, 762, 799, 754, 803, 739, 688, 774, 782, 662, 735, 667, 775, 741, 705, 808, 787, 775, 730, 727, 752, 697, 697, 727, 802, 740, 668, 806, 788, 769, 756, 725, 730, 786, 744, 706, 736, 776, 793, 697, 681, 623, 624, 733, 809, 804, 654, 717, 649, 731, 713, 773, 752, 704, 769, 720, 696, 687, 706, 729, 790, 680, 689, 781, 784, 759, 735, 739, 768, 724, 798, 728, 709, 671, 718, 770, 678, 779, 768, 750, 666, 782, 790, 710, 715, 721, 733, 681, 705, 789, 667, 696, 790, 740, 725, 766, 640, 758, 657, 744, 707, 754, 727, 734, 640, 794, 646, 805, 668, 728, 729, 716, 700, 761, 647, 808, 672, 687, 623, 703, 796, 727, 739, 784, 678, 791, 709, 798, 779, 705, 697, 720, 693, 746, 770, 700, 704, 710, 685, 637, 661, 812, 693, 806, 662, 738, 726, 715, 787, 731, 621, 773, 735, 635, 801, 711, 711, 736, 790, 776, 757, 735, 720, 700, 715, 697, 704, 814, 673, 780, 746, 760, 771, 662, 753, 732, 793, 776, 793, 689, 693, 662, 677, 673, 764, 785, 762, 743, 737, 747, 714, 699, 701, 765, 710, 626, 774, 685, 804, 804, 738, 817, 643, 742, 741, 716, 717, 774, 696, 749, 683, 753, 738, 667, 780, 665, 786, 776, 746, 700, 693, 763, 695, 792, 790, 821, 798, 782, 784, 750, 704, 738, 738, 801, 722, 709, 684, 680, 684, 724, 726, 764, 705, 731, 720, 767, 731, 655, 713, 735, 735, 783, 767, 750, 707, 762, 674, 734, 736, 694, 782, 773, 694, 749, 817, 758, 657, 794, 787, 790, 739, 705, 626, 695, 749, 686, 720, 778, 677, 685, 753, 715, 730, 684, 766, 695, 771, 801, 784, 809, 695, 814, 681, 756, 782, 759, 656, 735, 756, 712, 650, 690, 801, 753, 729, 795, 663, 753, 778, 713, 728, 718, 713, 737, 755, 791, 668, 766, 756, 766, 809, 785, 627, 675, 816, 714, 731, 766, 806, 799, 732, 734, 813, 766, 685, 811, 689, 668, 713, 697, 631, 751, 762, 797, 776, 695, 762, 667, 802, 770, 681, 768, 797, 773, 786, 704, 711, 807, 762, 733, 688, 766, 659, 655, 774, 773, 778, 693, 778, 777, 713, 762, 624, 781, 803, 733, 751, 758, 696, 659, 768, 719, 759, 806, 780, 626, 713, 771, 740, 783, 733, 799, 676, 742, 631, 730, 712, 692, 759, 743, 696, 702, 788, 724, 744, 761, 803, 756, 679, 719, 692, 694, 683, 744, 759, 715, 709, 795, 780, 631, 790, 757, 806, 766, 742, 656, 688, 759, 783, 771, 639, 787, 765, 782, 783, 755, 725, 751, 805, 707, 710, 719, 655, 675, 699, 711, 629, 755, 795, 799, 642, 778, 746, 674, 712, 800, 695, 773, 687, 720, 694, 798, 806, 629, 817, 716, 667, 654, 756, 795, 725, 716, 717, 803, 711, 803, 733, 715, 796, 703, 718, 701, 678, 691, 723, 649, 740, 702, 732, 812, 687, 774, 648, 771, 722, 727, 665, 784, 622, 736, 796, 753, 692, 744, 765, 768, 687, 715, 785, 747, 674, 786, 812, 799, 706, 699, 789, 721, 646, 743, 794, 776, 714, 766, 758, 776, 783, 759, 675, 761, 764, 726, 722, 802, 743, 710, 677, 812, 793, 662, 702, 725, 798, 750, 651, 756, 708, 770, 780, 793, 808, 758, 770, 780, 710, 717, 719, 776, 709, 785, 720, 738, 767, 753, 665, 773, 770, 652, 795, 737, 798, 691, 786, 664, 723, 716, 739, 718, 717, 786, 716, 694, 680, 723, 804, 753, 739, 748, 700, 800, 790, 664, 788, 756, 798, 763, 694, 671, 771, 722, 695, 738, 757, 795, 760, 622, 727, 748, 790, 647, 660, 681, 674, 713, 780, 783, 677, 747, 797, 707, 651, 759, 714, 740, 814, 687, 659, 726, 663, 769, 753, 789, 765, 756, 786, 627, 633, 701, 797, 808, 699, 671, 681, 757, 728, 765, 796, 800, 678, 797, 795, 744, 807, 687, 798, 725, 771, 689, 781, 783, 758, 694, 641, 762, 681, 749, 731, 668, 668, 825, 713, 694, 774, 796, 766, 656, 750, 699, 699, 797, 801, 646, 718, 692, 704, 703, 747, 782, 674, 731, 688, 700, 801, 698, 710, 662, 739, 714, 700, 797, 724, 752, 678, 744, 723, 650, 712, 809, 709, 776, 694, 653, 720, 787, 805, 714, 802, 696, 802, 659, 792, 686, 656, 767, 744, 672, 718, 762, 785, 727, 676, 645, 778, 742, 801, 770, 739, 790, 729, 686, 718, 694, 657, 706, 818, 784, 737, 776, 796, 706, 754, 712, 706, 620, 733, 671, 798, 809, 629, 741, 654, 768, 825, 802, 814, 632, 800, 773, 625, 738, 723, 635, 789, 775, 679, 787, 663, 637, 670, 749, 748, 722, 724, 679, 718, 713, 674, 711, 788, 730, 707, 704, 699, 768, 682, 649, 689, 693, 779, 783, 786, 686, 623, 695, 779, 644, 801, 775, 798, 727, 674, 777, 749, 715, 736, 656, 741, 744, 718, 785, 793, 788, 681, 705, 727, 759, 804, 790, 689, 755, 626, 653, 781, 769, 804, 804, 801, 781, 798, 690, 805, 622, 721, 798, 796, 699, 809, 714, 637, 724, 681, 799, 785, 719, null, 761, 702, 789, 731, 713, 790, 803, 705, 729, 726, 738, 738, 668, 745, 727, 681, 749, 676, 667, 775, 736, 794, 799, 653, 751, 823, 772, 773, 743, 724, 795, 799, 726, 718, 793, 737, 713, 729, 749, 718, 627, 702, 693, 626, 704, 697, 809, 801, 781, 792, 671, 752, 773, 779, 765, 776, 801, 783, 757, 811, 770, 797, 662, 747, 754, 711, 766, 675, 783, 770, 758, 705, 780, 804, 744, 723, 760, 666, 695, 795, 763, 629, 794, 651, 639, 656, 692, 772, 637, 665, 737, 696, 785, 665, 761, 753, 701, 713, 729, 739, 690, 707, 716, 686, 720, 779, 678, 792, 798, 673, 707, 689, 678, 713, 733, 720, 737, 757, 654, 788, 675, 791, 624, 637, 724, 756, 701, 669, 709, 696, 732, 769, 693, 784, 741, 817, 730, 700, 743, 806, 817, 815, 730, 640, 683, 800, 725, 733, 741, 671, 717, 686, 745, 720, 743, 709, 771, 788, 763, 624, 798, 703, 779, 759, 694, 689, 788, 686, 711, 791, 762, 705, 799, 644, 801, 666, 677, 637, 802, 668, 644, 794, 714, 771, 779, 782, 703, 779, 698, 735, 685, 754, 782, 624, 624, 792, 692, 760, 773, 752, 693, 689, 769, 746, 774, 625, 750, 704, 661, 787, 806, 703, 672, 801, 739, 759, 709, 726, 714, 701, 689, 655, 791, 668, 699, 653, 780, 805 ], "xaxis": "x3", "yaxis": "y3" } ], "layout": { "annotations": [ { "font": {}, "showarrow": false, "text": "seller_name=JPMORGAN CHASE BANK, NATIONAL ASSOCIATION", "x": 0.15666666666666665, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": {}, "showarrow": false, "text": "seller_name=WELLS FARGO BANK, N.A.", "x": 0.49, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": {}, "showarrow": false, "text": "seller_name=QUICKEN LOANS INC.", "x": 0.8233333333333333, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" } ], "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0, "x": 0.5, "y": 1.25 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "FICO Histogram by Lender (January 2017)" }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.3133333333333333 ], "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.3333333333333333, 0.6466666666666666 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis3": { "anchor": "y3", "autorange": true, "domain": [ 0.6666666666666666, 0.98 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 898.9473684210526 ], "title": { "text": "Loan Count" } }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false }, "yaxis3": { "anchor": "x3", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false } } }, "image/png": "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", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now that we've found the right layout and legend parameters, we have what we need to move the legend where we want it:\n", "(lender_fico_hist\n", " # change the layout's location\n", " .update(\n", " layout = dict(\n", " legend = dict(\n", " # pick the x and y coords manually (bounded between [-2,3])\n", " x = 0.5,\n", " y = 1.25\n", " )\n", " )\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After all of that work, howeover, our chart labels still don't look as we'd like. As it turns out, this is one of the areas where the Plotly API, no matter how deep we go in the docstrings, doesn't afford us the flexibility we might want. As such, in order to clean up the labels for both the facets and the color legend, we'll need to transform our starting data slighty--something that is actually quite common when making a custom viz. This just goes to show that **sometimes it is better to transform your data to suit the API, than to force the API to do something it wasn't designed to do.**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
seller_namecscore_minLender
2803JPMORGAN CHASE BANK, NATIONAL ASSOCIATION724.0JPMorgan
3208JPMORGAN CHASE BANK, NATIONAL ASSOCIATION744.0JPMorgan
8514JPMORGAN CHASE BANK, NATIONAL ASSOCIATION695.0JPMorgan
10496JPMORGAN CHASE BANK, NATIONAL ASSOCIATION738.0JPMorgan
10788JPMORGAN CHASE BANK, NATIONAL ASSOCIATION701.0JPMorgan
\n", "
" ], "text/plain": [ " seller_name cscore_min Lender\n", "2803 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 724.0 JPMorgan\n", "3208 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 744.0 JPMorgan\n", "8514 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 695.0 JPMorgan\n", "10496 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 738.0 JPMorgan\n", "10788 JPMORGAN CHASE BANK, NATIONAL ASSOCIATION 701.0 JPMorgan" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# making a copy of our df that we'll use just for the purpose of this viz\n", "vizready_top_3_lender_df = top_3_lenders_jan_origs_df\n", "\n", "# defining a function that we'll apply over our existing df to rename the banks to shorter labels\n", "def big_three_bank_labeler (row):\n", " if row['seller_name'] == 'JPMORGAN CHASE BANK, NATIONAL ASSOCIATION':\n", " return 'JPMorgan'\n", " if row['seller_name'] == 'WELLS FARGO BANK, N.A.':\n", " return 'Wells'\n", " if row['seller_name'] == 'QUICKEN LOANS INC.':\n", " return 'Quicken'\n", "\n", "# applying our custom labeling function\n", "vizready_top_3_lender_df['Lender'] = vizready_top_3_lender_df.apply(big_three_bank_labeler, axis=1)\n", "\n", "# inspecting the results\n", "vizready_top_3_lender_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have transformed our data to suit the constraints of our API, after having throughougly explored the various options and parameters with which we can work, let's dive into the creation of the final viz. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=JPMorgan
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=JPMorgan", "marker": { "color": "#636efa" }, "name": "Lender=JPMorgan", "nbinsx": 100, "offsetgroup": "Lender=JPMorgan", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 724, 744, 695, 738, 701, 775, 784, 733, 806, 746, 648, 808, 747, 793, 806, 759, 725, 774, 814, 706, 739, 703, 801, 732, 651, 803, 710, 704, 695, 689, 798, 749, 763, 793, 799, 785, 741, 809, 761, 742, 752, 786, 715, 792, 804, 682, 767, 771, 714, 774, 750, 784, 778, 679, 796, 763, 721, 768, 792, 787, 783, 769, 805, 723, 777, 720, 715, 725, 813, 717, 690, 795, 795, 781, 774, 697, 777, 786, 797, 808, 787, 724, 739, 799, 779, 801, 823, 688, 700, 793, 778, 772, 808, 784, 755, 679, 818, 738, 801, 680, 784, 787, 785, 792, 754, 706, 792, 763, 781, 789, 732, 763, 776, 724, 762, 716, 779, 704, 811, 796, 701, 763, 682, 673, 803, 753, 808, 683, 794, 775, 805, 789, 788, 723, 724, 697, 772, 806, 724, 701, 763, 756, 650, 775, 774, 768, 666, 779, 713, 790, 662, 765, 701, 732, 737, 765, 787, 732, 766, 766, 788, 800, 776, 805, 761, 751, 773, 801, 708, 780, 807, 795, 630, 785, 804, 771, 787, 760, 760, 744, 699, 778, 754, 631, 780, 749, 758, 770, 815, 759, 810, 694, 744, 737, 760, 788, 807, 813, 769, 745, 693, 797, 768, 794, 697, 663, 725, 759, 792, 789, 724, 771, 769, 754, 773, 760, 753, 783, 788, 749, 804, 812, 791, 779, 630, 782, 771, 669, 749, 754, 789, 800, 783, 808, 722, 804, 661, 709, 798, 808, 777, 762, 708, 792, 725, 757, 808, 735, 716, 718, 755, 778, 801, 801, 712, 769, 720, 808, 773, 787, 714, 690, 792, 721, 791, 790, 780, 690, 793, 791, 738, 819, 701, 761, 668, 770, 767, 716, 809, 680, 805, 818, 814, 803, 762, 762, 806, 783, 707, 689, 780, 813, 755, 708, 816, 737, 653, 777, 789, 805, 786, 773, 793, 694, 757, 800, 710, 780, 804, 760, 770, 728, 707, 807, 811, 811, 797, 817, 775, 805, 735, 778, 784, 740, 747, 787, 793, 796, 779, 700, 815, 783, 738, 744, 749, 739, 770, 805, 813, 805, 773, 763, 734, 775, 817, 759, 773, 740, 668, 809, 700, 727, 774, 797, 781, 686, 811, 714, 779, 788, 774, 796, 765, 706, 669, 773, 806, 773, 747, 683, 732, 772, 808, 762, 669, 746, 726, 786, 778, 779, 804, 713, 793, 641, 784, 770, 694, 645, 789, 788, 790, 708, 700, 770, 749, 811, 804, 784, 728, 781, 751, 758, 793, 686, 798, 770, 813, 703, 691, 762, 792, 783, 778, 748, 800, 775, 723, 681, 689, 757, 788, 791, 797, 810, 700, 784, 758, 809, 812, 706, 787, 755, 726, 693, 772, 703, 793, 718, 715, 762, 783, 711, 806, 757, 777, 720, 740, 707, 762, 790, 762, 665, 777, 713, 718, 725, 756, 714, 800, 813, 792, 804, 684, 766, 736, 795, 814, 756, 774, 775, 714, 726, 702, 810, 722, 782, 743, 765, 742, 764, 780, 802, 681, 788, 752, 702, 680, 738, 647, 783, 788, 780, 775, 708, 802, 761, 719, 725, 763, 677, 754, 751, 796, 686, 792, 738, 746, 792, 772, 804, 790, 795, 809, 811, 760, 673, 748, 745, 765, 748, 728, 775, 695, 802, 755, 741, 641, 744, 734, 810, 657, 704, 811, 784, 768, 810, 810, 671, 802, 683, 697, 796, 784, 717, 778, 715, 776, 723, 778, 746, 766, 783, 771, 774, 734, 806, 765, 782, 787, 730, 814, 775, 784, 796, 750, 691, 769, 750, 811, 744, 792, 663, 776, 702, 624, 815, 708, 742, 787, 744, 760, 779, 790, 703, 664, 792, 814, 724, 782, 701, 753, 668, 765, 769, 780, 743, 812, 797, 781, 719, 776, 758, 806, 776, 762, 817, 810, 812, 683, 753, 731, 806, 660, 655, 718, 799, 750, 803, 788, 791, 790, 728, 778, 750, 803, 759, 785, 817, 798, 784, 776, 779, 764, 829, 765, 776, 801, 811, 726, 689, 741, 707, 677, 736, 770, 754, 777, 794, 664, 761, 775, 719, 681, 776, 786, 661, 745, 756, 759, 743, 776, 759, 777, 764, 787, 722, 630, 776, 687, 783, 788, 774, 760, 808, 777, 798, 751, 802, 731, 757, 762, 804, 718, 719, 745, 760, 698, 789, 728, 811, 804, 809, 793, 786, 809, 747, 806, 803, 769, 707, 743, 804, 740, 695, 709, 747, 750, 793, 704, 743, 762, 781, 753, 771, 779, 786, 771, 757, 769, 752, 778, 817, 790, 625, 711, 762, 760, 769, 749, 790, 688, 823, 784, 665, 728, 719, 679, 777, 786, 717, 797, 695, 768, 718, 693, 793, 714, 776, 717, 727, 764, 778, 802, 765, 795, 769, 745, 670, 776, 818, 803, 744, 759, 678, 784, 812, 672, 785, 787, 777, 731, 780, 642, 804, 748, 751, 777, 719, 759, 770, 746, 725, 760, 804, 750, 802, 752, 729, 707, 712, 750, 803, 800, 705, 755, 766, 684, 710, 713, 809, 711, 779, 751, 753, 795, 782, 809, 796, 660, 797, 814, 767, 741, 700, 792, 723, 712, 752, 780, 803, 799, 764, 761, 736, 756, 803, 793, 726, 799, 746, 788, 802, 742, 756, 680, 682, 807, 791, 789, 639, 726, 801, 782, 810, 727, 723, 777, 716, 633, 752, 761, 780, 780, 699, 778, 791, 808, 800, 758, 809, 675, 787, 744, 746, 802, 774, 797, 751, 756, 802, 758, 774, 686, 761, 789, 804, 788, 756, 778, 798, 735, 772, 743, 799, 661, 798, 807, 778, 783, 791, 750, 751, 760, 759, 718, 739, 790, 720, 692, 781, 786, 813, 743, 699, 790, 794, 707, 793, 736, 785, 761, 726, 660, 771, 741, 797, 795, 735, 795, 690, 787, 794, 682, 804, 743, 791, 763, 712, 787, 808, 692, 804, 694, 784, 689, 795, 718, 711, 776, 744, 740, 810, 779, 811, 801, 744, 712, 703, 786, 762, 729, 780, 720, 662, 759, 758, 666, 815, 784, 719, 705, 779, 788, 749, 766, 797, 661, 721, 775, 740, 711, 812, 685, 682, 791, 711, 661, 684, 741, 793, 747, 801, 766, 787, 770, 819, 798, 719, 822, 720, 751, 745, 801, 806, 776, 756, 736, 721, 787, 741, 650, 772, 799, 716, 741, 709, 807, 800, 780, 759, 804, 781, 778, 816, 800, 689, 814, 805, 664, 800, 750, 789, 740, 773, 818, 696, 772, 817, 799, 808, 778, 685, 789, 767, 775, 775, 701, 775, 797, 790, 777, 760, 714, 728, 800, 782, 715, 690, 750, 779, 759, 749, 768, 636, 757, 801, 703, 753, 801, 779, 756, 822, 710, 818, 692, 774, 750, 713, 804, 808, 718, 725, 776, 697, 761, 714, 781, 695, 797, 790, 648, 795, 700, 771, 705, 778, 812, 789, 754, 755, 790, 695, 785, 751, 794, 751, 763, 763, 770, 788, 797, 729, 805, 800, 737, 707, 767, 711, 769, 803, 747, 755, 809, 711, 749, 711, 792, 770, 727, 766, 803, 706, 734, 787, 810, 734, 801, 756, 693, 799, 733, 743, 801, 765, 770, 688, 679, 736, 696, 804, 761, 704, 791, 790, 812, 820, 706, 749, 755, 814, 724, 703, 711, 773, 766, 760, 785, 774, 677, 781, 781, 774, 788, 657, 737, 783, 774, 753, 743, 820, 780, 695, 780, 778, 774, 799, 776, 797, 785, 769, 657, 813, 788, 782, 785, 739, 815, 775, 743, 757, 804, 745, 681, 743, 778, 799, 680, 769, 754, 774, 799, 788, 765, 772, 714, 689, 751, 750, 724, 631, 689, 735, 767, 671, 807, 802, 727, 755, 720, 809, 814, 628, 746, 806, 768, 755, 681, 797, 775, 758, 715, 804, 804, 780, 771, 729, 776, 762, 795, 804, 796, 771, 809, 781, 720, 760, 731, 741, 745, 766, 710, 786, 793, 762, 729, 813, 722, 697, 792, 763, 773, 744, 802, 727, 688, 787, 781, 789, 786, 725, 743, 763, 731, 804, 790, 776, 747, 755, 712, 751, 708, 725, 780, 722, 661, 722, 799, 718, 783, 802, 780, 801, 762, 819, 712, 741, 733, 800, 753, 800, 733, 762, 798, 779, 731, 783, 698, 749, 725, 739, 682, 746, 725, 771, 797, 722, 758, 823, 800, 770, 817, 776, 801, 796, 723, 804, 727, 791, 763, 700, 768, 768, 745, 699, 795, 796, 714, 753, 778, 735, 695, 798, 783, 804, 746, 773, 696, 806, 804, 718, 696, 786, 792, 801, 792, 803, 790, 709, 802, 752, 743, 774, 733, 802, 786, 785, 753, 745, 781, 777, 777, 623, 802, 777, 808, 734, 726, 784, 804, 679, 790, 790, 700, 768, 782, 778, 794, 743, 716, 741, 756, 809, 715, 794, 770, 786, 706, 748, 783, 738, 772, 777, 708, 813, 772, 807, 737, 676, 753, 814, 801, 808, 749, 745, 800, 807, 783, 793, 816, 729, 816, 726, 787, 797, 781, 711, 800, 792, 791, 808, 706, 801, 762, 722, 797, 776, 701, 711, 715, 745, 697, 644, 771, 795, 786, 789, 781, 770, 784, 761, 736, 777, 745, 709, 792, 703, 745, 802, 818, 788, 743, 759, 771, 784, 802, 709, 751, 802, 796, 757, 683, 744, 755, 784, 703, 797, 774, 787, 811, 750, 800, 784, 707, 787, 782, 765, 774, 792, 779, 714, 739, 809, 710, 746, 796, 745, 726, 805, 744, 817, 753, 687, 787, 749, 810, 678, 773, 785, 791, 775, 799, 784, 710, 709, 785, 727, 690, 703, 781, 732, 781, 763, 796, 721, 791, 776, 741, 773, 701, 810, 804, 804, 802, 698, 710, 760, 679, 782, 792, 754, 811, 788, 716, 789, 755, 735, 783, 800, 732, 806, 810, 752, 692, 704, 662, 725, 734, 770, 749, 712, 793, 789, 729, 742, 692, 719, 799, 750, 718, 683, 795, 772, 733, 793, 813, 752, 762, 813, 785, 748, 745, 711, 753, 785, 804, 803, 796, 770, 767, 791, 672, 751, 710, 755, 775, 706, 789, 813, 787, 767, 753, 761, 763, 681, 790, 727, 748, 797, 769, 773, 776, 781, 771, 718, 800, 784, 786, 797, 794, 809, 791, 700, 752, 772, 775, 739, 747, 717, 707, 682, 799, 762, 776, 688, 694, 696, 700, 794, 737, 820, 768, 786, 776, 747, 788, 695, 721, 809, 682, 728, 699, 703, 724, 745, 780, 749, 812, 801, 775, 770, 737, 700, 793, 782, 703, 769, 729, 785, 771, 740, 791, 727, 801, 803, 716, 775, 756, 768, 749, 718, 743, 654, 798, 654, 726, 773, 803, 749, 719, 790, 802, 806, 771, 725, 682, 708, 805, 799, 701, 720, 808, 782, 755, 802, 765, 727, 808, 798, 718, 750, 798, 750, 666, 783, 807, 808, 776, 816, 772, 780, 737, 778, 715, 785, 795, 775, 755, 708, 790, 808, 775, 737, 721, 798, 707, 726, 799, 726, 711, 762, 666, 808, 736, 762, 804, 743, 801, 800, 767, 680, 724, 806, 672, 775, 777, 723, 794, 783, 740, 734, 729, 684, 789, 775, 766, 726, 780, 773, 762, 762, 787, 691, 809, 794, 772, 767, 784, 779, 817, 738, 763, 755, 695, 747, 661, 812, 753, 777, 624, 767, 766, 809, 798, 755, 749, 756, 776, 703, 789, 624, 745, 801, 729, 696, 796, 683, 744, 746, 777, 701, 774, 721, 817, 776, 731, 794, 730, 739, 823, 808, 693, 674, 741, 686, 773, 714, 753, 752, 801, 727, 780, 720, 786, 787, 707, 748, 755, 758, 716, 818, 794, 819, 744, 715, 782, 765, 755, 809, 767, 808, 809, 759, 729, 799, 673, 800, 759, 708, 774, 722, 729, 771, 820, 802, 784, 637, 754, 765, 788, 770, 798, 795, 771, 727, 738, 736, 727, 733, 787, 726, 772, 699, 767, 764, 789, 739, 759, 800, 802, 784, 810, 806, 731, 746, 771, 711, 804, 808, 747, 793, 768, 792, 740, 727, 789, 760, 806, 794, 788, 725, 779, 774, 726, 764, 740, 800, 786, 665, 790, 734, 739, 682, 812, 800, 767, 765, 744, 684, 756, 794, 782, 737, 738, 761, 746, 819, 808, 719, 725, 752, 711, 810, 673, 812, 804, 774, 778, 801, 797, 774, 810, 751, 704, 755, 749, 733, 780, 680, 713, 793, 816, 719, 801, 814, 794, 776, 809, 803, 794, 712, 765, 771, 809, 756, 792, 803, 811, 809, 787, 776, 783, 804, 763, 773, 795, 770, 800, 721, 791, 776, 775, 769, 801, 725, 694, 726, 716, 778, 772, 797, 793, 779, 778, 729, 641, 798, 729, 808, 777, 759, 813, 741, 809, 795, 807, 738, 722, 753, 775, 790, 709, 772, 790, 779, 741, 770, 790, 793, 754, 785, 789, 647, 741, 731, 786, 753, 783, 793, 816, 693, 764, 807, 768, 720, 699, 740, 767, 769, 790, 790, 803, 798, 697, 795, 722, 757, 757, 795, 814, 802, 772, 766, 808, 808, 635, 744, 689, 729, 694, 724, 798, 780, 768, 812, 763, 759, 703, 791, 780, 663, 785, 717, 801, 718, 797, 716, 798, 760, 755, 801, 707, 762, 750, 726, 776, 762, 792, 802, 809, 814, 800, 742, 798, 813, 726, 784, 765, 800, 746, 700, 790, 802, 765, 790, 697, 817, 781, 720, 777, 675, 714, 776, 781, 734, 801, 706, 692, 666, 761, 734, 792, 762, 778, 755, 704, 765, 798, 802, 801, 762, 775, 709, 781, 790, 767, 719, 779, 690, 776, 686, 716, 798, 664, 799, 793, 779, 706, 807, 669, 810, 797, 761, 802, 807, 774, 783, 799, 722, 758, 703, 749, 726, 800, 758, 769, 749, 817, 792, 773, 799, 636, 773, 795, 800, 767, 750, 797, 780, 788, 717, 811, 708, 718, 704, 671, 797, 802, 691, 800, 734, 770, 788, 776, 793, 779, 744, 813, 800, 769, 768, 752, 761, 808, 704, 706, 786, 733, 707, 807, 732, 689, 783, 683, 793, 802, 749, 782, 706, 778, 798, 790, 724, 781, 717, 745, 813, 778, 702, 735, 714, 758, 790, 759, 780, 764, 693, 798, 714, 804, 818, 739, 803, 809, 766, 789, 694, 802, 646, 693, 743, 776, 749, 808, 758, 735, 807, 748, 769, 756, 812, 793, 802, 705, 769, 688, 751, 801, 783, 787, 808, 753, 736, 702, 746, 628, 705, 746, 754, 684, 811, 772, 791, 716, 808, 699, 682, 779, 745, 802, 791, 717, 761, 755, 647, 772, 817, 708, 804, 815, 801, 813, 702, 797, 719, 813, 734, 800, 796, 796, 761, 805, 688, 798, 747, 809, 750, 769, 778, 726, 788, 781, 740, 765, 728, 779, 674, 703, 775, 726, 693, 763, 754, 759, 765, 733, 724, 716, 798, 773, 699, 739, 698, 696, 772, 764, 797, 686, 713, 701, 665, 719, 798, 768, 811, 690, 729, 709, 766, 735, 798, 819, 779, 779, 712, 716, 693, 794, 785, 726, 697, 808, 770, 710, 776, 779, 736, 740, 731, 791, 715, 774, 810, 782, 731, 798, 792, 774, 808, 761, 764, 793, 621, 748, 820, 808, 771, 796, 684, 741, 739, 800, 783, 730, 794, 769, 651, 809, 756, 784, 798, 783, 739, 775, 735, 794, 763, 701, 791, 744, 774, 736, 774, 810, 671, 788, 764, 812, 788, 802, 738, 803, 697, 790, 785, 771, 791, 773, 763, 744, 689, 787, 793, 737, 806, 749, 805, 771, 719, 685, 730, 745, 707, 778, 748, 757, 798, 796, 795, 798, 685, 779, 790, 751, 731, 776, 719, 795, 762, 783, 737, 778, 807, 743, 787, 675, 786, 798, 738, 805, 788, 778, 662, 798, 689, 805, 755, 815, 786, 786, 712, 801, 766, 757, 799, 739, 696, 743, 677, 733, 815, 804, 773, 764, 684, 665, 674, 686, 688, 793, 793, 799, 700, 818, 734, 768, 786, 677, 796, 776, 760, 803, 690, 708, 795, 801, 699, 717, 810, 669, 686, 788, 786, 744, 770, 775, 760, 784, 806, 792, 762, 787, 701, 774, 799, 726, 783, 720, 767, 740, 797, 786, 715, 791, 783, 773, 778, 783, 805, 765, 787, 743, 661, 806, 729, 727, 749, 692, 753, 744, 698, 802, 688, 806, 715, 700, 759, 785, 791, 779, 802, 756, 686, 712, 789, 690, 782, 711, 701, 774, 798, 761, 800, 794, 639, 769, 767, 779, 804, 734, 736, 812, 713, 752, 707, 813, 747, 723, 813, 801, 666, 758, 726, 757, 802, 745, 771, 777, 800, 785, 756, 687, 806, 798, 804, 784, 734, 755, 751, 796, 818, 754, 748, 695, 729, 758, 639, 768, 732, 710, 775, 794, 782, 780, 791, 812, 720, 774, 776, 677, 791, 778, 782, 789, 702, 790, 755, 767, 805, 799, 752, 783, 808, 758, 779, 816, 805, 781, 797, 731, 754, 779, 657, 707, 808, 754, 789, 770, 810, 757, 681, 809, 749, 758, 765, 764, 789, 761, 807, 814, 717, 681, 732, 799, 765, 748, 707, 763, 778, 816, 803, 783, 802, 782, 793, 680, 787, 814, 815, 786, 773, 745, 795, 773, 825, 750, 787, 793, 772, 800, 810, 733, 763, 781, 765, 774, 750, 804, 780, 632, 738, 788, 774, 760, 777, 801, 767, 719, 793, 787, 752, 683, 756, 774, 794, 794, 738, 736, 728, 759, 756, 663, 718, 707, 802, 815, 681, 804, 772, 819, 747, 797, 714, 753, 742, 749, 720, 782, 692, 804, 739, 792, 726, 752, 677, 805, 727, 790, 759, 735, 800, 798, 722, 767, 752, 778, 771, 808, 756, 701, 623, 802, 711, 815, 637, 708, 628, 660, 782, 780, 799, 760, 794, 773, 794, 730, 737, 771, 687, 782, 683, 726, 740, 732, 763, 737, 648, 707, 806, 756, 780, 803, 746, 759, 808, 792, 801, 736, 729, 718, 720, 796, 751, 734, 778, 769, 733, 767, 724, 746, 801, 735, 729, 798, 715, 759, 666, 756, 664, 816, 706, 804, 803, 787, 806, 715, 815, 721, 647, 664, 723, 748, 709, 695, 709, 799, 671, 774, 796, 782, 807, 791, 802, 791, 788, 719, 799, 723, 814, 719, 800, 782, 780, 779, 777, 704, 727, 809, 820, 751, 669, 803, 735, 750, 798, 719, 741, 798, 814, 786, 750, 778, 711, 761, 792, 814, 748, 719, 765, 770, 805, 710, 802, 810, 809, 744, 765, 740, 791, 702, 772, 762, 808, 713, 804, 722, 801, 801, 726, 808, 765, 816, 738, 770, 758, 751, 793, 759, 792, 721, 757, 710, 788, 800, 797, 797, 732, 804, 814, 765, 739, 799, 741, 791, 780, 766, 753, 813, 784, 751, 709, 808, 750, 752, 694, 767, 661, 786, 672, 774, 757, 785, 801, 781, 669, 762, 728, 757, 684, 816, 793, 716, 761, 794, 801, 742, 811, 720, 812, 804, 792, 672, 781, 686, 764, 743, 680, 733, 794, 801, 729, 757, 800, 751, 720, 816, 809, 801, 695, 793, 829, 801, 782, 781, 781, 812, 812, 710, 764, 798, 749, 721, 778, 755, 788, 773, 773, 774, 801, 774, 722, 777, 808, 696, 813, 673, 775, 763, 724, 646, 810, 758, 715, 713, 757, 809, 761, 785, 730, 701, 793, 812, 715, 742, 759, 717, 806, 721, 802, 760, 678, 793, 770, 770, 794, 663, 785, 777, 748, 778, 792, 801, 778, 768, 801, 744, 764, 710, 758, 796, 806, 782, 713, 759, 726, 725, 774, 716, 652, 811, 768, 733, 802, 734, 744, 787, 814, 783, 785, 793, 739, 744, 742, 747, 741, 720, 671, 766, 768, 799, 773, 785, 742, 768, 790, 656, 809, 758, 780, 754, 800, 725, 768, 690, 763, 767, 716, 812, 770, 792, 802, 810, 706, 745, 726, 773, 703, 793, 785, 797, 767, 740, 778, 811, 767, 752, 799, 782, 759, 720, 781, 670, 779, 721, 705, 732, 791, 788, 757, 797, 729, 819, 726, 778, 782, 769, 710, 789, 703, 720, 760, 758, 787, 808, 763, 799, 711, 741, 812, 769, 776, 793, 751, 774, 808, 757, 756, 778, 769, 790, 654, 807, 764, 686, 797, 712, 761, 751, 726, 727, 729, 808, 717, 781, 766, 808, 782, 790, 792, 809, 754, 759, 800, 790, 785, 720, 796, 797, 706, 799, 770, 744, 778, 641, 799, 756, 811, 702, 690, 812, 691, 796, 774, 767, 796, 731, 737, 724, 779, 766, 770, 753, 800, 788, 750, 739, 745, 787, 803, 803, 689, 764, 686, 758, 755, 810, 724, 700, 768, 772, 776, 741, 697, 805, 779, 805, 801, 748, 809, 775, 768, 711, 754, 685, 812, 803, 782, 780, 791, 791, 788, 817, 775, 703, 728, 763, 653, 811, 721, 676, 768, 790, 747, 770, 796, 808, 705, 708, 759, 803, 716, 761, 698, 789, 726, 783, 767, 796, 810, 736, 817, 740, 773, 652, 758, 777, 739, 808, 775, 808, 732, 701, 722, 823, 714, 779, 814, 755, 782, 761, 689, 693, 737, 738, 742, 767, 735, 764, 789, 806, 812, 796, 762, 625, 725, 815, 747, 789, 777, 753, 731, 666, 806, 766, 809, 785, 817, 807, 807, 755, 709, 765, 667, 816, 809, 768, 779, 787, 702, 790, 802, 728, 778, 675, 744, 777, 750, 776, 820, 740, 754, 776, 708, 681, 664, 819, 760, 690, 704, 701, 801, 811, 684, 782, 702, 767, 763, 789, 812, 642, 809, 756, 810, 747, 766, 681, 788, 743, 679, 714, 695, 761, 798, 807, 801, 793, 790, 753, 788, 699, 717, 775, 776, 757, 768, 661, 766, 798, 789, 755, 793, 806, 762, 726, 726, 727, 800, 797, 765, 812, 728, 782, 777, 807, 751, 672, 707, 685, 693, 718, 721, 740, 718, 703, 706, 764, 694, 784, 808, 763, 809, 684, 778, 724, 809, 721, 739, 784, 707, 801, 739, 739, 640, 763, 764, 732, 751, 791, 686, 704, 766, 809, 767, 746, 754, 747, 740, 742, 808, 759, 742, 744, 690, 756, 809, 781, 740, 769, 798, 793, 780, 751, 800, 753, 702, 753, 729, 738, 802, 803, 794, 778, 801, 802, 748, 793, 772, 647, 740, 777, 744, 729, 759, 739, 798, 785, 796, 800, 755, 753, 774, 765, 815, 786, 705, 795, 809, 778, 810, 815, 739, 803, 793, 777, 739, 737, 733, 714, 785, 771, 774, 743, 718, 695, 766, 750, 772, 657, 724, 716, 796, 685, 753, 760, 764, 681, 759, 796, 792, 793, 766, 809, 733, 767, 730, 722, 733, 789, 773, 806, 822, 814, 812, 817, 771, 712, 743, 744, 797, 761, 756, 698, 734, 744, 715, 770, 688, 791, 802, 774, 795, 809, 694, 808, 789, 747, 806, 779, 803, 787, 658, 774, 792, 699, 741, 778, 797, 802, 669, 731, 624, 731, 737, 735, 741, 792, 754, 761, 702, 761, 810, 787, 698, 704, 812, 703, 674, 770, 742, 807, 780, 808, 775, 692, 742, 782, 776, 713, 686, 819, 751, 735, 797, 675, 717, 747, 703, 817, 669, 760, 764, 750, 663, 767, 782, 780, 792, 773, 724, 785, 793, 689, 711, 719, 762, 747, 754, 794, 781, 808, 699, 799, 794, 727, 746, 816, 728, 721, 714, 788, 760, 749, 814, 775, 784, 755, 790, 810, 800, 761, 735, 713, 788, 790, 744, 807, 714, 748, 810, 768, 714, 734, 774, 808, 705, 783, 714, 758, 780, 731, 780, 774, 770, 775, 720, 728, 780, 787, 677, 730, 668, 732, 753, 755, 791, 768, 699, 721, 773, 775, 803, 705, 798, 806, 702, 809, 674, 739, 804, 798, 794, 797, 742, 697, 702, 668, 776, 777, 768, 688, 713, 772, 761, 808, 805, 809, 778, 774, 702, 807, 808, 798, 811, 759, 763, 749, 714, 764, 794, 772, 713, 814, 707, 812, 739, 798, 767, 761, 764, 784, 739, 755, 774, 768, 753, 815, 796, 794, 787, 802, 799, 756, 737, 735, 786, 787, 741, 662, 755, 686, 753, 800, 810, 778, 786, 784, 758, 805, 801, 766, 685, 780, 752, 796, 793, 708, 760, 815, 760, 810, 726, 713, 711, 786, 738, 785, 788, 756, 808, 729, 778, 670, 719, 711, 705, 806, 797, 805, 724, 776, 678, 750, 759, 704, 812, 734, 743, 749, 796, 801, 700, 768, 663, 771, 721, 695, 787, 791, 770, 806, 755, 751, 769, 802, 795, 684, 742, 780, 771, 748, 785, 787, 805, 745, 782, 728, 757, 725, 722, 736, 683, 789, 757, 803, 790, 781, 740, 759, 779, 709, 774, 725, 797, 782, 748, 731, 776, 762, 708, 809, 789, 788, 744, 700, 763, 737, 682, 772, 778, 767, 731, 788, 754, 774, 693, 798, 675, 664, 775, 800, 759, 793, 803, 724, 777, 806, 797, 745, 783, 816, 777, 794, 727, 694, 746, 803, 789, 789, 774, 672, 786, 766, 733, 674, 755, 761, 804, 809, 708, 756, 798, 747, 793, 715, 805, 780, 776, 745, 695, 738, 815, 772, 823, 780, 820, 772, 812, 780, 763, 736, 740, 799, 758, 768, 807, 753, 777, 805, 797, 777, 686, 707, 698, 806, 654, 795, 732, 810, 782, 772, 746, 744, 784, 788, 804, 784, 773, 802, 776, 705, 782, 803, 729, 714, 791, 656, 709, 765, 771, 775, 795, 801, 819, 776, 666, 758, 685, 785, 796, 663, 795, 782, 685, 802, 779, 726, 713, 700, 781, 773, 773, 753, 750, 666, 788, 784, 661, 793, 769, 744, 773, 753, 779, 715, 806, 716, 697, 804, 782, 760, 793, 714, 685, 779, 738, 714, 713, 673, 805, 772, 800, 815, 721, 727, 771, 785, 796, 811, 750, 693, 774, 763, 696, 751, 737, 807, 742, 781, 703, 785, 798, 762, 760, 787, 782, 797, 677, 755, 769, 795, 768, 726, 682, 746, 787, 740, 783, 677, 762, 820, 712, 742, 787, 760, 704, 685, 687, 786, 707, 699, 774, 810, 708, 769, 765, 765, 718, 769, 768, 746, 690, 781, 805, 672, 782, 666, 780, 718, 810, 744, 670, 700, 747, 753, 803, 789, 691, 752, 682, 715, 801, 716, 686, 797, 700, 773, 790, 772, 709, 762, 742, 783, 707, 771, 758, 748, 690, 791, 720, 770, 798, 660, 739, 791, 755, 756, 780, 767, 758, 639, 772, 769, 702, 802, 812, 786, 716, 797, 752, 753, 669, 702, 692, 785, 793, 663, 749, 777, 808, 765, 808, 755, 782, 817, 768, 694, 804, 737, 803, 791, 741, 772, 778, 714, 759, 815, 701, 806, 820, 776, 764, 784, 769, 713, 776, 779, 739, 778, 667, 782, 801, 799, 704, 785, 768, 794, 734, 811, 809, 801, 734, 793, 721, 795, 801, 798, 795, 734, 753, 781, 766, 813, 786, 793, 783, 693, 811, 808, 790, 794, 797, 688, 753, 733, 808, 739, 754, 788, 638, 657, 737, 750, 808, 787, 798, 777, 777, 767, 796, 771, 743, 787, 805, 689, 808, 773, 680, 774, 799, 798, 782, 669, 762, 679, 672, 745, 813, 758, 776, 751, 789, 687, 742, 662, 792, 789, 685, 786, 713, 782, 764, 800, 718, 751, 759, 685, 766, 682, 752, 792, 800, 675, 774, 750, 769, 709, 756, 764, 721, 816, 812, 766, 720, 777, 755, 791, 707, 775, 768, 738, 801, 797, 727, 776, 696, 790, 788, 747, 816, 780, 792, 765, 726, 750, 758, 732, 778, 766, 804, 748, 793, 688, 724, 688, 774, 717, 750, 787, 646, 798, 760, 698, 749, 709, 758, 781, 714, 728, 771, 755, 646, 804, 692, 758, 692, 771, 752, 805, 790, 797, 765, 774, 707, 820, 697, 777, 776, 768, 745, 770, 800, 654, 754, 781, 731, 791, 732, 661, 789, 717, 748, 772, 795, 692, 755, 802, 806, 723, 774, 804, 759, 800, 746, 691, 697, 793, 800, 743, 809, 797, 751, 690, 703, 724, 790, 754, 790, 740, 787, 721, 688, 797, 812, 698, 768, 780, 751, 817, 769, 780, 782, 803, 801, 761, 698, 768, 804, 817, 773, 802, 671, 821, 722, 786, 817, 786, 683, 725, 695, 792, 715, 773, 777, 810, 694, 737, 795, 683, 786, 804, 765, 777, 707, 794, 760, 734, 659, 787, 795, 761, 793, 706, 766, 735, 791, 692, 647, 718, 756, 756, 712, 769, 806, 768, 792, 671, 799, 676, 789, 768, 787, 766, 644, 715, 748, 735, 761, 808, 703, 778, 792, 798, 787, 751, 675, 800, 780, 798, 792, 779, 738, 809, 676, 789, 793, 782, 751, 741, 809, 746, 723 ], "xaxis": "x", "yaxis": "y" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=Wells
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=Wells", "marker": { "color": "#EF553B" }, "name": "Lender=Wells", "nbinsx": 100, "offsetgroup": "Lender=Wells", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 815, 739, 798, 783, 769, 657, 727, 794, 725, 683, 798, 741, 719, 795, 766, 749, 790, 807, 697, 774, 733, 728, 804, 728, 676, 666, 696, 733, 649, 804, 805, 794, 802, 711, 773, 711, 679, 707, 806, 745, 793, 688, 782, 764, 771, 793, 764, 692, 788, 802, 779, 738, 763, 762, 813, 761, 795, 808, 720, 683, 742, 641, 815, 708, 801, 654, 780, 726, 737, 813, 766, 681, 700, 727, 758, 814, 653, 767, 795, 791, 791, 809, 794, 729, 756, 725, 775, 662, 793, 798, 755, 742, 718, 792, 795, 796, 738, 781, 797, 783, 687, 814, 789, 711, 806, 713, 709, 783, 647, 800, 770, 729, 736, 760, 781, 682, 809, 753, 765, 711, 628, 756, 777, 660, 763, 797, 777, 787, 778, 738, 745, 781, 784, 700, 763, 766, 736, 777, 794, 774, 785, 676, 718, 725, 742, 750, 641, 776, 735, 679, 668, 635, 783, 710, 800, 711, 788, 803, 800, 700, 691, 756, 663, 752, 786, 799, 810, 728, 789, 733, 793, 756, 744, 799, 813, 700, 670, 685, 721, 741, 642, 696, 776, 773, 811, 699, 680, 666, 731, 751, 802, 791, 715, 749, 793, 662, 773, 790, 777, 685, 794, 740, 794, 783, 735, 710, 767, 746, 702, 746, 786, 705, 808, 714, 787, 787, 731, 798, 678, 722, 811, 695, 808, 803, 788, 679, 755, 802, 664, 774, 694, 789, 684, 742, 802, 802, 711, 783, 799, 763, 774, 804, 796, 702, 756, 774, 808, 724, 787, 789, 789, 815, 631, 770, 772, 696, 744, 751, 630, 706, 686, 754, 713, 732, 702, 682, 683, 662, 785, 733, 793, 768, 796, 771, 668, 737, 687, 790, 741, 790, 731, 735, 722, 731, 724, 797, 759, 736, 710, 633, 784, 632, 787, 674, 796, 771, 811, 778, 764, 783, 773, 781, 763, 699, 810, 757, 802, 799, 667, 742, 752, 668, 725, 710, 778, 741, 667, 813, 696, 693, 754, 819, 678, 800, 671, 742, 744, 725, 654, 667, 711, 692, 752, 738, 636, 769, 680, 659, 796, 771, 731, 723, 705, 723, 766, 809, 774, 795, 765, 753, 726, 647, 733, 813, 734, 672, 691, 628, 750, 728, 787, 661, 761, 702, 796, 791, 785, 736, 802, 813, 746, 773, 801, 795, 811, 805, 765, 796, 783, 710, 656, 740, 780, 690, 778, 763, 799, 773, 706, 782, 645, 723, 764, 783, 800, 772, 770, 756, 629, 768, 790, 718, 738, 812, 770, 756, 751, 799, 712, 793, 790, 808, 791, 695, 789, 790, 661, 773, 768, 653, 810, 706, 762, 730, 797, 788, 710, 814, 798, 733, 797, 713, 764, 645, 798, 641, 793, 781, 663, 798, 800, 664, 722, 809, 810, 770, 777, 801, 717, 723, 735, 806, 717, 701, 687, 718, 807, 765, 781, 762, 809, 750, 753, 642, 708, 812, 729, 628, 688, 797, 669, 649, 686, 736, 786, 724, 768, 813, 789, 631, 784, 799, 795, 797, 690, 779, 784, 682, 717, 818, 773, 804, 694, 693, 761, 781, 782, 815, 701, 713, 712, 737, 787, 694, 800, 727, 808, 811, 720, 707, 763, 727, 766, 779, 677, 706, 757, 740, 796, 798, 759, 754, 781, 746, 765, 733, 736, 696, 796, 693, 733, 745, 682, 791, 732, 737, 795, 800, 727, 653, 727, 697, 726, 751, 791, 739, 774, 792, 689, 779, 744, 781, 801, 805, 800, 717, 808, 679, 721, 793, 709, 669, 631, 753, 689, 718, 762, 720, 806, 789, 671, 788, 774, 627, 758, 713, 749, 702, 822, 693, 724, 750, 726, 747, 741, 782, 672, 791, 718, 766, 786, 666, 790, 736, 786, 739, 796, 770, 701, 665, 706, 701, 759, 791, 692, 758, 709, 783, 802, 791, 793, 727, 694, 724, 729, 741, 790, 801, 715, 723, 716, 670, 667, 694, 680, 793, 734, 749, 776, 748, 775, 760, 787, 743, 704, 715, 787, 701, 658, 694, 703, 762, 694, 785, 648, 762, 709, 727, 723, 797, 697, 777, 811, 720, 656, 677, 722, 726, 792, 773, 698, 724, 683, 751, 786, 799, 768, 790, 809, 777, 700, 781, 748, 759, 688, 802, 779, 735, 807, 721, 632, 781, 750, 802, 721, 780, 718, 737, 711, 800, 744, 746, 785, 693, 795, 767, 683, 714, 756, 779, 777, 767, 789, 735, 778, 732, 786, 675, 711, 625, 788, 766, 764, 666, 790, 774, 724, 799, 698, 788, 648, 777, 722, 687, 762, 808, 756, 750, 749, 704, 757, 748, 789, 688, 794, 797, 722, 800, 796, 624, 704, 710, 683, 683, 780, 743, 662, 670, 701, 787, 750, 788, 750, 729, 677, 735, 704, 773, 751, 716, 804, 810, 710, 797, 696, 676, 782, 786, 651, 761, 799, 801, 750, 779, 740, 798, 770, 641, 736, 746, 716, 637, 806, 744, 653, 794, 647, 752, 733, 658, 744, 701, 694, 790, 680, 809, 715, 761, 768, 661, 799, 778, 810, 649, 765, 693, 630, 773, 738, 766, 757, 804, 731, 729, 694, 767, 728, 803, 727, 774, 720, 620, 668, 627, 650, 751, 800, 744, 733, 788, 746, 792, 745, 641, 772, 734, 732, 783, 703, 799, 782, 782, 744, 795, 776, 704, 643, 670, 765, 763, 796, 682, 698, 756, 729, 791, 690, 780, 748, 777, 797, 726, 743, 740, 732, 703, 821, 668, 724, 645, 764, 653, 767, 756, 690, 741, 703, 794, 800, 777, 804, 766, 796, 705, 804, 676, 809, 783, 763, 744, 732, 653, 764, 727, 662, 796, 766, 711, 807, 747, 700, 783, 747, 756, 790, 647, 812, 781, 784, 626, 666, 693, 801, 762, 810, 785, 759, 784, 705, 750, 716, 801, 712, 756, 765, 785, 757, 657, 794, 754, 640, 809, 750, 730, 745, 790, 793, 708, 620, 773, 797, 783, 784, 796, 754, 795, 709, 808, 788, 807, 650, 771, 701, 771, 808, 751, 770, 793, 757, 696, 779, 792, 703, 719, 701, 816, 662, 812, 685, 679, 756, 722, 757, 792, 772, 725, 758, 741, 649, 733, 741, 728, 767, 703, 722, 746, 800, 703, 625, 737, 706, 791, 779, 751, 758, 802, 713, 779, 809, 695, 731, 790, 716, 768, 745, 787, 713, 804, 717, 769, 741, 795, 800, 749, 741, 756, 709, 771, 778, 783, 698, 761, 787, 733, 804, 754, 789, 772, 763, 808, 792, 743, 704, 703, 661, 674, 806, 765, 799, 656, 778, 755, 794, 650, 773, 751, 785, 671, 649, 689, 724, 753, 791, 711, 790, 698, 819, 792, 704, 758, 754, 781, 791, 735, 812, 798, 641, 788, 727, 663, 800, 784, 806, 696, 779, 812, 713, 725, 777, 706, 781, 807, 778, 743, 729, 798, 730, 806, 713, 785, 747, 760, 776, 797, 769, 793, 747, 764, 807, 623, 645, 708, 771, 813, 712, 817, 713, 690, 771, 770, 805, 755, 787, 759, 798, 669, 796, 814, 749, 777, 758, 778, 772, 711, 806, 714, 693, 655, 691, 735, 622, 784, 802, 749, 755, 734, 699, 810, 753, 759, 719, 698, 778, 791, 772, 803, 788, 798, 689, 775, 753, 736, 695, 708, 746, 758, 738, 797, 725, 790, 750, 752, 736, 721, 683, 673, 659, 728, 790, 637, 643, 792, 722, 800, 789, 798, 737, 817, 780, 789, 759, 750, 752, 768, 776, 655, 804, 798, 800, 789, 799, 687, 782, 818, 811, 808, 720, 628, 694, 787, 759, 772, 812, 687, 791, 712, 786, 812, 775, 720, 738, 792, 722, 693, 698, 707, 750, 808, 740, 684, 735, 695, 663, 762, 751, 763, 711, 791, 643, 693, 710, 747, 799, 672, 803, 707, 720, 685, 780, 772, 759, 799, 707, 796, 781, 804, 696, 789, 712, 803, 778, 791, 749, 781, 667, 748, 671, 770, 787, 798, 814, 766, 762, 756, 801, 693, 647, 800, 782, 690, 762, 709, 690, 759, 715, 728, 666, 802, 750, 721, 806, 631, 630, 771, 770, 724, 768, 725, 811, 795, 766, 816, 752, 772, 806, 727, 620, 754, 781, 630, 653, 745, 781, 693, 734, 705, 763, 715, 757, 794, 770, 784, 755, 741, 789, 731, 744, 731, 716, 795, 691, 728, 752, 672, 755, 732, 764, 772, 773, 776, 736, 792, 813, 746, 777, 760, 792, 756, 716, 801, 778, 689, 726, 767, 756, 733, 816, 680, 798, 783, 770, 713, 777, 787, 699, 795, 815, 802, 796, 785, 653, 789, 686, 750, 722, 740, 760, 746, 663, 762, 807, 728, 726, 758, 796, 738, 773, 680, 744, 797, 708, 741, 791, 754, 730, 801, 771, 766, 641, 725, 798, 717, 787, 790, 790, 712, 663, 705, 806, 722, 774, 759, 816, 778, 809, 793, 710, 727, 749, 762, 783, 725, 760, 781, 760, 786, 642, 646, 725, 677, 738, 682, 729, 801, 770, 775, 725, 793, 787, 757, 810, 689, 706, 727, 767, 809, 653, 732, 733, 789, 764, 723, 765, 715, 805, 724, 651, 629, 686, 773, 751, 661, 718, 620, 809, 778, 726, 676, 718, 713, 785, 708, 754, 758, 784, 801, 805, 797, 755, 787, 656, 785, 719, 776, 782, 693, 803, 699, 811, 704, 757, 790, 772, 678, 684, 732, 790, 762, 705, 784, 760, 792, 699, 812, 816, 769, 775, 689, 688, 735, 789, 711, 773, 773, 737, 703, 782, 736, 760, 781, 805, 636, 745, 738, 736, 679, 677, 807, 745, 761, 674, 763, 721, 741, 754, 658, 637, 783, 672, 797, 784, 761, 647, 725, 769, 704, 731, 793, 713, 686, 719, 733, 677, 743, 801, 798, 775, 758, 797, 738, 688, 798, 794, 808, 798, 739, 773, 790, 630, 749, 750, 664, 641, 787, 733, 637, 779, 696, 746, 723, 777, 771, 688, 706, 722, 651, 701, 701, 659, 809, 793, 820, 739, 743, 743, 730, 797, 723, 787, 801, 763, 740, 657, 777, 748, 729, 750, 767, 747, 739, 795, 804, 671, 750, 754, 794, 714, 782, 783, 759, 705, 724, 718, 721, 762, 804, 778, 793, 766, 753, 713, 737, 718, 780, 802, 620, 784, 716, 779, 776, 746, 776, 782, 741, 668, 716, 624, 765, 801, 746, 778, 770, 791, 764, 656, 650, 685, 780, 702, 763, 811, 753, 797, 759, 793, 771, 792, 766, 731, 779, 799, 779, 709, 661, 757, 792, 803, 756, 746, 772, 779, 816, 813, 734, 755, 774, 746, 780, 695, 750, 793, 659, 785, 770, 703, 662, 791, 776, 793, 704, 740, 723, 718, 771, 816, 770, 807, 662, 711, 753, 728, 812, 665, 755, 798, 731, 724, 807, 728, 675, 789, 702, 770, 781, 788, 643, 785, 686, 682, 793, 767, 728, 784, 722, 812, 695, 715, 808, 804, 784, 787, 723, 740, 638, 760, 803, 658, 754, 732, 810, 785, 706, 722, 778, 713, 728, 778, 747, 815, 750, 635, 747, 740, 626, 715, 802, 809, 699, 730, 779, 720, 764, 767, 802, 801, 741, 729, 719, 750, 777, 793, 799, 728, 756, 694, 720, 692, 741, 727, 813, 743, 746, 644, 682, 658, 816, 748, 769, 754, 682, 654, 752, 638, 701, 788, 724, 793, 740, 806, 748, 775, 704, 779, 797, 768, 761, 776, 684, 674, 800, 728, 728, 812, 803, 795, 808, 769, 786, 729, 730, 750, 756, 779, 807, 713, 789, 772, 768, 804, 760, 670, 751, 728, 739, 806, 734, 787, 783, 724, 701, 638, 790, 701, 750, 746, 825, 721, 724, 716, 804, 687, 777, 707, 730, 775, 757, 722, 800, 726, 781, 711, 765, 700, 748, 746, 629, 724, 758, 727, 732, 792, 657, 751, 768, 680, 768, 813, 775, 808, 785, 792, 721, 773, 739, 786, 734, 678, 747, 633, 742, 820, 741, 805, 705, 775, 734, 761, 755, 732, 650, 743, 803, 765, 789, 780, 770, 683, 801, 638, 814, 775, 670, 733, 744, 765, 795, 764, 813, 818, 753, 738, 811, 789, 759, 640, 767, 813, 745, 787, 803, 784, 817, 756, 629, 749, 666, 725, 653, 738, 758, 714, 754, 728, 781, 802, 748, 751, 686, 788, 774, 738, 752, 798, 802, 774, 759, 751, 756, 676, 769, 751, 764, 778, 670, 794, 763, 772, 700, 720, 749, 775, 801, 806, 745, 779, 634, 738, 773, 687, 786, 726, 743, 775, 735, 685, 793, 738, 770, 790, 703, 729, 631, 656, 741, 765, 736, 817, 710, 784, 719, 696, 801, 756, 781, 781, 808, 621, 766, 715, 808, 776, 772, 742, 817, 784, 682, 710, 698, 697, 759, 635, 620, 770, 729, 700, 737, 684, 791, 788, 799, 776, 749, 777, 780, 766, 739, 736, 788, 762, 723, 720, 763, 744, 785, 706, 653, 778, 728, 699, 782, 729, 726, 769, 792, 803, 717, 726, 740, 774, 750, 703, 773, 682, 717, 693, 774, 644, 620, 692, 795, 741, 735, 809, 773, 714, 691, 798, 708, 733, 717, 670, 778, 710, 654, 689, 709, 808, 816, 725, 655, 691, 745, 809, 792, 745, 740, 759, 740, 773, 773, 685, 774, 700, 787, 790, 764, 663, 797, 717, 727, 671, 799, 796, 760, 778, 781, 669, 699, 780, 729, 777, 721, 798, 758, 801, 737, 703, 717, 729, 774, 713, 802, 806, 740, 717, 693, 668, 787, 819, 678, 728, 761, 693, 788, 814, 792, 703, 667, 742, 667, 717, 715, 682, 782, 764, 777, 681, 651, 727, 751, 754, 782, 777, 776, 809, 764, 756, 787, 764, 703, 788, 712, 680, 731, 771, 737, 757, 815, 728, 791, 770, 801, 784, 738, 761, 731, 755, 711, 713, 712, 773, 809, 788, 798, 623, 689, 770, 744, 769, 723, 744, 789, 801, 739, 812, 777, 665, 755, 702, 640, 800, 703, 766, 773, 701, 785, 786, 696, 737, 809, 742, 700, 799, 755, 787, 807, 664, 680, 737, 801, 786, 660, 791, 719, 788, 787, 811, 667, 786, 784, 770, 769, 788, 807, 782, 734, 803, 808, 809, 679, 784, 789, 678, 720, 638, 741, 737, 806, 734, 802, 786, 748, 703, 682, 711, 790, 726, 679, 682, 811, 684, 802, 793, 730, 752, 774, 720, 755, 736, 752, 808, 722, 703, 643, 698, 643, 816, 810, 793, 736, 772, 656, 800, 711, 687, 784, 787, 793, 772, 770, 639, 792, 763, 745, 770, 797, 771, 724, 723, 797, 709, 777, 762, 778, 691, 787, 728, 762, 798, 764, 749, 796, 795, 780, 712, 786, 735, 747, 802, 680, 762, 690, 753, 724, 685, 790, 775, 688, 783, 749, 794, 752, 796, 691, 818, 667, 812, 772, 729, 818, 735, 701, 668, 664, 739, 804, 682, 707, 765, 718, 738, 734, 750, 779, 761, 725, 705, 696, 716, 818, 772, 777, 776, 755, 684, 631, 791, 678, 708, 740, 695, 779, 661, 712, 717, 686, 663, 630, 633, 802, 756, 755, 696, 785, 787, 789, 794, 767, 817, 633, 816, 704, 769, 713, 769, 778, 758, 735, 760, 803, 775, 766, 797, 772, 790, 725, 808, 756, 781, 698, 757, 795, 772, 641, 738, 803, 717, 790, 791, 637, 711, 726, 799, 657, 786, 770, 625, 738, 738, 796, 814, 715, 660, 706, 788, 760, 799, 756, 799, 750, 630, 752, 796, 788, 794, 725, 764, 725, 726, 810, 779, 751, 774, 793, 801, 670, 644, 802, 801, 790, 717, 786, 726, 756, 680, 729, 703, 757, 712, 738, 781, 724, 649, 642, 759, 764, 732, 810, 626, 781, 774, 710, 691, 790, 784, 802, 633, 791, 758, 754, 718, 802, 791, 804, 788, 792, 774, 779, 634, 755, 801, 718, 792, 786, 708, 780, 686, 710, 820, 675, 715, 754, 755, 809, 770, 758, 766, 804, 811, 681, 732, 743, 808, 773, 793, 808, 690, 769, 733, 812, 771, 704, 643, 773, 784, 779, 681, 777, 786, 752, 737, 727, 722, 627, 623, 698, 727, 726, 631, 792, 628, 792, 789, 670, 750, 784, 762, 770, 761, 695, 723, 780, 779, 771, 677, 758, 757, 787, 777, 733, 626, 765, 809, 738, 750, 760, 672, 722, 713, 646, 771, 778, 755, 688, 778, 808, 735, 761, 731, 796, 777, 772, 725, 740, 752, 744, 806, 699, 787, 792, 706, 769, 795, 760, 760, 725, 766, 748, 683, 766, 786, 685, 809, 812, 771, 728, 735, 735, 769, 728, 723, 660, 807, 743, 820, 790, 643, 719, 792, 695, 806, 734, 757, 689, 785, 731, 704, 721, 716, 712, 786, 761, 637, 684, 684, 751, 780, 734, 778, 788, 792, 809, 820, 791, 692, 773, 783, 745, 760, 682, 785, 801, 727, 752, 660, 721, 712, 728, 767, 715, 623, 803, 766, 653, 689, 724, 747, 685, 798, 649, 779, 764, 782, 747, 811, 741, 756, 766, 727, 762, 686, 759, 631, 790, 779, 718, 772, 738, 753, 796, 649, 789, 786, 691, 709, 808, 759, 798, 716, 740, 803, 718, 788, 654, 737, 633, 648, 769, 784, 725, 758, 782, 809, 810, 716, 680, 791, 793, 627, 793, 766, 785, 770, 798, 763, 744, 794, 815, 792, 777, 802, 753, 730, 650, 775, 657, 736, 768, 697, 809, 740, 644, 729, 789, 688, 763, 749, 725, 710, 779, 724, 794, 766, 698, 747, 767, 686, 813, 714, 740, 768, 778, 719, null, 714, 780, 798, 774, 699, 710, 691, 659, 750, 647, 752, 796, 796, 680, 653, 769, 755, 681, 805, 681, 684, 730, 789, 786, 755, 782, 787, 787, 734, 673, 803, 762, 678, 672, 691, 736, 787, 800, 748, 657, 697, 773, 802, 759, 774, 765, 700, 754, 671, 744, 789, 760, 644, 762, 798, 763, 779, 729, 725, 719, 699, 671, 786, 763, 768, 773, 679, 784, 724, 671, 781, 787, 768, 759, 809, 795, 804, 698, 726, 775, 745, 771, 700, 735, 767, 777, 727, 737, 724, 803, 696, 686, 697, 686, 683, 708, 780, 730, 801, 756, 808, 640, 742, 768, 782, 737, 780, 723, 764, 804, 776, 800, 757, 729, 757, 723, 706, 695, 728, 735, 699, 734, 767, 720, 753, 797, 786, 752, 814, 748, 696, 736, 711, 689, 695, 778, 716, 664, 696, 699, 777, 792, 809, 796, 806, 719, 767, 675, 790, 778, 726, 728, 808, 792, 628, 795, 738, 721, 814, 770, 711, 804, 674, 757, 744, 708, 787, 688, 700, 777, 764, 801, 727, 742, 793, 797, 754, 802, 755, 688, 769, 765, 685, 792, 812, 742, 795, 775, 717, 708, 734, 709, 726, 695, 766, 767, 819, 688, 717, 742, 669, 641, 644, 687, 809, 697, 785, 792, 720, 661, 759, 731, 741, 798, 806, 778, 759, 718, 795, 809, 706, 774, 627, 771, 708, 763, 705, 765, 720, 725, 815, 809, 708, 757, 784, 712, 767, 681, 761, 754, 742, 788, 745, 721, 757, 793, 809, 776, 808, 808, 753, 753, 737, 698, 815, 693, 790, 779, 788, 744, 689, 757, 790, 778, 673, 748, 760, 759, 740, 702, 749, 707, 787, 795, 785, 755, 798, 775, 709, 811, 789, 723, 791, 787, 801, 758, 766, 767, 777, 782, 722, 725, 708, 784, 799, 749, 798, 794, 756, 799, 652, 747, 689, 782, 763, 750, 758, 715, 749, 756, 804, 791, 801, 660, 805, 800, 788, 791, 745, 784, 703, 707, 790, 780, 787, 654, 775, 802, 710, 706, 732, 794, 684, 776, 744, 703, 771, 673, 796, 693, 744, 654, 779, 670, 705, 767, 823, 787, 681, 786, 740, 740, 787, 708, 770, 792, 703, 784, 730, 792, 752, 678, 798, 788, 688, 808, 795, 724, 746, 767, 794, 739, 715, 817, 806, 811, 785, 724, 778, 780, 790, 723, 718, 628, 739, 794, 771, 804, 749, 711, 820, 797, 713, 678, 729, 823, 643, 673, 744, 793, 691, 728, 745, 700, 737, 693, 746, 808, 768, 771, 768, 785, 731, 709, 633, 786, 808, 755, 735, 820, 670, 707, 673, 786, 805, 787, 744, 797, 744, 764, 789, 782, 719, 693, 690, 791, 786, 801, 686, 798, 710, 808, 798, 777, 793, 729, 777, 695, 767, 801, 716, 730, 777, 788, 705, 797, 749, 660, 794, 786, 779, 644, 790, 671, 802, 632, 790, 688, 664, 809, 742, 778, 783, 797, 797, 654, 691, 791, 677, 658, 765, 735, 777, 791, 738, 766, 726, 731, 706, 798, 712, 806, 759, 765, 661, 766, 764, 730, 790, 803, 785, 809, 761, 691, 781, 784, 759, 666, 796, 775, 800, 630, 800, 734, 812, 707, 714, 770, 782, 737, 781, 672, 644, 688, 791, 709, 730, 667, 760, 793, 690, 758, 687, 741, 724, 813, 728, 801, 716, 657, 786, 763, 686, 772, 756, 728, 736, 658, 742, 711, 694, 738, 674, 726, 781, 791, 808, 745, 727, 704, 737, 793, 797, 676, 733, 719, 791, 784, 760, 806, 775, 778, 813, 768, 805, 734, 769, 771, 764, 742, 751, 763, 805, 759, 764, 777, 677, 726, 801, 805, 783, 754, 807, 727, 769, 775, 781, 644, 778, 726, 802, 801, 711, 652, 732, 792, 703, 796, 796, 730, 750, 714, 768, 798, 812, 760, 671, 747, 782, 671, 711, 784, 671, 700, 679, 715, 719, 746, 705, 775, 627, 692, 714, 815, 757, 672, 773, 754, 773, 800, 812, 680, 734, 799, 763, 745, 786, 715, 720, 791, 792, 688, 787, 800, 809, 809, 756, 673, 747, 757, 780, 782, 792, 760, 715, 691, 737, 743, 780, 722, 804, 776, 790, 696, 761, 646, 791, 742, 782, 729, 807, 767, 654, 773, 775, 632, 752, 760, 814, 663, 723, 799, 705, 704, 783, 716, 782, 683, 624, 754, 771, 751, 768, 689, 728, 754, 808, 747, 704, 713, 717, 681, 700, 784, 719, 793, 719, 680, 731, 728, 800, 650, 764, 774, 704, 717, 793, 740, 666, 683, 772, 718, 805, 703, 788, 796, 743, 731, 711, 766, 797, 622, 811, 620, 674, 743, 781, 678, 702, 799, 796, 814, 746, 708, 783, 696, 670, 707, 788, 738, 715, 649, 746, 720, 774, 748, 716, 769, 722, 699, 816, 691, 766, 726, 778, 757, 774, 654, 800, 710, 780, 783, 702, 633, 774, 794, 704, 684, 801, 771, 751, 657, 639, 823, 809, 794, 720, 735, 670, 731, 703, 756, 644, 718, 807, 788, 764, 786, 719, 805, 775, 787, 783, 669, 779, 791, 760, 716, 629, 797, 706, 656, 810, 788, 810, 681, 626, 731, 709, 790, 774, 661, 687, 690, 765, 786, 742, 695, 812, 796, 749, 761, 696, 683, 771, 670, 752, 816, 791, 771, 655, 790, 774, 747, 717, 776, 706, 814, 817, 783, 792, 765, 778, 784, 784, 724, 747, 793, 780, 779, 799, 778, 721, 802, 795, 731, 742, 756, 799, 792, 777, 800, 809, 749, 768, 644, 670, 647, 795, 667, 756, 800, 806, 660, 681, 725, 782, 768, 658, 759, 636, 667, 769, 790, 757, 705, 794, 740, 780, 719, 774, 763, 760, 788, 808, 703, 684, 727, 730, 661, 766, 747, 809, 801, 775, 749, 734, 801, 678, 773, 647, 622, 724, 812, 801, 696, 778, 663, 813, 683, 795, 706, 780, 708, 753, 761, 803, 768, 791, 806, 742, 797, 793, 729, 801, 757, 756, 778, 718, 633, 813, 755, 792, 746, 666, 788, 757, 735, 778, 679, 813, 727, 791, 779, 762, 796, 756, 764, 721, 737, 629, 691, 681, 685, 775, 750, 727, 723, 811, 751, 797, 802, 761, 740, 628, 758, 650, 656, 782, 768, 791, 733, 693, 750, 648, 742, 782, 726, 801, 704, 682, 666, 771, 785, 766, 773, 761, 785, 656, 791, 770, 719, 787, 724, 796, 756, 703, 706, 733, 767, 705, 728, 734, 745, 752, 658, 649, 770, 691, 791, 718, 719, 798, 723, 756, 638, 807, 793, 807, 777, 756, 715, 800, 706, 787, 785, 695, 695, 803, 743, 761, 799, 750, 799, 741, 761, 743, 753, 764, 716, 729, 704, 675, 766, 660, 722, 718, 644, 683, 733, 705, 736, 718, 717, 776, 769, 701, 721, 688, 629, 703, 631, 774, 635, 684, 775, 767, 815, 801, 779, 633, 695, 786, 729, 789, 713, 705, 756, 672, 725, 817, 721, 699, 767, 724, 799, 790, 782, 820, 801, 728, 742, 776, 681, 684, 688, 747, 656, 729, 680, 787, 775, 802, 777, 787, 625, 781, 801, 767, 726, 778, 796, 772, 740, 799, 733, 772, 713, 674, 792, 803, 640, 735, 728, 722, 717, 815, 756, 640, 816, 766, 817, 641, 783, 716, 711, 688, 704, 809, 757, 629, 776, 808, 642, 809, 708, 750, 743, 769, 767, 796, 721, 634, 808, 791, 726, 692, 799, 765, 755, 639, 740, 634, 753, 790, 648, 753, 779, 682, 703, 693, 710, 797, 808, 738, 683, 802, 755, 746, 811, 802, 718, 733, 620, 800, 812, 789, 793, 764, 670, 743, 735, 760, 744, 737, 819, 681, 700, 782, 790, 801, 781, 740, 787, 797, 737, 777, 742, 742, 742, 749, 713, 687, 680, 704, 819, 797, 771, 720, 639, 621, 689, 793, 657, 798, 794, 754, 767, 797, 810, 770, 816, 705, 801, 815, 742, 801, 803, 756, 696, 623, 632, 803, 661, 793, 786, 745, 717, 693, 783, 800, 777, 752, 640, 812, 801, 696, 766, 713, 789, 790, 709, 713, 779, 783, 761, 649, 775, 786, 728, 797, 794, 754, 705, 738, 748, 756, 753, 779, 753, 692, 643, 811, 685, 782, 784, 691, 706, 780, 696, 709, 767, 714, 734, 721, 800, 782, 732, 715, 647, 695, 668, 767, 769, 815, 707, 785, 768, 808, 752, 767, 808, 786, 758, 770, 776, 750, 808, 770, 813, 697, 777, 737, 670, 814, 781, 790, 781, 789, 790, 775, 797, 624, 709, 762, 739, 797, 753, 732, 756, 813, 646, 781, 745, 802, 653, 788, 812, 711, 788, 812, 805, 809, 627, 728, 770, 812, 798, 787, 801, 663, 750, 774, 790, 801, 670, 655, 798, 754, 710, 761, 806, 769, 784, 765, 771, 811, 691, 751, 764, 722, 735, 769, 770, 759, 775, 702, 780, 734, 644, 782, 719, 781, 714, 781, 773, 681, 747, 792, null, 743, 780, 672, 707, 666, 693, 757, 762, 728, 690, 718, 788, 778, 743, 791, 629, 781, 797, 795, 722, 820, 679, 779, 782, 692, 624, 766, 673, 660, 727, 736, 676, 815, 790, 677, 700, 665, 801, 770, 670, 793, 770, 730, 690, 724, 808, 816, 793, 803, 804, 769, 794, 798, 711, 760, 690, 779, 711, 682, 748, 754, 745, 746, 810, 790, 809, 675, 684, 743, 761, 772, 739, 728, 643, 728, 765, 697, 750, 718, 798, 786, 807, 714, 759, 808, 706, 823, 766, 692, 769, 675, 711, 766, 796, 725, 754, 742, 727, 730, 794, 753, 737, 656, 799, 770, 748, 800, 801, 758, 794, 816, 736, 808, 787, 733, 779, 766, 806, 770, 735, 750, 762, 716, 797, 727, 721, 799, 759, 707, 669, 773, 684, 725, 698, 780, 694, 785, 775, 639, 701, 790, 793, 639, 764, 786, 742, 741, 786, 802, 760, 763, 797, 726, 747, 767, null, 690, 721, 728, 755, 792, 711, 723, 794, 749, 750, 781, 750, 794, 624, 718, 692, 793, 746, 709, 720, 764, 788, 737, 788, 778, 745, 797, 796, 792, 740, 791, 761, 776, 789, 725, 772, 807, 694, 689, 751, 757, 683, 641, 809, 788, 760, 802, 674, 746, 684, 783, 775, 783, 765, 812, 721, 776, 720, 813, 747, 760, 734, 778, 799, 792, 758, 774, 639, 756, 778, 808, 750, 637, 769, 784, 793, 816, 800, 754, 757, 760, 681, 747, 725, 776, 800, 757, 753, 734, 715, 794, 776, 715, 766, 732, 794, 747, 663, 788, 768, 731, 712, 757, 764, 713, 778, 722, 806, 738, 764, 777, 769, 726, 712, 679, 750, 713, 662, 733, 809, 689, 693, 805, 782, 687, 767, 792, 770, 728, 749, 798, 689, 785, 798, 780, 637, 814, 707, 682, 800, 716, 657, 757, 798, 668, 757, 747, 723, 770, 786, 781, 757, 693, 797, 739, 742, 795, 787, 725, 714, 767, 802, 785, 791, 710, 633, 785, 637, 664, 773, 772, 800, 718, 716, 703, 671, 726, 784, 699, 672, 760, 681, 702, 730, 712, 782, 798, 734, 747, 745, 713, 662, 778, 623, 783, 626, 740, 770, 785, 767, 659, 786, 740, 706, 681, 688, 710, 772, 671, 799, 703, 768, 789, 780, 752, 624, 817, 739, 728, 721, 741, 778, 813, 706, 758, 696, 741, 756, 777, 681, 800, 758, 788, 800, 726, 799, 777, 762, 687, 777, 788, 778, 642, 774, 723, 776, 812, 774, 804, 670, 769, 663, 766, 804, 688, 703, 797, 691, 660, 746, 775, 728, 758, 784, 765, 751, 778, 762, 792, 758, 749, 788, 741, 772, 639, 790, 713, 766, 817, 663, 638, 708, 732, 817, 757, 788, 718, 672, 748, 782, 727, 732, 740, 795, 773, 795, 797, 672, 702, 681, 714, 785, 664, 801, 769, 759, 802, 787, 755, 648, 728, 752, 740, 720, 786, 803, 644, 769, 802, 756, 795, 721, 733, 808, 700, 721, 688, 778, 800, 797, 747, 750, 645, 681, 802, 808, 759, 696, 652, 716, 741, 754, 747, 720, 688, 776, 788, 794, 655, 802, 799, 684, 733, 733, 771, 785, 711, 793, 701, 726, 739, 794, 802, 800, 804, 732, 786, 814, 795, 787, 815, 750, 735, 749, 793, 679, 747, 752, 818, 747, 708, 705, 705, 816, 691, 783, 792, 620, 794, 807, 715, 804, 796, 731, 808, 713, 757, 779, 681, 804, 786, 770, 694, 777, 804, 786, 640, 766, 788, 801, 770, 799, 689, 752, 784, 723, 703, 669, 680, 748, 773, 800, 752, 740, 772, 770, 797, 677, 718, 759, 713, 777, 803, 695, 753, 781, 665, 773, 779, 745, 746, 739, 780, 775, 800, 716, 808, 762, 704, 757, 775, 689, 696, 718, 727, 806, 756, 781, 784, 806, 796, 751, 779, 748, 802, 799, 786, 681, 647, 714, 732, 720, 775, 667, 685, 654, 774, 663, 784, 740, 762, 778, 719, 747, 728, 791, 755, 809, 779, 793, 695, 743, 708, 728, 742, 708, 692, 777, 685, 769, 674, 682, 702, 777, 763, 775, 801, 706, 793, 726, 768, 792, 679, 758, 802, 751, 715, 797, 716, 742, 788, 755, 647, 799, 747, 701, 788, 740, 765, 662, 657, 739, 758, 813, 747, 780, 781, 804, 719, 747, 732, 791, 693, 653, 725, 815, 699, 792, 771, 752, 712, 795, 726, 779, 733, 784, 792, 793, 709, 630, 671, 726, 740, 737, 745, 627, 801, 748, 792, 714, 726, 722, 684, 734, 797, 675, 756, 780, 804, 812, 772, 705, 766, 769, 749, 751, 731, 763, 684, 774, 789, 728, 792, 667, 724, 749, 787, 773, 633, 754, 686, 707, 784, 811, 788, 796, 774, 705, 803, 768, 772, 804, 768, 816, 796, 781, 650, 685, 735, 716, 773, 777, 812, 693, 733, 730, 745, 683, 746, 772, 722, 696, 695, 741, 694, 774, 807, 813, 767, 727, 784, 698, 792, 673, 809, 704, 768, 745, 706, 780, 781, 693, 694, 783, 799, 770, 796, 673, 766, 737, 702, 750, 782, 753, 737, 739, 803, 772, 786, 787, 781, 704, 782, 700, 715, 739, 690, 772, 772, 693, 792, 716, 709, 715, 760, 734, 773, 788, 651, 680, 713, 790, 678, 758, 634, 674, 778, 772, 813, 719, 691, 702, 769, 763, 775, 752, 720, 777, 748, 669, 800, 786, 717, 801, 797, 721, 639, 750, 722, 794, 785, 768, 794, 750, 729, 718, 744, 801, 642, 796, 797, 705, 761, 700, 797, 800, 722, 742, 815, 772, 719, 707, 684, 735, 672, 793, 782, 816, 800, 761, 660, 746, 735, 715, 815, 794, 763, 780, 750, 783, 713, 763, 776, 704, 644, 723, 768, 762, 805, 738, 791, 673, 724, 659, 782, 717, 784, 707, 702, 707, 672, 711, 709, 686, 786, 705, 767, 709, 649, 688, 661, 793, 766, 776, 766, 761, 693, 737, 688, 774, 722, 762, 768, 718, 740, 779, 746, 784, 656, 717, 763, 786, 783, 751, 658, 644, 781, 811, 776, 677, 786, 682, 801, 708, 750, 794, 774, 781, 698, 742, 804, 777, 628, 633, 732, 767, 776, 687, 656, 752, 729, 665, 712, 703, 737, 779, 704, 810, 795, 789, 707, 811, 808, 689, 809, 785, 754, 731, 751, 772, 808, 727, 745, 635, 641, 779, 738, 781, 777, 799, 800, 756, 746, 789, 643, 781, 653, 721, 667, 789, 721, 812, 767, 773, 719, 765, 820, 652, 794, 817, 688, 735, 699, 635, 802, 777, 805, 784, 642, 676, 767, 788, 688, 694, 791, 807, 752, 806, 674, 779, 687, 744, 761, 747, 766, 779, 801, 712, 731, 762, 769, 715, 807, 751, 724, 806, 773, 665, 727, 772, 794, 751, 783, 770, 751, 700, 747, 813, 683, 702, 692, 805, 713, 793, 790, 668, 699, 776, 801, 788, 740, 707, 716, 622, 809, 750, 736, 768, 778, 700, 661, 788, 676, 739, 632, 739, 773, 767, 753, 743, 706, 778, 802, 780, 787, 704, 813, 812, 762, 755, 811, 703, 739, 789, 686, 768, 802, 653, 669, 663, 730, 768, 768, 783, 748, 694, 800, 791, 704, 785, 811, 788, 784, 690, 718, 781, 780, 792, 653, 801, 717, 742, 688, 769, 811, 755, 790, 811, 764, 715, 747, 713, 756, 692, 750, 649, 805, 735, 655, 815, 798, 774, 793, 786, 670, 762, 701, 635, 820, 764, 697, 747, 717, 801, 783, 760, 782, 746, 693, 645, 806, 695, 651, 670, 681, 702, 778, 758, 794, 757, 766, 665, 689, 805, 718, 686, 698, 670, 671, 681, 740, 759, 808, 786, 766, 757, 698, 729, 790, 753, 766, 681, 638, 727, 721, 740, 734, 755, 761, 678, 801, 766, 778, 810, 693, 816, 664, 757, 799, 721, 767, 640, 756, 786, null, 730, 707, 643, 773, 675, 730, 654, 767, 762, 715, 717, 772, 799, 791, 776, 790, 731, 713, 704, 662, 751, 778, 620, 789, 709, 800, 658, 816, 816, 775, 716, 693, 803, 793, 684, 749, 767, 804, 815, 784, 689, 784, 769, 760, 719, 784, 728, 742, 678, 788, 812, 716, 806, 780, 727, 789, 665, 790, 640, 673, 697, 720, 771, 755, 721, 816, 793, 760, 780, 787, 669, 740, 790, 709, 808, 739, 788, 752, 749, 743, 731, 646, 734, 749, 735, 751, 651, 788, 804, 719, 814, 662, 729, 715, 804, 779, 770, 775, 742, 670, 775, 773, 763, 741, 793, 813, 787, 682, 787, 656, 795, 664, 798, 799, 752, 736, 765, 682, 791, 746, 702, 685, 788, 790, 736, 714, 726, 769, 798, 744, 723, 810, 695, 710, 772, 805, 757, 804, 675, 774, 790, 632, 671, 800, 729, 790, 692, 761, 753, 815, 732, 714, 819, 785, 709, 783, 759, 639, 799, 745, 782, 819, 711, 662, 774, 783, 743, 725, 775, 790, 787, 804, 700, 793, 701, 808, 676, 722, 775, 712, 736, 773, 708, 727, 796, 726, 762, 772, 765, 793, 808, 758, 748, 728, 725, 801, 703, 707, 702, 666, 736, 705, 729, 783, 658, 793, 756, 715, 772, 782, 676, 711, 761, 702, 731, 769, 731, 768, 808, 772, 785, 719, 665, 738, 724, 765, 774, 751, 771, 709, 813, 796, 698, 768, 796, 750, 723, 699, 732, 689, 747, 626, 690, 718, 795, 683, 804, 715, 753, 703, 674, 686, 726, 688, 695, 646, 792, 655, 712, 716, 677, 703, 737, 807, 765, 624, 690, 650, 809, 775, 746, 705, 794, 802, 767, 664, 710, 748, 668, 692, 743, 734, 716, 728, 642, 719, 777, 803, 798, 700, 742, 643, 776, 812, 766, 774, 806, 794, 760, 799, 790, 631, 739, 681, 725, 745, 735, 810, 686, 694, 726, 775, 659, 790, 760, 718, 673, 784, 705, 797, 697, 744, 798, 701, 622, 807, 775, 750, 800, 723, 790, 756, 788, 808, 791, 808, 800, 790, 772, 787, 802, 705, 689, 796, 656, 726, 727, 748, 813, 799, 667, 771, 681, 774, 794, 804, 697, 687, 779, 791, 802, 720, 736, 772, 761, 705, 737, 801, 734, 650, 760, 795, 724, 772, 775, 763, 782, 712, 790, 744, 737, 716, 708, 772, 763, 732, 787, 724, 784, 793, 704, 817, 726, 716, 738, 753, 813, 771, 812, 791, 787, 803, 682, 691, 774, 795, 762, 725, 727, 778, 754, 708, 787, 707, 801, 779, 740, 796, 735, 734, 723, 741, 706, 806, 739, 677, 771, 800, 762, 675, 797, 799, 753, 796, 731, 728, 729, 744, 769, 770, 777, 717, 703, 770, 620, 709, 806, 755, 799, 807, 735, 806, 669, 736, 707, 784, 693, 774, 790, 708, 801, 752, 682, 637, 781, 732, 764, 749, 715, 653, 723, 794, 776, 654, 816, 650, 761, 773, 763, 676, 757, 802, 760, 776, 704, 648, 705, 753, 730, 695, 699, 757, 781, 776, 783, 732, 719, 663, 721, 720, 773, 723, 795, 713, 761, 681, 762, 808, 746, 772, 820, 695, 751, 723, 802, 726, 691, 743, 800, 742, 816, 724, 766, 727, 705, 726, 749, 735, 686, 784, 780, 781, 756, 726, 806, 732, 724, 788, 745, 795, 748, 791, 765, 705, 766, 702, 705, 805, 746, 664, 777, 674, 628, 653, 641, 684, 754, 758, 793, 797, 704, 766, 625, 805, 644, 751, 716, 641, 806, 704, 797, 719, 803, 807, 783, 807, 772, 767, 793, 751, 775, 713, 676, 809, 786, 805, 744, 790, 703, 767, 777, 679, 749, 747, 625, 701, 722, 814, 742, 741, 698, 786, 727, 631, 795, 718, 785, 789, 737, 670, 733, 723, 777, 781, 702, 798, 771, 752, 777, 735, 796, 777, 729, 721, 775, 792, 810, 733, 686, 807, 786, 734, 757, 738, 793, 711, 675, 721, 716, 781, 759, 814, 690, 721, 787, 657, 716, 726, 797, 800, 751, 703, 803, 711, 789, 796, 792, 743, 666, 758, 754, 763, 626, 773, 723, 749, 714, 749, 724, 701, 715, 784, 762, 720, 689, 721, 756, 720, 735, 793, 720, 807, 741, 731, 721, 630, 806, 777, 760, 734, 784, 715, 780, 700, 810, 631, 702, 787, 713, 692, 628, 756, 742, 792, 654, 756, 728, 688, 717, 791, 729, 791, 777, 747, 748, 707, 704, 759, 709, 739, 728, 723, 706, 660, 661, 713, 789, 783, 819, 730, 721, 743, 727, 791, 807, 748, 725, 731, 788, 740, 734, 762, 742, 667, 716, 758, 814, 787, 752, 783, 630, 746, 632, 717, 709, 694, 752, 785, 771, 774, 804, 731, 724, 789, 780, 659, 715, 771, 709, 799, 729, 709, 634, 778, 814, 723, 652, 703, 763, 750, 783, 737, 786, 766, 719, 697, 713, 741, 774, 739, 681, 715, 661, 639, 799, 765, 734, 753, 791, 732, 711, 807, 672, 713, 756, 656, 720, 721, 767, 677, 724, 719, 738, 764, 737, 785, 782, 816, 738, 709, 731, 726, 746, 745, 763, 717, 775, 747, 763, 725, 721, 793, 737, 734, 698, 733, 737, 806, 711, 745, 715, 707, 639, 802, 669, 780, 810, 796, 640, 800, 665, 763, 733, 760, 757, 734, 661, 739, 811, 724, 732, 752, 739, 736, 650, 749, 785, 805, 723, 717, 731, 754, 819, 758, 710, 802, 804, 780, 744, 725, 691, 816, 807, 709, 708, 653, 798, 622, 675, 773, 697, 784, 671, 725, 770, 685, 813, 735, 644, 672, 786, 698, 784, 733, 769, 805, 756, 654, 705, 773, 719, 793, 776, 715, 775, 806, 697, 740, 755, 783, 790, 813, 797, 656, 782, 715, 714, 765, 691, 697, 819, 626, 717, 813, 753, 801, 720, 721, 781, 808, 804, 796, 763, 809, 814, 706, 796, 698, 771, 801, 791, 763, 682, 794, 811, 794, 754, 799, 790, 803, 788, 721, 717, 776, 725, 810, 763, 762, 784, 782, 790, 732, 749, 736, 787, 714, 745, 703, 752, 804, 703, 744, 711, 708, 703, 745, 807, 769, 743, 756, 703, 698, 799, 667, 718, 792, 662, 647, 746, 812, 795, 681, 766, 669, 694, 788, 697, 743, 708, 722, 717, 784, 782, 738, 742, 726, 800, 743, 751, 802, 656, 783, 701, 777, 802, 745, 805, 784, 775, 755, 722, 683, 781, 792, 783, 712, 812, 802, 769, 796, 817, 795, 774, 725, 655, 658, 780, 734, 689, 787, 628, 780, 768, 702, 683, 795, 772, 748, 820, 720, 638, 796, 726, 753, 819, 740, 669, 767, 647, 739, 751, 714, 680, 640, 794, 796, 807, 716, 790, 701, 752, 736, 795, 795, 739, 766, 797, 711, 639, 757, 714, 722, 778, 774, 728, 720, 747, 768, 765, 670, 703, 743, 710, 771, 715, 796, 808, 755, 777, 662, 790, 795, 712, 723, 741, 703, 741, 796, 802, 689, 790, 754, 695, 679, 787, 702, 681, 700, 795, 764, 708, 741, 732, 786, 780, 776, 772, 801, 738, 793, 738, 749, 813, 771, 742, 696, 713, 778, 638, 792, 707, 666, 777, 739, 701, 712, 622, 757, 690, 674, 785, 721, 790, 726, 816, 823, 769, 791, 707, 672, 772, null, 698, 649, 769, 737, 714, 770, 767, 677, 762, 678, 704, 770, 803, 759, 807, 798, 706, 771, 802, 724, 664, 780, 755, 744, 785, 642, 667, 787, 787, 786, 774, 727, 726, 696, 681, 814, 774, 815, 809, 744, 809, 820, 739, 690, 791, 768, 774, 789, 711, 708, 812, 791, 816, 789, 656, 710, 749, 810, 789, 700, 708, 789, 746, 736, 695, 764, 680, 755, 786, 737, 707, 747, 672, 675, 664, 719, 662, 745, 799, 776, 673, 757, 759, 736, 695, 799, 751, 824, 647, 786, 759, 698, 684, 772, 793, 751, 634, 721, 795, 718, 784, 782, 708, 780, 681, 645, 790, 656, 778, 769, 730, 767, 666, 784, 710, 680, 802, 740, 738, 773, 804, 699, 634, 682, 772, 791, 722, 687, 813, 802, 797, 698, 785, 779, 789, 662, 721, 820, 793, 743, 723, 757, 674, 760, 743, 722, 785, 779, 796, 764, 728, 740, 676, 785, 677, 777, 712, 809, 647, 698, 776, 797, 796, 728, 770, 778, 762, 641, 700, 722, 712, 736, 807, 726, 677, 804, 708, 788, 747, 740, 751, 730, 689, 665, 744, 621, 808, 664, 715, 800, 689, 718, 779, 732, 657, 740, 726, 735, 740, 750, 664, 816, 791, 791, 788, 693, 779, 738, 704, 728, 799, 659, 721, 798, 709, 734, 777, 801, 779, 621, 739, 733, 693, 683, 816, 718, 732, 685, 636, 728, 803, 717, 783, 727, 769, 705, 804, 790, 782, 789, 780, 722, 714, 688, 729, 782, 773, 758, 798, 785, 758, 814, 817, 655, 778, 697, 798, 762, 668, 674, 802, 710, 798, 746, 683, 699, 774, 779, 768, 796, 692, 796, 729, 771, 664, 783, 778, 722, 688, 634, 724, 770, 805, 701, 799, 716, 782, 755, 714, 791, 756, 692, 711, 709, 769, 724, 715, 805, 660, 790, 750, 716, 764, 799, 749, 782, 650, 748, 739, 764, 756, 800, 764, 793, 631, 725, 756, 701, 665, 761, 816, 809, 785, 803, 774, 701, 763, 809, 741, 805, 683, 799, 788, 802, 804, 769, 811, 655, 798, 769, 704, 802, 774, 714, 773, 793, 755, 791, 736, 730, 786, 745, 766, 636, 749, 793, 702, 806, 637, 683, 791, 772, 675, 755, 747, 803, 694, 792, 658, 756, 801, 767, 652, 796, 793, 778, 648, 791, 796, 620, 684, 808, 720, 807, 792, 786, 787, 780, 743, 712, 757, 762, 718, 797, 777, 803, 782, 808, 681, 740, 666, 712, 779, 737, 660, 759, 791, 717, 655, 750, 773, 810, 802, 694, 776, 784, 749, 784, 679, 723, 742, 742, 701, 799, 693, 743, 708, 763, 789, 755, 707, 697, 717, 804, 686, 629, 758, 763, 774, 766, 807, 661, 755, 680, 801, 706, 785, 759, 795, 737, 678, 809, 680, 755, 651, 777, 712, 776, 767, 729, 795, 769, 738, 753, 679, 800, 767, 797, 797, 765, 767, 798, 661, 793, 697, 736, 665, 738, 678, 756, 717, 680, 699, 738, 774, 639, 725, 792, 771, 728, 660, 692, 675, 763, 756, 707, 741, 779, 762, 773, 817, 788, 791, 740, 681, 795, 683, 683, 783, 792, 766, 738, 803, 758, 790, 760, 801, 742, 685, 697, 685, 753, 803, 816, 757, 709, 635, 695, 797, 771, 734, 771, 784, 772, 756, 763, 702, 643, 651, 655, 784, 699, 708, 791, 751, 796, 812, 817, 718, 719, 756, 721, 779, 700, 719, 792, 799, 773, 731, 660, 790, 685, 797, 732, 727, 707, 695, 720, 778, 801, 777, 741, 807, 704, 765, 725, 676, 780, 718, 666, 768, 694, 772, 756, 785, 728, 726, 661, 661, 652, 787, 645, 786, 703, 797, 757, 754, 674, 796, 690, 816, 797, 712, 744, 803, 812, 770, 685, 677, 808, 810, 670, 803, 638, 665, 649, 759, 781, 785, 715, 718, 695, 794, 753, 812, 806, 766, 781, 764, 720, 676, 781, 671, 751, 791, 791, 728, 791, 685, 749, 688, 665, 804, 727, 735, 714, 694, 804, 761, 728, 732, 778, 710, 648, 747, 662, 730, 770, 769, 742, 790, 658, 800, 671, 723, 785, 756, 801, 678, 755, 741, 646, 733, 723, 770, 737, 806, 748, 774, 700, 783, 636, 789, 755, 795, 632, 725, 762, 720, 660, 659, 765, 682, 792, 775, 749, 722, 801, 754, 783, 782, 729, 800, 770, 697, 726, 763, 719, 735, 690, 716, 724, 758, 715, 770, 797, 687, 678, 754, 620, 720, 691, 786, 794, 682, 727, 753, 803, 786, 715, 622, 659, 724, 772, 816, 696, 803, 773, 798, 744, 763, 773, 699, 767, 730, 739, 668, 765, 778, 739, 725, 777, 781, 793, 785, 791, 770, 792, 699, 686, 728, 808, 798, 694, 763, 714, 721, 757, 776, 765, 673, 787, 719, 741, 717, 799, 792, 772, 623, 770, 688, 620, 746, 751, 699, 710, 731, 769, 679, 745, 790, 797, 775, 801, 810, 793, 734, 748, 627, 803, 769, 753, 706, 798, 678, 689, 719, 623, 638, 777, 682, 785, 686, 804, 774, 809, 801, 820, 727, 799, 736, 727, 743, 795, 756, 789, 804, 773, 716, 671, 712, 694, 778, 698, 718, 774, 796, 781, 765, 768, 770, 646, 745, 783, 746, 816, 626, 625, 664, 710, 743, 765, 719, 802, 779, 777, 796, 795, 797, 759, 729, 716, 699, 808, 758, 802, 707, 751, 785, 786, 793, 795, 708, 705, 692, 700, 713, 730, 799, 808, 803, 671, 790, 745, 786, 665, 809, 702, 765, 815, 701, 735, 696, 779, 658, 640, 708, 744, 824, 756, 716, 777, 783, 700, 729, 761, 698, 785, 717, 798, 682, 779, 797, 796, 775, 630, 786, 774, 800, 679, 774, 792, 740, 763, 725, 767, 809, 809, 731, 662, 794, 713, 708, 734, 718, 702, 710, 784, 732, 742, 793, 764, 633, 735, 782, 697, 720, 803, 699, 793, 734, 781, 819, 681, 804, 814, 779, 808, 625, 803, 755, 728, 725, 752, 768, 686, 635, 722, 727, 667, 753, 784, 796, 773, 760, 781, 787, 788, 748, 804, 788, 743, 725, 631, 670, 801, 804, 709, 747, 813, 761, 815, 817, 797, 799, 689, 744, 780, 652, 738, 761, 699, 816, 779, 700, 776, 808, 681, 694, 791, 780, 823, 761, 799, 773, 713, 702, 714, 700, 792, 744, 676, 775, 701, 807, 727, 732, 783, 788, 721, 777, 815, 745, 791, 673, 767, 785, 790, 674, 704, 787, 735, 761, 713, 787, 791, 709, 633, 778, 709, 728, 790, 707, 781, 761, 761, 765, 796, 769, 718, 799, 742, 715, 776, 708, 738, 758, 741, 766, 739, 689, 733, 750, 718, 766, 740, 756, 726, 753, 712, 758, 798, 785, 798, 721, 760, 665, 781, 760, 790, 794, 733, 801, 737, 668, 806, 689, 719, 686, 714, 738, 694, 775, 812, 798, 684, 774, 705, 800, 749, 807, 776, 705, 766, 657, 719, 803, 745, 775, 780, 717, 771, 702, 782, 767, 772, 728, 783, 791, 692, 708, 666, 678, 791, 755, 754, 783, 776, 818, 806, 739, 746, 792, 684, 787, 796, 790, 675, 810, 781, 759, 807, 789, 761, 686, 782, 798, 801, 806, 794, 689, 746, 782, 787, 730, 765, 778, 759, 763, 662, 753, 808, 764, 779, 721, 692, 755, 816, 703, 808, 752, 730, 817, 730, 731, 717, 762, 782, 758, 789, 791, 720, 773, 791, 768, 802, 812, 791, 785, 719, 740, 660, 775, 663, 720, 696, 777, 727, 817, 773, 733, 714, 757, 801, 796, 775, 723, 811, 788, 744, 746, 755, 728, 786, 675, 740, 760, 682, 739, 790, 789, 707, 809, 734, 785, 772, 731, 691, 777, 774, 734, 774, 637, 750, 785, 773, 768, 766, 810, 692, 755, 660, 788, 749, 771, 729, 718, 696, 759, 787, 657, 748, 774, 751, 794, 652, 767, 684, 790, 738, 752, 704, 770, 780, 710, 788, 790, 721, 708, 813, 712, 798, 680, 746, 788, 789, 774, 797, 714, 727, 691, 728, 754, 746, 789, 644, 769, 712, 748, 778, 628, 755, 670, 759, 709, 632, 757, 653, 804, 798, 727, 721, 814, 773, 733, 664, 663, 773, 725, 741, 786, 652, 632, 802, 713, 681, 751, 683, 651, 749, 647, 702, 812, 808, 770, 673, 712, 711, 705, 792, 698, 813, 802, 757, 805, 730, 804, 741, 757, 624, 813, 735, 679, 810, 739, 650, 763, 815, 796, 771, 771, 746, 787, 749, 785, 797, 778, 736, 702, 667, 733, 782, 714, 622, 806, 747, 787, 625, 688, 708, 779, 754, 783, 762, 751, 797, 796, 742, 787, 734, 786, 685, 687, 800, 726, 720, 797, 714, 713, 746, 654, 722, 800, 790, 759, 723, 777, 768, 720, 765, 779, 797, 794, 777, 809, 779, 750, 709, 737, 629, 754, 747, 790, 796, 780, 673, 793, 799, 785, 666, 787, 722, 726, 786, 802, 804, 800, 756, 809, 721, 725, 724, 816, 792, 822, 800, 789, 712, 717, 765, 800, 801, 718, 681, 780, 792, 759, 784, 741, 751, 632, 786, 753, 743, 761, 763, 731, 742, 777, 766, 646, 787, 741, 742, 689, 651, 743, 809, 783, 790, 733, 689, 655, 812, 800, 770, 661, 674, 765, 806, 782, 773, 787, 733, 774, 688, 791, 671, 787, 801, 802, 793, 715, 773, 643, 764, 794, 681, 705, 749, 789, 724, 763, 774, 763, 810, 766, 648, 809, 798, 802, 764, 754, 713, 762, 760, 782, 732, 685, 773, 727, 678, 717, 714, 763, 742, 729, 798, 754, 790, 727, 731, 763, 785, 764, 777, 803, 690, 729, 679, 677, 815, 781, 766, 790, 783, 737, 701, 773, 728, 709, 709, 699, 748, 790, 635, 786, 792, 796, 786, 762, 722, 723, 672, 783, 780, 790, 796, 676, 691, 684, 703, 727, 755, 737, 789, 801, 649, 765, 656, 808, 781, 753, 796, 767, 777, 729, 727, 770, 654, 721, 809, 718, 784, 781, 777, 754, 680, 699, 708, 751, 765, 684, 722, 774, 808, 719, 773, 703, 752, 704, 809, 649, 803, 782, 713, 753, 717, 803, 785, 752, 688, 695, 809, 790, 806, 692, 688, 688, 712, 810, 751, 732, 698, 757, 704, 642, 713, 717, 797, 751, 770, 778, 793, 790, 797, 727, 776, 687, 802, 728, 755, 680, 792, 754, 741, 691, 810, 774, 791, 701, 788, 766, 790, 737, 793, 696, 781, 761, 691, 732, 799, 757, 725, 822, 771, 782, 776, 788, 795, 762, 692, 810, 765, 707, 726, 761, 795, 723, 737, 765, 784, 678, 652, 739, 666, 743, 787, 732, 780, 662, 798, 798, 721, 680, 759, 633, 682, 768, 803, 780, 731, 798, 702, 690, 801, 771, 753, 738, 643, 806, 802, 796, 804, 759, 654, 703, 665, 743, 792, 773, 778, 687, 801, 763, 670, 783, 714, 735, 701, 792, 762, 786, 813, 789, 651, 790, 730, 792, 711, 787, 651, 653, 790, 716, 760, 776, 746, 811, 800, 793, 756, 746, 768, 659, 760, 699, 770, 774, 679, 804, 633, 777, 773, 706, 768, 772, 742, 781, 765, 694, 770, 823, 674, 766, 745, 783, 693, 661, 776, 759, 708, 791, 783, 799, 680, 780, 759, 811, 813, 778, 770, 772, 722, 695, 770, 721, 740, 735, 810, 814, 760, 714, 677, 699, 723, 761, 788, 706, 771, 759, 688, 705, 809, 712, 806, 807, 782, 702, 740, 813, 760, 816, 626, 705, 799, 650, 685, 819, 744, 802, 789, 788, 770, 764, 768, 773, 770, 716, 762, 780, 820, 766, 657, 682, 739, 691, 679, 793, 778, 798, 793, 750, 737, 744, 692, 704, 801, 674, 693, 733, 760, 787, 793, 802, 739, 703, 704, 763, 689, 762, 726, 737, 714, 776, 737, 776, 723, 709, 691, 726, 783, 767, 818, 690, 779, 757, 730, 654, 736, 819, 699, 798, 771, 749, 768, 663, 787, 778, 727, 722, 651, 771, 800, 770, 767, 694, 789, 620, 767, 805, 719, 791, 662, 672, 757, 809, 709, 669, 644, 777, 793, 797, 731, 794, 743, 751, 758, 773, 786, 715, 705, 790, 805, 725, 785, 731, 729, 661, 709, 804, 678, 767, 721, 730, 803, 651, 783, 705, 810, 703, 697, 811, 765, 693, 779, 758, 796, 769, 697, 784, 669, 760, 721, 751, 791, 620, 790, 763, 811, 766, 757, 770, 705, 762, 804, 806, 710, 722, 783, 779, 807, 797, 757, 762, 789, 720, 670, 785, 759, 796, 756, 727, 815, 749, 700, 739, 797, 758, 800, 776, 681, 772, 653, 760, 687, 794, 802, 696, 741, 718, 716, 721, 764, 755, 647, 787, 663, 708, 760, 738, 751, 750, 651, 682, 780, 755, 790, 727, 814, 799, 787, 738, 790, 661, 746, 643, 707, 767, 728, 796, 798, 655, 687, 718, 800, 690, 778, 739, 739, 765, 730, 764, 747, 728, 807, 702, 729, 754, 793, 745, 778, 752, 728, 805, 805, 772, 745, 661, 723, 703, 664, 707, 699, 719, 743, 659, 792, 758, 779, 668, 797, 804, 699, 725, 789, 691, 761, 756, 785, 790, 787, 694, 693, 703, 751, 731, 747, 661, 741, 697, 790, 775, 724, 749, 634, 661, 762, 739, 777, 772, 755, 780, 682, 719, 734, 743, 804, 774, 775, 819, 678, 782, 789, 799, 733, 752, 786, 744, 800, 731, 793, 650, 743, 675, 725, 749, 800, 685, 764, 700, 792, 676, 786, 814, 681, 800, 773, 695, 713, 801, 799, 758, 699, 681, 753, 781, 755, 633, 701, 734, 783, 687, 801, 723, 710, 700, 804, 742, 657, 741, 777, 812, 651, 733, 723, 719, 676, 762, 788, 674, 796, 683, 715, 781, 688, 767, 802, 795, 799, 812, 788, 801, 787, 785, 764, 728, 665, 769, 806, 744, 813, 681, 768, 797, 777, 801, 622, 776, 703, 690, 768, 721, 798, 655, 792, 774, 791, 747, 707, 792, 703, 793, 772, 792, 769, 687, 736, 779, 794, 774, 716, 751, 745, 689, 714, 795, 755, 740, 790, 751, 687, 737, 808, 796, 705, 781, 777, 789, 735, 798, 712, 668, 805, 801, 624, 746, 814, 773, 656, 722, 746, 707, 794, 772, 755, 716, 788, 747, 756, 788, 794, 653, 746, 732, 734, 800, 797, 770, 750, 754, 753, 683, 628, 734, 801, 733, 702, 788, 731, 731, 822, 697, 803, 781, 690, 718, 753, 756, 755, 796, 730, 723, 763, 778, 710, 770, 725, 650, 712, 773, 787, 692, 792, 792, 783, 749, 784, 673, 768, 748, 689, 780, 789, 797, 694, 700, 730, 742, 725, 703, 671, 768, 739, 760, 740, 784, 801, 636, 751, 823, 733, 735, 787, 718, 799, 732, 807, 670, 755, 716, 786, 667, 657, 742, 780, 802, 793, 686, 798, 731, 784, 736, 737, 796, 798, 628, 714, 622, 657, 753, 752, 775, 694, 730, 690, 717, 782, 788, 699, 774, 760, 776, 743, 797, 799, 710, 785, 779, 722, 669, 738, 754, 666, 728, 782, 685, 802, 760, 804, 753, 691, 768, 786, 679, 620, 672, 806, 710, 720, 786, 767, 774, 756, 712, 702, 731, 753, 662, 767, 734, 755, 742, 749, 779, 781, 809, 797, 722, 780, 669, 695, 802, 626, 719, 763, 736, 636, 807, 704, 697, 741, 795, 745, 736, 728, 806, 741, 795, 723, 796, 666, 781, 709, 712, 750, 772, 779, 714, 786, 678, 775, 736, 806, 775, 668, 777, 762, 792, 794, 729, 756, 748, 788, 797, 764, 780, 715, 749, 731, 697, 741, 777, 775, 727, 806, 690, 724, 769, 816, 649, 778, 680, 654, 800, 737, 804, 742, 688, 742, 680, 681, 780, 791, 691, 761, 723, 794, 686, 795, 762, 654, 800, 710, 801, 779, null, 715, 778, 800, 766, 721, 714, 688, 643, 772, 707, 816, 697, 805, 793, 759, 711, 770, 788, 727, 692, 759, 782, 770, 731, 694, 798, 773, 776, 748, 733, 724, 697, 653, 749, 670, 784, 683, 757, 802, 769, 792, 809, 808, 633, 722, 744, 717, 709, 734, 708, 773, 647, 664, 791, 804, 759, 724, 776, 744, 810, 702, 715, 757, 732, 776, 795, 791, 694, 745, 700, 784, 819, 656, 744, 749, 731, 817, 726, 793, 713, 759, 654, 757, 788, 795, 812, 732, 681, 807, 661, 801, 752, 738, 718, 795, 808, 796, 790, 647, 720, 794, 744, 776, 736, 783, 698, 720, 685, 665, 773, 780, 784, 697, 691, 772, 753, 780, 703, 751, 767, 815, 689, 719, 782, 776, 811, 792, 813, 776, 786, 647, 684, 772, 729, 733, 806, 753, 752, 806, 693, 802, 782, 706, 805, 751, 712, 742, 766, 720, 784, 683, 721, 638, 730, 707, 778, 765, 758, 766, 734, 820, 788, 688, 693, 742, 785, 711, 784, 746, 751, 765, 796, 623, 753, 783, 719, 777, 752, 770, 809, 787, 755, 804, null, 706, 784, 771, 753, 718, 680, 765, 658, 778, 734, 704, 742, 703, 759, 777, 725, 810, 693, 789, 785, 755, 811, 724, 788, 781, 789, 713, 743, 739, 786, 692, 798, 741, 779, 683, 763, 812, 786, 720, 765, 776, 816, 742, 755, 813, 743, 744, 768, 722, 780, 773, 643, 793, 770, 792, 781, 703, 808, 787, 753, 781, 812, 775, 717, 797, 778, 717, 738, 768, 674, 794, 823, 728, 781, 784, 736, 780, 687, 637, 680, 801, 789, 789, 783, 698, 751, 776, 657, 776, 661, 712, 778, 710, 800, 708, 791, 780, 621, 791, 805, 780, 753, 645, 655, 676, 726, 756, 689, 699, 775, 643, 644, 758, 705, 809, 751, 739, 806, 648, 724, 721, 660, 776, 706, 804, 779, 783, 775, 735, 717, 690, 662, 759, 690, 648, 625, 764, 823, 739, 686, 744, 722, 701, 711, 682, 664, 799, 664, 707, 690, 805, 769, 742, 775, 756, 714, 777, 741, 669, 811, 754, 754, 743, 792, 796, 736, 752, 757, 796, 657, 764, 791, 659, 825, 778, 710, 795, 781, 760, 749, 661, 679, 676, 773, 713, 636, 750, 682, 766, 705, 781, 787, 799, 775, 739, 752, 716, 698, 770, 716, 766, 783, 760, 776, 734, 767, 799, 813, 799, 722, 790, 695, 789, 794, 744, 783, 752, 644, 671, 711, 749, 714, 708, 699, 695, 807, 695, 711, 785, 724, 740, 658, 670, 722, 809, 722, 794, 752, 805, 720, 707, 649, 778, 796, 721, 682, 802, 666, 746, 717, 713, 796, 772, 763, 752, 737, 675, 789, 780, 741, 809, 757, 683, 721, 659, 801, 705, 765, 707, 758, 760, 808, 806, 643, 791, 662, 725, 702, 721, 770, 791, 696, 735, 735, 799, 639, 647, 788, 634, 723, 654, 804, 769, 816, 712, 800, 783, 718, 711, 777, 745, 717, 734, 708, 643, 766, 657, 660, 637, 660, 756, 788, 727, 661, 806, 655, 789, 775, 626, 795, 707, 706, 752, 697, 733, 763, 748, 773, 782, 756, 759, 770, 777, 730, 786, 641, 745, 794, 755, 702, 708, 805, 787, 672, 801, 782, 700, 779, 660, 777, 651, 754, 665, 769, 767, 734, 774, 692, 738, 767, 660, 715, 791, 674, 799, 790, 788, 798, 806, 797, 745, 673, 743, 774, 795, 761, 649, 796, 766, 706, 759, 777, 679, 697, 745, 724, 768, 708, 723, 758, 779, 710, 756, 722, 757, 770, 675, 706, 724, 786, 803, 790, 728, 746, 698, 795, 785, 810, 627, 785, 669, 731, 667, 760, 726, 749, 708, 774, 769, 772, 714, 807, 744, 792, 729, 790, 663, 729, 793, 762, 703, 795, 705, 696, 757, 811, 684, 757, 807, 801, 811, 765, 700, 738, 721, 776, 784, 742, 784, 797, 801, 721, 732, 769, 667, 816, 762, 723, 662, 683, 804, 755, 792, 743, 742, 792, 815, 676, 773, 705, 808, 745, 680, 798, 736, 715, 766, 723, 761, 676, 735, 699, 799, 798, 698, 765, 709, 653, 665, 724, 808, 762, 651, 785, 791, 736, 689, 721, 796, 769, 764, 705, 801, 717, 703, 753, 740, 759, 760, 775, 702, 802, 738, 720, 749, 759, 785, 729, 809, 638, 733, 808, 748, 686, 675, 667, 757, 738, 691, 716, 719, 786, 788, 680, 697, 686, 759, 800, 803, 660, 788, 813, 726, 667, 765, 706, 794, 773, 762, 791, 713, 737, 705, 790, 751, 707, 791, 789, 716, 798, 738, 709, 775, 735, 739, 722, 797, 644, 675, 764, 737, 687, 780, 705, 767, 686, 696, 659, 775, 689, 808, 710, 629, 697, 762, 754, 734, 753, 690, 798, 715, 701, 678, 639, 688, 755, 669, 774, 704, 696, 681, 762, 716, 799, 798, 790, 804, 706, 747, 759, 795, 627, 767, 791, 798, 811, 813, 801, 738, 668, 796, 755, 797, 771, 810, 746, 682, 736, 687, 792, 775, 760, 695, 691, 793, 733, 738, 746, 718, 689, 725, 794, 792, 650, 727, 731, 766, 789, 672, 744, 753, 798, 685, 639, 689, 765, 791, 746, 710, 729, 800, 696, 625, 656, 798, 639, 791, 707, 733, 796, 761, 794, 702, 772, 743, 779, 622, 709, 690, 816, 669, 734, 808, 812, 776, 808, 724, 699, 765, 766, 763, 683, 726, 699, 792, 791, 764, 702, 727, 776, 749, 731, 708, 751, 753, 729, 791, 716, 695, 801, 784, 786, 800, 791, 801, 768, 761, 731, 778, 814, 638, 752, 704, 687, 807, 812, 724, 745, 792, 705, 759, 725, 793, 787, 807, 818, 671, 783, 811, 653, 704, 737, 741, 724, 668, 795, 790, 678, 769, 803, 813, null, 780, 772, 676, 796, 763, 709, 750, 723, 693, 762, 681, 802, 786, 729, 815, 733, 705, 717, 806, 698, 726, 736, 713, 687, 758, 679, 810, 795, 781, 746, 728, 749, 790, 790, 669, 752, 764, 813, 781, 795, 805, 761, 723, 772, 786, 787, 770, 802, 656, 699, 688, 807, 797, 685, 796, 695, 754, 702, 749, 752, 701, 777, 793, 754, 771, 787, 712, 789, 787, 723, 762, 755, 701, 782, 695, 784, 775, 753, 725, 695, 778, 669, 787, 792, 730, 790, 773, 654, 800, 789, 793, 745, 728, 784, 708, 742, 797, 673, 759, 709, 773, 710, 669, 660, 668, 810, 775, 716, 753, 804, 801, 741, 704, 690, 694, 778, 692, 798, 808, 689, 742, 787, 735, 705, 735, 749, 667, 784, 653, 770, 765, 715, 796, 797, 728, 710, 778, 691, 712, 764, 686, 685, 693, 761, 767, 717, 800, 771, 808, 739, 747, 813, 788, 710, 788, 793, 661, 742, 789, 752, 658, 660, 787, 802, 733, 735, 800, 711, 770, 782, 797, 739, 743, 784, 774, 765, 765, 740, 790, 786, 795, 772, 784, 725, 805, 730, 751, 766, 704, 742, 722, 807, 796, 668, 776, 793, 796, 797, 801, 736, 765, 695, 698, 747, 778, 724, 781, 759, 743, 786, 723, 683, 728, 741, 779, 639, 776, 730, 774, 800, 730, 679, 742, 757, 725, 770, 714, 768, 628, 750, 802, 621, 712, 662, 730, 776, 721, 651, 793, 801, 714, 639, 695, 747, 780, 701, 695, 709, 703, 714, 780, 769, 718, 652, 787, 781, 779, 761, 802, 751, 794, 697, 763, 796, 796, 750, 783, 689, 776, 796, 804, 797, 683, 777, 713, 728, 759, 668, 682, 784, 790, 752, 753, 783, 745, 742, 819, 677, 734, 740, 765, 641, 806, 752, 777, 651, 713, 780, 759, 756, 683, 748, 746, 757, 792, 700, 753, 757, 725, 784, 691, 716, 734, 697, 783, 662, 744, 769, 792, 800, 721, 632, 693, 713, 786, 760, 795, 797, 758, 790, 659, 754, 804, 763, 721, 724, 765, 723, 798, 702, 678, 749, 671, 748, 800, 797, 756, 694, 795, 802, 781, 779, 791, 808, 755, 774, 794, 715, 759, 800, 676, 758, 735, 747, 699, 737, 783, 659, 793, 711, 701, 696, 763, 800, 753, 802, 656, 722, 812, 746, 769, 696, 689, 789, 702, 655, 725, 801, 790, 708, 808, 749, 707, 748, 705, 789, 725, 680, 811, 762, 754, 745, 743, 622, 752, 735, 705, 690, 706, 759, 721, 777, 680, 768, 693, 804, 712, 779, 726, 719, 722, 795, 772, 733, 750, 665, 736, 793, 688, 747, 722, 722, 793, 690, 753, 778, 793, 776, 781, 725, 773, 689, 782, 744, 782, 683, 765, 753, 675, 781, 714, 808, 706, 797, 776, 687, 711, 763, 736, 780, 718, 773, 771, 769, 724, 767, 689, 727, 728, 685, 677, 745, 759, 746, 746, 780, 787, 715, 729, 737, 735, 766, 717, 685, 646, 739, 763, 790, 771, 746, 758, 725, 708, 783, 724, 702, 720, 742, 806, 620, 666, 667, 741, 743, 798, 711, 804, 804, 806, 681, 800, 710, 625, 744, 802, 744, 690, 765, 788, 819, 799, 761, 801, 754, 808, 793, 746, 769, 682, 746, 796, 737, 782, 789, 805, 731, 731, 799, 767, 753, 733, 762, 706, 805, 815, 767, 712, 666, 769, 717, 776, 761, 663, 699, 720, 773, 805, 706, 723, 695, 724, 784, 799, 776, 721, 756, 759, 719, 779, 689, 807, 733, 715, 761, 763, 730, 733, 797, 807, 729, 650, 742, 716, 803, 820, 760, 725, 815, 731, 801, 653, 653, 769, 762, 725, 666, 789, 795, 783, 762, 685, 733, 746, 749, 759, 801, 742, 743, 776, 760, 784, 695, 733, 698, 677, 779, 790, 714, 757, 793, 760, 680, 722, 739, 686, 766, 722, 813, 734, 780, 719, 781, 774, 770, 765, 682, 801, 787, 732, 727, 705, 686, 648, 697, 754, 694, 795, 723, 745, 790, 632, 725, 803, 787, 796, 652, 752, 756, 793, 790, 792, 645, 649, 692, 742, 786, 777, 708, 633, 732, 750, 681, 720, 801, 701, 620, 772, 690, 773, 777, 650, 793, 810, 787, 793, 664, 752, 792, 655, 808, 776, 742, 710, 801, 763, 722, 674, 796, 626, 813, 802, 669, 802, 698, 780, 698, 802, 664, 750, 748, 720, 682, 681, 761, 820, 754, 802, 687, 813, 761, 746, 785, 805, 691, 783, 683, 643, 709, 759, 705, 711, 693, 764, 693, 664, 798, 722, 644, 699, 714, 766, 740, 776, 695, 647, 761, 805, 712, 806, 778, 797, 786, 721, 738, 768, 751, 668, 717, 745, 772, 675, 765, 719, 770, 683, 810, 716, 773, 687, 689, 737, 773, 771, 796, 783, 788, 711, 730, 770, 814, 799, 765, 797, 800, 694, 780, 693, 790, 638, 750, 742, 685, 786, 762, 817, 786, 783, 762, 749, 760, 799, 804, 764, 757, 737, 742, 804, 757, 712, 722, 677, 770, 703, 754, 808, 755, 709, 793, 763, 766, 801, 759, 707, 775, 781, 722, 769, 792, 719, 697, 764, 737, 804, 763, 776, 701, 738, 630, 690, 775, 739, 802, 655, 660, 741, 798, 720, 672, 793, 779, 694, 752, 661, 727, 682, 705, 711, 715, 720, 802, 697, 765, 742, 772, 785, 781, 698, 698, 748, 726, 690, 807, 790, 791, 738, 707, 786, 802, 756, 686, 658, 687, 793, 737, 793, 748, 779, 768, 753, 762, 655, 724, 684, 664, 718, 697, 700, 704, 711, 628, 797, 769, 754, 730, 691, 724, 739, 792, 705, 763, 802, 730, 769, 691, 781, 735, 750, 765, 735, 782, 799, 772, 761, 777, 760, 726, 744, 800, 730, 816, 781, 657, 710, 663, 787, 702, 797, 739, 775, 807, 688, 794, 776, 791, 804, 805, 704, 766, 775, 758, 794, 737, 779, 760, 791, 722, 659, 764, 773, 781, 768, 632, 737, 688, 757, 737, 811, 759, 685, 779, 814, 764, 769, 765, 706, 631, 751, 800, 689, 785, 690, 684, 759, 718, 806, 725, 739, 802, 770, 760, 778, 792, 775, 801, 723, 760, 784, 747, 637, 808, 751, 800, 785, 772, 745, 801, 777, 639, 713, 704, 769, 766, 700, 768, 765, 691, 802, 753, 785, 780, 760, 726, 801, 789, 808, 721, 783, 764, 691, 632, 747, 726, 789, 776, 681, 696, 761, 644, 705, 794, 782, 748, 727, 800, 763, 729, 715, 785, 798, 724, 735, 778, 787, 626, 651, 719, 785, 792, 799, 751, 784, 787, 720, 805, 752, 773, 793, 808, 781, 754, 797, 652, 724, 791, 658, 633, 720, 792, 733, 790, 723, 653, 647, 766, 735, 761, 754, 754, 741, 822, 672, 735, 778, 738, 780, 757, 763, 776, 636, 722, 765, 792, 808, 767, 745, 781, 743, 806, 790, 741, 764, 807, 707, 680, 785, 765, 795, 802, 643, 712, 755, 796, 630, 662, 735, 705, 802, 743, 692, 779, 715, 745, 695, 746, 691, 642, 713, 790, 779, 760, 628, 756, 722, 779, 738, 773, 785, 735, 713, 732, 802, 674, 678, 745, 711, 671, 766, 649, 782, 773, 710, 762, 779, 671, 692, 778, 790, 792, 805, 696, 797, 689, 803, 695, 812, 798, 785, 798, 737, 722, 734, 684, 752, 741, 754, 741, 698, 774, 793, 814, 654, 795, 774, 787, 802, 800, 709, 672, 799, 809, 807, 792, 711, 710, 694, 710, 785, 748, 734, 762, 690, 766, 783, 794, 766, 790, 753, 791, 705, 762, 732, 645, 809, 797, 752, 652, 794, 777, 787, 691, 793, 713, 739, 709, 783, 802, 698, 715, 750, 802, 697, 796, 774, 645, 683, 739, 707, 754, 728, 800, 781, 761, 800, 786, 804, 730, 806, 625, 770, 749, 740, 739, 640, 774, 706, 769, 796, 790, 679, 719, 792, 763, 783, 794, 637, 785, 679, 796, 808, 805, 710, 770, 714, 802, 793, 717, 808, 709, 641, 630, 780, 817, 738, 780, 790, 719, 702, 695, null, 712, 756, 684, 756, 787, 796, 698, 709, 784, 749, 790, 751, 706, 735, 800, 752, 774, 759, 779, 708, 777, 748, 662, 707, 751, 708, 698, 669, 723, 745, 768, 691, 780, 681, 791, 730, 803, 796, 726, 675, 726, 709, 798, 813, 716, 805, 711, 788, 748, 661, 733, 769, 804, 699, 781, 689, 713, 706, 818, 829, 749, 759, 818, 657, 749, 777, 661, 778, 785, 751, 740, 695, 723, 802, 775, 762, 749, 737, 766, 777, 729, 790, 680, 816, 742, 719, 640, 785, 725, 781, 784, 736, 779, 752, 801, 803, 749, 767, 805, 726, 677, 751, 763, 767, 768, 760, 801, 795, 791, 781, 697, 721, 672, 813, 779, 745, 634, 768, 711, 736, 742, 803, 767, 803, 674, 810, 719, 812, 786, 655, 792, 799, 742, 722, 813, 766, 753, 798, 748, 669, 711, 690, 803, 735, 691, 709, 767, 751, 806, 812, 695, 811, 792, 774, 768, 692, 706, 819, 749, 690, 777, 738, 715, 803, 774, 758, 770, 713, 730, 733, 767, 782, 752, 712, 776, 763, 774, 690, 792, 709, 803, 770, 778, 663, 699, 805, 670, 808, 716, 755, 812, 811, 695, 746, 807, 759, 695, 785, 721, 743, 821, 640, 681, 771, 802, 718, 662, 762, 801, 749, 643, 636, 814, 686, 710, 794, 796, 759, 702, 740, 798, 737, 813, 720, 701, 747, 762, 735, 690, 797, 709, 714, 660, 803, 791, 735, 713, 775, 708, 749, 741, 684, 750, 793, 691, 715, 691, 694, 790, 786, 659, 715, 731, 730, 734, 766, 632, 709, 715, 776, 674, 712, 726, 780, 795, 643, 719, 801, 759, 729, 808, 736, 690, 758, 707, 770, 714, 698, 801, 806, 697, 690, 752, 767, 809, 660, 718, 771, 668, 673, 692, 652, 772, 645, 773, 800, 690, 708, 805, 654, 794, 776, 747, 739, 708, 762, 725, 786, 759, 748, 738, 800, 791, 760, 729, 705, 775, 739, 783, 778, 631, 790, 763, 770, 648, 682, 677, 693, 778, 717, 807, 704, 710, 696, 781, 762, 733, 754, 739, 777, 808, 737, 770, 714, 654, 778, 746, 759, 660, 784, 756, 729, 774, 717, 737, 746, 735, 650, 760, 800, 752, 701, 770, 746, 729, 790, 686, 718, 760, 779, 777, 664, 692, 802, 800, 732, 693, 687, 693, 693, 759, 802, 793, 791, 770, 648, 746, 808, 647, 786, 750, 777, 749, 813, 761, 784, 670, 754, 722, 744, 683, 721, 663, 740, 816, 796, 732, 804, 667, 755, 780, 669, 721, 795, 738, 701, 782, 734, 693, 672, 705, 699, 749, 716, 717, 761, 708, 768, 782, 629, 706, 805, 766, 784, 753, 752, 672, 757, 801, 745, 725, 763, 791, 722, 793, 803, 729, 817, 724, 726, 800, 756, 700, 710, 724, 678, 745, 715, 731, 794, 798, 715, 646, 707, 792, 777, 784, 800, 717, 803, 792, 709, 688, 797, 743, 738, 809, 667, 810, 720, 687, 691, 722, 803, 728, 754, 769, 749, 709, 685, 621, 744, 805, 750, 713, 798, 661, 714, 724, 662, 672, 777, 627, 695, 773, 696, 750, 794, 748, 738, 655, 812, 768, 802, 731, 778, 632, 795, 632, 761, 792, 807, 808, 699, 714, 660, 699, 766, 681, 777, 782, 777, 816, 757, 726, 668, 665, 795, 762, 688, 688, 680, 796, 745, 757, 704, 750, 740, 695, 692, 697, 684, 735, 782, 769, 718, 804, 790, 667, 687, 713, 680, 709, 771, 754, 760, 800, 791, 788, 776, 645, 786, 786, 778, 692, 726, 729, 784, 815, 758, 712, 747, 766, 770, 778, 780, 790, 757, 733, 782, 750, 690, 719, 775, 708, 717, 811, 767, 713, 782, 706, 763, 743, 640, 813, 757, 724, 802, 703, 762, 806, 703, 710, 744, 702, 804, 678, 690, 727, 747, 744, 701, 802, 792, 775, 761, 701, 717, 701, 773, 766, 769, 746, 673, 796, 774, 730, 652, 739, 751, 661, 659, 796, 621, 733, 773, 791, 779, 787, 750, 784, 737, 788, 727, 756, 702, 638, 744, 773, 713, 796, 665, 721, 724, 725, 729, 746, 761, 660, 755, 769, 797, 657, 693, 737, 680, 799, 788, 709, 811, 795, 755, 787, 711, 797, 680, 751, 795, 700, 784, 688, 756, 660, 774, 745, 734, 736, 747, 799, 779, 811, 737, 649, 734, 711, 625, 710, 812, 801, 744, 696, 677, 768, 804, 756, 654, 760, 651, 750, 716, 797, 758, 688, 791, 807, 766, 797, 731, 786, 764, 667, 759, 793, 754, 798, 808, 726, 732, 809, 730, 733, 785, 689, 789, 762, 783, 697, 800, 742, 737, 748, 723, 769, 741, 744, 693, 739, 713, 703, 703, 730, 792, 765, 706, 701, 760, 796, 766, 802, 791, 795, 668, 762, 768, 770, 800, 772, 823, 786, 763, 688, 797, 748, 776, 772, 775, 788, 742, 812, 729, 791, 769, 701, 710, 649, 787, 620, 662, 655, 812, 742, 626, 792, 768, 684, 745, 706, 798, 659, 621, 782, 775, 776, 791, 781, 791, 744, 731, 713, 746, 685, 790, 791, 752, 685, 700, 783, 782, 768, 706, 798, 761, 809, 702, 722, 759, 679, 756, 814, 720, 791, 760, 750, 784, 762, 710, 668, 730, 791, 636, 701, 716, 797, 732, 698, 809, 731, 691, 731, 764, 748, 718, 710, 692, 744, 726, 791, 798, 777, 689, 749, 797, 726, 786, 751, 759, 791, 804, 785, 734, 633, 788, 650, 770, 792, 789, 664, 702, 772, 801, 792, 694, 676, 723, 780, 714, 799, 779, 797, 736, 803, 798, 749, 786, 777, 795, 787, 718, 768, 767, 802, 751, 707, 640, 749, 773, 788, 763, 708, 800, 725, 789, 791, 655, 802, 783, 794, 785, 792, 804, 671, 759, 726, 762, 744, 800, 783, 771, 770, 761, 750, 775, 664, 803, 712, 801, 659, 715, 748, 754, 742, 808, 765, 776, 799, 793, 737, 726, 684, 784, 755, 773, 645, 709, 776, 775, 693, 706, 781, 779, 731, 780, 675, 732, 794, 658, 771, 730, 772, 775, 799, 718, 715, 747, 761, 750, 781, 654, 797, 784, 717, 750, 757, 747, 702, 761, 800, 691, 814, 776, 688, 800, 744, 773, 798, 797, 776, 757, 790, 781, 792, 685, 704, 708, 770, 756, 742, 716, 803, 771, 714, 764, 780, 641, 735, 622, 828, 691, 724, 640, 774, 709, 764, 641, 704, 790, 654, 679, 726, 779, 745, 725, 742, 646, 769, 747, 700, 686, 642, 808, 720, 791, 723, 801, 755, 791, 635, 718, 700, 764, 759, 783, 732, 778, 752, 717, 752, 678, 761, 714, 790, 807, 731, 696, 767, 813, 786, 804, 733, 715, 778, 653, 786, 732, 811, 745, 725, 764, 686, 724, 771, 708, 772, 809, 712, 779, 799, 683, 638, 802, 754, 725, 709, 793, 674, 792, 794, 738, 780, 678, 777, 788, 733, 692, 728, 727, 725, 717, 799, 625, 790, 705, 770, 782, 747, 731, 751, 744, 763, 771, 641, 784, 733, 776, null, 776, 661, 787, 750, 728, 722, 733, 777, 653, 656, 785, 736, 778, 812, 720, 713, 723, 795, 758, 675, 721, 801, 745, 767, 743, null, 677, 718, 721, 786, 766, 798, 677, 755, 730, 774, 713, 703, 706, 647, 765, 746, 700, 677, 785, 622, 772, 640, 725, 814, 811, 751, 797, 784, 690, 747, 708, 747, 674, 806, 774, 711, 766, 700, 811, 754, 782, 750, 808, 812, 779, 730, 655, 705, 669, 703, 716, 741, 797, 817, 802, 747, 763, 806, 712, 728, 783, 703, 756, 748, 662, 764, 739, 749, 750, 724, 774, 761, 801, 744, 696, 710, 809, 753, 791, 793, 731, 796, 684, 677, 738, 781, 773, 701, 708, 762, 632, 781, 724, 662, 685, 736, 781, 662, 690, 686, 813, 751, 683, 711, 623, 656, 721, 705, 726, 823, 721, 636, 807, 721, 786, 781, 774, 801, 689, 801, 752, 775, 728, 669, 624, 665, 772, 752, 813, 800, 810, 751, 798, 797, 731, 699, 768, 664, 662, 747, 778, 685, 806, 754, 634, 679, 656, 782, 741, 693, 700, 753, 761, 756, 722, 779, 656, 715, 780, 775, 799, 732, 759, 659, 642, 815, 813, 797, 704, 749, 753, 801, 712, 790, 803, 771, 754, 690, 686, 802, 731, 807, 723, 679, 678, 758, 783, 747, 760, 674, 719, 759, 778, 770, 795, 645, 786, 736, 800, 746, 691, 676, 803, 790, 766, 759, 757, 707, 732, 703, 644, 779, 781, 747, 714, 799, 748, 662, 776, 769, 735, 727, 792, 770, 672, 794, 754, 725, 783, 798, 770, 819, 788, 705, 668, 783, 742, 786, 809, 692, 810, 778, 722, 806, 724, 716, 667, 804, 766, 726, 716, 710, 766, 675, 784, 772, 757, 753, 758, 788, 730, 744, 757, 768, 744, 801, 780, 663, 783, 790, 736, 791, 735, 801, 712, 763, 627, 799, 751, 801, 725, 634, 792, 693, 742, 775, 789, 642, 728, 733, 734, 732, 733, 754, 764, 765, 807, 767, 757, 792, 703, 790, 744, 667, 772, 736, 747, 738, 792, 678, 760, 704, 777, 634, 755, 685, 801, 795, 724, 789, 783, 758, 800, 744, 801, 763, 691, 801, 765, 792, 742, 786, 750, 806, 804, 807, 783, 783, 740, 744, 746, 724, 804, 752, 734, 745, 674, 759, 824, 698, 797, 805, 683, 753, 716, 711, 792, 809, 721, 758, 758, 765, 720, 812, 685, 812, 747, 710, 687, 763, 811, 781, 757, 794, 777, 790, 752, 795, 666, 702, 785, 733, 785, 759, 801, 714, 777, 750, 702, 782, 799, 709, 794, 686, 816, 783, 703, 727, 803, 639, 723, 788, 771, 637, 793, 775, 756, 629, 745, 775, 710, 690, 796, 772, 646, 747, 745, 781, 776, 787, 771, 753, 770, 748, 746, 779, 785, 788, 815, 778, 769, 740, 795, 746, 698, 757, 786, 790, 782, 763, 787, 750, 811, 802, 793, 802, 751, 807, 754, 808, 759, 796, 786, 659, 716, 634, 807, 732, 790, 798, 671, 809, 667, 782, 782, 761, 723, 801, 811, 790, 699, 645, 748, 663, 819, 705, 790, 804, 702, 762, 720, 768, 751, 780, 665, 737, 710, 665, 695, 741, 792, 777, 742, 669, 750, 779, 675, 773, 731, 756, 696, 636, 666, 782, 752, 722, 769, 788, 709, 728, 804, 821, 717, 755, 792, 763, 781, 807, 756, 757, 798, 764, 757, 729, 798, 738, 740, 726, 770, 717, 776, 735, 667, 758, 745, 777, 632, 739, 785, 665, 715, 753, 796, 799, 744, 809, 732, 770, 702, 676, 804, 701, 740, 767, 703, 801, 686, 725, 719, 735, 705, 772, 674, 790, 762, 712, 714, 809, 674, 723, 760, 778, 796, 652, 761, 751, 800, 783, 783, 699, 795, 699, 789, 754, 802, 774, 735, 791, 696, 690, 623, 715, 724, 781, 738, 791, 820, 807, 708, 755, 745, 788, 744, 754, 796, 762, 725, 794, 787, 778, 771, 695, 689, 651, 750, 648, 672, 761, 764, 742, 686, 717, 803, 774, 722, 733, 686, 763, 774, 770, 747, 754, 672, 741, 724, 774, 747, 751, 726, 753, 788, 797, 774, 710, 750, 691, 748, 660, 783, 746, 725, 733, 787, 701, 786, 782, 770, 721, 787, 788, 727, 747, 695, 746, 725, 792, 719, 694, 770, 783, 788, 804, 685, 799, 804, 709, 794, 766, 691, 762, 638, 756, 749, 750, 701, 779, 803, 777, 744, 776, 724, 672, 802, 805, 734, 665, 807, 790, 718, 699, 712, 781, 779, 806, 759, 776, 808, 726, 812, 764, 800, 810, 797, 719, 811, 771, 801, 764, 729, 698, 769, 627, 763, 722, 798, 712, 785, 689, 794, 718, 704, 711, 745, 767, 783, 779, 738, 794, 736, 742, 762, 778, 698, 795, 667, 769, 681, 767, 806, 793, 666, null, 693, 734, 758, 737, 810, 764, 731, 667, 812, 769, 687, 803, 787, 790, 744, 686, 797, 724, 700, 782, 786, 727, 802, 763, 781, 783, 751, 786, 800, 791, 791, 707, 625, 793, 688, 782, 819, 772, 810, 797, 683, 729, 755, 702, 696, 727, 677, 793, 768, 761, 777, 751, 793, 647, 743, 732, 738, 787, 805, 724, 740, 771, 705, 787, 757, 736, 679, 746, 804, 741, 759, 794, 756, 688, 673, 709, 816, 697, 723, 819, 739, 801, 819, 809, 743, 719, 645, 728, 787, 781, 689, 669, 734, 789, 762, 761, 740, 781, 766, 723, 790, 788, 777, 799, 716, 735, 726, 662, 634, 792, 678, 770, 783, 728, 795, 745, 817, 778, 808, 772, 797, 770, 753, 681, 773, 771, 633, 811, 791, 783, 790, 794, 724, 727, 642, 706, 801, 689, 682, 772, 687, 716, 770, 755, 749, 785, 786, 711, 723, 764, 697, 725, 761, 773, 764, 768, 789, 764, 701, 789, 811, 739, 768, 714, 672, 791, 796, 774, 749, 716, 719, 711, 809, 780, 670, 749, 790, 707, 759, 706, 781, 662, 724, 746, 765, 770, 746, 788, 670, 780, 740, 717, 777, 802, 807, 680, 810, 748, 700, 794, 766, 758, 810, 774, 783, 791, 791, 787, 698, 816, 758, 789, 755, 792, 791, 632, 777, 759, 690, 773, 689, 690, 792, 760, 688, 795, 784, 734, 742, 791, 699, 681, 748, 721, 746, 754, 727, 669, 700, 798, 768, 741, 692, 701, 778, 793, 783, 757, 728, 646, 792, 686, 810, 801, 781, 728, 745, 801, 751, 684, 663, 801, 750, 786, 682, 684, 660, 790, 773, 759, 789, 775, 722, 764, 692, 798, 779, 771, 753, 796, 804, 809, 679, 713, 740, 697, 687, 790, 785, 785, 640, 762, 747, 692, 728, 652, 674, 769, 691, 797, 646, 755, 634, 746, 751, 727, 709, 754, 773, 791, 727, null, 805, 783, 716, 681, 701, 781, 789, 781, 761, 794, 771, 750, 816, 739, 700, 801, 717, 726, 767, 763, 791, 653, 685, 744, 725, 765, 786, 718, 746, 686, 760, 802, 781, 759, 791, 707, 785, 803, 627, 803, 730, 785, 684, 665, 808, 814, 680, 799, 787, 796, null, 744, 744, 749, 801, 807, 791, 737, 737, 756, 797, 705, 752, 706, 643, 719, 805, 792, 797, 719, 783, 769, 694, 687, 786, 720, 722, 801, 763, 727, 775, 791, 773, 788, 712, 793, 761, 801, 773, 766, 781, 807, 775, 781, 762, 698, 801, 783, 766, 738, 770, 809, 736, 643, 808, 702, 728, 707, 802, 801, 704, 683, 679, 696, 748, 666, 746, 680, 735, 649, 738, 798, 799, 807, 807, 798, 815, 701, 763, 797, 730, 738, 807, 714, 721, 791, 786, 720, 743, 759, 801, 686, 752, 653, 776, 782, 802, 704, 729, 751, 798, 753, 761, 779, 736, 756, 738, 718, 745, 776, 805, 801, 706, 778, 751, 758, 743, 724, 710, 693, 770, 716, 632, 777, 762, 768, 723, 724, 788, 776, 788, 799, 700, 809, 708, 790, 783, 773, 790, 717, 768, 757, 728, 814, 778, 775, 748, 776, 729, 798, 792, 769, 754, 704, 719, 687, 769, 769, 790, 769, 721, 712, 623, 673, 692, 745, 707, 772, 799, 775, 709, 777, 750, 646, 780, 773, 802, 713, 809, 686, 727, 792, 790, 754, 804, 765, 782, 804, 723, 668, 733, 800, 746, 810, 751, 743, 676, 807, 715, 748, 776, 753, 674, 744, 810, 740, 765, 698, 756, 783, 623, 711, 665, 762, 737, 763, 809, 789, 797, 687, 739, 748, 720, 693, 805, 680, 758, 763, 806, 780, 743, 624, 800, 723, 755, 763, 708, 737, 768, 800, 703, 634, 760, 708, 658, 756, 778, 769, 804, 807, 657, 817, 770, 810, 646, 724, 791, 712, 753, 710, 772, 762, 798, 750, 788, 676, 659, 623, 790, 715, 747, 804, 785, 820, 807, 700, 697, 766, 812, 809, 736, 719, 787, 772, 783, 781, 708, 755, 702, 774, 784, 763, 760, 662, 735, 748, 763, 750, 728, 684, 645, 655, 722, 784, 678, 657, 704, 685, 731, 763, 738, 801, 625, 700, 655, 808, 670, 693, 742, 802, 733, 760, 780, 777, 698, 644, 751, 693, 782, 707, 686, 729, 775, 797, 672, 747, 792, 719, 764, 730, 642, 741, 696, 797, 791, 746, 722, 794, 786, 799, 741, 708, 775, 701, 769, 660, 778, 765, 770, 799, 692, 756, 781, 777, 725, 766, 746, 717, 792, 754, 749, 647, 719, 725, 729, 681, 705, 754, 773, 777, 647, 793, 770, 641, 678, 805, 682, 699, 696, 736, 707, 801, 790, 723, 739, 729, 777, 756, 743, 745, 728, 709, 792, 804, 718, 799, 792, 722, 784, 797, 744, 805, 800, 705, 755, 747, 755, 811, 778, 744, 754, 793, 790, 670, 696, 760, 670, 787, 781, 735, 767, 798, 755, 708, 810, 768, 746, 764, 628, 749, 805, 774, 726, 802, 797, 731, 756, 761, 742, 693, 781, 762, 760, 684, 739, 819, 758, 776, 643, 788, 721, 801, 797, 728, 774, 667, 718, 788, 689, 703, 745, 713, 779, 809, 752, 763, 706, 759, 758, 796, 796, 756, 677, 700, 724, 738, 735, 754, 791, 774, 803, 795, 774, 788, 749, 664, 708, 698, 719, 759, 780, 795, 742, 655, 679, 756, 657, 712, 794, 714, 719, 737, 812, 794, 802, 695, 711, 790, 781, 732, 764, 641, 741, 758, 770, 749, 704, 709, 732, 796, 768, 773, 745, 823, 771, 762, 793, 714, 779, 729, 756, 701, 786, 785, 802, 753, 639, 694, 630, 784, 798, 727, 780, 623, 784, 723, 797, 692, 723, 725, 688, 755, 738, 784, 729, 796, 666, 718, 761, 660, 808, 700, 742, 726, 699, 726, 682, 709, 765, 741, 735, 799, 792, 675, 779, 623, 777, 782, 791, 716, 802, 657, 745, 801, 790, 724, 788, 798, 739, 742, 782, 781, 706, 700, 764, 805, 795, 709, 662, 787, 737, 744, 726, 672, 772, 719, 730, 684, 770, 756, 664, 742, 685, 667, 791, 725, 719, 757, 725, 797, 778, 789, 742, 801, 787, 735, 644, 800, 818, 743, 793, 764, 803, 794, 755, 755, 789, 802, 790, 744, 697, 790, 743, 772, 762, 759, 677, 777, 707, 755, 732, 740, 790, 764, 712, 783, 792, 792, 639, 733, 649, 778, 782, 772, 696, 751, 791, 783, 768, 820, 722, 810, 700, 731, 759, 806, 773, 695, 744, 688, 737, 690, 780, 756, 781, 720, 794, 716, 754, 760, 792, 747, 755, 707, 702, 773, 739, 702, 738, 730, 767, 722, 741, 766, 807, 639, 808, 786, 746, 695, 660, 776, 713, 786, 656, 797, 710, 755, 803, 668, 738, 769, 799, 809, 694, 765, 714, 730, 786, 626, 682, 811, 788, 792, 641, 681, 719, 780, 763, 720, 745, 644, 772, 755, 733, 779, 796, 763, 698, 778, 752, 812, 687, 660, 808, 800, 717, 816, 623, 676, 650, 684, 783, 800, 728, 784, 672, 802, 781, 709, 740, 637, 802, 776, 746, 730, 770, 688, 682, 771, 710, 748, 785, 641, 774, 689, 767, 721, 812, 799, 801, 773, 783, 762, 643, 773, 765, 784, 805, 813, 751, 726, 790, 759, 811, 737, 793, 796, 784, 786, 753, 709, 697, 757, 794, 692, 701, 787, 672, 706, 708, 687, 736, 795, 751, 790, 711, 802, 680, 695, 655, 770, 762, 656, 806, 779, 728, 763, 683, 750, 702, 747, 742, 772, 738, 728, 675, 650, 798, 763, 795, 785, 739, 720, 698, 785, 640, 794, 749, 742, 757, 744, 628, 724, 646, 746, 811, 781, 644, 702, 741, 694, 700, 742, 657, 767, 684, 701, 711, 664, 774, 758, 699, 639, 781, 744, 762, 795, 716, 773, 693, 763, 750, 717, 747, 776, 783, 702, 777, 765, 745, 787, 755, 780, 816, 718, 788, 723, 696, 769, 759, 683, 727, 756, 750, 808, 756, 638, 783, 736, 747, 693, 777, 812, 785, 765, 773, 722, 661, 758, 724, 730, 781, 706, 647, 715, 692, 700, 721, 687, 806, 799, 732, 722, 722, 792, 699, 792, 801, 773, 744, 777, 713, 783, 798, 713, 797, 766, 752, 815, 752, 755, 724, 635, 795, 680, 807, 771, 771, 737, 801, 748, 784, 798, 754, 763, 769, 814, 640, 681, 731, 638, 779, 748, 773, 784, 698, 709, 751, 738, 806, 660, 787, 774, 717, 764, 695, 674, 703, 700, 656, 701, 712, 705, 772, 712, 771, 684, 708, 642, 705, 759, 735, 805, 777, 794, 772, 685, 687, 801, 677, 797, 815, 762, 700, 820, 740, 736, 695, 745, 814, 781, 657, 723, 773, 793, 804, 688, 784, 758, 797, 700, 790, 751, 783, 722, 718, 739, 769, 790, 771, 730, 804, 785, 781, 809, 777, 733, 798, 712, 794, 794, 779, 810, 746, 792, 800, 751, 723, 779, 659, 666, 708, 693, 798, 665, 724, 813, 704, 694, 760, 773, 794, 756, 762, 741, 741, 731, 726, 770, 698, 762, 784, 777, 724, 753, 710, 706, 808, 690, 796, 808, 719, 681, 794, 698, 789, 705, 742, 796, 708, 732, 741, 714, 812, 804, 730, 724, 733, 715, 694, 703, 640, 685, 745, 809, 708, 787, 795, 774, 706, 657, 773, 765, 729, 627, 730, 791, 704, 805, 705, 696, 801, 708, 734, 719, 668, 775, 721, 769, 798, 810, 751, 680, 788, 805, 763, 770, 726, 658, 791, 759, 797, 743, 755, 770, 698, 703, 699, 780, 794, 761, 771, 661, 810, 719, 689, 672, 746, 787, 763, 760, 682, 776, 736, 767, 709, 811, 781, 772, 720, 680, 759, 749, 799, 785, 719, 796, 674, 648, 821, 740, 800, 767, 771, 734, 771, 652, 738, 732, 785, 714, 804, 744, 788, 783, 769, 763, 757, 704, 765, 776, 757, 689, 706, 656, 717, 788, 757, 724, 781, 788, 700, 689, 755, 637, 778, 649, 790, 687, 790, 789, null, 745, 735, 692, 798, 675, 717, 695, 817, 796, 775, 807, 788, 771, 699, 724, 732, 801, 722, 765, 792, 807, 744, 685, 753, 688, 725, 762, 748, 722, 777, 807, 746, 803, 727, 772, 783, 710, 771, 789, 694, 781, 763, 790, 696, 754, 740, 645, 778, 714, 819, 657, 708, 810, 767, 712, 776, 769, 728, 806, 771, 742, 729, 791, 778, 744, 800, 806, 791, 762, 651, 809, 773, 742, 731, 799, 726, 809, 792, 766, 747, 769, 729, 811, 681, 815, 736, 746, 719, 770, 696, 754, 794, 730, 792, 782, 772, 636, 681, 716, 791, 800, 699, 791, 809, 694, 702, 742, 791, 780, 743, 776, 743, 742, 805, 728, 656, 802, 741, 748, 749, 625, 623, 756, 775, 754, 799, 743, 778, 775, 759, 813, 730, 701, 699, 648, 797, 797, 809, 717, 726, 742, 779, 797, 769, 752, 764, 814, 729, 710, 687, 795, 652, 750, 811, 652, 718, 759, 788, 673, 694, 747, 798, 765, 794, 755, 799, 766, 778, 801, 794, 792, 802, 690, 786, 759, 782, 739, 762, 793, 774, 777, 796, 731, 743, 739, 807, 816, 701, 702, 741, 802, 773, 663, 770, 637, 715, 700, 705, 764, 792, 671, 811, 796, 632, 705, 712, 741, 713, 651, 715, 733, 678, 769, 757, 757, 774, 766, 694, 765, 807, 776, 772, 677, 699, 682, 732, 780, 712, 648, 781, 669, 689, 752, 717, 686, 693, 780, 680, 765, 743, 755, 742, 728, 699, 769, 787, 811, 702, 756, 795, 812, 767, 786, 701, 743, 693, 807, 685, 722, 786, 771, 780, 717, 726, 782, 691, 794, 724, 793, 812, 784, 762, 669, 663, 757, 729, 764, 796, 687, 765, 734, 738, 729, 687, 784, 652, 789, 703, 767, 812, 809, 682, 737, 739, 778, 765, 653, 640, 807, 686, 768, 689, 767, 782, 773, 720, 719, 762, 801, 760, 662, 705, 693, 798, 796, 790, 718, 791, 813, 751, 705, 797, 781, 808, 795, 786, 741, 792, 707, 747, 798, 774, 741, 815, 707, 771, 680, 823, 735, 762, 681, 751, 704, 688, 749, 749, 800, 794, 802, 760, 748, 801, 823, 649, 803, 672, 713, 789, 775, 765, 659, 745, 737, 758, 800, 756, 735, 716, 715, 798, 772, 737, 690, 731, 690, 791, 753, 804, 692, 794, 653, 823, 783, 710, 809, null, 742, 791, 731, 816, 712, 751, 697, 765, 771, 751, 677, 782, 800, 798, 661, 693, 683, 807, 718, 722, 774, 721, 697, 770, 752, 739, 770, 757, 743, 776, 732, 794, 691, 674, 653, 620, 736, 725, 789, 784, 737, 801, 694, 767, 725, 695, 683, 819, 820, 670, 784, 727, 741, 707, 714, 802, 750, 775, 684, 786, 767, 688, 767, 780, 783, 759, 760, 778, 663, 713, 778, 770, 743, 762, 789, 761, 726, 804, 623, 789, 712, 711, 739, 735, 665, 752, 661, 772, 682, 747, 790, 786, 708, 801, 687, 760, 667, 735, 669, 740, 713, 741, 660, 795, 785, 799, 713, 735, 643, 804, 677, 737, 748, 724, 788, 703, 772, 732, 686, 703, 651, 677, 808, 790, 660, 689, 767, 808, 691, 793, 687, 798, 700, 714, 688, 745, 659, 811, 785, 705, 757, 677, 711, 809, 766, 689, 632, 778, 779, 677, 747, 734, 801, 779, 726, 804, 779, 728, 805, 778, 687, 781, 706, 722, 721, 683, 809, 693, 708, 797, 728, 715, 810, 661, 796, 751, 796, 765, 776, 628, 746, 784, 801, 739, 707, 745, 785, 733, 797, 797, 803, 731, 765, 745, 738, 745, 752, 816, 755, 778, 728, 796, 802, 762, 762, 799, 744, 762, 657, 786, 740, 717, 667, 750, 732, 800, 721, 685, 803, 808, 682, 775, 745, 796, 747, 798, 800, 778, 803, 787, 718, 787, 728, 811, 715, 737, 714, 760, 785, 754, 795, 812, 789, 765, 741, 734, 789, 736, 705, 712, 708, 758, 665, 649, 749, 700, 777, 721, 788, 731, 765, 703, 740, 781, 779, 748, 745, 637, 711, 769, 697, 791, 800, 805, 761, 753, 778, 809, 791, 813, 812, 786, 694, 709, 671, 801, 710, 796, 787, 779, 782, 775, 705, 694, 810, 714, 720, 702, 735, 750, 801, 717, 770, 676, 748, 696, 806, 701, 777, 763, 776, 776, 739, 741, 656, 750, 776, 702, 734, 798, 752, 804, 779, 706, 693, 810, 752, 741, 759, 776, 735, 711, 751, 770, 755, 707, 647, 784, 751, 800, 709, 714, 739, 774, 689, 651, 689, 763, 808, 722, 801, 757, 752, 796, 721, 741, 779, 770, 724, 814, 799, 798, 713, 723, 812, 816, 752, 795, 810, 677, 710, 690, 806, 767, 725, 759, 625, 673, 735, 770, 680, 727, 789, 721, 676, 757, 804, 802, 724, 809, 721, 783, 732, 734, 778, 640, 691, 797, 788, 737, 809, 726, 666, 777, 772, 693, 746, 786, 704, 766, 651, 702, 710, 801, 713, 795, 741, 708, 705, 687, 811, 704, 741, 758, 735, 802, 765, 774, 773, 755, 776, 793, 806, 723, 803, 728, 636, 763, 727, 673, 699, 760, 791, 778, 723, 725, 658, 725, 789, 795, 753, 778, 788, 750, 740, 757, 739, 713, 745, 788, 738, 742, 774, 662, 735, 799, 799, 740, 678, 745, 794, 776, 701, 726, 715, 809, 773, 774, 767, 632, 809, 662, 722, 727, 663, 788, 722, 717, 736, 760, 796, 713, 757, 766, 722, 759, 690, 720, 714, 724, 796, 704, 804, 736, 757, 792, 651, 748, 760, 796, 726, 766, 743, 709, 709, 797, 629, 754, 804, 791, 801, 808, 710, 701, 723, 763, 759, 771, 771, null, 629, 804, 782, 774, 622, 788, 785, 718, 778, 750, 749, 701, 792, 798, 753, 796, 694, 803, 708, 652, 791, 751, 754, 757, 816, 774, 755, 765, 760, 793, 715, 737, 800, 773, 716, 709, 650, 719, 782, 759, 720, 807, 713, 685, 763, 728, 643, 625, 706, 734, 739, 764, 760, 763, 650, 800, 641, 709, 795, 787, 811, 753, 756, 725, 795, 785, 687, 761, 726, 714, 717, 740, 733, 800, 704, 796, 689, 712, 702, 811, 801, 736, 817, 773, 710, 694, 752, 752, 746, 730, 805, 772, 776, 803, 770, 746, 738, 732, 693, 749, 748, 803, 788, 719, 794, 731, 724, 766, 777, 795, 789, 749, 659, 797, 794, 753, 785, 700, 790, 650, 802, 763, 773, 717, 709, 706, 771, 723, 682, 765, 722, 678, 784, 734, 748, 792, 768, 756, 798, 713, 807, 786, 774, 678, 763, 744, 774, 795, 760, 704, 794, 804, 807, 654, 814, 688, 729, 743, 776, 808, 734, 805, 709, 680, 672, 795, 783, 799, 780, 789, 773, 788, 774, 786, 780, 719, 692, 655, 786, 744, 706, 662, 746, 781, 735, 707, 761, 799, 806, 797, 698, 800, 767, 780, 729, 780, 775, 813, 750, 800, 781, 772, 803, 776, 764, 768, 747, 787, 778, 721, 799, 636, 779, 793, 801, 764, 756, 732, 780, 701, 717, 790, 719, 699, 671, 729, 712, 741, 791, 763, 776, 753, 750, 790, 757, 679, 697, 687, 794, 754, 789, 755, 725, 762, 781, 739, 754, 709, 739, 732, 733, 802, 790, 785, 743, 681, 674, 784, 786, 721, 670, 760, 804, 694, 790, 791, 751, 804, 780, 790, 806, 700, 734, 739, 754, 823, 804, 756, 800, 795, 765, 699, 766, 758, 709, 782, 670, 788, 740, 752, 724, 800, 699, 740, 770, 790, 779, 782, 651, 720, 783, 704, 698, 802, 752, 799, 743, 691, 655, 767, 740, 769, 710, 704, 799, 663, 799, 810, 673, 792, 763, 783, 751, 798, 772, 776, 768, 760, 787, 762, 773, 800, 667, 679, 690, 778, 802, 770, 802, 788, 705, 813, 726, 773, 779, 732, 801, 796, 703, 689, 710, 796, 771, 673, 790, 720, 802, 709, 801, 762, 778, 798, 788, 700, 719, 627, 730, 804, 735, 706, 744, 691, 786, 759, 748, 809, 690, 823, 730, 731, 745, 730, 708, 756, 799, 692, 731, 727, 796, 816, 738, 771, 698, 790, 789, 691, 714, 674, 812, 776, 703, 672, 720, 755, 808, 776, 702, 673, 757, 777, 713, 741, 798, 676, 748, 739, 811, 663, 787, 722, 739, 759, 721, 712, 733, 701, 762, 777, 748, 795, 750, 751, 682, 747, 773, 730, 797, 727, 798, 798, 773, 766, 752, 748, 750, 712, 783, 737, 740, 745, 681, 753, 750, 738, 746, 729, 749, 805, 653, 729, 793, 810, 784, 763, 766, 714, 773, 760, 792, 791, 732, 813, 795, 722, 681, 734, 796, 784, 791, 700, 721, 794, 732, 715, 711, 759, 744, 725, 727, 800, 687, 819, 783, 689, 726, 670, 728, 820, 782, 752, 746, 709, 783, 757, 794, 660, 735, 664, 778, 703, 732, 785, 805, 805, 789, 754, 718, 783, 775, 776, 740, 789, 780, 726, 798, 776, 726, 655, 776, 644, 791, 716, 720, 789, 737, 777, 767, 729, 790, 779, 777, 790, 742, 635, 746, 766, 754, 736, 778, 648, 649, 805, 702, 704, 685, 724, 694, 688, 750, 760, 696, 779, 777, 786, 764, 811, 786, 660, 780, 774, 795, 732, 793, 705, 802, 728, 637, 806, 734, 689, 751, 652, 808, 774, 774, 766, 762, 742, 740, 805, 747, 657, 745, 683, 743, 783, 767, 771, 741, 714, 801, 785, 666, 691, 655, 712, 802, 641, 686, 726, 732, 758, 716, 753, 793, 776, 764, 739, 722, 697, 659, 686, 768, 760, 773, 700, 713, 777, 791, 778, 732, 707, 795, 787, 710, 798, 787, 687, 782, 696, 730, 797, 791, 738, 665, 733, 765, 768, 637, 712, 766, 672, 788, 687, 786, 761, 635, 761, 817, 719, 776, 651, 802, 726, 710, 683, 746, 714, 727, 665, 661, 757, 736, 789, 785, 813, 775, 763, 770, 686, 799, 729, 802, 700, 706, 681, 766, 710, 700, 764, 748, 776, 757, 742, 750, 726, 727, 807, 791, 668, 682, 811, 796, 705, 771, 805, 720, 788, 637, 758, 764, 694, 741, 745, 802, 819, 756, 686, 689, 674, 669, 814, 773, 728, 759, 648, 797, 734, 781, 719, 722, 784, 761, 692, 785 ], "xaxis": "x2", "yaxis": "y2" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=Quicken
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=Quicken", "marker": { "color": "#00cc96" }, "name": "Lender=Quicken", "nbinsx": 100, "offsetgroup": "Lender=Quicken", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 799, 639, 814, 759, 809, 770, 797, 629, 709, 733, 735, 639, 792, 786, 655, 711, 675, 808, 779, 727, 684, 672, 717, 774, 699, 689, 759, 805, 809, 707, 715, 784, 656, 712, 743, 650, 706, 801, 783, 667, 707, 727, 635, 691, 765, 793, 647, 804, 687, 806, 689, 711, 802, 662, 766, 748, 798, 725, 750, 655, 809, 783, 683, 727, 764, 774, 640, 751, 779, 717, 671, 622, 790, 635, 704, 797, 747, 801, 711, 626, 676, 679, 746, 725, 732, 716, 763, 783, 672, 809, 770, 698, 720, 766, 745, 821, 765, 751, 780, 730, 681, 795, 719, 750, 685, 706, 738, 790, 751, 682, 683, 767, 779, 774, 718, 627, 773, 742, 761, 720, 639, 771, 746, 804, 673, 744, 622, 766, 776, 708, 702, 712, 732, 739, 702, 770, 776, 694, 707, 790, 739, 666, 624, 703, 718, 654, 686, 736, 752, 761, 782, 762, 784, 677, 677, 802, 764, 745, 735, 791, 756, 711, 706, 747, 759, 802, 640, 673, 727, 775, 814, 790, 789, 660, 786, 753, 673, 703, 761, 717, 755, 709, 649, 776, 749, 807, 755, 801, 690, 794, 811, 759, 751, 809, 713, 772, 727, 803, 797, 746, 741, 758, 727, 747, 662, 777, 633, 694, 791, 714, 803, 788, 708, 676, 718, 729, 685, 768, 783, 722, 691, 797, 775, 772, 763, 797, 784, 735, 728, 702, 759, 695, 675, 695, 797, 689, 781, 809, 790, 791, 768, 659, 753, 766, 808, 749, 729, 754, 759, 683, 787, 697, 802, 632, 760, 766, 729, 748, 705, 733, 797, 776, 651, 789, 721, 758, 705, 770, 761, 782, 695, 622, 728, 753, 666, 713, 634, 774, 790, 753, 757, 715, 783, 783, 792, 703, 707, 775, 727, 751, 691, 653, 804, 726, 712, 752, 665, 703, 713, 809, 745, 763, 705, 674, 732, 803, 680, 744, 823, 735, 767, 720, 728, 808, 663, 759, 713, 778, 753, 821, 793, 768, 780, 677, 670, 764, 782, 759, 648, 712, 709, 732, 667, 640, 766, 630, 797, 797, 650, 722, 793, 757, 763, 814, 736, 721, 695, 640, 684, 794, 662, 660, 692, 737, 789, 770, 668, 722, 711, 765, 778, 815, 633, 809, 708, 747, 720, 779, 793, 783, 712, 796, 658, 808, 809, 816, 688, 808, 744, 768, 662, 706, 767, 731, 698, 791, 709, 702, 698, 729, 764, 693, 805, 799, 679, 803, 733, 718, 746, 703, 787, 766, 766, 764, 692, 698, 652, 649, 728, 723, 684, 739, 802, 788, 742, 625, 706, 668, 773, 730, 693, 761, 683, 696, 755, 765, 674, 648, 647, 744, 735, 728, 668, 675, 760, 700, 624, 629, 658, 682, 681, 713, 732, 706, 713, 694, 680, 735, 643, 666, 801, 688, 718, 787, 766, 760, 731, 778, 636, 798, 683, 683, 769, 661, 752, 689, 652, 784, 732, 798, 783, 786, 778, 746, 806, 624, 779, 786, 631, 813, 738, 801, 772, 767, 744, 650, 744, 793, 737, 629, 675, 803, 690, 807, 673, 676, 770, 687, 663, 751, 746, 701, 746, 707, 779, 626, 735, 765, 791, 819, 791, 770, 720, 722, 680, 670, 736, 714, 673, 737, 778, 773, 720, 630, 639, 677, 779, 723, 751, 762, 814, 688, 773, 628, 813, 700, 702, 800, 673, 708, 745, 675, 776, 684, 693, 775, 784, 764, 720, 745, 759, 799, 781, 716, 662, 778, 668, 809, 749, 684, 760, 801, 754, 711, 731, 693, 795, 719, 749, 730, 767, 639, 787, 747, 710, 704, 644, 762, 754, 665, 774, 817, 711, 759, 630, 760, 716, 758, 811, 735, 763, 668, 722, 737, 735, 724, 813, 716, 687, 675, 769, 737, 674, 749, 678, 726, 755, 773, 773, 686, 816, 747, 726, 793, 792, 634, 788, 685, 680, 685, 798, 801, 767, 788, 817, 786, 778, 779, 652, 784, 727, 770, 769, 778, 778, 759, 675, 666, 708, 716, 777, 699, 797, 680, 792, 649, 782, 772, 712, 677, 714, 691, 790, 706, 738, 691, 670, 761, 631, 726, 726, 762, 677, 665, 773, 661, 799, 807, 780, 730, 809, 687, 783, 758, 746, 732, 736, 692, 797, 733, 728, 794, 798, 680, 640, 735, 668, 747, 694, 798, 713, 736, 736, 713, 706, 629, 649, 782, 784, 783, 784, 660, 692, 711, 723, 782, 685, 749, 779, 714, 718, 789, 667, 769, 779, 674, 695, 798, 643, 803, 783, 705, 698, 801, 781, 740, 767, 748, 748, 679, 680, 786, 779, 703, 793, 730, 744, 722, 684, 756, 663, 781, 676, 791, 726, 719, 750, 774, 625, 677, 753, 737, 669, 749, 791, 754, 756, 806, 774, 727, 789, 779, 697, 694, 770, 813, 724, 683, 712, 784, 689, 623, 689, 808, 800, 809, 702, 696, 663, 683, 715, 704, 809, 756, 778, 770, 634, 669, 687, 726, 770, 761, 675, 683, 706, 759, 758, 694, 651, 780, 736, 759, 711, 711, 691, 812, 775, 653, 820, 745, 749, 679, 745, 735, 793, 738, 800, 797, 756, 653, 689, 726, 692, 662, 680, 648, 643, 746, 726, 710, 769, 700, 658, 787, 762, 727, 714, 677, 716, 643, 808, null, 790, 760, 805, 815, 674, 795, 822, 689, 684, 794, 804, 796, 726, 696, 672, 648, 703, 648, 736, 732, 764, 686, 749, 708, 747, 775, 813, 787, 794, 721, 674, 766, 759, 685, 717, 791, 802, 778, 661, 776, 783, 778, 710, 655, 767, 674, 654, 701, 669, 666, 783, 734, 754, 789, 804, 635, 626, 648, 759, 705, 711, 787, 797, 797, 784, 652, 656, 793, 798, 787, 730, 737, 753, 720, 808, 773, 693, 771, 701, 748, 776, 741, 734, 691, 816, 714, 746, 744, 773, 779, 700, 698, 790, 711, 800, 796, 738, 801, 649, 653, 754, 780, 755, 707, 717, 815, 674, 716, 786, 806, 804, 775, 798, 778, 654, 732, 688, 628, 665, 755, 694, 737, 645, 760, 647, 666, 707, 794, 704, 649, 807, 704, 789, 737, 783, 807, 773, 724, 774, 640, 771, 655, 791, 754, 810, 801, 725, 724, 795, 734, 771, 721, 724, 709, 773, 683, 768, 770, 686, 752, 719, 630, 702, 748, 722, 801, 668, 693, 790, 804, 708, 626, 772, 732, 740, 789, 779, 800, 754, 668, 651, 799, 652, 690, 685, 739, 760, 798, 790, 818, 698, 693, 827, 766, 702, 683, 756, 716, 699, 783, 790, 706, 646, 691, 754, 621, 708, 749, 804, 770, 789, 727, 808, 771, 734, 737, 701, 679, 693, 763, 672, 700, 738, 730, 737, 714, 697, 742, 689, 782, 790, 710, 771, 630, 761, 769, 755, 692, 746, 780, 790, 664, 792, 766, 751, 714, 714, 647, 716, 717, 802, 761, 809, 736, 696, 815, 775, 623, 664, 764, 687, 799, 709, 661, 667, 733, 672, 725, 718, 783, 694, 795, 676, 754, 679, 758, 740, 695, 744, 698, 650, 721, 807, 663, 704, 710, 754, 809, 699, 783, 811, 725, 763, 746, 793, 673, 713, 693, 791, 768, 745, 700, 766, 636, 782, 711, 791, 764, 812, 739, 652, 716, 762, 620, 739, 683, 722, 791, 763, 759, 686, 758, 733, 722, 704, 720, 796, 706, 795, 784, 701, 750, 752, 736, 781, 671, 809, 731, 690, 759, 759, 703, 686, 706, 726, 680, 811, 734, 725, 705, 651, 667, 652, 750, 706, 749, 805, 743, 807, 774, 805, 807, 798, 773, 739, 692, 672, 692, 738, 791, 765, 732, 791, 642, 772, 726, 707, 703, 774, 783, 744, 656, 680, 805, 728, 707, 744, 758, 724, 696, 755, 709, 669, 678, 695, 632, 734, 753, 767, 727, 771, 684, 681, 795, 738, 750, 693, 794, 655, 782, 718, 781, 746, 709, 811, 775, 685, 761, 728, 735, 713, 787, 704, 681, 744, 766, 774, 678, 752, 796, 777, 762, 726, 716, 791, 653, 747, 779, 722, 802, 693, 796, 775, 681, 797, 754, 644, 629, 781, 751, 768, 672, 725, 680, 817, 640, 724, 801, 727, 772, 698, 628, 756, 784, 645, 702, 753, 694, 807, 771, 735, 729, 683, 757, 719, 761, 816, 780, 793, 759, 680, 767, 747, 770, 770, 802, 771, 767, 787, 785, 726, 775, 653, 802, 766, 698, 775, 664, 782, 790, 781, 680, 637, 683, 669, 773, 684, 716, 685, 699, 731, 657, 675, 740, 785, 750, 631, 772, 739, 723, 756, 710, 766, 693, 735, 807, 735, 750, 759, 689, 662, 791, 733, 810, 681, 708, 717, 648, 763, 755, 819, 775, 769, 756, 752, 748, 801, 782, 761, 714, 648, 801, 760, 650, 681, 759, 764, 744, 742, 726, 693, 765, 722, 783, 751, 809, 675, 785, 759, 798, 715, 749, 725, 690, 801, 798, 803, 779, 795, 773, 680, 688, 744, 696, 813, 750, 705, 820, 666, 787, 656, 809, 778, 727, 708, 781, 773, 698, 798, 738, 762, 745, 811, 675, 649, 781, 627, 776, 717, 745, 695, 811, 768, 786, 670, 773, 795, 776, 729, 716, 778, 793, 745, 754, 741, 743, 765, 708, 771, 807, 792, 766, 713, 730, 813, 793, 781, 707, 689, 773, 781, 698, 795, 731, 786, 650, 737, 803, 754, 801, 738, 816, 734, 795, 691, 736, 632, 753, 814, 757, 725, 699, 803, 787, 715, 761, 793, 759, 750, 715, 738, null, 707, 628, 791, 709, 718, 760, 794, 783, 691, 652, 752, 729, 716, 802, null, 813, 696, 796, 778, 694, 725, 783, 697, 756, 720, 652, 689, 776, 739, 698, 649, 740, 779, 698, 654, 739, 728, 754, 763, 720, 790, 674, 689, 782, 709, 675, 663, 636, 802, 773, 785, 736, 778, 678, 685, 749, 774, 713, 725, 783, 729, 800, 679, 760, 665, 783, 642, 729, 707, 733, 798, 800, 696, 726, 691, 721, 792, 789, 688, 813, 714, 790, 767, 625, 812, 728, 740, 691, 741, 675, 729, 802, 727, 788, 654, 780, 788, 682, 792, 802, 729, 668, 768, 685, 750, 685, 783, 687, 702, 773, 772, 754, 692, 780, 729, 744, 759, 757, 789, 713, 786, 714, 769, 767, 629, 753, 682, 808, 698, 806, 796, 662, 749, 731, 680, 752, 671, 727, 802, 705, 662, 649, 798, 656, 731, 655, 624, 741, 782, 676, 768, 772, 760, 673, 734, 800, 734, 764, 770, 748, 801, 665, 761, 677, 707, 649, 807, 701, 750, 760, 728, 803, 679, 800, 746, 741, 719, 738, 794, 630, 698, 775, 802, 707, 785, 710, 783, 706, 745, 626, 812, 665, 781, 810, 789, 690, 815, 739, 641, 650, 666, 669, 750, 796, 660, 812, 760, 628, 780, 812, 675, 711, 715, 805, 735, 731, 653, 803, 805, 620, 758, 774, 777, 726, 753, 789, 791, 694, 775, 727, 752, 680, 686, 774, 780, 778, 782, 723, 788, 639, 763, 794, 771, 752, 631, 625, 785, 725, 701, 685, 650, 736, 779, 703, 801, 797, 620, 787, 801, 791, 809, 675, 738, 813, 721, 736, 740, 790, 697, 763, 783, 726, 788, 693, 655, 804, 623, 754, 698, 810, 668, 795, 802, 666, 796, 778, 755, 705, 656, 715, 677, 674, 737, 810, 761, 641, 792, 733, 735, 796, 745, 770, 774, 800, 806, 690, 695, 721, 754, 788, 801, 772, 738, 811, 635, 680, 781, 757, 660, 805, 648, 739, 784, 660, 741, 803, 778, 744, 700, 709, 642, 725, 816, 742, 734, 776, 742, 779, 791, 666, 669, 781, 782, 734, 641, 808, 788, 732, 700, 680, 727, 750, 763, 760, 663, 791, 781, 738, 755, 765, 710, 796, 709, 777, 680, 797, 661, 758, 796, 749, 757, 803, 760, 625, 737, 751, 784, 691, 793, 682, 704, 750, 793, 687, 747, 699, 682, 750, 781, 796, 723, 782, 742, 781, 800, 746, 771, 782, 622, 747, 698, 681, 733, 728, 709, 671, 802, 806, 689, 791, 790, 796, 779, 739, 748, 722, 697, 720, 785, 652, 678, 758, 703, 741, 808, 667, 760, 742, 784, 720, 748, 783, 693, 672, 684, 806, 777, 807, 766, 754, 746, 622, 628, 703, 693, 658, 659, 722, 722, 786, 795, 749, 772, 771, 686, 685, 752, 624, 712, 683, 677, 784, 726, 781, 669, 705, 698, 784, 743, 781, 698, 750, 795, 700, 787, 645, 784, 724, 727, 693, 671, 789, 691, 776, 726, 773, 682, 789, 693, 797, 663, 767, 806, 799, 746, 749, 759, 762, 779, 782, 750, 742, 691, 782, 708, 805, 792, 754, 764, 780, 640, 695, 787, 808, 772, 767, 813, 813, 816, 714, 739, 713, 791, 754, 792, 662, 653, 743, 783, 694, 712, 661, 778, 675, 712, 754, 789, 677, 755, 696, 633, 816, 716, 796, 803, 816, 663, 675, 757, 772, 632, 680, 801, 768, 745, 699, 666, 791, 789, 759, 779, 769, 803, 749, 790, 621, 743, null, 713, 718, 789, 754, 797, 785, 705, 729, 754, 808, 681, 724, 724, 662, 731, 655, 808, 801, 684, 644, 743, 630, 742, 713, 703, 779, 627, 771, 666, 771, 658, 730, 787, 668, 812, 696, 681, 802, 631, 758, 680, 770, 716, 741, 682, 711, 759, 761, 729, 773, 749, 678, 626, 777, 814, 777, 699, 769, 738, 787, 698, 783, 701, 727, 709, 745, 676, 772, 789, 675, 677, 797, 623, 676, 718, 681, 798, 768, 675, 745, 790, 626, 772, 773, 639, 699, 745, 704, 724, 681, 784, 797, 799, 767, 743, 711, 684, 820, 689, 817, 724, 759, 798, 773, 635, 756, 695, 703, 785, 761, 680, 715, 809, 802, 736, 701, 703, 704, 784, 805, 643, 714, 794, 786, 735, 763, 664, 633, 803, 704, 682, 763, 717, 684, 787, 697, 767, 778, 761, 753, 646, 712, 693, 793, 691, 742, 744, 800, 643, 741, 634, 743, 721, 779, 723, 751, 687, 791, 657, 729, 642, 777, 805, 739, 680, 707, 698, 650, 767, 693, 670, 765, 679, 801, 765, 788, 763, 679, 648, 712, 735, 787, 665, 784, 768, 668, 759, 788, 729, 716, 683, 667, 653, 660, 765, 726, 708, 797, 753, 712, 789, 724, 767, 754, 779, 748, 691, 754, 799, 695, 807, 765, 757, 758, 665, 677, 798, 700, 765, 665, 801, 709, 631, 812, 785, 646, 726, 710, 733, 786, 663, 772, 707, 676, 643, 668, 779, 676, 770, 692, 741, 806, 769, 787, 784, 709, 716, 770, 752, 742, 810, 686, 787, 688, 782, 628, 710, 695, 626, 649, 722, 697, 749, 688, 744, 698, 741, 810, 752, 794, 741, 724, 675, 739, 774, 800, 733, 643, 682, 624, 692, 807, 766, 725, 622, 685, 819, 732, 686, 711, 785, 628, 656, 787, 699, 716, 690, 728, 785, 782, 683, 804, 784, 726, 806, 639, 626, 670, 749, 721, 652, 773, 714, 821, 753, 682, 696, 782, 783, 746, 733, 795, 803, 740, 773, 644, 804, 779, 649, 755, 725, 682, 743, 792, 793, 752, 796, 723, 773, 739, 669, 754, 706, 640, 713, 722, 754, 688, 672, 720, 731, 795, 628, 744, 727, 793, 631, 769, 730, 776, 773, 761, 772, 736, 745, 696, 698, 722, 808, 728, 626, 647, 706, 747, 720, 813, 792, 798, 778, 792, 701, 726, 716, 729, 663, 791, 670, 727, 785, 776, 754, 741, 705, 694, 796, 727, 708, 732, 777, 687, 807, 628, 731, 807, 623, 684, 651, 774, 743, 803, 819, 762, 710, 656, 655, 631, 778, 682, 774, 721, 743, 802, 725, 692, 630, 746, 791, 778, 728, 748, 726, 790, 780, 741, 746, 813, 773, 786, 646, 651, 719, 725, 732, 795, 657, 676, 692, 633, 678, 734, 804, 791, 670, 771, 732, 647, 671, 781, 710, 801, 766, 808, 681, 677, 687, 755, 772, 797, 747, 728, 757, 622, 640, 721, 767, 728, 808, 701, 666, 738, 739, 750, 791, 811, 752, 689, 757, 749, 726, 793, 743, 774, 697, 741, 757, 695, 698, 747, 795, 652, 806, 639, 648, 666, 774, 735, 658, 660, 737, 813, 736, 657, 736, 752, 799, 774, 796, 715, 678, 739, 695, 792, 738, 810, 634, 776, 712, 804, 741, 668, 738, 702, 784, 686, 704, 791, 644, 638, 759, 758, 783, 780, 718, 771, 732, 733, 720, 803, 637, 783, 696, 770, 753, 746, 693, 689, 775, 706, 689, 696, 670, 710, 787, 731, 798, 812, 809, 692, 695, 666, 724, 772, 799, 660, 780, 809, 787, 661, 791, 736, 776, 740, 660, 774, 779, 781, 760, 665, 715, 663, 748, 703, 785, 673, 729, 801, 678, 800, 805, 677, 751, 737, 653, 810, 693, 669, 630, 749, 656, 739, 760, 781, 808, 763, 753, 752, 790, 799, 809, 777, 685, 701, 751, 718, 802, 669, 707, 784, 743, 656, 708, 744, 700, 738, 731, 802, 789, 670, 653, 728, 735, 763, 799, 798, 673, 719, 807, 688, 778, 687, 751, 695, 783, 651, 698, 778, 729, 787, 699, 749, 720, 708, 714, 754, 720, 767, 726, 640, 740, 797, 645, 708, 748, 704, 777, 677, 669, 708, 732, 721, 760, 814, 786, 790, 799, 801, 725, 691, 704, 767, 751, 721, 729, 752, 717, 803, 632, 761, 675, 796, 626, 798, 747, 664, 800, 721, 800, 745, 788, 724, 708, 669, 728, 791, 798, 677, 796, 737, 746, 672, 796, 748, 755, 796, 772, 727, 705, 633, 797, 722, 742, 804, 812, 631, 695, 687, 705, 693, 649, 752, 799, 676, 771, 770, 709, 820, 772, 680, 802, 795, 768, 792, 799, 697, 790, 708, 659, 702, 779, 696, 804, 751, 760, 677, 767, 725, 739, 730, 806, 781, 742, 744, 755, 726, 768, 746, 772, 760, 809, 656, 709, 816, 805, 696, 665, 820, 642, 687, 684, 787, 782, 717, 776, 716, 621, 692, 747, 667, 763, 731, 790, 807, 785, 623, 733, 695, 696, 755, 703, 694, 686, 626, 756, 768, 635, 667, 742, 740, 689, 786, 803, 687, 744, 642, 801, 742, 753, 658, 694, 794, 758, 785, 717, 644, 680, 766, 655, 774, 772, 696, 704, 626, 677, 664, 721, 803, 700, 702, 674, 773, 713, 687, 685, 801, 769, 741, 707, 797, 756, 795, 802, 638, 770, 719, 750, 692, 668, 621, 732, 798, 795, 763, 686, 744, 801, 747, 672, 713, 732, 700, 762, 702, 725, 754, 815, 756, 766, 764, 719, 685, 788, 641, 681, 797, 763, 763, 675, 719, 721, 806, 627, 696, 787, 787, 677, 781, 756, 731, 777, 717, 658, 722, 791, 649, 732, 787, 753, 743, 664, 714, 684, 759, 620, 754, 641, 631, 757, 712, 815, 810, 754, 699, 716, 770, 670, 791, 683, 661, 681, 750, 787, 756, 701, 792, 696, 799, 673, 798, 747, 737, 779, 669, 687, 770, 739, 777, 808, 747, 779, 811, 712, 680, 697, 630, 706, 786, 809, 738, 790, 678, 820, 785, 817, 712, 730, 798, 789, 721, 668, 648, 689, 742, 680, 756, 774, 683, 712, 686, 691, 778, 651, 655, 742, 759, 733, 718, 709, 774, 793, 786, 681, 738, 803, 773, 733, 680, 753, 761, 748, 653, 748, 700, 757, 689, 775, 677, 711, 763, 747, 751, 744, 803, 721, 663, 706, 620, 702, 657, 789, 763, 777, 767, 651, 721, 696, 768, 751, 787, 719, 749, 774, 776, 679, 728, 711, 700, 722, 761, 680, 736, 724, 701, 809, 783, 708, 706, 732, 817, 766, 745, 628, 698, 719, 707, 786, 806, 705, 733, 789, 710, 712, 783, 680, 639, 798, 729, 680, 731, 725, 754, 790, 740, 757, 698, 791, 747, 654, 793, 723, 754, 731, 668, 758, 680, 740, 632, 657, 740, 696, 765, 710, 709, 784, 638, 774, 764, 781, 717, 716, 640, 787, 767, 747, 671, 738, 657, 662, 669, 798, 679, 641, 726, 781, 756, 769, 654, 620, 689, 807, 812, 726, 764, 805, 671, 774, 628, 804, 727, 725, 664, 798, 666, 627, 795, 649, 703, 793, 777, 767, 771, 789, 769, 675, 819, 782, 763, 672, 815, 780, 770, 776, 795, 690, 799, 814, 688, 700, 784, 750, 680, 809, 683, 746, 647, 632, 804, 744, 713, 702, 736, 801, 681, 700, 792, 709, 686, 650, 780, 676, 699, 729, 762, 794, 766, 755, 764, 722, 718, 632, 766, 787, 779, 744, 746, 644, 686, 758, 671, 801, 667, 754, 785, 738, 778, 692, null, 756, 783, 738, 795, 722, 753, 702, 670, 745, 793, 786, 734, 697, 798, 710, 735, 686, 782, 693, 707, 723, 746, 763, 809, 800, 710, 776, 775, 738, 727, 702, 708, 756, 646, 778, 678, 720, 659, 803, 694, 742, 690, 779, 647, 801, 685, 672, 770, 782, 696, 700, 731, 787, 808, 667, 653, 688, 726, 748, 755, 702, 780, 734, 653, 820, 744, 701, 735, 742, 747, 751, 639, 740, 819, 719, 679, 690, 690, 816, 658, 689, 704, 735, 757, 687, 688, 758, 748, 744, 703, 774, 736, 751, 669, 808, 763, 776, 722, 639, 673, 794, 698, 630, 713, 723, 814, 670, 790, 718, 788, 702, 631, 750, 744, 768, 703, 765, 769, 767, 654, 695, 660, 745, 707, 743, 769, 752, 777, 769, 793, 651, 661, 693, 640, 790, 708, 663, 785, 769, 766, 807, 765, 754, 781, 624, 793, 735, 812, 654, 777, 817, 694, 721, 717, 666, 735, 652, 798, 758, 737, 691, 757, 802, 646, 751, 755, 820, 728, 702, 761, 774, 695, 769, 781, 628, 644, 749, 707, 798, 624, 800, 698, 817, 738, 700, 671, 654, 759, 751, 696, 714, 736, 699, 777, 646, 716, 798, 782, 741, 788, 759, 761, 690, 809, 760, 728, 764, 695, 645, 778, 655, 767, 761, 680, 703, 763, 808, 733, 727, 768, 709, 713, 711, 685, 782, 704, 684, 707, 816, 723, 718, 783, 672, 668, 633, 763, 772, 723, 691, 661, 660, 709, 624, 767, 683, 683, 740, 713, 684, 673, 767, 739, 676, 751, 643, 741, 785, 702, 649, 767, 644, 803, 709, 747, 767, 700, 701, 671, 684, 693, 757, 717, 712, 720, 794, 708, 801, 740, 795, 679, 744, 776, 691, 737, 655, 767, 756, 688, 802, 659, 710, 751, 735, 729, 755, 693, 717, 746, 711, 674, 714, 791, 706, 816, 750, 692, 792, 672, 631, 776, 796, 753, 768, 714, 722, 742, 808, 679, 658, 675, 708, 732, 767, 793, 798, 676, 787, 802, 794, 708, 753, 760, 699, 808, 803, 739, 765, 793, 785, 704, 760, 760, 695, 736, 782, 685, 742, 735, 786, 652, 657, 692, 702, 650, 778, 651, 685, 694, 738, 685, 790, 740, 742, 783, 701, 711, 804, 754, 755, 705, 632, 772, 696, 704, 719, 708, 770, 796, 759, 638, 753, 768, 777, 781, 777, 754, 699, 777, 813, 647, 743, 674, 797, 764, 682, 656, 668, 795, 660, 726, 752, 747, 745, 626, 700, 712, 742, 689, 637, 782, 680, 734, 655, 804, 704, 632, 660, 692, 752, 681, 698, 808, 735, 791, 761, 737, 706, 707, 758, 717, 787, 749, 798, 745, 768, 723, 772, 644, 742, 772, 697, 654, 731, 707, 811, 671, 807, 723, 781, 772, 691, 643, 709, 666, 752, 754, 735, 733, 673, 730, 710, 801, 703, 721, 634, 759, 816, 803, 808, 703, 730, 781, 749, 753, 728, 783, 694, 754, 630, 786, 718, 743, 711, 677, 704, 668, 710, 796, 717, 663, 780, 804, 790, 699, 658, 782, 804, 626, 663, 748, 738, 732, 778, 812, 684, 705, 819, 694, 686, 689, 688, 717, 698, 766, 655, 698, 795, 803, 762, 785, 741, 647, 795, 662, 739, 681, 797, 788, 692, 808, 681, 696, 753, 699, 807, 783, 713, 748, 673, 807, 759, 798, 793, 780, 801, 804, 818, 737, 726, 773, 714, 803, 708, 728, 721, 663, 726, 778, 719, 719, 743, 722, 705, 684, 675, 793, 746, 708, 687, 723, 672, 679, 708, 770, 734, 789, 750, 629, 700, 728, 669, 792, 727, 788, 776, 749, 737, 687, 769, 784, 813, 755, 790, 765, 714, 669, 785, 751, 661, 696, 683, 685, 778, 766, 756, 773, 621, 724, 677, 662, 679, 792, 794, 714, 687, 623, 771, 762, 766, 699, 709, 626, 811, 789, 717, 783, 682, 649, 759, 680, 620, 792, 788, 726, 718, 714, 791, 804, 770, 675, 743, 802, 721, 717, 696, 781, 811, 739, 694, 727, 692, 765, 798, 800, 702, 771, 620, 773, 771, 689, 781, 787, 812, 710, 652, 705, 730, 736, 745, 725, 718, 726, 799, 702, 792, 753, 766, 648, 726, 779, 632, 795, 639, 711, 766, 810, 812, 796, 678, 692, 791, 717, 705, 663, 705, 747, 682, 804, 747, 683, 796, 801, 771, 799, 785, 768, 765, 798, 767, 718, 766, 672, 729, 764, 818, 761, 784, 721, 755, 698, 709, 785, 699, 760, 733, 738, 662, 650, 700, 790, 708, 639, 636, 771, 750, 739, 650, 668, 712, 789, 803, 647, 783, 633, 681, 642, 631, 807, 804, 739, 731, 736, 680, 734, 782, 731, 730, 697, 809, 811, 784, 748, 682, 812, 626, 772, 801, 794, 631, 805, 765, 729, 683, 667, 766, 638, 716, 704, 687, 742, 736, 792, 695, 794, 655, 752, 748, 750, 807, 792, 808, 778, 710, 737, 726, 786, 768, 730, 707, 693, 644, 696, 725, 678, 715, 761, 715, 783, 802, 688, 622, 753, 666, 741, 676, 813, 721, 707, 722, 720, 775, 758, 679, 804, 670, 720, 740, 724, 625, 745, 773, 792, 820, 803, 741, 726, 770, 621, 771, 778, 730, 673, 739, 796, 727, 716, 801, 737, 800, 704, 785, 725, 778, 750, 626, 669, 783, 777, 755, 774, 782, 786, 781, 755, 713, 820, 777, 706, 710, 793, 760, 736, 639, 717, 716, 697, 809, 697, 713, 660, 763, 790, 756, 799, 689, 722, 683, 802, 780, 713, 743, 699, 772, 669, 797, 667, 704, 783, 736, 752, 651, 722, 744, 764, 721, 645, 778, 671, 793, 764, 800, 671, 737, 731, 750, 742, 791, 691, 765, 734, 782, 749, 654, 725, 755, 807, 785, 754, 754, 740, 778, 760, 791, 771, 770, 623, 792, 704, 812, 644, 681, 730, 782, 799, 700, 674, 726, 721, 770, 690, 694, 650, 662, 778, 699, 702, 672, 784, 785, 724, 679, 765, 767, 747, 717, 812, 749, 813, 679, 733, 752, 798, 777, 721, 726, 707, 638, 740, 790, 788, 656, 699, 692, 731, 637, 780, 726, 823, 637, 706, 662, 752, 660, 798, 755, 699, 730, 706, 667, 729, 688, 693, 697, 718, 785, 813, 697, 741, 692, 734, 716, 714, 742, 819, 808, 764, 808, 770, 789, 673, 771, 771, 803, 732, 797, 675, 730, 685, 788, 685, 765, 767, 731, 675, 677, 686, 818, 698, 776, 714, 682, 742, 786, 762, 768, 772, 739, 790, 753, 738, 819, 647, 806, 724, 749, 698, 693, 716, 717, 710, 776, 701, 686, 650, 703, 658, 653, 783, 750, 648, 717, 746, 699, 780, 795, 746, 650, 806, 689, 781, 709, 695, 818, 702, 687, 817, 734, 742, 701, 718, 811, 638, 682, 771, 665, 745, 750, 744, 796, 628, 812, 795, 774, 754, 724, 792, 759, 761, 791, 637, 799, 810, 718, 727, 778, 695, 708, 760, 765, 776, 643, 753, 791, 685, 785, 743, 716, 632, 763, 681, 799, 710, 757, 742, 739, 635, 645, 733, 740, 691, 738, 707, 786, 727, 796, 810, 798, 709, 802, 644, 733, 760, 775, 757, 727, 751, 746, 805, 747, 792, 731, 786, 770, 671, 782, 640, 727, 635, 814, 790, 741, 774, 780, 743, 721, 802, 682, 744, 642, 689, 796, 787, 722, 811, 768, 730, 784, 793, 762, 812, 793, 722, 698, 785, 697, 653, 730, 723, 736, 782, 707, 692, 698, 808, 765, 801, 750, 785, 680, 800, 778, 793, 702, 745, 783, 699, 729, 798, 742, 799, 816, 808, 674, 795, 806, 672, 800, 783, 628, 772, 779, 744, 775, 773, 722, 748, 692, 814, 765, 737, 754, 819, 768, 766, 735, 656, 759, 718, 722, 712, 751, 722, 663, 727, 788, 733, 727, 801, 756, 777, 684, 747, 722, 792, 775, 671, 651, 737, 812, 778, 714, 658, 647, 636, 802, 788, 763, 754, 800, 775, 756, 793, 801, 788, 790, 660, 671, 637, 804, 746, 793, 797, 797, 665, 772, 693, 642, 787, 771, 708, 693, 746, 672, 738, 759, 773, 696, 755, 630, 740, 768, 778, 702, 712, 702, 813, 750, 738, 668, 704, 819, 669, 712, 791, 782, 728, 711, 697, 700, 689, 762, 705, 699, 764, 724, 757, 704, 629, 802, 786, 699, 658, 727, 710, 688, 753, 709, 779, 649, 704, 740, 741, 652, 778, 670, 719, 626, 755, 777, 718, 694, 680, 684, 730, 813, 784, 786, 684, 791, 767, 741, 668, 658, 727, 722, 664, 753, 807, 709, 790, 755, 799, 767, 796, 803, 637, 683, 626, 625, 724, 790, 660, 645, 785, 645, 778, 719, 736, 788, 776, 811, 778, 754, 739, 725, 731, 728, 723, 731, 708, 801, 794, 763, 656, 722, 680, 752, 813, 706, 738, 701, 712, 767, 722, 699, 713, 805, 737, 693, 691, 622, 734, 630, 706, 787, 742, 700, 792, 709, 732, 715, 775, 790, 745, 800, 753, 791, 697, 779, 722, 641, 726, 758, 754, 743, 776, 800, 805, 653, 742, 698, 684, 740, 667, 695, 730, 730, 664, 765, 707, 714, 727, 802, 786, 763, 692, 792, 785, 795, 778, 704, 701, 677, 710, 701, 772, 775, 637, 726, 756, 782, 794, 777, 733, 753, 705, 780, 694, 788, 727, 705, 694, 622, 734, 796, 644, 803, 702, 652, 704, 787, 729, 757, 797, 677, 768, 645, 750, 799, 666, 717, 759, 701, 741, 683, 800, 727, 680, 770, 640, 727, 667, 720, 774, 756, 803, 770, 760, 652, 709, 816, 786, 802, 666, 729, 718, 802, 802, 765, 631, 800, 773, 688, 701, 776, 658, 725, 673, 774, 723, 793, 816, 681, 701, 694, 774, 740, 794, 768, 803, 794, 681, 724, 790, 715, 744, 678, 709, 708, 656, 795, 638, 716, 794, 761, 716, 772, 709, 726, 688, 777, 798, 688, 752, 633, 742, 729, 767, 707, 709, 741, 754, 772, 709, 699, 753, 761, 797, 730, 747, 758, 681, 800, 740, 646, 667, 706, 774, 624, 732, 692, 758, 774, 726, 789, 752, 726, 670, 777, 627, 757, 783, 636, 696, 692, 682, 698, 757, 664, 707, 813, 718, 773, 711, 750, 799, 709, 768, 767, 692, 788, 769, 802, 752, 810, 697, 813, 794, 700, 720, 667, 643, 813, 794, 800, 702, 715, 707, 696, 764, 721, 760, 778, 785, 702, 762, 717, 715, 714, 695, 790, 816, 767, 656, 700, 726, 744, 681, 786, 751, 625, 686, 748, 723, 719, 664, 773, 728, 709, 816, 707, 791, 702, 707, 622, 674, 741, 792, 766, 646, 802, 694, 683, 785, 691, 668, 790, 646, 680, 693, 732, 790, 791, 745, 660, 798, 678, 777, 804, 795, 685, 738, 747, 668, 700, 731, 674, 766, 797, 790, 784, 775, 653, 688, 783, 631, 786, 671, 670, 695, 813, 772, 765, 783, 745, 792, 700, 747, 690, 695, 675, 773, 732, 692, 796, 654, 775, 815, 701, 807, 812, 662, 784, 793, 682, 708, 717, 673, 620, 732, 691, 787, 756, 728, 723, 751, 755, 789, 767, 769, 733, 685, 675, 779, 809, 667, 805, 771, 722, 669, 739, 643, 643, 744, 719, 791, 817, 783, 766, 787, 708, 719, 688, 644, 712, 670, 811, 760, 716, 693, 742, 723, 676, 791, 789, 729, 667, 787, 731, 762, 722, 720, 756, 800, 690, 807, 726, 681, 794, 703, 748, 752, 807, 780, 804, 694, 698, 736, 754, 715, 765, 667, 632, 770, 694, 789, 802, 755, 814, 733, 770, 706, 765, 712, 813, 770, 799, 809, 686, 721, 739, 671, 688, 773, 783, 807, 700, 769, 771, 640, 700, 808, 725, 771, 767, 773, 691, 675, 689, 790, 711, 718, 707, 816, 759, 634, 795, 704, 731, 734, 767, 694, 796, 657, 756, 794, 773, 704, 768, 697, 690, 772, 653, 686, 676, 707, 683, 752, 705, 747, 704, 660, 620, 751, 796, 762, 746, 622, 680, 789, 747, 633, 773, 795, 804, 794, 816, 800, 759, 758, 741, 807, 680, 694, 728, 660, 796, 697, 667, 739, 748, 707, 769, 673, 783, 631, 675, 764, 634, 702, 715, 776, 760, 806, 751, 753, 757, 750, 739, 778, 700, 683, 706, 780, 676, 643, 769, 770, 661, 714, 691, 709, 718, 749, 757, 643, 755, 793, 664, 735, 811, 791, 670, 652, 808, 787, 739, 737, 700, 789, 633, 634, 738, 710, 630, 796, 763, 689, 755, 705, 705, 767, 761, 753, 683, 770, 645, 695, 787, 710, 736, 694, 707, 656, 683, 711, 652, 704, 801, 792, 629, 804, 758, 810, 750, 694, 715, 636, 683, 742, 711, 774, 647, 773, 727, 676, 803, 663, 777, 789, 738, 809, 798, 706, 711, 795, 728, 722, 668, 718, 730, 700, 706, 777, 716, 740, 752, 799, 754, 698, 751, 768, 743, 691, 732, 744, 638, 670, 665, 659, 709, 712, 760, 770, 739, 663, 793, 809, 753, 687, 770, 685, 771, 651, 811, 778, 689, 812, 737, 718, 757, 778, 806, 699, 669, 779, 743, 646, 719, 727, 741, 784, 726, 774, 633, 677, 725, 662, 700, 696, 738, 761, 702, 772, 738, 808, 730, 728, 695, 728, 707, 765, 689, 734, 800, 631, 740, 715, 708, 674, 723, 726, 706, 808, 753, 663, 659, 784, 743, 816, 785, 663, 668, 713, 752, 768, 670, 669, 800, 725, 735, 694, 645, 746, 798, 804, 784, 728, 764, 736, 702, 802, 719, 770, 771, 663, 703, 733, 769, 689, 707, 739, 774, 772, 792, 738, 793, 763, 776, 694, 786, 767, 743, 761, 660, 741, 669, 650, 713, 773, 628, 713, 717, 813, 698, 672, 815, 781, 693, 789, 633, 744, 779, 700, 720, 634, 753, 724, 719, 800, 644, 648, 766, 718, 734, 630, 637, 797, 690, 670, 738, 736, 722, 653, 712, 639, 673, 682, 718, 693, 761, 760, 712, 756, 754, 700, 777, 776, 806, 682, 811, 795, 634, 803, 655, 723, 659, 687, 786, 695, 784, 693, 745, 724, 780, 738, 809, 643, 760, 722, 709, 759, 760, 755, 777, 639, 654, 778, 746, 680, 809, 684, 743, 723, 769, 790, 699, 693, 722, 703, 754, 734, 749, 748, 709, 775, 748, 623, 680, 680, 664, 808, 638, 669, 813, 703, 739, 804, 681, 736, 747, 748, 792, 734, 680, 662, 783, 652, 652, 808, 724, 712, 766, 649, 638, 801, 701, 768, 730, 664, 647, 732, 800, 744, 731, 748, 781, 755, 715, 789, 720, 741, 682, 750, 709, 762, 640, 663, 724, 747, 664, 793, 686, 774, 711, 700, 756, 772, 737, 704, 704, 774, 724, 703, 755, 813, 783, 809, 770, 710, 658, 650, 776, 662, 685, 708, 636, 736, 699, 750, 795, 701, 715, 764, 625, 704, 728, 778, 714, 757, 758, 688, 809, 709, 760, 806, 777, 739, 769, 716, 713, 806, 742, 675, 681, 788, 775, 701, 656, 630, 657, 654, 752, 813, 790, 716, 710, 688, 710, 683, 670, 676, 677, 722, 757, 775, 712, 680, 662, 620, 674, 745, 673, 799, 803, 742, 751, 736, 715, 712, 784, 724, 683, 738, 750, 638, 730, 735, 790, 756, 766, 797, 698, 722, 727, 759, 756, 703, 751, 731, 794, 759, 796, 756, 786, 733, 700, 685, 693, 803, 772, 688, 788, 654, 721, 786, 737, 626, 800, 646, 770, 742, 680, 719, 769, 778, 756, 711, 775, 683, 737, 744, 753, 726, 774, 773, 733, 740, 700, 756, 702, 728, 737, 815, 690, 624, 764, 689, 729, 723, 774, 713, 762, 793, 814, 656, 719, 647, 684, 682, 774, 774, 792, 771, 815, 753, 792, 717, 702, 796, 665, 747, 771, 752, 764, 705, 777, 720, 766, 787, 790, 742, 789, 766, 726, 730, 802, 781, 749, 656, 747, 669, 700, 693, 732, 730, 766, 720, 697, 643, 778, 761, 776, 685, 770, 794, 688, 637, 798, 790, 630, 778, 686, 746, 724, 777, 769, 700, 749, 801, 750, 718, 742, 710, 706, 662, 661, 713, 755, 700, 774, 802, 681, 744, 666, 677, 813, 718, 700, 784, 620, 722, 641, 815, 746, 686, 787, 660, 731, 756, 721, 772, 762, 711, 706, 772, 790, 789, 774, 716, 808, 748, 738, 724, 720, 622, null, 789, 697, 793, 711, 795, 753, 744, 666, 709, 755, 797, 749, 803, 804, 763, 769, 794, 766, 710, 816, 810, 746, 741, 686, 651, 750, 634, 814, 754, 775, 684, 669, 695, 795, 725, 786, 730, 687, 707, 813, 735, 767, 761, 740, 727, 757, 732, 683, 685, 756, 702, 699, 788, 758, 796, 807, 796, 640, 756, 720, 757, 685, 799, 782, 684, 759, 805, 667, 711, 764, 791, 709, 779, 772, 757, 665, 749, 770, 682, 703, 809, 725, 716, 638, 777, 752, 716, 782, 689, 741, 700, 726, 716, 716, 713, 760, 795, 804, 629, 734, 752, 724, 754, 715, 667, 797, 715, 735, 732, 762, 682, 817, 686, 756, 747, 792, 715, 744, 793, 802, 639, 640, 768, 800, 682, 719, 810, 788, 730, 706, 763, 679, 702, 675, 748, 668, 723, 784, 737, 798, 801, 806, 782, 708, 710, 784, 752, 792, 782, 755, 703, 747, 800, 790, 786, 783, 770, 674, 737, 697, 664, 666, 782, 772, 788, 751, 747, 792, 745, 786, 811, 778, 766, 771, 736, 727, 814, 785, 627, null, 642, 808, 793, 682, 770, 811, 820, 764, 687, 676, 684, 765, 773, 719, 699, 769, 684, 808, 663, 774, 731, 628, 773, 774, 774, 698, 728, 653, 748, 700, 697, 691, 690, 707, 691, 799, 755, 688, 710, 803, 700, 684, 796, 681, 801, 700, 792, 782, 781, 632, 803, 769, 726, 683, 717, 769, 751, 764, 685, 753, 637, 755, 776, 776, 782, 823, 728, 734, 753, 736, 778, 696, 799, 771, 778, 716, 706, 730, 693, 794, 669, 784, 734, 781, 706, 790, 798, 793, 724, 797, 791, 639, 729, 735, 774, 644, 706, 635, 811, 784, 762, 709, 718, 717, 653, 787, 682, 714, 730, 787, 650, 788, 780, 761, 804, 726, 783, 667, 806, 817, 784, 809, 745, 756, 721, 714, 701, 664, 764, 648, 769, 740, 737, 699, 655, 802, 808, 763, 678, 747, 661, 762, 700, 732, 777, 726, 696, 814, 739, 680, 708, 660, 773, 675, 681, 753, 695, 783, 797, 788, 764, 812, 647, 672, 676, 661, 802, 773, 813, 685, 806, 720, 799, 811, 705, 698, 738, 755, 707, 767, 653, 625, 669, 634, 665, 796, 760, 773, 754, 797, 711, 761, 767, 732, 799, 730, 766, 773, 798, 672, 678, 724, 688, 720, 799, 772, 770, 730, 652, 787, 697, 790, 755, 720, 673, 784, 796, 690, 706, 743, 816, 800, 795, 663, 716, 767, 660, 814, 785, 704, 677, 755, 679, 765, 655, 749, 743, 797, 729, 671, 714, 716, 663, 761, 804, 726, 791, 718, 703, 799, 725, 729, 805, 786, 645, 637, 752, 750, 740, 675, 784, 793, 812, 736, 676, 709, 726, 686, 734, 801, 801, 713, 726, 744, 661, 781, 695, 757, 781, 778, 693, 780, 797, 796, 810, 692, 687, 724, 802, 807, 771, 779, 791, 716, 758, 748, 802, null, 755, 669, 630, 628, 650, 663, 654, 797, 755, 802, 712, 787, 723, 709, 688, 676, 742, 702, 805, 735, 744, 776, 741, 809, 790, 767, 759, 774, 728, 690, 751, 793, 653, 728, 729, 749, 766, 655, 760, 776, 784, 804, 675, 725, 676, 794, 796, 713, 731, 705, 735, 752, 754, 634, 735, 641, 631, 777, 700, 714, 761, 753, 722, 723, 746, 691, 703, 739, 776, 806, 732, 671, 679, 685, 720, 781, 752, 709, 769, 629, 663, 782, 668, 764, 813, 777, 715, 685, 686, 641, 729, 687, 675, 663, 685, 747, 722, 679, 728, 682, 687, 731, 745, 765, 766, 709, 801, 766, 701, 797, 721, 674, 781, 720, 787, 770, 626, 669, 744, 766, 661, 785, 637, 749, 775, 713, 760, 800, 804, 751, 769, 730, 749, 622, 755, 800, 660, 804, 793, 765, 776, 820, 780, 804, 732, 813, 729, 755, 682, 685, 732, 713, 707, 813, 731, 739, 782, 807, 627, 716, 687, 683, 739, 695, 668, 739, 809, 796, 707, 740, 690, 765, 729, 694, 728, 793, 778, 790, 628, 714, 757, 704, 759, 643, 790, 793, 715, 780, 790, 651, 816, 772, 744, 763, 663, 699, 788, 795, 804, 732, 811, 778, 786, 733, 715, 698, 792, 734, 752, 752, 787, 797, 736, 683, 686, 702, 778, 797, 690, 737, 808, 746, 654, 719, 702, 776, 805, 801, 784, 816, 735, 647, 723, 816, 705, 713, 659, 725, 735, 733, 729, 707, 726, 804, null, 658, 691, 793, 743, 740, 697, 653, 754, 772, 689, 701, 750, 659, 823, 683, 681, 713, 806, 636, 730, 809, 697, 674, 813, 805, 731, 773, null, 710, 699, 792, 791, 783, 758, 778, 647, 787, 711, 766, 769, 715, 738, 792, 784, 644, 811, 712, 707, 752, 810, 666, 801, 758, 699, 751, 751, 814, 801, 782, 626, 771, 792, 657, 750, 766, 744, 769, 757, 815, 661, 785, 757, null, 698, 739, 682, 703, 640, 784, 741, 663, 748, 665, 736, 733, 736, 770, 804, 688, 722, 745, 643, 806, 800, 718, 738, 683, 762, 710, 761, 766, 743, 769, 720, 684, 785, 704, 756, 759, 806, 745, 721, 710, 743, 754, 681, 792, 715, 683, 732, 718, 762, 666, 791, 685, 799, 774, 746, 739, 756, 774, 766, 660, 684, 745, 759, 759, 651, 679, 678, 731, 788, 747, 653, 801, 626, 753, 820, 793, 715, 803, 780, 726, 809, 690, 625, 816, 721, 774, 728, 741, 704, 772, 656, 744, 722, 753, 721, 719, 686, 744, 709, 748, 732, 749, 756, 667, 621, 751, 732, 645, 697, 707, 776, 787, 753, 654, 772, 643, 712, 748, 636, 736, 755, 795, 705, 710, 757, 741, 757, 800, 754, 797, 798, 718, 717, 710, 738, 681, 703, 775, 755, 800, 723, 694, 656, 755, 806, 682, 816, 693, 672, 672, 702, 787, 683, 774, 770, 724, 692, 806, 680, 780, 752, 680, 777, 776, 786, 701, 726, 774, 677, 777, 760, 727, 732, 725, 809, 681, 749, 686, 693, 777, 745, 712, 644, 790, 770, 639, 779, 805, 748, 702, 669, 780, 696, 808, 656, 672, 651, 715, 686, 654, 760, 698, 796, 711, 796, 800, 682, 707, 730, 799, 803, 645, 781, 700, 778, 636, 698, 717, 687, 741, 735, 787, 787, 787, 638, 803, 757, 708, 708, 745, 705, 803, 799, 699, 779, 668, 691, 812, 809, 624, 816, 667, 754, 725, 759, 820, 773, 730, 671, 749, 734, 661, 756, 776, 800, 681, 777, 786, 783, 669, 707, 692, 759, 696, 790, 763, 685, 680, 758, 620, 757, 775, 809, 780, 795, 672, 778, 788, 700, 661, 773, 660, 672, 696, 706, 740, 738, 642, 662, 632, 774, 773, 729, 741, 726, 724, 723, 689, 735, 745, 762, 811, 715, 711, 758, 659, 738, 718, 650, 786, 676, 780, 678, 681, 711, 720, 699, 806, 788, 804, 787, 657, 759, 796, 656, 776, 736, 627, 743, 786, 684, 741, 677, 643, 681, 714, 781, 713, 704, 643, 759, 669, 746, 726, 697, 725, 702, 667, 763, 751, 699, 788, 698, 695, 667, 712, 646, 683, 807, 667, 803, 652, 683, 651, 778, 688, 793, 794, 626, 640, 798, 798, 747, 732, 720, 791, 741, 803, 627, 749, 763, 762, 801, 768, 644, 667, 795, 764, 642, 662, 702, 640, 737, 753, 762, 665, 697, 808, 763, 791, 747, 801, 685, 774, 797, 736, 796, 718, 797, 702, 760, 797, 775, 674, 751, 794, 671, 690, 694, 793, 754, 729, 773, 803, 736, 767, 802, 696, 642, 796, 686, 689, 734, 730, 761, 808, 687, 811, 770, 749, 809, 663, 787, 766, 750, 804, 795, 812, 788, 754, 749, 809, 786, 791, 813, 684, 729, 801, 745, 766, 728, 700, 817, 700, 820, 743, 681, 743, 765, 791, 640, 800, 782, 663, 755, 638, 648, 759, 799, 792, 698, 671, 781, 812, 646, 624, 632, 713, 766, 774, 667, 637, 735, 645, 710, 749, 750, 765, 705, 745, 692, 723, 686, 733, 691, 727, 697, 724, 703, 750, 643, 760, 795, 673, 727, 662, 660, 778, 753, 794, 776, 776, 690, 755, 794, 636, 768, 718, 788, 785, 785, 797, 642, 632, 743, 812, 688, 630, 730, 734, 783, 709, 789, 688, 698, 683, 775, 773, 675, 808, 804, 634, 711, 791, 748, 699, 671, 698, 687, 740, 781, 701, 804, 688, 814, 753, 800, 805, 793, 732, 760, 678, 686, 805, 667, 677, 737, 649, 758, 727, 732, 697, 657, 779, 817, 708, 625, 742, 782, 696, 694, 701, 662, 747, 665, 668, 778, 674, 687, 736, 766, 750, 795, 721, 701, 700, 802, 681, 799, 708, 664, 778, 631, 687, 696, 777, 797, 721, 788, 632, 805, 721, 640, 781, 758, 713, 676, 765, 736, 789, 722, 761, 798, 695, 718, 709, 671, 739, 778, 704, 718, 727, 744, 689, 650, 704, 718, 803, 776, 782, 680, 687, 632, 722, 751, 802, 768, 738, 806, 800, 682, 699, 732, 765, 702, 749, 768, 718, 736, 687, 678, 738, 823, 728, 685, 765, 764, 673, 698, 681, 803, 777, 713, 760, 687, 624, 778, 686, 623, 783, 701, 793, 796, 800, 762, 742, 744, 783, 683, 750, 692, 795, 636, 715, 722, 717, 739, 645, 779, 770, 790, 689, 742, 669, 695, 695, 760, 801, 731, 777, 640, 768, 763, 796, 770, 781, 804, 775, 728, 712, 767, null, 660, 751, 794, 778, 762, 740, 738, 762, 645, 713, 742, 760, 774, 777, 719, 674, 776, 763, 625, 761, 788, 675, 665, 762, 739, 705, 728, 750, 707, 750, 766, 720, 706, 653, 639, 789, 686, 702, 683, 786, 784, 692, 708, 690, 777, 680, 684, 725, 738, 654, 746, 781, 714, 704, 731, 761, 795, 776, 702, 732, 751, 712, 697, 728, 725, 680, 799, 770, 789, 773, 737, 628, 697, 702, 634, 776, 727, 788, 707, 760, 728, 752, 799, 790, 630, 740, 788, 719, 815, 692, 726, 663, 783, 708, 730, 759, 717, 823, 709, 763, 697, 678, 776, 724, 764, 691, 766, 767, 730, 694, 757, 801, 686, 775, 762, 802, 785, 666, 786, 788, 712, 719, 817, 634, 802, 721, 716, 797, 684, 780, 793, 709, 747, 723, 687, 738, 748, 709, 678, 743, 699, 791, 767, 752, 775, 766, 743, 624, 621, 731, 713, 744, 801, 748, 677, 768, 690, 676, 805, 737, null, 769, 725, 783, 669, 754, 753, 800, 791, 818, 709, 727, 697, 778, 700, 689, 804, 705, 630, 687, 715, 706, 630, 662, 670, 726, 673, 803, 799, 680, 766, 752, 672, 640, 795, 764, 782, 738, 784, 738, 677, 708, 770, 806, 738, 755, 681, 737, 662, 663, 724, 737, 652, 709, 631, 796, 647, 744, 809, 691, 627, null, 761, 628, 732, 690, 701, 772, 742, 804, 710, 722, 795, 779, 756, 694, 797, 752, 739, 809, 762, 785, 641, 793, 719, 663, 712, 715, 691, 712, 802, 690, 802, 766, 693, 729, 786, 752, 694, 717, 770, 624, 790, 781, 753, 808, 756, 802, 761, 811, 701, 679, 724, 800, 718, 791, 771, 629, 773, 698, 797, 642, 789, 798, 781, 688, 800, 637, 696, 717, 717, 691, 670, 669, 797, 799, 730, 644, 792, 822, 688, 813, 695, 755, 724, 703, 744, 709, 779, 683, 808, 648, 741, 646, 687, 738, 774, 741, 682, 742, 806, 756, 799, 704, 781, 660, 642, 766, 751, 714, 758, 695, 766, 802, 753, 781, 703, 704, 665, 755, 683, 682, 802, 809, 750, 795, 712, 745, 725, 673, 746, 794, 788, 791, 773, 811, 726, 719, 711, 766, 757, 660, 688, 744, 721, 671, 798, 705, 633, 680, 745, 769, 715, 813, 769, 663, 730, 811, 728, 744, 733, 789, 746, 757, 808, 791, 767, 711, 710, 728, 652, 783, 660, 773, 708, 787, 684, 813, 718, 806, 773, 637, 812, 804, 765, 786, 631, 754, 713, 715, 689, 733, 796, 693, 754, 637, 671, 787, 677, 652, 719, 820, 798, 717, 707, 710, 692, 751, 666, 762, 714, 760, 803, 686, 809, 769, 718, 738, 713, 690, 810, 787, 737, 654, 781, 763, 704, 818, 715, 780, 755, 701, 660, 706, 780, 784, 800, 783, 730, 675, 784, 793, 703, 747, 699, 790, 639, 744, 696, 739, 784, 656, 691, 719, 781, 685, 740, 699, 782, 719, 742, 752, 790, 706, 716, 728, 793, 747, 643, 749, 699, 805, 695, 685, 771, 728, 788, 812, 816, 802, 811, 743, 715, 662, 725, 793, 791, 809, 813, 703, 744, 641, 664, 747, 743, 808, 776, 786, 752, 717, 677, 664, 786, 710, 699, 781, 772, 719, 775, 782, 803, 647, 753, 761, 718, 743, 784, 747, 778, 729, 627, 676, 759, 697, 728, 641, 715, 626, 723, 720, 640, 679, 750, 786, 749, 795, 643, 773, 767, 757, 736, 799, 760, 742, 708, 694, 659, 791, 700, 717, 721, 730, 784, 802, 666, 622, 780, 791, 790, 735, 723, 757, 654, 672, 659, 644, 769, 705, 690, 801, 796, 794, 708, 700, 668, 786, 786, 720, 743, 769, 757, 778, 719, 737, 685, 786, 672, 785, 762, 784, 725, 650, 772, 709, 726, 741, 758, 736, 709, 732, 790, 697, 677, 756, 783, 769, 738, 789, 747, 790, 698, 731, 677, 810, 745, 666, 747, 712, 621, 654, 697, 753, 784, 799, 739, 666, 697, 739, 774, 750, 768, 731, 757, 811, 762, 788, 726, 634, 784, 811, 728, 729, 738, 660, 721, 670, 790, 717, 695, 622, 797, 806, 744, 790, 692, 727, 753, 696, 756, 655, 758, 804, 755, 769, 737, 716, 651, 698, 757, 770, 738, 761, 800, 635, 745, 753, 763, 792, 757, 747, 631, 798, 640, 774, 648, 693, 782, 781, 788, 810, 669, 728, 811, 750, 773, 753, 691, 746, 746, 800, 697, 775, 746, 702, 785, 654, 710, 755, 692, 674, 803, 724, 751, 713, 703, 819, 773, 743, 793, 739, 703, 779, 730, 799, 794, 747, 642, 794, 699, 760, 690, 790, 787, 683, 735, 681, 683, 773, 693, 700, 709, 811, 694, 750, 687, 724, 707, 686, 762, 670, 803, 755, 639, 680, 803, 758, 763, 742, 759, 804, 727, 696, 631, 742, 683, 670, 760, 643, 794, 707, 789, 731, 662, 796, 740, 647, 714, 773, 794, 769, 751, 792, 807, 713, 752, 703, 720, 695, 646, 699, 755, 772, 667, 808, 789, 713, 762, 798, 700, 774, 724, 724, 666, 765, 706, 743, 667, 697, 719, 807, 671, 769, 819, 766, 696, 725, 769, 747, 784, 717, 781, 809, 759, 701, 708, 707, 772, 652, 797, 674, 689, 778, 699, 690, 649, 682, 656, 682, 713, 657, 732, 673, 773, 707, 759, 754, 654, 655, 716, 767, 789, 759, 796, 791, 807, 796, 769, 770, 788, 685, 673, 768, 755, 725, 735, 767, 676, 660, 783, 735, 689, 713, 686, 773, 787, 669, 697, 736, 745, 802, 778, 737, 690, 706, 812, 714, 747, 733, 744, 766, 769, 736, 705, 793, 755, 679, 790, 727, 712, 776, 786, 665, 681, 769, 644, 762, 678, 704, 690, 634, 688, 712, 725, 724, 785, 800, 729, 734, 700, 737, 784, 744, 716, 743, 791, 655, 746, 716, 791, 661, 770, 734, 707, 774, 737, 755, 770, 818, 794, 807, 785, 734, 728, 692, 792, 650, 715, 789, 808, 781, 624, 696, 801, 801, 734, 722, 749, 797, 647, 798, 781, 770, 699, 632, 743, 785, 705, 801, 735, 700, 767, 677, 748, 767, 706, 732, 691, 717, 748, 739, 764, 679, 708, 728, 801, 733, 782, 768, 733, 638, 788, 733, 715, 698, 735, 707, 722, 782, 657, 740, 787, 677, 782, 748, 718, 775, 701, 710, 709, 754, 768, 758, 707, 784, 715, 811, 646, 790, 712, 778, 726, 724, 756, 762, 768, 703, 816, 774, 697, 720, 669, 683, 703, 766, 774, 752, 787, 694, 699, 737, 739, 813, 767, 796, 764, 696, 782, 778, 808, 811, 770, 718, 787, 673, 702, 648, 663, 672, 650, 684, 720, 730, 680, 627, 685, 786, 620, 768, 650, 800, 764, 678, 689, 663, 737, 722, 811, 674, 708, 715, 665, 746, 736, 736, 765, 817, 780, 776, 782, 740, 778, 703, 649, 633, 631, 717, 687, 719, 702, 725, 734, 792, 709, 787, 731, 751, 800, 776, 633, 766, 727, 803, 776, 767, 640, 794, 689, 687, 721, 810, 726, 719, 719, 659, 699, 717, 754, 777, 757, 713, 699, 807, 680, 746, 738, 814, 752, 773, 706, 675, 777, 765, 722, 713, 636, 805, 639, 740, 628, 667, 674, 633, 746, 742, 720, 752, 728, 784, 715, 755, 688, 665, 691, 628, 638, 752, 707, 721, 748, 635, 755, 770, 745, 664, 738, 726, 803, 816, 787, 757, 633, 764, 651, 640, 769, 642, 691, 806, 740, 763, 743, 816, 766, 811, 773, 734, 695, 700, 793, 697, 699, 781, 801, 819, 724, 798, 687, 797, 765, 644, 740, 824, 698, 661, 816, 761, 792, 758, 661, 772, 748, 654, 712, 710, 624, 803, 808, 735, 784, 690, 723, 788, 750, 720, 809, 765, 755, 792, 665, 678, 721, 740, 734, 772, 754, 747, 651, 788, 721, 725, 778, 780, 664, 779, 736, 732, 771, 724, 716, 699, 623, 731, 809, 810, 694, 721, 717, 714, 733, 812, 748, 788, 736, 682, 695, 690, 707, 742, 701, 755, 797, 774, 701, 753, 643, 683, 752, 694, 707, 782, 739, 645, 747, 726, 652, 704, 665, 815, 686, 699, 705, 662, 781, 691, 766, 795, 747, 726, 799, 642, 733, 761, 687, 654, 704, 633, 786, 622, 662, 753, 704, 687, 745, 771, 757, 622, 777, 704, 673, 737, 788, 709, 693, 722, 799, 752, 776, 767, 811, 762, 752, 737, 711, 630, 724, 716, 754, 674, 808, 730, 670, 654, 801, 801, 748, 720, 798, 780, 658, 673, 739, 786, 743, 749, 725, 669, 697, 795, 697, 691, 802, 719, 767, 716, 723, 705, 700, 674, 703, 671, 655, 762, 699, 723, 715, 732, 680, 783, 790, 747, 769, 780, 779, 806, 776, 797, 731, 748, 822, 670, 755, 645, 703, 811, 748, 686, 734, 768, 689, 731, 694, 689, 766, 736, 686, 722, 726, 782, 812, 794, 690, 700, 700, 767, 796, 690, 798, 808, 809, 724, 654, 709, 763, 670, 683, 802, 805, 784, 728, 718, 761, 692, 714, 694, 773, 703, 757, 767, 808, null, 720, 758, 786, 720, 765, 692, 786, 762, 716, 620, 702, 725, 787, 685, 644, 746, 756, 771, 719, 811, 783, 707, 741, 777, 739, 746, 814, 746, 716, 807, 744, 807, 682, 814, 802, 720, 742, 717, 794, 776, 701, 743, 762, 698, 755, 792, 693, 672, 672, 747, 801, 777, 729, 738, 670, 707, 678, 811, 796, 717, 702, 783, 781, 712, 813, 636, 795, 688, 761, 709, 794, 630, 687, 736, 686, 708, 694, 748, 729, 785, 724, 649, 645, 788, 792, 687, 757, 684, 695, 684, 725, 772, 753, 777, 689, 745, 686, 693, 730, 743, 750, 752, 757, 728, 649, 742, 663, 690, 683, 771, 645, 783, 792, 815, 703, 628, 792, 708, 771, 745, null, 669, 751, 631, 797, 639, 758, 758, 779, 653, 709, 721, 780, 697, 786, 679, 729, 760, 758, 689, 749, 751, 777, 778, 752, 687, 766, 792, 789, 808, 694, 718, 800, 820, 737, 712, 735, 743, 788, 749, 684, 768, 771, 713, 666, 794, 695, 750, 656, 709, 783, 768, 713, 644, 681, 682, 722, 744, 688, 788, 663, 813, 648, 791, 797, 632, 736, 679, 754, 776, 765, 751, 678, 680, 688, 799, 642, 727, 720, 788, 772, 767, 732, 768, 668, 723, 797, 794, 709, 687, 705, 753, 777, 752, 712, 707, 732, 787, 756, 697, 799, 809, 804, 737, 693, 648, 776, 725, 770, 678, 694, 686, 794, 779, 791, 727, 669, 806, 726, 804, 661, 689, 783, 735, 776, 787, 683, 782, 786, 794, 797, 744, 741, 686, null, 793, 701, 648, 808, 638, 750, 769, 645, 768, 701, 759, 636, 765, 794, 790, 744, 751, 715, 804, 620, 769, 720, 807, 688, 756, 770, 799, 754, 744, 775, 792, 705, 778, 780, 729, 809, 750, 780, 792, 729, 740, 717, 767, 787, 724, 760, 788, 729, 682, 644, 702, 750, 791, 726, 795, 703, 754, 814, 775, 763, 657, 684, 690, 777, 693, 772, 725, 645, 756, 633, 755, 704, 760, 711, 686, 785, 691, 753, 650, 706, 804, 789, 707, 790, 662, 711, 797, 729, 651, 699, 797, 667, 726, 788, 696, 715, 744, 762, 779, 770, 777, 790, 718, 650, 733, 750, 793, 670, 753, 753, 743, 641, 635, 688, 697, 683, 636, 680, 746, 688, 706, 648, 752, 754, 809, 629, 742, 702, 757, 656, 754, 654, 794, 770, 764, 806, 736, 781, 745, 782, 661, 679, 726, 708, 736, 709, 712, 688, 760, 709, 756, 753, 708, 737, 705, 710, 648, 804, 744, 727, 769, 775, 773, 700, 802, 696, 687, 711, 663, 795, 633, 649, 775, 778, 763, 751, 647, 747, 790, 685, 766, 778, 659, 742, 759, 754, 755, 711, 714, 788, 713, 719, 812, 736, 795, 645, 696, 675, 787, 622, 727, 779, 799, 630, 807, 636, 755, 759, 742, 690, 759, 663, 686, 809, 788, 738, 774, 649, 691, 651, 792, 793, 724, 791, 781, 772, 702, 691, 783, 694, 643, 782, 747, 728, 791, 665, 771, 736, 695, 720, 702, 794, 707, 703, 804, 718, 645, 650, 797, 783, 681, 690, 816, 773, 706, 665, 741, 766, 787, 755, 743, 767, 753, 774, 791, 773, 817, 765, 687, 666, 686, 750, 761, 685, 706, 729, 813, 702, 657, 796, 772, 683, 708, 721, 770, 790, 772, 659, 706, 705, 791, 696, 684, 740, 799, 784, 794, 652, 718, 741, 796, 740, 716, 745, 678, 772, 648, 661, 795, 798, 724, 727, 761, 702, 772, 670, 812, 718, 689, 705, 791, 778, 726, 782, 704, 645, 748, 719, 723, 651, 815, 782, 629, 790, 669, 657, 763, 793, 775, 673, 662, 667, 726, 795, 666, 716, 751, 620, 791, 778, 767, 772, 658, 799, 730, 685, 786, 726, 745, 680, 706, 788, 735, 779, 723, 695, 665, 742, 721, 754, 675, 811, 702, 644, 698, 734, 668, 727, 793, 806, 676, 778, 791, 769, 657, 695, 679, 620, 717, 722, 793, 648, 776, 706, 702, 797, 739, 701, 766, 693, 692, 779, 676, 786, 778, 714, 633, 684, 688, 725, 808, 707, 813, 623, 793, 658, 753, 792, 622, 722, 770, 662, 733, 750, 777, 700, 659, 732, 799, 786, 693, 704, 746, 768, 732, 813, 800, 672, 799, 686, 666, 736, 728, 791, 775, 749, 782, 782, 694, 717, 704, 784, 744, 680, 794, 798, 767, 665, 684, 802, 624, 788, 746, 798, 787, 696, 812, 730, 726, 727, 683, 783, 683, 776, 622, 658, 620, 764, 672, 813, 707, 753, 639, 671, 697, 768, 758, 707, 629, 779, 725, 725, 812, 679, 655, 761, 757, 674, 696, 741, 729, 698, 787, 697, 757, 683, 758, 778, 812, 791, 805, 783, 701, 757, 747, 698, 689, 756, 691, 795, 806, 631, 737, 792, 719, 639, 631, 708, 735, 761, 749, 632, 684, 679, 695, 687, 683, 748, 743, 726, 776, 806, 692, 692, 791, 724, 782, 791, 801, 718, 694, 740, 726, 783, 768, 774, 759, 767, 722, 622, 756, 681, 739, 666, 772, 780, 784, 716, 714, 699, 651, 675, 813, 796, 695, 754, 802, 765, 736, 685, 791, 714, 791, 805, 758, 703, 694, 794, 669, 700, 766, 745, 745, 662, 777, 760, 767, 794, 775, 679, 720, 769, 795, 784, 716, 663, 739, 670, 762, 798, 666, 675, 785, 742, 657, 715, 753, 710, 740, 734, 669, 744, 790, 716, 782, 646, 626, 792, 744, 765, 798, 747, 719, 705, 772, 716, 696, 798, 811, 705, 658, 774, 674, 791, 725, 799, 780, 702, 789, 740, 801, 800, 808, 799, 815, 677, 733, 655, 709, 748, 808, 814, 670, 738, 690, 786, 666, 794, 753, 757, 783, 635, 737, 734, 728, 722, 713, 812, 714, 646, 766, 625, 783, 787, 794, 729, 662, 702, 817, 667, 775, 703, 662, 747, 771, 817, 685, 624, 688, 795, 686, 747, 778, 718, 732, 756, 630, 794, 769, 699, 645, 747, 804, 811, 685, 696, 796, 648, 803, 636, 704, 720, 716, 683, 742, 805, 790, 777, 723, 759, 805, 730, 741, 662, 798, 732, 766, 762, 782, 758, 790, 644, 728, 651, 718, 771, 763, 715, 638, 772, 725, 732, 706, 673, 780, 714, 793, 664, 784, 798, 754, 813, 785, 742, 804, 772, 779, 788, 787, 810, 770, 801, 788, 684, 685, 686, 768, 704, 703, 786, 676, 688, 675, 793, 783, 776, 719, 790, 777, 811, 758, 767, 653, 730, 809, 718, 804, 675, 720, 654, 674, 813, 774, 742, 813, 631, 714, 717, 731, 662, 768, 768, 773, 630, 801, 779, 711, 736, 625, 714, 703, 765, 799, 794, 809, 717, 647, 820, 724, 725, 729, 726, 731, 691, 751, 762, 799, 754, 803, 739, 688, 774, 782, 662, 735, 667, 775, 741, 705, 808, 787, 775, 730, 727, 752, 697, 697, 727, 802, 740, 668, 806, 788, 769, 756, 725, 730, 786, 744, 706, 736, 776, 793, 697, 681, 623, 624, 733, 809, 804, 654, 717, 649, 731, 713, 773, 752, 704, 769, 720, 696, 687, 706, 729, 790, 680, 689, 781, 784, 759, 735, 739, 768, 724, 798, 728, 709, 671, 718, 770, 678, 779, 768, 750, 666, 782, 790, 710, 715, 721, 733, 681, 705, 789, 667, 696, 790, 740, 725, 766, 640, 758, 657, 744, 707, 754, 727, 734, 640, 794, 646, 805, 668, 728, 729, 716, 700, 761, 647, 808, 672, 687, 623, 703, 796, 727, 739, 784, 678, 791, 709, 798, 779, 705, 697, 720, 693, 746, 770, 700, 704, 710, 685, 637, 661, 812, 693, 806, 662, 738, 726, 715, 787, 731, 621, 773, 735, 635, 801, 711, 711, 736, 790, 776, 757, 735, 720, 700, 715, 697, 704, 814, 673, 780, 746, 760, 771, 662, 753, 732, 793, 776, 793, 689, 693, 662, 677, 673, 764, 785, 762, 743, 737, 747, 714, 699, 701, 765, 710, 626, 774, 685, 804, 804, 738, 817, 643, 742, 741, 716, 717, 774, 696, 749, 683, 753, 738, 667, 780, 665, 786, 776, 746, 700, 693, 763, 695, 792, 790, 821, 798, 782, 784, 750, 704, 738, 738, 801, 722, 709, 684, 680, 684, 724, 726, 764, 705, 731, 720, 767, 731, 655, 713, 735, 735, 783, 767, 750, 707, 762, 674, 734, 736, 694, 782, 773, 694, 749, 817, 758, 657, 794, 787, 790, 739, 705, 626, 695, 749, 686, 720, 778, 677, 685, 753, 715, 730, 684, 766, 695, 771, 801, 784, 809, 695, 814, 681, 756, 782, 759, 656, 735, 756, 712, 650, 690, 801, 753, 729, 795, 663, 753, 778, 713, 728, 718, 713, 737, 755, 791, 668, 766, 756, 766, 809, 785, 627, 675, 816, 714, 731, 766, 806, 799, 732, 734, 813, 766, 685, 811, 689, 668, 713, 697, 631, 751, 762, 797, 776, 695, 762, 667, 802, 770, 681, 768, 797, 773, 786, 704, 711, 807, 762, 733, 688, 766, 659, 655, 774, 773, 778, 693, 778, 777, 713, 762, 624, 781, 803, 733, 751, 758, 696, 659, 768, 719, 759, 806, 780, 626, 713, 771, 740, 783, 733, 799, 676, 742, 631, 730, 712, 692, 759, 743, 696, 702, 788, 724, 744, 761, 803, 756, 679, 719, 692, 694, 683, 744, 759, 715, 709, 795, 780, 631, 790, 757, 806, 766, 742, 656, 688, 759, 783, 771, 639, 787, 765, 782, 783, 755, 725, 751, 805, 707, 710, 719, 655, 675, 699, 711, 629, 755, 795, 799, 642, 778, 746, 674, 712, 800, 695, 773, 687, 720, 694, 798, 806, 629, 817, 716, 667, 654, 756, 795, 725, 716, 717, 803, 711, 803, 733, 715, 796, 703, 718, 701, 678, 691, 723, 649, 740, 702, 732, 812, 687, 774, 648, 771, 722, 727, 665, 784, 622, 736, 796, 753, 692, 744, 765, 768, 687, 715, 785, 747, 674, 786, 812, 799, 706, 699, 789, 721, 646, 743, 794, 776, 714, 766, 758, 776, 783, 759, 675, 761, 764, 726, 722, 802, 743, 710, 677, 812, 793, 662, 702, 725, 798, 750, 651, 756, 708, 770, 780, 793, 808, 758, 770, 780, 710, 717, 719, 776, 709, 785, 720, 738, 767, 753, 665, 773, 770, 652, 795, 737, 798, 691, 786, 664, 723, 716, 739, 718, 717, 786, 716, 694, 680, 723, 804, 753, 739, 748, 700, 800, 790, 664, 788, 756, 798, 763, 694, 671, 771, 722, 695, 738, 757, 795, 760, 622, 727, 748, 790, 647, 660, 681, 674, 713, 780, 783, 677, 747, 797, 707, 651, 759, 714, 740, 814, 687, 659, 726, 663, 769, 753, 789, 765, 756, 786, 627, 633, 701, 797, 808, 699, 671, 681, 757, 728, 765, 796, 800, 678, 797, 795, 744, 807, 687, 798, 725, 771, 689, 781, 783, 758, 694, 641, 762, 681, 749, 731, 668, 668, 825, 713, 694, 774, 796, 766, 656, 750, 699, 699, 797, 801, 646, 718, 692, 704, 703, 747, 782, 674, 731, 688, 700, 801, 698, 710, 662, 739, 714, 700, 797, 724, 752, 678, 744, 723, 650, 712, 809, 709, 776, 694, 653, 720, 787, 805, 714, 802, 696, 802, 659, 792, 686, 656, 767, 744, 672, 718, 762, 785, 727, 676, 645, 778, 742, 801, 770, 739, 790, 729, 686, 718, 694, 657, 706, 818, 784, 737, 776, 796, 706, 754, 712, 706, 620, 733, 671, 798, 809, 629, 741, 654, 768, 825, 802, 814, 632, 800, 773, 625, 738, 723, 635, 789, 775, 679, 787, 663, 637, 670, 749, 748, 722, 724, 679, 718, 713, 674, 711, 788, 730, 707, 704, 699, 768, 682, 649, 689, 693, 779, 783, 786, 686, 623, 695, 779, 644, 801, 775, 798, 727, 674, 777, 749, 715, 736, 656, 741, 744, 718, 785, 793, 788, 681, 705, 727, 759, 804, 790, 689, 755, 626, 653, 781, 769, 804, 804, 801, 781, 798, 690, 805, 622, 721, 798, 796, 699, 809, 714, 637, 724, 681, 799, 785, 719, null, 761, 702, 789, 731, 713, 790, 803, 705, 729, 726, 738, 738, 668, 745, 727, 681, 749, 676, 667, 775, 736, 794, 799, 653, 751, 823, 772, 773, 743, 724, 795, 799, 726, 718, 793, 737, 713, 729, 749, 718, 627, 702, 693, 626, 704, 697, 809, 801, 781, 792, 671, 752, 773, 779, 765, 776, 801, 783, 757, 811, 770, 797, 662, 747, 754, 711, 766, 675, 783, 770, 758, 705, 780, 804, 744, 723, 760, 666, 695, 795, 763, 629, 794, 651, 639, 656, 692, 772, 637, 665, 737, 696, 785, 665, 761, 753, 701, 713, 729, 739, 690, 707, 716, 686, 720, 779, 678, 792, 798, 673, 707, 689, 678, 713, 733, 720, 737, 757, 654, 788, 675, 791, 624, 637, 724, 756, 701, 669, 709, 696, 732, 769, 693, 784, 741, 817, 730, 700, 743, 806, 817, 815, 730, 640, 683, 800, 725, 733, 741, 671, 717, 686, 745, 720, 743, 709, 771, 788, 763, 624, 798, 703, 779, 759, 694, 689, 788, 686, 711, 791, 762, 705, 799, 644, 801, 666, 677, 637, 802, 668, 644, 794, 714, 771, 779, 782, 703, 779, 698, 735, 685, 754, 782, 624, 624, 792, 692, 760, 773, 752, 693, 689, 769, 746, 774, 625, 750, 704, 661, 787, 806, 703, 672, 801, 739, 759, 709, 726, 714, 701, 689, 655, 791, 668, 699, 653, 780, 805 ], "xaxis": "x3", "yaxis": "y3" } ], "layout": { "annotations": [ { "font": {}, "showarrow": false, "text": "Lender=JPMorgan", "x": 0.15666666666666665, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": {}, "showarrow": false, "text": "Lender=Wells", "x": 0.49, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": {}, "showarrow": false, "text": "Lender=Quicken", "x": 0.8233333333333333, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" } ], "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0, "x": 0.75, "y": 1.25 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "FICO Histogram by Lender (January 2017)" }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.3133333333333333 ], "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.3333333333333333, 0.6466666666666666 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis3": { "anchor": "y3", "autorange": true, "domain": [ 0.6666666666666666, 0.98 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 898.9473684210526 ], "title": { "text": "Loan Count" } }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false }, "yaxis3": { "anchor": "x3", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false } } }, "image/png": "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", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# final histogram with all parameters and layout options we want integrated\n", "lender_fico_hist = (\n", " px.histogram(\n", " # data frame containing the data for this plot\n", " data_frame = vizready_top_3_lender_df,\n", " # variable to be plotted on the x-axis\n", " x = 'cscore_min',\n", " # variable to be used to determine color of the bars\n", " color = 'Lender',\n", " # variable to split on for facets; in this case, we'll facet across columns\n", " facet_col = 'Lender',\n", " # number of bins to use--somewhat arbitrary; google \"histogram binning bias\" to learn more\n", " nbins = 100,\n", " # title for the entire chart\n", " title = \"FICO Histogram by Lender (January 2017)\",\n", " # figure output height and width in pixels\n", " height = 600,\n", " width = 900\n", " )\n", " # making edits to layout\n", " # specifying x-axis label\n", " .update_xaxes(\n", " title = \"FICO\"\n", " )\n", " # specifiying y-axis label and ensuring we only show the 1st axis label\n", " .update_yaxes(\n", " title = \"Loan Count\",\n", " row=1, \n", " col=1\n", " )\n", " # specifying location of the legend (under general layout)\n", " .update(\n", " layout = dict(\n", " legend = dict(\n", " # pick the x and y coords manually (bounded between [-2,3])\n", " x = 0.75,\n", " y = 1.25\n", " )\n", " )\n", " )\n", ")\n", "\n", "# calling the figure so it will display inline\n", "# we can also save out the png as shown above with plotly.io\n", "lender_fico_hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After all of this, one final thought you might have could be: isn't it redundant to have the facet labels say the exact same thing as the legend? Yes! The tough part about that is that there simply isn't a parameter or an update method as of yet that exists to deal with hiding these labels. This isn't something that is intuitive, either. Rather, after a long journey through [the docs](https://plot.ly/python/reference/), I eventually went with the nuclear option (not recommended) and simply tweeted at the head of product for Plotly about this, and [he very graciously responded](https://twitter.com/nicolaskruchten/status/1153472636745396224?s=20), as shown below. As Nicolas shows us, the only way to deal with this is by dropping all annotations (for now; an update method is in the works). \n", "\n", "![](../media/tweet_at_plotly_devs_response.jpg)\n", "\n", "The lesson here is not to tweet at package devs whenever you encouter a problem, but rather to build a community around you to whom you can turn for answers when you hit a particularly hard problem." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=JPMorgan
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=JPMorgan", "marker": { "color": "#636efa" }, "name": "Lender=JPMorgan", "nbinsx": 100, "offsetgroup": "Lender=JPMorgan", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 724, 744, 695, 738, 701, 775, 784, 733, 806, 746, 648, 808, 747, 793, 806, 759, 725, 774, 814, 706, 739, 703, 801, 732, 651, 803, 710, 704, 695, 689, 798, 749, 763, 793, 799, 785, 741, 809, 761, 742, 752, 786, 715, 792, 804, 682, 767, 771, 714, 774, 750, 784, 778, 679, 796, 763, 721, 768, 792, 787, 783, 769, 805, 723, 777, 720, 715, 725, 813, 717, 690, 795, 795, 781, 774, 697, 777, 786, 797, 808, 787, 724, 739, 799, 779, 801, 823, 688, 700, 793, 778, 772, 808, 784, 755, 679, 818, 738, 801, 680, 784, 787, 785, 792, 754, 706, 792, 763, 781, 789, 732, 763, 776, 724, 762, 716, 779, 704, 811, 796, 701, 763, 682, 673, 803, 753, 808, 683, 794, 775, 805, 789, 788, 723, 724, 697, 772, 806, 724, 701, 763, 756, 650, 775, 774, 768, 666, 779, 713, 790, 662, 765, 701, 732, 737, 765, 787, 732, 766, 766, 788, 800, 776, 805, 761, 751, 773, 801, 708, 780, 807, 795, 630, 785, 804, 771, 787, 760, 760, 744, 699, 778, 754, 631, 780, 749, 758, 770, 815, 759, 810, 694, 744, 737, 760, 788, 807, 813, 769, 745, 693, 797, 768, 794, 697, 663, 725, 759, 792, 789, 724, 771, 769, 754, 773, 760, 753, 783, 788, 749, 804, 812, 791, 779, 630, 782, 771, 669, 749, 754, 789, 800, 783, 808, 722, 804, 661, 709, 798, 808, 777, 762, 708, 792, 725, 757, 808, 735, 716, 718, 755, 778, 801, 801, 712, 769, 720, 808, 773, 787, 714, 690, 792, 721, 791, 790, 780, 690, 793, 791, 738, 819, 701, 761, 668, 770, 767, 716, 809, 680, 805, 818, 814, 803, 762, 762, 806, 783, 707, 689, 780, 813, 755, 708, 816, 737, 653, 777, 789, 805, 786, 773, 793, 694, 757, 800, 710, 780, 804, 760, 770, 728, 707, 807, 811, 811, 797, 817, 775, 805, 735, 778, 784, 740, 747, 787, 793, 796, 779, 700, 815, 783, 738, 744, 749, 739, 770, 805, 813, 805, 773, 763, 734, 775, 817, 759, 773, 740, 668, 809, 700, 727, 774, 797, 781, 686, 811, 714, 779, 788, 774, 796, 765, 706, 669, 773, 806, 773, 747, 683, 732, 772, 808, 762, 669, 746, 726, 786, 778, 779, 804, 713, 793, 641, 784, 770, 694, 645, 789, 788, 790, 708, 700, 770, 749, 811, 804, 784, 728, 781, 751, 758, 793, 686, 798, 770, 813, 703, 691, 762, 792, 783, 778, 748, 800, 775, 723, 681, 689, 757, 788, 791, 797, 810, 700, 784, 758, 809, 812, 706, 787, 755, 726, 693, 772, 703, 793, 718, 715, 762, 783, 711, 806, 757, 777, 720, 740, 707, 762, 790, 762, 665, 777, 713, 718, 725, 756, 714, 800, 813, 792, 804, 684, 766, 736, 795, 814, 756, 774, 775, 714, 726, 702, 810, 722, 782, 743, 765, 742, 764, 780, 802, 681, 788, 752, 702, 680, 738, 647, 783, 788, 780, 775, 708, 802, 761, 719, 725, 763, 677, 754, 751, 796, 686, 792, 738, 746, 792, 772, 804, 790, 795, 809, 811, 760, 673, 748, 745, 765, 748, 728, 775, 695, 802, 755, 741, 641, 744, 734, 810, 657, 704, 811, 784, 768, 810, 810, 671, 802, 683, 697, 796, 784, 717, 778, 715, 776, 723, 778, 746, 766, 783, 771, 774, 734, 806, 765, 782, 787, 730, 814, 775, 784, 796, 750, 691, 769, 750, 811, 744, 792, 663, 776, 702, 624, 815, 708, 742, 787, 744, 760, 779, 790, 703, 664, 792, 814, 724, 782, 701, 753, 668, 765, 769, 780, 743, 812, 797, 781, 719, 776, 758, 806, 776, 762, 817, 810, 812, 683, 753, 731, 806, 660, 655, 718, 799, 750, 803, 788, 791, 790, 728, 778, 750, 803, 759, 785, 817, 798, 784, 776, 779, 764, 829, 765, 776, 801, 811, 726, 689, 741, 707, 677, 736, 770, 754, 777, 794, 664, 761, 775, 719, 681, 776, 786, 661, 745, 756, 759, 743, 776, 759, 777, 764, 787, 722, 630, 776, 687, 783, 788, 774, 760, 808, 777, 798, 751, 802, 731, 757, 762, 804, 718, 719, 745, 760, 698, 789, 728, 811, 804, 809, 793, 786, 809, 747, 806, 803, 769, 707, 743, 804, 740, 695, 709, 747, 750, 793, 704, 743, 762, 781, 753, 771, 779, 786, 771, 757, 769, 752, 778, 817, 790, 625, 711, 762, 760, 769, 749, 790, 688, 823, 784, 665, 728, 719, 679, 777, 786, 717, 797, 695, 768, 718, 693, 793, 714, 776, 717, 727, 764, 778, 802, 765, 795, 769, 745, 670, 776, 818, 803, 744, 759, 678, 784, 812, 672, 785, 787, 777, 731, 780, 642, 804, 748, 751, 777, 719, 759, 770, 746, 725, 760, 804, 750, 802, 752, 729, 707, 712, 750, 803, 800, 705, 755, 766, 684, 710, 713, 809, 711, 779, 751, 753, 795, 782, 809, 796, 660, 797, 814, 767, 741, 700, 792, 723, 712, 752, 780, 803, 799, 764, 761, 736, 756, 803, 793, 726, 799, 746, 788, 802, 742, 756, 680, 682, 807, 791, 789, 639, 726, 801, 782, 810, 727, 723, 777, 716, 633, 752, 761, 780, 780, 699, 778, 791, 808, 800, 758, 809, 675, 787, 744, 746, 802, 774, 797, 751, 756, 802, 758, 774, 686, 761, 789, 804, 788, 756, 778, 798, 735, 772, 743, 799, 661, 798, 807, 778, 783, 791, 750, 751, 760, 759, 718, 739, 790, 720, 692, 781, 786, 813, 743, 699, 790, 794, 707, 793, 736, 785, 761, 726, 660, 771, 741, 797, 795, 735, 795, 690, 787, 794, 682, 804, 743, 791, 763, 712, 787, 808, 692, 804, 694, 784, 689, 795, 718, 711, 776, 744, 740, 810, 779, 811, 801, 744, 712, 703, 786, 762, 729, 780, 720, 662, 759, 758, 666, 815, 784, 719, 705, 779, 788, 749, 766, 797, 661, 721, 775, 740, 711, 812, 685, 682, 791, 711, 661, 684, 741, 793, 747, 801, 766, 787, 770, 819, 798, 719, 822, 720, 751, 745, 801, 806, 776, 756, 736, 721, 787, 741, 650, 772, 799, 716, 741, 709, 807, 800, 780, 759, 804, 781, 778, 816, 800, 689, 814, 805, 664, 800, 750, 789, 740, 773, 818, 696, 772, 817, 799, 808, 778, 685, 789, 767, 775, 775, 701, 775, 797, 790, 777, 760, 714, 728, 800, 782, 715, 690, 750, 779, 759, 749, 768, 636, 757, 801, 703, 753, 801, 779, 756, 822, 710, 818, 692, 774, 750, 713, 804, 808, 718, 725, 776, 697, 761, 714, 781, 695, 797, 790, 648, 795, 700, 771, 705, 778, 812, 789, 754, 755, 790, 695, 785, 751, 794, 751, 763, 763, 770, 788, 797, 729, 805, 800, 737, 707, 767, 711, 769, 803, 747, 755, 809, 711, 749, 711, 792, 770, 727, 766, 803, 706, 734, 787, 810, 734, 801, 756, 693, 799, 733, 743, 801, 765, 770, 688, 679, 736, 696, 804, 761, 704, 791, 790, 812, 820, 706, 749, 755, 814, 724, 703, 711, 773, 766, 760, 785, 774, 677, 781, 781, 774, 788, 657, 737, 783, 774, 753, 743, 820, 780, 695, 780, 778, 774, 799, 776, 797, 785, 769, 657, 813, 788, 782, 785, 739, 815, 775, 743, 757, 804, 745, 681, 743, 778, 799, 680, 769, 754, 774, 799, 788, 765, 772, 714, 689, 751, 750, 724, 631, 689, 735, 767, 671, 807, 802, 727, 755, 720, 809, 814, 628, 746, 806, 768, 755, 681, 797, 775, 758, 715, 804, 804, 780, 771, 729, 776, 762, 795, 804, 796, 771, 809, 781, 720, 760, 731, 741, 745, 766, 710, 786, 793, 762, 729, 813, 722, 697, 792, 763, 773, 744, 802, 727, 688, 787, 781, 789, 786, 725, 743, 763, 731, 804, 790, 776, 747, 755, 712, 751, 708, 725, 780, 722, 661, 722, 799, 718, 783, 802, 780, 801, 762, 819, 712, 741, 733, 800, 753, 800, 733, 762, 798, 779, 731, 783, 698, 749, 725, 739, 682, 746, 725, 771, 797, 722, 758, 823, 800, 770, 817, 776, 801, 796, 723, 804, 727, 791, 763, 700, 768, 768, 745, 699, 795, 796, 714, 753, 778, 735, 695, 798, 783, 804, 746, 773, 696, 806, 804, 718, 696, 786, 792, 801, 792, 803, 790, 709, 802, 752, 743, 774, 733, 802, 786, 785, 753, 745, 781, 777, 777, 623, 802, 777, 808, 734, 726, 784, 804, 679, 790, 790, 700, 768, 782, 778, 794, 743, 716, 741, 756, 809, 715, 794, 770, 786, 706, 748, 783, 738, 772, 777, 708, 813, 772, 807, 737, 676, 753, 814, 801, 808, 749, 745, 800, 807, 783, 793, 816, 729, 816, 726, 787, 797, 781, 711, 800, 792, 791, 808, 706, 801, 762, 722, 797, 776, 701, 711, 715, 745, 697, 644, 771, 795, 786, 789, 781, 770, 784, 761, 736, 777, 745, 709, 792, 703, 745, 802, 818, 788, 743, 759, 771, 784, 802, 709, 751, 802, 796, 757, 683, 744, 755, 784, 703, 797, 774, 787, 811, 750, 800, 784, 707, 787, 782, 765, 774, 792, 779, 714, 739, 809, 710, 746, 796, 745, 726, 805, 744, 817, 753, 687, 787, 749, 810, 678, 773, 785, 791, 775, 799, 784, 710, 709, 785, 727, 690, 703, 781, 732, 781, 763, 796, 721, 791, 776, 741, 773, 701, 810, 804, 804, 802, 698, 710, 760, 679, 782, 792, 754, 811, 788, 716, 789, 755, 735, 783, 800, 732, 806, 810, 752, 692, 704, 662, 725, 734, 770, 749, 712, 793, 789, 729, 742, 692, 719, 799, 750, 718, 683, 795, 772, 733, 793, 813, 752, 762, 813, 785, 748, 745, 711, 753, 785, 804, 803, 796, 770, 767, 791, 672, 751, 710, 755, 775, 706, 789, 813, 787, 767, 753, 761, 763, 681, 790, 727, 748, 797, 769, 773, 776, 781, 771, 718, 800, 784, 786, 797, 794, 809, 791, 700, 752, 772, 775, 739, 747, 717, 707, 682, 799, 762, 776, 688, 694, 696, 700, 794, 737, 820, 768, 786, 776, 747, 788, 695, 721, 809, 682, 728, 699, 703, 724, 745, 780, 749, 812, 801, 775, 770, 737, 700, 793, 782, 703, 769, 729, 785, 771, 740, 791, 727, 801, 803, 716, 775, 756, 768, 749, 718, 743, 654, 798, 654, 726, 773, 803, 749, 719, 790, 802, 806, 771, 725, 682, 708, 805, 799, 701, 720, 808, 782, 755, 802, 765, 727, 808, 798, 718, 750, 798, 750, 666, 783, 807, 808, 776, 816, 772, 780, 737, 778, 715, 785, 795, 775, 755, 708, 790, 808, 775, 737, 721, 798, 707, 726, 799, 726, 711, 762, 666, 808, 736, 762, 804, 743, 801, 800, 767, 680, 724, 806, 672, 775, 777, 723, 794, 783, 740, 734, 729, 684, 789, 775, 766, 726, 780, 773, 762, 762, 787, 691, 809, 794, 772, 767, 784, 779, 817, 738, 763, 755, 695, 747, 661, 812, 753, 777, 624, 767, 766, 809, 798, 755, 749, 756, 776, 703, 789, 624, 745, 801, 729, 696, 796, 683, 744, 746, 777, 701, 774, 721, 817, 776, 731, 794, 730, 739, 823, 808, 693, 674, 741, 686, 773, 714, 753, 752, 801, 727, 780, 720, 786, 787, 707, 748, 755, 758, 716, 818, 794, 819, 744, 715, 782, 765, 755, 809, 767, 808, 809, 759, 729, 799, 673, 800, 759, 708, 774, 722, 729, 771, 820, 802, 784, 637, 754, 765, 788, 770, 798, 795, 771, 727, 738, 736, 727, 733, 787, 726, 772, 699, 767, 764, 789, 739, 759, 800, 802, 784, 810, 806, 731, 746, 771, 711, 804, 808, 747, 793, 768, 792, 740, 727, 789, 760, 806, 794, 788, 725, 779, 774, 726, 764, 740, 800, 786, 665, 790, 734, 739, 682, 812, 800, 767, 765, 744, 684, 756, 794, 782, 737, 738, 761, 746, 819, 808, 719, 725, 752, 711, 810, 673, 812, 804, 774, 778, 801, 797, 774, 810, 751, 704, 755, 749, 733, 780, 680, 713, 793, 816, 719, 801, 814, 794, 776, 809, 803, 794, 712, 765, 771, 809, 756, 792, 803, 811, 809, 787, 776, 783, 804, 763, 773, 795, 770, 800, 721, 791, 776, 775, 769, 801, 725, 694, 726, 716, 778, 772, 797, 793, 779, 778, 729, 641, 798, 729, 808, 777, 759, 813, 741, 809, 795, 807, 738, 722, 753, 775, 790, 709, 772, 790, 779, 741, 770, 790, 793, 754, 785, 789, 647, 741, 731, 786, 753, 783, 793, 816, 693, 764, 807, 768, 720, 699, 740, 767, 769, 790, 790, 803, 798, 697, 795, 722, 757, 757, 795, 814, 802, 772, 766, 808, 808, 635, 744, 689, 729, 694, 724, 798, 780, 768, 812, 763, 759, 703, 791, 780, 663, 785, 717, 801, 718, 797, 716, 798, 760, 755, 801, 707, 762, 750, 726, 776, 762, 792, 802, 809, 814, 800, 742, 798, 813, 726, 784, 765, 800, 746, 700, 790, 802, 765, 790, 697, 817, 781, 720, 777, 675, 714, 776, 781, 734, 801, 706, 692, 666, 761, 734, 792, 762, 778, 755, 704, 765, 798, 802, 801, 762, 775, 709, 781, 790, 767, 719, 779, 690, 776, 686, 716, 798, 664, 799, 793, 779, 706, 807, 669, 810, 797, 761, 802, 807, 774, 783, 799, 722, 758, 703, 749, 726, 800, 758, 769, 749, 817, 792, 773, 799, 636, 773, 795, 800, 767, 750, 797, 780, 788, 717, 811, 708, 718, 704, 671, 797, 802, 691, 800, 734, 770, 788, 776, 793, 779, 744, 813, 800, 769, 768, 752, 761, 808, 704, 706, 786, 733, 707, 807, 732, 689, 783, 683, 793, 802, 749, 782, 706, 778, 798, 790, 724, 781, 717, 745, 813, 778, 702, 735, 714, 758, 790, 759, 780, 764, 693, 798, 714, 804, 818, 739, 803, 809, 766, 789, 694, 802, 646, 693, 743, 776, 749, 808, 758, 735, 807, 748, 769, 756, 812, 793, 802, 705, 769, 688, 751, 801, 783, 787, 808, 753, 736, 702, 746, 628, 705, 746, 754, 684, 811, 772, 791, 716, 808, 699, 682, 779, 745, 802, 791, 717, 761, 755, 647, 772, 817, 708, 804, 815, 801, 813, 702, 797, 719, 813, 734, 800, 796, 796, 761, 805, 688, 798, 747, 809, 750, 769, 778, 726, 788, 781, 740, 765, 728, 779, 674, 703, 775, 726, 693, 763, 754, 759, 765, 733, 724, 716, 798, 773, 699, 739, 698, 696, 772, 764, 797, 686, 713, 701, 665, 719, 798, 768, 811, 690, 729, 709, 766, 735, 798, 819, 779, 779, 712, 716, 693, 794, 785, 726, 697, 808, 770, 710, 776, 779, 736, 740, 731, 791, 715, 774, 810, 782, 731, 798, 792, 774, 808, 761, 764, 793, 621, 748, 820, 808, 771, 796, 684, 741, 739, 800, 783, 730, 794, 769, 651, 809, 756, 784, 798, 783, 739, 775, 735, 794, 763, 701, 791, 744, 774, 736, 774, 810, 671, 788, 764, 812, 788, 802, 738, 803, 697, 790, 785, 771, 791, 773, 763, 744, 689, 787, 793, 737, 806, 749, 805, 771, 719, 685, 730, 745, 707, 778, 748, 757, 798, 796, 795, 798, 685, 779, 790, 751, 731, 776, 719, 795, 762, 783, 737, 778, 807, 743, 787, 675, 786, 798, 738, 805, 788, 778, 662, 798, 689, 805, 755, 815, 786, 786, 712, 801, 766, 757, 799, 739, 696, 743, 677, 733, 815, 804, 773, 764, 684, 665, 674, 686, 688, 793, 793, 799, 700, 818, 734, 768, 786, 677, 796, 776, 760, 803, 690, 708, 795, 801, 699, 717, 810, 669, 686, 788, 786, 744, 770, 775, 760, 784, 806, 792, 762, 787, 701, 774, 799, 726, 783, 720, 767, 740, 797, 786, 715, 791, 783, 773, 778, 783, 805, 765, 787, 743, 661, 806, 729, 727, 749, 692, 753, 744, 698, 802, 688, 806, 715, 700, 759, 785, 791, 779, 802, 756, 686, 712, 789, 690, 782, 711, 701, 774, 798, 761, 800, 794, 639, 769, 767, 779, 804, 734, 736, 812, 713, 752, 707, 813, 747, 723, 813, 801, 666, 758, 726, 757, 802, 745, 771, 777, 800, 785, 756, 687, 806, 798, 804, 784, 734, 755, 751, 796, 818, 754, 748, 695, 729, 758, 639, 768, 732, 710, 775, 794, 782, 780, 791, 812, 720, 774, 776, 677, 791, 778, 782, 789, 702, 790, 755, 767, 805, 799, 752, 783, 808, 758, 779, 816, 805, 781, 797, 731, 754, 779, 657, 707, 808, 754, 789, 770, 810, 757, 681, 809, 749, 758, 765, 764, 789, 761, 807, 814, 717, 681, 732, 799, 765, 748, 707, 763, 778, 816, 803, 783, 802, 782, 793, 680, 787, 814, 815, 786, 773, 745, 795, 773, 825, 750, 787, 793, 772, 800, 810, 733, 763, 781, 765, 774, 750, 804, 780, 632, 738, 788, 774, 760, 777, 801, 767, 719, 793, 787, 752, 683, 756, 774, 794, 794, 738, 736, 728, 759, 756, 663, 718, 707, 802, 815, 681, 804, 772, 819, 747, 797, 714, 753, 742, 749, 720, 782, 692, 804, 739, 792, 726, 752, 677, 805, 727, 790, 759, 735, 800, 798, 722, 767, 752, 778, 771, 808, 756, 701, 623, 802, 711, 815, 637, 708, 628, 660, 782, 780, 799, 760, 794, 773, 794, 730, 737, 771, 687, 782, 683, 726, 740, 732, 763, 737, 648, 707, 806, 756, 780, 803, 746, 759, 808, 792, 801, 736, 729, 718, 720, 796, 751, 734, 778, 769, 733, 767, 724, 746, 801, 735, 729, 798, 715, 759, 666, 756, 664, 816, 706, 804, 803, 787, 806, 715, 815, 721, 647, 664, 723, 748, 709, 695, 709, 799, 671, 774, 796, 782, 807, 791, 802, 791, 788, 719, 799, 723, 814, 719, 800, 782, 780, 779, 777, 704, 727, 809, 820, 751, 669, 803, 735, 750, 798, 719, 741, 798, 814, 786, 750, 778, 711, 761, 792, 814, 748, 719, 765, 770, 805, 710, 802, 810, 809, 744, 765, 740, 791, 702, 772, 762, 808, 713, 804, 722, 801, 801, 726, 808, 765, 816, 738, 770, 758, 751, 793, 759, 792, 721, 757, 710, 788, 800, 797, 797, 732, 804, 814, 765, 739, 799, 741, 791, 780, 766, 753, 813, 784, 751, 709, 808, 750, 752, 694, 767, 661, 786, 672, 774, 757, 785, 801, 781, 669, 762, 728, 757, 684, 816, 793, 716, 761, 794, 801, 742, 811, 720, 812, 804, 792, 672, 781, 686, 764, 743, 680, 733, 794, 801, 729, 757, 800, 751, 720, 816, 809, 801, 695, 793, 829, 801, 782, 781, 781, 812, 812, 710, 764, 798, 749, 721, 778, 755, 788, 773, 773, 774, 801, 774, 722, 777, 808, 696, 813, 673, 775, 763, 724, 646, 810, 758, 715, 713, 757, 809, 761, 785, 730, 701, 793, 812, 715, 742, 759, 717, 806, 721, 802, 760, 678, 793, 770, 770, 794, 663, 785, 777, 748, 778, 792, 801, 778, 768, 801, 744, 764, 710, 758, 796, 806, 782, 713, 759, 726, 725, 774, 716, 652, 811, 768, 733, 802, 734, 744, 787, 814, 783, 785, 793, 739, 744, 742, 747, 741, 720, 671, 766, 768, 799, 773, 785, 742, 768, 790, 656, 809, 758, 780, 754, 800, 725, 768, 690, 763, 767, 716, 812, 770, 792, 802, 810, 706, 745, 726, 773, 703, 793, 785, 797, 767, 740, 778, 811, 767, 752, 799, 782, 759, 720, 781, 670, 779, 721, 705, 732, 791, 788, 757, 797, 729, 819, 726, 778, 782, 769, 710, 789, 703, 720, 760, 758, 787, 808, 763, 799, 711, 741, 812, 769, 776, 793, 751, 774, 808, 757, 756, 778, 769, 790, 654, 807, 764, 686, 797, 712, 761, 751, 726, 727, 729, 808, 717, 781, 766, 808, 782, 790, 792, 809, 754, 759, 800, 790, 785, 720, 796, 797, 706, 799, 770, 744, 778, 641, 799, 756, 811, 702, 690, 812, 691, 796, 774, 767, 796, 731, 737, 724, 779, 766, 770, 753, 800, 788, 750, 739, 745, 787, 803, 803, 689, 764, 686, 758, 755, 810, 724, 700, 768, 772, 776, 741, 697, 805, 779, 805, 801, 748, 809, 775, 768, 711, 754, 685, 812, 803, 782, 780, 791, 791, 788, 817, 775, 703, 728, 763, 653, 811, 721, 676, 768, 790, 747, 770, 796, 808, 705, 708, 759, 803, 716, 761, 698, 789, 726, 783, 767, 796, 810, 736, 817, 740, 773, 652, 758, 777, 739, 808, 775, 808, 732, 701, 722, 823, 714, 779, 814, 755, 782, 761, 689, 693, 737, 738, 742, 767, 735, 764, 789, 806, 812, 796, 762, 625, 725, 815, 747, 789, 777, 753, 731, 666, 806, 766, 809, 785, 817, 807, 807, 755, 709, 765, 667, 816, 809, 768, 779, 787, 702, 790, 802, 728, 778, 675, 744, 777, 750, 776, 820, 740, 754, 776, 708, 681, 664, 819, 760, 690, 704, 701, 801, 811, 684, 782, 702, 767, 763, 789, 812, 642, 809, 756, 810, 747, 766, 681, 788, 743, 679, 714, 695, 761, 798, 807, 801, 793, 790, 753, 788, 699, 717, 775, 776, 757, 768, 661, 766, 798, 789, 755, 793, 806, 762, 726, 726, 727, 800, 797, 765, 812, 728, 782, 777, 807, 751, 672, 707, 685, 693, 718, 721, 740, 718, 703, 706, 764, 694, 784, 808, 763, 809, 684, 778, 724, 809, 721, 739, 784, 707, 801, 739, 739, 640, 763, 764, 732, 751, 791, 686, 704, 766, 809, 767, 746, 754, 747, 740, 742, 808, 759, 742, 744, 690, 756, 809, 781, 740, 769, 798, 793, 780, 751, 800, 753, 702, 753, 729, 738, 802, 803, 794, 778, 801, 802, 748, 793, 772, 647, 740, 777, 744, 729, 759, 739, 798, 785, 796, 800, 755, 753, 774, 765, 815, 786, 705, 795, 809, 778, 810, 815, 739, 803, 793, 777, 739, 737, 733, 714, 785, 771, 774, 743, 718, 695, 766, 750, 772, 657, 724, 716, 796, 685, 753, 760, 764, 681, 759, 796, 792, 793, 766, 809, 733, 767, 730, 722, 733, 789, 773, 806, 822, 814, 812, 817, 771, 712, 743, 744, 797, 761, 756, 698, 734, 744, 715, 770, 688, 791, 802, 774, 795, 809, 694, 808, 789, 747, 806, 779, 803, 787, 658, 774, 792, 699, 741, 778, 797, 802, 669, 731, 624, 731, 737, 735, 741, 792, 754, 761, 702, 761, 810, 787, 698, 704, 812, 703, 674, 770, 742, 807, 780, 808, 775, 692, 742, 782, 776, 713, 686, 819, 751, 735, 797, 675, 717, 747, 703, 817, 669, 760, 764, 750, 663, 767, 782, 780, 792, 773, 724, 785, 793, 689, 711, 719, 762, 747, 754, 794, 781, 808, 699, 799, 794, 727, 746, 816, 728, 721, 714, 788, 760, 749, 814, 775, 784, 755, 790, 810, 800, 761, 735, 713, 788, 790, 744, 807, 714, 748, 810, 768, 714, 734, 774, 808, 705, 783, 714, 758, 780, 731, 780, 774, 770, 775, 720, 728, 780, 787, 677, 730, 668, 732, 753, 755, 791, 768, 699, 721, 773, 775, 803, 705, 798, 806, 702, 809, 674, 739, 804, 798, 794, 797, 742, 697, 702, 668, 776, 777, 768, 688, 713, 772, 761, 808, 805, 809, 778, 774, 702, 807, 808, 798, 811, 759, 763, 749, 714, 764, 794, 772, 713, 814, 707, 812, 739, 798, 767, 761, 764, 784, 739, 755, 774, 768, 753, 815, 796, 794, 787, 802, 799, 756, 737, 735, 786, 787, 741, 662, 755, 686, 753, 800, 810, 778, 786, 784, 758, 805, 801, 766, 685, 780, 752, 796, 793, 708, 760, 815, 760, 810, 726, 713, 711, 786, 738, 785, 788, 756, 808, 729, 778, 670, 719, 711, 705, 806, 797, 805, 724, 776, 678, 750, 759, 704, 812, 734, 743, 749, 796, 801, 700, 768, 663, 771, 721, 695, 787, 791, 770, 806, 755, 751, 769, 802, 795, 684, 742, 780, 771, 748, 785, 787, 805, 745, 782, 728, 757, 725, 722, 736, 683, 789, 757, 803, 790, 781, 740, 759, 779, 709, 774, 725, 797, 782, 748, 731, 776, 762, 708, 809, 789, 788, 744, 700, 763, 737, 682, 772, 778, 767, 731, 788, 754, 774, 693, 798, 675, 664, 775, 800, 759, 793, 803, 724, 777, 806, 797, 745, 783, 816, 777, 794, 727, 694, 746, 803, 789, 789, 774, 672, 786, 766, 733, 674, 755, 761, 804, 809, 708, 756, 798, 747, 793, 715, 805, 780, 776, 745, 695, 738, 815, 772, 823, 780, 820, 772, 812, 780, 763, 736, 740, 799, 758, 768, 807, 753, 777, 805, 797, 777, 686, 707, 698, 806, 654, 795, 732, 810, 782, 772, 746, 744, 784, 788, 804, 784, 773, 802, 776, 705, 782, 803, 729, 714, 791, 656, 709, 765, 771, 775, 795, 801, 819, 776, 666, 758, 685, 785, 796, 663, 795, 782, 685, 802, 779, 726, 713, 700, 781, 773, 773, 753, 750, 666, 788, 784, 661, 793, 769, 744, 773, 753, 779, 715, 806, 716, 697, 804, 782, 760, 793, 714, 685, 779, 738, 714, 713, 673, 805, 772, 800, 815, 721, 727, 771, 785, 796, 811, 750, 693, 774, 763, 696, 751, 737, 807, 742, 781, 703, 785, 798, 762, 760, 787, 782, 797, 677, 755, 769, 795, 768, 726, 682, 746, 787, 740, 783, 677, 762, 820, 712, 742, 787, 760, 704, 685, 687, 786, 707, 699, 774, 810, 708, 769, 765, 765, 718, 769, 768, 746, 690, 781, 805, 672, 782, 666, 780, 718, 810, 744, 670, 700, 747, 753, 803, 789, 691, 752, 682, 715, 801, 716, 686, 797, 700, 773, 790, 772, 709, 762, 742, 783, 707, 771, 758, 748, 690, 791, 720, 770, 798, 660, 739, 791, 755, 756, 780, 767, 758, 639, 772, 769, 702, 802, 812, 786, 716, 797, 752, 753, 669, 702, 692, 785, 793, 663, 749, 777, 808, 765, 808, 755, 782, 817, 768, 694, 804, 737, 803, 791, 741, 772, 778, 714, 759, 815, 701, 806, 820, 776, 764, 784, 769, 713, 776, 779, 739, 778, 667, 782, 801, 799, 704, 785, 768, 794, 734, 811, 809, 801, 734, 793, 721, 795, 801, 798, 795, 734, 753, 781, 766, 813, 786, 793, 783, 693, 811, 808, 790, 794, 797, 688, 753, 733, 808, 739, 754, 788, 638, 657, 737, 750, 808, 787, 798, 777, 777, 767, 796, 771, 743, 787, 805, 689, 808, 773, 680, 774, 799, 798, 782, 669, 762, 679, 672, 745, 813, 758, 776, 751, 789, 687, 742, 662, 792, 789, 685, 786, 713, 782, 764, 800, 718, 751, 759, 685, 766, 682, 752, 792, 800, 675, 774, 750, 769, 709, 756, 764, 721, 816, 812, 766, 720, 777, 755, 791, 707, 775, 768, 738, 801, 797, 727, 776, 696, 790, 788, 747, 816, 780, 792, 765, 726, 750, 758, 732, 778, 766, 804, 748, 793, 688, 724, 688, 774, 717, 750, 787, 646, 798, 760, 698, 749, 709, 758, 781, 714, 728, 771, 755, 646, 804, 692, 758, 692, 771, 752, 805, 790, 797, 765, 774, 707, 820, 697, 777, 776, 768, 745, 770, 800, 654, 754, 781, 731, 791, 732, 661, 789, 717, 748, 772, 795, 692, 755, 802, 806, 723, 774, 804, 759, 800, 746, 691, 697, 793, 800, 743, 809, 797, 751, 690, 703, 724, 790, 754, 790, 740, 787, 721, 688, 797, 812, 698, 768, 780, 751, 817, 769, 780, 782, 803, 801, 761, 698, 768, 804, 817, 773, 802, 671, 821, 722, 786, 817, 786, 683, 725, 695, 792, 715, 773, 777, 810, 694, 737, 795, 683, 786, 804, 765, 777, 707, 794, 760, 734, 659, 787, 795, 761, 793, 706, 766, 735, 791, 692, 647, 718, 756, 756, 712, 769, 806, 768, 792, 671, 799, 676, 789, 768, 787, 766, 644, 715, 748, 735, 761, 808, 703, 778, 792, 798, 787, 751, 675, 800, 780, 798, 792, 779, 738, 809, 676, 789, 793, 782, 751, 741, 809, 746, 723 ], "xaxis": "x", "yaxis": "y" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=Wells
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=Wells", "marker": { "color": "#EF553B" }, "name": "Lender=Wells", "nbinsx": 100, "offsetgroup": "Lender=Wells", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 815, 739, 798, 783, 769, 657, 727, 794, 725, 683, 798, 741, 719, 795, 766, 749, 790, 807, 697, 774, 733, 728, 804, 728, 676, 666, 696, 733, 649, 804, 805, 794, 802, 711, 773, 711, 679, 707, 806, 745, 793, 688, 782, 764, 771, 793, 764, 692, 788, 802, 779, 738, 763, 762, 813, 761, 795, 808, 720, 683, 742, 641, 815, 708, 801, 654, 780, 726, 737, 813, 766, 681, 700, 727, 758, 814, 653, 767, 795, 791, 791, 809, 794, 729, 756, 725, 775, 662, 793, 798, 755, 742, 718, 792, 795, 796, 738, 781, 797, 783, 687, 814, 789, 711, 806, 713, 709, 783, 647, 800, 770, 729, 736, 760, 781, 682, 809, 753, 765, 711, 628, 756, 777, 660, 763, 797, 777, 787, 778, 738, 745, 781, 784, 700, 763, 766, 736, 777, 794, 774, 785, 676, 718, 725, 742, 750, 641, 776, 735, 679, 668, 635, 783, 710, 800, 711, 788, 803, 800, 700, 691, 756, 663, 752, 786, 799, 810, 728, 789, 733, 793, 756, 744, 799, 813, 700, 670, 685, 721, 741, 642, 696, 776, 773, 811, 699, 680, 666, 731, 751, 802, 791, 715, 749, 793, 662, 773, 790, 777, 685, 794, 740, 794, 783, 735, 710, 767, 746, 702, 746, 786, 705, 808, 714, 787, 787, 731, 798, 678, 722, 811, 695, 808, 803, 788, 679, 755, 802, 664, 774, 694, 789, 684, 742, 802, 802, 711, 783, 799, 763, 774, 804, 796, 702, 756, 774, 808, 724, 787, 789, 789, 815, 631, 770, 772, 696, 744, 751, 630, 706, 686, 754, 713, 732, 702, 682, 683, 662, 785, 733, 793, 768, 796, 771, 668, 737, 687, 790, 741, 790, 731, 735, 722, 731, 724, 797, 759, 736, 710, 633, 784, 632, 787, 674, 796, 771, 811, 778, 764, 783, 773, 781, 763, 699, 810, 757, 802, 799, 667, 742, 752, 668, 725, 710, 778, 741, 667, 813, 696, 693, 754, 819, 678, 800, 671, 742, 744, 725, 654, 667, 711, 692, 752, 738, 636, 769, 680, 659, 796, 771, 731, 723, 705, 723, 766, 809, 774, 795, 765, 753, 726, 647, 733, 813, 734, 672, 691, 628, 750, 728, 787, 661, 761, 702, 796, 791, 785, 736, 802, 813, 746, 773, 801, 795, 811, 805, 765, 796, 783, 710, 656, 740, 780, 690, 778, 763, 799, 773, 706, 782, 645, 723, 764, 783, 800, 772, 770, 756, 629, 768, 790, 718, 738, 812, 770, 756, 751, 799, 712, 793, 790, 808, 791, 695, 789, 790, 661, 773, 768, 653, 810, 706, 762, 730, 797, 788, 710, 814, 798, 733, 797, 713, 764, 645, 798, 641, 793, 781, 663, 798, 800, 664, 722, 809, 810, 770, 777, 801, 717, 723, 735, 806, 717, 701, 687, 718, 807, 765, 781, 762, 809, 750, 753, 642, 708, 812, 729, 628, 688, 797, 669, 649, 686, 736, 786, 724, 768, 813, 789, 631, 784, 799, 795, 797, 690, 779, 784, 682, 717, 818, 773, 804, 694, 693, 761, 781, 782, 815, 701, 713, 712, 737, 787, 694, 800, 727, 808, 811, 720, 707, 763, 727, 766, 779, 677, 706, 757, 740, 796, 798, 759, 754, 781, 746, 765, 733, 736, 696, 796, 693, 733, 745, 682, 791, 732, 737, 795, 800, 727, 653, 727, 697, 726, 751, 791, 739, 774, 792, 689, 779, 744, 781, 801, 805, 800, 717, 808, 679, 721, 793, 709, 669, 631, 753, 689, 718, 762, 720, 806, 789, 671, 788, 774, 627, 758, 713, 749, 702, 822, 693, 724, 750, 726, 747, 741, 782, 672, 791, 718, 766, 786, 666, 790, 736, 786, 739, 796, 770, 701, 665, 706, 701, 759, 791, 692, 758, 709, 783, 802, 791, 793, 727, 694, 724, 729, 741, 790, 801, 715, 723, 716, 670, 667, 694, 680, 793, 734, 749, 776, 748, 775, 760, 787, 743, 704, 715, 787, 701, 658, 694, 703, 762, 694, 785, 648, 762, 709, 727, 723, 797, 697, 777, 811, 720, 656, 677, 722, 726, 792, 773, 698, 724, 683, 751, 786, 799, 768, 790, 809, 777, 700, 781, 748, 759, 688, 802, 779, 735, 807, 721, 632, 781, 750, 802, 721, 780, 718, 737, 711, 800, 744, 746, 785, 693, 795, 767, 683, 714, 756, 779, 777, 767, 789, 735, 778, 732, 786, 675, 711, 625, 788, 766, 764, 666, 790, 774, 724, 799, 698, 788, 648, 777, 722, 687, 762, 808, 756, 750, 749, 704, 757, 748, 789, 688, 794, 797, 722, 800, 796, 624, 704, 710, 683, 683, 780, 743, 662, 670, 701, 787, 750, 788, 750, 729, 677, 735, 704, 773, 751, 716, 804, 810, 710, 797, 696, 676, 782, 786, 651, 761, 799, 801, 750, 779, 740, 798, 770, 641, 736, 746, 716, 637, 806, 744, 653, 794, 647, 752, 733, 658, 744, 701, 694, 790, 680, 809, 715, 761, 768, 661, 799, 778, 810, 649, 765, 693, 630, 773, 738, 766, 757, 804, 731, 729, 694, 767, 728, 803, 727, 774, 720, 620, 668, 627, 650, 751, 800, 744, 733, 788, 746, 792, 745, 641, 772, 734, 732, 783, 703, 799, 782, 782, 744, 795, 776, 704, 643, 670, 765, 763, 796, 682, 698, 756, 729, 791, 690, 780, 748, 777, 797, 726, 743, 740, 732, 703, 821, 668, 724, 645, 764, 653, 767, 756, 690, 741, 703, 794, 800, 777, 804, 766, 796, 705, 804, 676, 809, 783, 763, 744, 732, 653, 764, 727, 662, 796, 766, 711, 807, 747, 700, 783, 747, 756, 790, 647, 812, 781, 784, 626, 666, 693, 801, 762, 810, 785, 759, 784, 705, 750, 716, 801, 712, 756, 765, 785, 757, 657, 794, 754, 640, 809, 750, 730, 745, 790, 793, 708, 620, 773, 797, 783, 784, 796, 754, 795, 709, 808, 788, 807, 650, 771, 701, 771, 808, 751, 770, 793, 757, 696, 779, 792, 703, 719, 701, 816, 662, 812, 685, 679, 756, 722, 757, 792, 772, 725, 758, 741, 649, 733, 741, 728, 767, 703, 722, 746, 800, 703, 625, 737, 706, 791, 779, 751, 758, 802, 713, 779, 809, 695, 731, 790, 716, 768, 745, 787, 713, 804, 717, 769, 741, 795, 800, 749, 741, 756, 709, 771, 778, 783, 698, 761, 787, 733, 804, 754, 789, 772, 763, 808, 792, 743, 704, 703, 661, 674, 806, 765, 799, 656, 778, 755, 794, 650, 773, 751, 785, 671, 649, 689, 724, 753, 791, 711, 790, 698, 819, 792, 704, 758, 754, 781, 791, 735, 812, 798, 641, 788, 727, 663, 800, 784, 806, 696, 779, 812, 713, 725, 777, 706, 781, 807, 778, 743, 729, 798, 730, 806, 713, 785, 747, 760, 776, 797, 769, 793, 747, 764, 807, 623, 645, 708, 771, 813, 712, 817, 713, 690, 771, 770, 805, 755, 787, 759, 798, 669, 796, 814, 749, 777, 758, 778, 772, 711, 806, 714, 693, 655, 691, 735, 622, 784, 802, 749, 755, 734, 699, 810, 753, 759, 719, 698, 778, 791, 772, 803, 788, 798, 689, 775, 753, 736, 695, 708, 746, 758, 738, 797, 725, 790, 750, 752, 736, 721, 683, 673, 659, 728, 790, 637, 643, 792, 722, 800, 789, 798, 737, 817, 780, 789, 759, 750, 752, 768, 776, 655, 804, 798, 800, 789, 799, 687, 782, 818, 811, 808, 720, 628, 694, 787, 759, 772, 812, 687, 791, 712, 786, 812, 775, 720, 738, 792, 722, 693, 698, 707, 750, 808, 740, 684, 735, 695, 663, 762, 751, 763, 711, 791, 643, 693, 710, 747, 799, 672, 803, 707, 720, 685, 780, 772, 759, 799, 707, 796, 781, 804, 696, 789, 712, 803, 778, 791, 749, 781, 667, 748, 671, 770, 787, 798, 814, 766, 762, 756, 801, 693, 647, 800, 782, 690, 762, 709, 690, 759, 715, 728, 666, 802, 750, 721, 806, 631, 630, 771, 770, 724, 768, 725, 811, 795, 766, 816, 752, 772, 806, 727, 620, 754, 781, 630, 653, 745, 781, 693, 734, 705, 763, 715, 757, 794, 770, 784, 755, 741, 789, 731, 744, 731, 716, 795, 691, 728, 752, 672, 755, 732, 764, 772, 773, 776, 736, 792, 813, 746, 777, 760, 792, 756, 716, 801, 778, 689, 726, 767, 756, 733, 816, 680, 798, 783, 770, 713, 777, 787, 699, 795, 815, 802, 796, 785, 653, 789, 686, 750, 722, 740, 760, 746, 663, 762, 807, 728, 726, 758, 796, 738, 773, 680, 744, 797, 708, 741, 791, 754, 730, 801, 771, 766, 641, 725, 798, 717, 787, 790, 790, 712, 663, 705, 806, 722, 774, 759, 816, 778, 809, 793, 710, 727, 749, 762, 783, 725, 760, 781, 760, 786, 642, 646, 725, 677, 738, 682, 729, 801, 770, 775, 725, 793, 787, 757, 810, 689, 706, 727, 767, 809, 653, 732, 733, 789, 764, 723, 765, 715, 805, 724, 651, 629, 686, 773, 751, 661, 718, 620, 809, 778, 726, 676, 718, 713, 785, 708, 754, 758, 784, 801, 805, 797, 755, 787, 656, 785, 719, 776, 782, 693, 803, 699, 811, 704, 757, 790, 772, 678, 684, 732, 790, 762, 705, 784, 760, 792, 699, 812, 816, 769, 775, 689, 688, 735, 789, 711, 773, 773, 737, 703, 782, 736, 760, 781, 805, 636, 745, 738, 736, 679, 677, 807, 745, 761, 674, 763, 721, 741, 754, 658, 637, 783, 672, 797, 784, 761, 647, 725, 769, 704, 731, 793, 713, 686, 719, 733, 677, 743, 801, 798, 775, 758, 797, 738, 688, 798, 794, 808, 798, 739, 773, 790, 630, 749, 750, 664, 641, 787, 733, 637, 779, 696, 746, 723, 777, 771, 688, 706, 722, 651, 701, 701, 659, 809, 793, 820, 739, 743, 743, 730, 797, 723, 787, 801, 763, 740, 657, 777, 748, 729, 750, 767, 747, 739, 795, 804, 671, 750, 754, 794, 714, 782, 783, 759, 705, 724, 718, 721, 762, 804, 778, 793, 766, 753, 713, 737, 718, 780, 802, 620, 784, 716, 779, 776, 746, 776, 782, 741, 668, 716, 624, 765, 801, 746, 778, 770, 791, 764, 656, 650, 685, 780, 702, 763, 811, 753, 797, 759, 793, 771, 792, 766, 731, 779, 799, 779, 709, 661, 757, 792, 803, 756, 746, 772, 779, 816, 813, 734, 755, 774, 746, 780, 695, 750, 793, 659, 785, 770, 703, 662, 791, 776, 793, 704, 740, 723, 718, 771, 816, 770, 807, 662, 711, 753, 728, 812, 665, 755, 798, 731, 724, 807, 728, 675, 789, 702, 770, 781, 788, 643, 785, 686, 682, 793, 767, 728, 784, 722, 812, 695, 715, 808, 804, 784, 787, 723, 740, 638, 760, 803, 658, 754, 732, 810, 785, 706, 722, 778, 713, 728, 778, 747, 815, 750, 635, 747, 740, 626, 715, 802, 809, 699, 730, 779, 720, 764, 767, 802, 801, 741, 729, 719, 750, 777, 793, 799, 728, 756, 694, 720, 692, 741, 727, 813, 743, 746, 644, 682, 658, 816, 748, 769, 754, 682, 654, 752, 638, 701, 788, 724, 793, 740, 806, 748, 775, 704, 779, 797, 768, 761, 776, 684, 674, 800, 728, 728, 812, 803, 795, 808, 769, 786, 729, 730, 750, 756, 779, 807, 713, 789, 772, 768, 804, 760, 670, 751, 728, 739, 806, 734, 787, 783, 724, 701, 638, 790, 701, 750, 746, 825, 721, 724, 716, 804, 687, 777, 707, 730, 775, 757, 722, 800, 726, 781, 711, 765, 700, 748, 746, 629, 724, 758, 727, 732, 792, 657, 751, 768, 680, 768, 813, 775, 808, 785, 792, 721, 773, 739, 786, 734, 678, 747, 633, 742, 820, 741, 805, 705, 775, 734, 761, 755, 732, 650, 743, 803, 765, 789, 780, 770, 683, 801, 638, 814, 775, 670, 733, 744, 765, 795, 764, 813, 818, 753, 738, 811, 789, 759, 640, 767, 813, 745, 787, 803, 784, 817, 756, 629, 749, 666, 725, 653, 738, 758, 714, 754, 728, 781, 802, 748, 751, 686, 788, 774, 738, 752, 798, 802, 774, 759, 751, 756, 676, 769, 751, 764, 778, 670, 794, 763, 772, 700, 720, 749, 775, 801, 806, 745, 779, 634, 738, 773, 687, 786, 726, 743, 775, 735, 685, 793, 738, 770, 790, 703, 729, 631, 656, 741, 765, 736, 817, 710, 784, 719, 696, 801, 756, 781, 781, 808, 621, 766, 715, 808, 776, 772, 742, 817, 784, 682, 710, 698, 697, 759, 635, 620, 770, 729, 700, 737, 684, 791, 788, 799, 776, 749, 777, 780, 766, 739, 736, 788, 762, 723, 720, 763, 744, 785, 706, 653, 778, 728, 699, 782, 729, 726, 769, 792, 803, 717, 726, 740, 774, 750, 703, 773, 682, 717, 693, 774, 644, 620, 692, 795, 741, 735, 809, 773, 714, 691, 798, 708, 733, 717, 670, 778, 710, 654, 689, 709, 808, 816, 725, 655, 691, 745, 809, 792, 745, 740, 759, 740, 773, 773, 685, 774, 700, 787, 790, 764, 663, 797, 717, 727, 671, 799, 796, 760, 778, 781, 669, 699, 780, 729, 777, 721, 798, 758, 801, 737, 703, 717, 729, 774, 713, 802, 806, 740, 717, 693, 668, 787, 819, 678, 728, 761, 693, 788, 814, 792, 703, 667, 742, 667, 717, 715, 682, 782, 764, 777, 681, 651, 727, 751, 754, 782, 777, 776, 809, 764, 756, 787, 764, 703, 788, 712, 680, 731, 771, 737, 757, 815, 728, 791, 770, 801, 784, 738, 761, 731, 755, 711, 713, 712, 773, 809, 788, 798, 623, 689, 770, 744, 769, 723, 744, 789, 801, 739, 812, 777, 665, 755, 702, 640, 800, 703, 766, 773, 701, 785, 786, 696, 737, 809, 742, 700, 799, 755, 787, 807, 664, 680, 737, 801, 786, 660, 791, 719, 788, 787, 811, 667, 786, 784, 770, 769, 788, 807, 782, 734, 803, 808, 809, 679, 784, 789, 678, 720, 638, 741, 737, 806, 734, 802, 786, 748, 703, 682, 711, 790, 726, 679, 682, 811, 684, 802, 793, 730, 752, 774, 720, 755, 736, 752, 808, 722, 703, 643, 698, 643, 816, 810, 793, 736, 772, 656, 800, 711, 687, 784, 787, 793, 772, 770, 639, 792, 763, 745, 770, 797, 771, 724, 723, 797, 709, 777, 762, 778, 691, 787, 728, 762, 798, 764, 749, 796, 795, 780, 712, 786, 735, 747, 802, 680, 762, 690, 753, 724, 685, 790, 775, 688, 783, 749, 794, 752, 796, 691, 818, 667, 812, 772, 729, 818, 735, 701, 668, 664, 739, 804, 682, 707, 765, 718, 738, 734, 750, 779, 761, 725, 705, 696, 716, 818, 772, 777, 776, 755, 684, 631, 791, 678, 708, 740, 695, 779, 661, 712, 717, 686, 663, 630, 633, 802, 756, 755, 696, 785, 787, 789, 794, 767, 817, 633, 816, 704, 769, 713, 769, 778, 758, 735, 760, 803, 775, 766, 797, 772, 790, 725, 808, 756, 781, 698, 757, 795, 772, 641, 738, 803, 717, 790, 791, 637, 711, 726, 799, 657, 786, 770, 625, 738, 738, 796, 814, 715, 660, 706, 788, 760, 799, 756, 799, 750, 630, 752, 796, 788, 794, 725, 764, 725, 726, 810, 779, 751, 774, 793, 801, 670, 644, 802, 801, 790, 717, 786, 726, 756, 680, 729, 703, 757, 712, 738, 781, 724, 649, 642, 759, 764, 732, 810, 626, 781, 774, 710, 691, 790, 784, 802, 633, 791, 758, 754, 718, 802, 791, 804, 788, 792, 774, 779, 634, 755, 801, 718, 792, 786, 708, 780, 686, 710, 820, 675, 715, 754, 755, 809, 770, 758, 766, 804, 811, 681, 732, 743, 808, 773, 793, 808, 690, 769, 733, 812, 771, 704, 643, 773, 784, 779, 681, 777, 786, 752, 737, 727, 722, 627, 623, 698, 727, 726, 631, 792, 628, 792, 789, 670, 750, 784, 762, 770, 761, 695, 723, 780, 779, 771, 677, 758, 757, 787, 777, 733, 626, 765, 809, 738, 750, 760, 672, 722, 713, 646, 771, 778, 755, 688, 778, 808, 735, 761, 731, 796, 777, 772, 725, 740, 752, 744, 806, 699, 787, 792, 706, 769, 795, 760, 760, 725, 766, 748, 683, 766, 786, 685, 809, 812, 771, 728, 735, 735, 769, 728, 723, 660, 807, 743, 820, 790, 643, 719, 792, 695, 806, 734, 757, 689, 785, 731, 704, 721, 716, 712, 786, 761, 637, 684, 684, 751, 780, 734, 778, 788, 792, 809, 820, 791, 692, 773, 783, 745, 760, 682, 785, 801, 727, 752, 660, 721, 712, 728, 767, 715, 623, 803, 766, 653, 689, 724, 747, 685, 798, 649, 779, 764, 782, 747, 811, 741, 756, 766, 727, 762, 686, 759, 631, 790, 779, 718, 772, 738, 753, 796, 649, 789, 786, 691, 709, 808, 759, 798, 716, 740, 803, 718, 788, 654, 737, 633, 648, 769, 784, 725, 758, 782, 809, 810, 716, 680, 791, 793, 627, 793, 766, 785, 770, 798, 763, 744, 794, 815, 792, 777, 802, 753, 730, 650, 775, 657, 736, 768, 697, 809, 740, 644, 729, 789, 688, 763, 749, 725, 710, 779, 724, 794, 766, 698, 747, 767, 686, 813, 714, 740, 768, 778, 719, null, 714, 780, 798, 774, 699, 710, 691, 659, 750, 647, 752, 796, 796, 680, 653, 769, 755, 681, 805, 681, 684, 730, 789, 786, 755, 782, 787, 787, 734, 673, 803, 762, 678, 672, 691, 736, 787, 800, 748, 657, 697, 773, 802, 759, 774, 765, 700, 754, 671, 744, 789, 760, 644, 762, 798, 763, 779, 729, 725, 719, 699, 671, 786, 763, 768, 773, 679, 784, 724, 671, 781, 787, 768, 759, 809, 795, 804, 698, 726, 775, 745, 771, 700, 735, 767, 777, 727, 737, 724, 803, 696, 686, 697, 686, 683, 708, 780, 730, 801, 756, 808, 640, 742, 768, 782, 737, 780, 723, 764, 804, 776, 800, 757, 729, 757, 723, 706, 695, 728, 735, 699, 734, 767, 720, 753, 797, 786, 752, 814, 748, 696, 736, 711, 689, 695, 778, 716, 664, 696, 699, 777, 792, 809, 796, 806, 719, 767, 675, 790, 778, 726, 728, 808, 792, 628, 795, 738, 721, 814, 770, 711, 804, 674, 757, 744, 708, 787, 688, 700, 777, 764, 801, 727, 742, 793, 797, 754, 802, 755, 688, 769, 765, 685, 792, 812, 742, 795, 775, 717, 708, 734, 709, 726, 695, 766, 767, 819, 688, 717, 742, 669, 641, 644, 687, 809, 697, 785, 792, 720, 661, 759, 731, 741, 798, 806, 778, 759, 718, 795, 809, 706, 774, 627, 771, 708, 763, 705, 765, 720, 725, 815, 809, 708, 757, 784, 712, 767, 681, 761, 754, 742, 788, 745, 721, 757, 793, 809, 776, 808, 808, 753, 753, 737, 698, 815, 693, 790, 779, 788, 744, 689, 757, 790, 778, 673, 748, 760, 759, 740, 702, 749, 707, 787, 795, 785, 755, 798, 775, 709, 811, 789, 723, 791, 787, 801, 758, 766, 767, 777, 782, 722, 725, 708, 784, 799, 749, 798, 794, 756, 799, 652, 747, 689, 782, 763, 750, 758, 715, 749, 756, 804, 791, 801, 660, 805, 800, 788, 791, 745, 784, 703, 707, 790, 780, 787, 654, 775, 802, 710, 706, 732, 794, 684, 776, 744, 703, 771, 673, 796, 693, 744, 654, 779, 670, 705, 767, 823, 787, 681, 786, 740, 740, 787, 708, 770, 792, 703, 784, 730, 792, 752, 678, 798, 788, 688, 808, 795, 724, 746, 767, 794, 739, 715, 817, 806, 811, 785, 724, 778, 780, 790, 723, 718, 628, 739, 794, 771, 804, 749, 711, 820, 797, 713, 678, 729, 823, 643, 673, 744, 793, 691, 728, 745, 700, 737, 693, 746, 808, 768, 771, 768, 785, 731, 709, 633, 786, 808, 755, 735, 820, 670, 707, 673, 786, 805, 787, 744, 797, 744, 764, 789, 782, 719, 693, 690, 791, 786, 801, 686, 798, 710, 808, 798, 777, 793, 729, 777, 695, 767, 801, 716, 730, 777, 788, 705, 797, 749, 660, 794, 786, 779, 644, 790, 671, 802, 632, 790, 688, 664, 809, 742, 778, 783, 797, 797, 654, 691, 791, 677, 658, 765, 735, 777, 791, 738, 766, 726, 731, 706, 798, 712, 806, 759, 765, 661, 766, 764, 730, 790, 803, 785, 809, 761, 691, 781, 784, 759, 666, 796, 775, 800, 630, 800, 734, 812, 707, 714, 770, 782, 737, 781, 672, 644, 688, 791, 709, 730, 667, 760, 793, 690, 758, 687, 741, 724, 813, 728, 801, 716, 657, 786, 763, 686, 772, 756, 728, 736, 658, 742, 711, 694, 738, 674, 726, 781, 791, 808, 745, 727, 704, 737, 793, 797, 676, 733, 719, 791, 784, 760, 806, 775, 778, 813, 768, 805, 734, 769, 771, 764, 742, 751, 763, 805, 759, 764, 777, 677, 726, 801, 805, 783, 754, 807, 727, 769, 775, 781, 644, 778, 726, 802, 801, 711, 652, 732, 792, 703, 796, 796, 730, 750, 714, 768, 798, 812, 760, 671, 747, 782, 671, 711, 784, 671, 700, 679, 715, 719, 746, 705, 775, 627, 692, 714, 815, 757, 672, 773, 754, 773, 800, 812, 680, 734, 799, 763, 745, 786, 715, 720, 791, 792, 688, 787, 800, 809, 809, 756, 673, 747, 757, 780, 782, 792, 760, 715, 691, 737, 743, 780, 722, 804, 776, 790, 696, 761, 646, 791, 742, 782, 729, 807, 767, 654, 773, 775, 632, 752, 760, 814, 663, 723, 799, 705, 704, 783, 716, 782, 683, 624, 754, 771, 751, 768, 689, 728, 754, 808, 747, 704, 713, 717, 681, 700, 784, 719, 793, 719, 680, 731, 728, 800, 650, 764, 774, 704, 717, 793, 740, 666, 683, 772, 718, 805, 703, 788, 796, 743, 731, 711, 766, 797, 622, 811, 620, 674, 743, 781, 678, 702, 799, 796, 814, 746, 708, 783, 696, 670, 707, 788, 738, 715, 649, 746, 720, 774, 748, 716, 769, 722, 699, 816, 691, 766, 726, 778, 757, 774, 654, 800, 710, 780, 783, 702, 633, 774, 794, 704, 684, 801, 771, 751, 657, 639, 823, 809, 794, 720, 735, 670, 731, 703, 756, 644, 718, 807, 788, 764, 786, 719, 805, 775, 787, 783, 669, 779, 791, 760, 716, 629, 797, 706, 656, 810, 788, 810, 681, 626, 731, 709, 790, 774, 661, 687, 690, 765, 786, 742, 695, 812, 796, 749, 761, 696, 683, 771, 670, 752, 816, 791, 771, 655, 790, 774, 747, 717, 776, 706, 814, 817, 783, 792, 765, 778, 784, 784, 724, 747, 793, 780, 779, 799, 778, 721, 802, 795, 731, 742, 756, 799, 792, 777, 800, 809, 749, 768, 644, 670, 647, 795, 667, 756, 800, 806, 660, 681, 725, 782, 768, 658, 759, 636, 667, 769, 790, 757, 705, 794, 740, 780, 719, 774, 763, 760, 788, 808, 703, 684, 727, 730, 661, 766, 747, 809, 801, 775, 749, 734, 801, 678, 773, 647, 622, 724, 812, 801, 696, 778, 663, 813, 683, 795, 706, 780, 708, 753, 761, 803, 768, 791, 806, 742, 797, 793, 729, 801, 757, 756, 778, 718, 633, 813, 755, 792, 746, 666, 788, 757, 735, 778, 679, 813, 727, 791, 779, 762, 796, 756, 764, 721, 737, 629, 691, 681, 685, 775, 750, 727, 723, 811, 751, 797, 802, 761, 740, 628, 758, 650, 656, 782, 768, 791, 733, 693, 750, 648, 742, 782, 726, 801, 704, 682, 666, 771, 785, 766, 773, 761, 785, 656, 791, 770, 719, 787, 724, 796, 756, 703, 706, 733, 767, 705, 728, 734, 745, 752, 658, 649, 770, 691, 791, 718, 719, 798, 723, 756, 638, 807, 793, 807, 777, 756, 715, 800, 706, 787, 785, 695, 695, 803, 743, 761, 799, 750, 799, 741, 761, 743, 753, 764, 716, 729, 704, 675, 766, 660, 722, 718, 644, 683, 733, 705, 736, 718, 717, 776, 769, 701, 721, 688, 629, 703, 631, 774, 635, 684, 775, 767, 815, 801, 779, 633, 695, 786, 729, 789, 713, 705, 756, 672, 725, 817, 721, 699, 767, 724, 799, 790, 782, 820, 801, 728, 742, 776, 681, 684, 688, 747, 656, 729, 680, 787, 775, 802, 777, 787, 625, 781, 801, 767, 726, 778, 796, 772, 740, 799, 733, 772, 713, 674, 792, 803, 640, 735, 728, 722, 717, 815, 756, 640, 816, 766, 817, 641, 783, 716, 711, 688, 704, 809, 757, 629, 776, 808, 642, 809, 708, 750, 743, 769, 767, 796, 721, 634, 808, 791, 726, 692, 799, 765, 755, 639, 740, 634, 753, 790, 648, 753, 779, 682, 703, 693, 710, 797, 808, 738, 683, 802, 755, 746, 811, 802, 718, 733, 620, 800, 812, 789, 793, 764, 670, 743, 735, 760, 744, 737, 819, 681, 700, 782, 790, 801, 781, 740, 787, 797, 737, 777, 742, 742, 742, 749, 713, 687, 680, 704, 819, 797, 771, 720, 639, 621, 689, 793, 657, 798, 794, 754, 767, 797, 810, 770, 816, 705, 801, 815, 742, 801, 803, 756, 696, 623, 632, 803, 661, 793, 786, 745, 717, 693, 783, 800, 777, 752, 640, 812, 801, 696, 766, 713, 789, 790, 709, 713, 779, 783, 761, 649, 775, 786, 728, 797, 794, 754, 705, 738, 748, 756, 753, 779, 753, 692, 643, 811, 685, 782, 784, 691, 706, 780, 696, 709, 767, 714, 734, 721, 800, 782, 732, 715, 647, 695, 668, 767, 769, 815, 707, 785, 768, 808, 752, 767, 808, 786, 758, 770, 776, 750, 808, 770, 813, 697, 777, 737, 670, 814, 781, 790, 781, 789, 790, 775, 797, 624, 709, 762, 739, 797, 753, 732, 756, 813, 646, 781, 745, 802, 653, 788, 812, 711, 788, 812, 805, 809, 627, 728, 770, 812, 798, 787, 801, 663, 750, 774, 790, 801, 670, 655, 798, 754, 710, 761, 806, 769, 784, 765, 771, 811, 691, 751, 764, 722, 735, 769, 770, 759, 775, 702, 780, 734, 644, 782, 719, 781, 714, 781, 773, 681, 747, 792, null, 743, 780, 672, 707, 666, 693, 757, 762, 728, 690, 718, 788, 778, 743, 791, 629, 781, 797, 795, 722, 820, 679, 779, 782, 692, 624, 766, 673, 660, 727, 736, 676, 815, 790, 677, 700, 665, 801, 770, 670, 793, 770, 730, 690, 724, 808, 816, 793, 803, 804, 769, 794, 798, 711, 760, 690, 779, 711, 682, 748, 754, 745, 746, 810, 790, 809, 675, 684, 743, 761, 772, 739, 728, 643, 728, 765, 697, 750, 718, 798, 786, 807, 714, 759, 808, 706, 823, 766, 692, 769, 675, 711, 766, 796, 725, 754, 742, 727, 730, 794, 753, 737, 656, 799, 770, 748, 800, 801, 758, 794, 816, 736, 808, 787, 733, 779, 766, 806, 770, 735, 750, 762, 716, 797, 727, 721, 799, 759, 707, 669, 773, 684, 725, 698, 780, 694, 785, 775, 639, 701, 790, 793, 639, 764, 786, 742, 741, 786, 802, 760, 763, 797, 726, 747, 767, null, 690, 721, 728, 755, 792, 711, 723, 794, 749, 750, 781, 750, 794, 624, 718, 692, 793, 746, 709, 720, 764, 788, 737, 788, 778, 745, 797, 796, 792, 740, 791, 761, 776, 789, 725, 772, 807, 694, 689, 751, 757, 683, 641, 809, 788, 760, 802, 674, 746, 684, 783, 775, 783, 765, 812, 721, 776, 720, 813, 747, 760, 734, 778, 799, 792, 758, 774, 639, 756, 778, 808, 750, 637, 769, 784, 793, 816, 800, 754, 757, 760, 681, 747, 725, 776, 800, 757, 753, 734, 715, 794, 776, 715, 766, 732, 794, 747, 663, 788, 768, 731, 712, 757, 764, 713, 778, 722, 806, 738, 764, 777, 769, 726, 712, 679, 750, 713, 662, 733, 809, 689, 693, 805, 782, 687, 767, 792, 770, 728, 749, 798, 689, 785, 798, 780, 637, 814, 707, 682, 800, 716, 657, 757, 798, 668, 757, 747, 723, 770, 786, 781, 757, 693, 797, 739, 742, 795, 787, 725, 714, 767, 802, 785, 791, 710, 633, 785, 637, 664, 773, 772, 800, 718, 716, 703, 671, 726, 784, 699, 672, 760, 681, 702, 730, 712, 782, 798, 734, 747, 745, 713, 662, 778, 623, 783, 626, 740, 770, 785, 767, 659, 786, 740, 706, 681, 688, 710, 772, 671, 799, 703, 768, 789, 780, 752, 624, 817, 739, 728, 721, 741, 778, 813, 706, 758, 696, 741, 756, 777, 681, 800, 758, 788, 800, 726, 799, 777, 762, 687, 777, 788, 778, 642, 774, 723, 776, 812, 774, 804, 670, 769, 663, 766, 804, 688, 703, 797, 691, 660, 746, 775, 728, 758, 784, 765, 751, 778, 762, 792, 758, 749, 788, 741, 772, 639, 790, 713, 766, 817, 663, 638, 708, 732, 817, 757, 788, 718, 672, 748, 782, 727, 732, 740, 795, 773, 795, 797, 672, 702, 681, 714, 785, 664, 801, 769, 759, 802, 787, 755, 648, 728, 752, 740, 720, 786, 803, 644, 769, 802, 756, 795, 721, 733, 808, 700, 721, 688, 778, 800, 797, 747, 750, 645, 681, 802, 808, 759, 696, 652, 716, 741, 754, 747, 720, 688, 776, 788, 794, 655, 802, 799, 684, 733, 733, 771, 785, 711, 793, 701, 726, 739, 794, 802, 800, 804, 732, 786, 814, 795, 787, 815, 750, 735, 749, 793, 679, 747, 752, 818, 747, 708, 705, 705, 816, 691, 783, 792, 620, 794, 807, 715, 804, 796, 731, 808, 713, 757, 779, 681, 804, 786, 770, 694, 777, 804, 786, 640, 766, 788, 801, 770, 799, 689, 752, 784, 723, 703, 669, 680, 748, 773, 800, 752, 740, 772, 770, 797, 677, 718, 759, 713, 777, 803, 695, 753, 781, 665, 773, 779, 745, 746, 739, 780, 775, 800, 716, 808, 762, 704, 757, 775, 689, 696, 718, 727, 806, 756, 781, 784, 806, 796, 751, 779, 748, 802, 799, 786, 681, 647, 714, 732, 720, 775, 667, 685, 654, 774, 663, 784, 740, 762, 778, 719, 747, 728, 791, 755, 809, 779, 793, 695, 743, 708, 728, 742, 708, 692, 777, 685, 769, 674, 682, 702, 777, 763, 775, 801, 706, 793, 726, 768, 792, 679, 758, 802, 751, 715, 797, 716, 742, 788, 755, 647, 799, 747, 701, 788, 740, 765, 662, 657, 739, 758, 813, 747, 780, 781, 804, 719, 747, 732, 791, 693, 653, 725, 815, 699, 792, 771, 752, 712, 795, 726, 779, 733, 784, 792, 793, 709, 630, 671, 726, 740, 737, 745, 627, 801, 748, 792, 714, 726, 722, 684, 734, 797, 675, 756, 780, 804, 812, 772, 705, 766, 769, 749, 751, 731, 763, 684, 774, 789, 728, 792, 667, 724, 749, 787, 773, 633, 754, 686, 707, 784, 811, 788, 796, 774, 705, 803, 768, 772, 804, 768, 816, 796, 781, 650, 685, 735, 716, 773, 777, 812, 693, 733, 730, 745, 683, 746, 772, 722, 696, 695, 741, 694, 774, 807, 813, 767, 727, 784, 698, 792, 673, 809, 704, 768, 745, 706, 780, 781, 693, 694, 783, 799, 770, 796, 673, 766, 737, 702, 750, 782, 753, 737, 739, 803, 772, 786, 787, 781, 704, 782, 700, 715, 739, 690, 772, 772, 693, 792, 716, 709, 715, 760, 734, 773, 788, 651, 680, 713, 790, 678, 758, 634, 674, 778, 772, 813, 719, 691, 702, 769, 763, 775, 752, 720, 777, 748, 669, 800, 786, 717, 801, 797, 721, 639, 750, 722, 794, 785, 768, 794, 750, 729, 718, 744, 801, 642, 796, 797, 705, 761, 700, 797, 800, 722, 742, 815, 772, 719, 707, 684, 735, 672, 793, 782, 816, 800, 761, 660, 746, 735, 715, 815, 794, 763, 780, 750, 783, 713, 763, 776, 704, 644, 723, 768, 762, 805, 738, 791, 673, 724, 659, 782, 717, 784, 707, 702, 707, 672, 711, 709, 686, 786, 705, 767, 709, 649, 688, 661, 793, 766, 776, 766, 761, 693, 737, 688, 774, 722, 762, 768, 718, 740, 779, 746, 784, 656, 717, 763, 786, 783, 751, 658, 644, 781, 811, 776, 677, 786, 682, 801, 708, 750, 794, 774, 781, 698, 742, 804, 777, 628, 633, 732, 767, 776, 687, 656, 752, 729, 665, 712, 703, 737, 779, 704, 810, 795, 789, 707, 811, 808, 689, 809, 785, 754, 731, 751, 772, 808, 727, 745, 635, 641, 779, 738, 781, 777, 799, 800, 756, 746, 789, 643, 781, 653, 721, 667, 789, 721, 812, 767, 773, 719, 765, 820, 652, 794, 817, 688, 735, 699, 635, 802, 777, 805, 784, 642, 676, 767, 788, 688, 694, 791, 807, 752, 806, 674, 779, 687, 744, 761, 747, 766, 779, 801, 712, 731, 762, 769, 715, 807, 751, 724, 806, 773, 665, 727, 772, 794, 751, 783, 770, 751, 700, 747, 813, 683, 702, 692, 805, 713, 793, 790, 668, 699, 776, 801, 788, 740, 707, 716, 622, 809, 750, 736, 768, 778, 700, 661, 788, 676, 739, 632, 739, 773, 767, 753, 743, 706, 778, 802, 780, 787, 704, 813, 812, 762, 755, 811, 703, 739, 789, 686, 768, 802, 653, 669, 663, 730, 768, 768, 783, 748, 694, 800, 791, 704, 785, 811, 788, 784, 690, 718, 781, 780, 792, 653, 801, 717, 742, 688, 769, 811, 755, 790, 811, 764, 715, 747, 713, 756, 692, 750, 649, 805, 735, 655, 815, 798, 774, 793, 786, 670, 762, 701, 635, 820, 764, 697, 747, 717, 801, 783, 760, 782, 746, 693, 645, 806, 695, 651, 670, 681, 702, 778, 758, 794, 757, 766, 665, 689, 805, 718, 686, 698, 670, 671, 681, 740, 759, 808, 786, 766, 757, 698, 729, 790, 753, 766, 681, 638, 727, 721, 740, 734, 755, 761, 678, 801, 766, 778, 810, 693, 816, 664, 757, 799, 721, 767, 640, 756, 786, null, 730, 707, 643, 773, 675, 730, 654, 767, 762, 715, 717, 772, 799, 791, 776, 790, 731, 713, 704, 662, 751, 778, 620, 789, 709, 800, 658, 816, 816, 775, 716, 693, 803, 793, 684, 749, 767, 804, 815, 784, 689, 784, 769, 760, 719, 784, 728, 742, 678, 788, 812, 716, 806, 780, 727, 789, 665, 790, 640, 673, 697, 720, 771, 755, 721, 816, 793, 760, 780, 787, 669, 740, 790, 709, 808, 739, 788, 752, 749, 743, 731, 646, 734, 749, 735, 751, 651, 788, 804, 719, 814, 662, 729, 715, 804, 779, 770, 775, 742, 670, 775, 773, 763, 741, 793, 813, 787, 682, 787, 656, 795, 664, 798, 799, 752, 736, 765, 682, 791, 746, 702, 685, 788, 790, 736, 714, 726, 769, 798, 744, 723, 810, 695, 710, 772, 805, 757, 804, 675, 774, 790, 632, 671, 800, 729, 790, 692, 761, 753, 815, 732, 714, 819, 785, 709, 783, 759, 639, 799, 745, 782, 819, 711, 662, 774, 783, 743, 725, 775, 790, 787, 804, 700, 793, 701, 808, 676, 722, 775, 712, 736, 773, 708, 727, 796, 726, 762, 772, 765, 793, 808, 758, 748, 728, 725, 801, 703, 707, 702, 666, 736, 705, 729, 783, 658, 793, 756, 715, 772, 782, 676, 711, 761, 702, 731, 769, 731, 768, 808, 772, 785, 719, 665, 738, 724, 765, 774, 751, 771, 709, 813, 796, 698, 768, 796, 750, 723, 699, 732, 689, 747, 626, 690, 718, 795, 683, 804, 715, 753, 703, 674, 686, 726, 688, 695, 646, 792, 655, 712, 716, 677, 703, 737, 807, 765, 624, 690, 650, 809, 775, 746, 705, 794, 802, 767, 664, 710, 748, 668, 692, 743, 734, 716, 728, 642, 719, 777, 803, 798, 700, 742, 643, 776, 812, 766, 774, 806, 794, 760, 799, 790, 631, 739, 681, 725, 745, 735, 810, 686, 694, 726, 775, 659, 790, 760, 718, 673, 784, 705, 797, 697, 744, 798, 701, 622, 807, 775, 750, 800, 723, 790, 756, 788, 808, 791, 808, 800, 790, 772, 787, 802, 705, 689, 796, 656, 726, 727, 748, 813, 799, 667, 771, 681, 774, 794, 804, 697, 687, 779, 791, 802, 720, 736, 772, 761, 705, 737, 801, 734, 650, 760, 795, 724, 772, 775, 763, 782, 712, 790, 744, 737, 716, 708, 772, 763, 732, 787, 724, 784, 793, 704, 817, 726, 716, 738, 753, 813, 771, 812, 791, 787, 803, 682, 691, 774, 795, 762, 725, 727, 778, 754, 708, 787, 707, 801, 779, 740, 796, 735, 734, 723, 741, 706, 806, 739, 677, 771, 800, 762, 675, 797, 799, 753, 796, 731, 728, 729, 744, 769, 770, 777, 717, 703, 770, 620, 709, 806, 755, 799, 807, 735, 806, 669, 736, 707, 784, 693, 774, 790, 708, 801, 752, 682, 637, 781, 732, 764, 749, 715, 653, 723, 794, 776, 654, 816, 650, 761, 773, 763, 676, 757, 802, 760, 776, 704, 648, 705, 753, 730, 695, 699, 757, 781, 776, 783, 732, 719, 663, 721, 720, 773, 723, 795, 713, 761, 681, 762, 808, 746, 772, 820, 695, 751, 723, 802, 726, 691, 743, 800, 742, 816, 724, 766, 727, 705, 726, 749, 735, 686, 784, 780, 781, 756, 726, 806, 732, 724, 788, 745, 795, 748, 791, 765, 705, 766, 702, 705, 805, 746, 664, 777, 674, 628, 653, 641, 684, 754, 758, 793, 797, 704, 766, 625, 805, 644, 751, 716, 641, 806, 704, 797, 719, 803, 807, 783, 807, 772, 767, 793, 751, 775, 713, 676, 809, 786, 805, 744, 790, 703, 767, 777, 679, 749, 747, 625, 701, 722, 814, 742, 741, 698, 786, 727, 631, 795, 718, 785, 789, 737, 670, 733, 723, 777, 781, 702, 798, 771, 752, 777, 735, 796, 777, 729, 721, 775, 792, 810, 733, 686, 807, 786, 734, 757, 738, 793, 711, 675, 721, 716, 781, 759, 814, 690, 721, 787, 657, 716, 726, 797, 800, 751, 703, 803, 711, 789, 796, 792, 743, 666, 758, 754, 763, 626, 773, 723, 749, 714, 749, 724, 701, 715, 784, 762, 720, 689, 721, 756, 720, 735, 793, 720, 807, 741, 731, 721, 630, 806, 777, 760, 734, 784, 715, 780, 700, 810, 631, 702, 787, 713, 692, 628, 756, 742, 792, 654, 756, 728, 688, 717, 791, 729, 791, 777, 747, 748, 707, 704, 759, 709, 739, 728, 723, 706, 660, 661, 713, 789, 783, 819, 730, 721, 743, 727, 791, 807, 748, 725, 731, 788, 740, 734, 762, 742, 667, 716, 758, 814, 787, 752, 783, 630, 746, 632, 717, 709, 694, 752, 785, 771, 774, 804, 731, 724, 789, 780, 659, 715, 771, 709, 799, 729, 709, 634, 778, 814, 723, 652, 703, 763, 750, 783, 737, 786, 766, 719, 697, 713, 741, 774, 739, 681, 715, 661, 639, 799, 765, 734, 753, 791, 732, 711, 807, 672, 713, 756, 656, 720, 721, 767, 677, 724, 719, 738, 764, 737, 785, 782, 816, 738, 709, 731, 726, 746, 745, 763, 717, 775, 747, 763, 725, 721, 793, 737, 734, 698, 733, 737, 806, 711, 745, 715, 707, 639, 802, 669, 780, 810, 796, 640, 800, 665, 763, 733, 760, 757, 734, 661, 739, 811, 724, 732, 752, 739, 736, 650, 749, 785, 805, 723, 717, 731, 754, 819, 758, 710, 802, 804, 780, 744, 725, 691, 816, 807, 709, 708, 653, 798, 622, 675, 773, 697, 784, 671, 725, 770, 685, 813, 735, 644, 672, 786, 698, 784, 733, 769, 805, 756, 654, 705, 773, 719, 793, 776, 715, 775, 806, 697, 740, 755, 783, 790, 813, 797, 656, 782, 715, 714, 765, 691, 697, 819, 626, 717, 813, 753, 801, 720, 721, 781, 808, 804, 796, 763, 809, 814, 706, 796, 698, 771, 801, 791, 763, 682, 794, 811, 794, 754, 799, 790, 803, 788, 721, 717, 776, 725, 810, 763, 762, 784, 782, 790, 732, 749, 736, 787, 714, 745, 703, 752, 804, 703, 744, 711, 708, 703, 745, 807, 769, 743, 756, 703, 698, 799, 667, 718, 792, 662, 647, 746, 812, 795, 681, 766, 669, 694, 788, 697, 743, 708, 722, 717, 784, 782, 738, 742, 726, 800, 743, 751, 802, 656, 783, 701, 777, 802, 745, 805, 784, 775, 755, 722, 683, 781, 792, 783, 712, 812, 802, 769, 796, 817, 795, 774, 725, 655, 658, 780, 734, 689, 787, 628, 780, 768, 702, 683, 795, 772, 748, 820, 720, 638, 796, 726, 753, 819, 740, 669, 767, 647, 739, 751, 714, 680, 640, 794, 796, 807, 716, 790, 701, 752, 736, 795, 795, 739, 766, 797, 711, 639, 757, 714, 722, 778, 774, 728, 720, 747, 768, 765, 670, 703, 743, 710, 771, 715, 796, 808, 755, 777, 662, 790, 795, 712, 723, 741, 703, 741, 796, 802, 689, 790, 754, 695, 679, 787, 702, 681, 700, 795, 764, 708, 741, 732, 786, 780, 776, 772, 801, 738, 793, 738, 749, 813, 771, 742, 696, 713, 778, 638, 792, 707, 666, 777, 739, 701, 712, 622, 757, 690, 674, 785, 721, 790, 726, 816, 823, 769, 791, 707, 672, 772, null, 698, 649, 769, 737, 714, 770, 767, 677, 762, 678, 704, 770, 803, 759, 807, 798, 706, 771, 802, 724, 664, 780, 755, 744, 785, 642, 667, 787, 787, 786, 774, 727, 726, 696, 681, 814, 774, 815, 809, 744, 809, 820, 739, 690, 791, 768, 774, 789, 711, 708, 812, 791, 816, 789, 656, 710, 749, 810, 789, 700, 708, 789, 746, 736, 695, 764, 680, 755, 786, 737, 707, 747, 672, 675, 664, 719, 662, 745, 799, 776, 673, 757, 759, 736, 695, 799, 751, 824, 647, 786, 759, 698, 684, 772, 793, 751, 634, 721, 795, 718, 784, 782, 708, 780, 681, 645, 790, 656, 778, 769, 730, 767, 666, 784, 710, 680, 802, 740, 738, 773, 804, 699, 634, 682, 772, 791, 722, 687, 813, 802, 797, 698, 785, 779, 789, 662, 721, 820, 793, 743, 723, 757, 674, 760, 743, 722, 785, 779, 796, 764, 728, 740, 676, 785, 677, 777, 712, 809, 647, 698, 776, 797, 796, 728, 770, 778, 762, 641, 700, 722, 712, 736, 807, 726, 677, 804, 708, 788, 747, 740, 751, 730, 689, 665, 744, 621, 808, 664, 715, 800, 689, 718, 779, 732, 657, 740, 726, 735, 740, 750, 664, 816, 791, 791, 788, 693, 779, 738, 704, 728, 799, 659, 721, 798, 709, 734, 777, 801, 779, 621, 739, 733, 693, 683, 816, 718, 732, 685, 636, 728, 803, 717, 783, 727, 769, 705, 804, 790, 782, 789, 780, 722, 714, 688, 729, 782, 773, 758, 798, 785, 758, 814, 817, 655, 778, 697, 798, 762, 668, 674, 802, 710, 798, 746, 683, 699, 774, 779, 768, 796, 692, 796, 729, 771, 664, 783, 778, 722, 688, 634, 724, 770, 805, 701, 799, 716, 782, 755, 714, 791, 756, 692, 711, 709, 769, 724, 715, 805, 660, 790, 750, 716, 764, 799, 749, 782, 650, 748, 739, 764, 756, 800, 764, 793, 631, 725, 756, 701, 665, 761, 816, 809, 785, 803, 774, 701, 763, 809, 741, 805, 683, 799, 788, 802, 804, 769, 811, 655, 798, 769, 704, 802, 774, 714, 773, 793, 755, 791, 736, 730, 786, 745, 766, 636, 749, 793, 702, 806, 637, 683, 791, 772, 675, 755, 747, 803, 694, 792, 658, 756, 801, 767, 652, 796, 793, 778, 648, 791, 796, 620, 684, 808, 720, 807, 792, 786, 787, 780, 743, 712, 757, 762, 718, 797, 777, 803, 782, 808, 681, 740, 666, 712, 779, 737, 660, 759, 791, 717, 655, 750, 773, 810, 802, 694, 776, 784, 749, 784, 679, 723, 742, 742, 701, 799, 693, 743, 708, 763, 789, 755, 707, 697, 717, 804, 686, 629, 758, 763, 774, 766, 807, 661, 755, 680, 801, 706, 785, 759, 795, 737, 678, 809, 680, 755, 651, 777, 712, 776, 767, 729, 795, 769, 738, 753, 679, 800, 767, 797, 797, 765, 767, 798, 661, 793, 697, 736, 665, 738, 678, 756, 717, 680, 699, 738, 774, 639, 725, 792, 771, 728, 660, 692, 675, 763, 756, 707, 741, 779, 762, 773, 817, 788, 791, 740, 681, 795, 683, 683, 783, 792, 766, 738, 803, 758, 790, 760, 801, 742, 685, 697, 685, 753, 803, 816, 757, 709, 635, 695, 797, 771, 734, 771, 784, 772, 756, 763, 702, 643, 651, 655, 784, 699, 708, 791, 751, 796, 812, 817, 718, 719, 756, 721, 779, 700, 719, 792, 799, 773, 731, 660, 790, 685, 797, 732, 727, 707, 695, 720, 778, 801, 777, 741, 807, 704, 765, 725, 676, 780, 718, 666, 768, 694, 772, 756, 785, 728, 726, 661, 661, 652, 787, 645, 786, 703, 797, 757, 754, 674, 796, 690, 816, 797, 712, 744, 803, 812, 770, 685, 677, 808, 810, 670, 803, 638, 665, 649, 759, 781, 785, 715, 718, 695, 794, 753, 812, 806, 766, 781, 764, 720, 676, 781, 671, 751, 791, 791, 728, 791, 685, 749, 688, 665, 804, 727, 735, 714, 694, 804, 761, 728, 732, 778, 710, 648, 747, 662, 730, 770, 769, 742, 790, 658, 800, 671, 723, 785, 756, 801, 678, 755, 741, 646, 733, 723, 770, 737, 806, 748, 774, 700, 783, 636, 789, 755, 795, 632, 725, 762, 720, 660, 659, 765, 682, 792, 775, 749, 722, 801, 754, 783, 782, 729, 800, 770, 697, 726, 763, 719, 735, 690, 716, 724, 758, 715, 770, 797, 687, 678, 754, 620, 720, 691, 786, 794, 682, 727, 753, 803, 786, 715, 622, 659, 724, 772, 816, 696, 803, 773, 798, 744, 763, 773, 699, 767, 730, 739, 668, 765, 778, 739, 725, 777, 781, 793, 785, 791, 770, 792, 699, 686, 728, 808, 798, 694, 763, 714, 721, 757, 776, 765, 673, 787, 719, 741, 717, 799, 792, 772, 623, 770, 688, 620, 746, 751, 699, 710, 731, 769, 679, 745, 790, 797, 775, 801, 810, 793, 734, 748, 627, 803, 769, 753, 706, 798, 678, 689, 719, 623, 638, 777, 682, 785, 686, 804, 774, 809, 801, 820, 727, 799, 736, 727, 743, 795, 756, 789, 804, 773, 716, 671, 712, 694, 778, 698, 718, 774, 796, 781, 765, 768, 770, 646, 745, 783, 746, 816, 626, 625, 664, 710, 743, 765, 719, 802, 779, 777, 796, 795, 797, 759, 729, 716, 699, 808, 758, 802, 707, 751, 785, 786, 793, 795, 708, 705, 692, 700, 713, 730, 799, 808, 803, 671, 790, 745, 786, 665, 809, 702, 765, 815, 701, 735, 696, 779, 658, 640, 708, 744, 824, 756, 716, 777, 783, 700, 729, 761, 698, 785, 717, 798, 682, 779, 797, 796, 775, 630, 786, 774, 800, 679, 774, 792, 740, 763, 725, 767, 809, 809, 731, 662, 794, 713, 708, 734, 718, 702, 710, 784, 732, 742, 793, 764, 633, 735, 782, 697, 720, 803, 699, 793, 734, 781, 819, 681, 804, 814, 779, 808, 625, 803, 755, 728, 725, 752, 768, 686, 635, 722, 727, 667, 753, 784, 796, 773, 760, 781, 787, 788, 748, 804, 788, 743, 725, 631, 670, 801, 804, 709, 747, 813, 761, 815, 817, 797, 799, 689, 744, 780, 652, 738, 761, 699, 816, 779, 700, 776, 808, 681, 694, 791, 780, 823, 761, 799, 773, 713, 702, 714, 700, 792, 744, 676, 775, 701, 807, 727, 732, 783, 788, 721, 777, 815, 745, 791, 673, 767, 785, 790, 674, 704, 787, 735, 761, 713, 787, 791, 709, 633, 778, 709, 728, 790, 707, 781, 761, 761, 765, 796, 769, 718, 799, 742, 715, 776, 708, 738, 758, 741, 766, 739, 689, 733, 750, 718, 766, 740, 756, 726, 753, 712, 758, 798, 785, 798, 721, 760, 665, 781, 760, 790, 794, 733, 801, 737, 668, 806, 689, 719, 686, 714, 738, 694, 775, 812, 798, 684, 774, 705, 800, 749, 807, 776, 705, 766, 657, 719, 803, 745, 775, 780, 717, 771, 702, 782, 767, 772, 728, 783, 791, 692, 708, 666, 678, 791, 755, 754, 783, 776, 818, 806, 739, 746, 792, 684, 787, 796, 790, 675, 810, 781, 759, 807, 789, 761, 686, 782, 798, 801, 806, 794, 689, 746, 782, 787, 730, 765, 778, 759, 763, 662, 753, 808, 764, 779, 721, 692, 755, 816, 703, 808, 752, 730, 817, 730, 731, 717, 762, 782, 758, 789, 791, 720, 773, 791, 768, 802, 812, 791, 785, 719, 740, 660, 775, 663, 720, 696, 777, 727, 817, 773, 733, 714, 757, 801, 796, 775, 723, 811, 788, 744, 746, 755, 728, 786, 675, 740, 760, 682, 739, 790, 789, 707, 809, 734, 785, 772, 731, 691, 777, 774, 734, 774, 637, 750, 785, 773, 768, 766, 810, 692, 755, 660, 788, 749, 771, 729, 718, 696, 759, 787, 657, 748, 774, 751, 794, 652, 767, 684, 790, 738, 752, 704, 770, 780, 710, 788, 790, 721, 708, 813, 712, 798, 680, 746, 788, 789, 774, 797, 714, 727, 691, 728, 754, 746, 789, 644, 769, 712, 748, 778, 628, 755, 670, 759, 709, 632, 757, 653, 804, 798, 727, 721, 814, 773, 733, 664, 663, 773, 725, 741, 786, 652, 632, 802, 713, 681, 751, 683, 651, 749, 647, 702, 812, 808, 770, 673, 712, 711, 705, 792, 698, 813, 802, 757, 805, 730, 804, 741, 757, 624, 813, 735, 679, 810, 739, 650, 763, 815, 796, 771, 771, 746, 787, 749, 785, 797, 778, 736, 702, 667, 733, 782, 714, 622, 806, 747, 787, 625, 688, 708, 779, 754, 783, 762, 751, 797, 796, 742, 787, 734, 786, 685, 687, 800, 726, 720, 797, 714, 713, 746, 654, 722, 800, 790, 759, 723, 777, 768, 720, 765, 779, 797, 794, 777, 809, 779, 750, 709, 737, 629, 754, 747, 790, 796, 780, 673, 793, 799, 785, 666, 787, 722, 726, 786, 802, 804, 800, 756, 809, 721, 725, 724, 816, 792, 822, 800, 789, 712, 717, 765, 800, 801, 718, 681, 780, 792, 759, 784, 741, 751, 632, 786, 753, 743, 761, 763, 731, 742, 777, 766, 646, 787, 741, 742, 689, 651, 743, 809, 783, 790, 733, 689, 655, 812, 800, 770, 661, 674, 765, 806, 782, 773, 787, 733, 774, 688, 791, 671, 787, 801, 802, 793, 715, 773, 643, 764, 794, 681, 705, 749, 789, 724, 763, 774, 763, 810, 766, 648, 809, 798, 802, 764, 754, 713, 762, 760, 782, 732, 685, 773, 727, 678, 717, 714, 763, 742, 729, 798, 754, 790, 727, 731, 763, 785, 764, 777, 803, 690, 729, 679, 677, 815, 781, 766, 790, 783, 737, 701, 773, 728, 709, 709, 699, 748, 790, 635, 786, 792, 796, 786, 762, 722, 723, 672, 783, 780, 790, 796, 676, 691, 684, 703, 727, 755, 737, 789, 801, 649, 765, 656, 808, 781, 753, 796, 767, 777, 729, 727, 770, 654, 721, 809, 718, 784, 781, 777, 754, 680, 699, 708, 751, 765, 684, 722, 774, 808, 719, 773, 703, 752, 704, 809, 649, 803, 782, 713, 753, 717, 803, 785, 752, 688, 695, 809, 790, 806, 692, 688, 688, 712, 810, 751, 732, 698, 757, 704, 642, 713, 717, 797, 751, 770, 778, 793, 790, 797, 727, 776, 687, 802, 728, 755, 680, 792, 754, 741, 691, 810, 774, 791, 701, 788, 766, 790, 737, 793, 696, 781, 761, 691, 732, 799, 757, 725, 822, 771, 782, 776, 788, 795, 762, 692, 810, 765, 707, 726, 761, 795, 723, 737, 765, 784, 678, 652, 739, 666, 743, 787, 732, 780, 662, 798, 798, 721, 680, 759, 633, 682, 768, 803, 780, 731, 798, 702, 690, 801, 771, 753, 738, 643, 806, 802, 796, 804, 759, 654, 703, 665, 743, 792, 773, 778, 687, 801, 763, 670, 783, 714, 735, 701, 792, 762, 786, 813, 789, 651, 790, 730, 792, 711, 787, 651, 653, 790, 716, 760, 776, 746, 811, 800, 793, 756, 746, 768, 659, 760, 699, 770, 774, 679, 804, 633, 777, 773, 706, 768, 772, 742, 781, 765, 694, 770, 823, 674, 766, 745, 783, 693, 661, 776, 759, 708, 791, 783, 799, 680, 780, 759, 811, 813, 778, 770, 772, 722, 695, 770, 721, 740, 735, 810, 814, 760, 714, 677, 699, 723, 761, 788, 706, 771, 759, 688, 705, 809, 712, 806, 807, 782, 702, 740, 813, 760, 816, 626, 705, 799, 650, 685, 819, 744, 802, 789, 788, 770, 764, 768, 773, 770, 716, 762, 780, 820, 766, 657, 682, 739, 691, 679, 793, 778, 798, 793, 750, 737, 744, 692, 704, 801, 674, 693, 733, 760, 787, 793, 802, 739, 703, 704, 763, 689, 762, 726, 737, 714, 776, 737, 776, 723, 709, 691, 726, 783, 767, 818, 690, 779, 757, 730, 654, 736, 819, 699, 798, 771, 749, 768, 663, 787, 778, 727, 722, 651, 771, 800, 770, 767, 694, 789, 620, 767, 805, 719, 791, 662, 672, 757, 809, 709, 669, 644, 777, 793, 797, 731, 794, 743, 751, 758, 773, 786, 715, 705, 790, 805, 725, 785, 731, 729, 661, 709, 804, 678, 767, 721, 730, 803, 651, 783, 705, 810, 703, 697, 811, 765, 693, 779, 758, 796, 769, 697, 784, 669, 760, 721, 751, 791, 620, 790, 763, 811, 766, 757, 770, 705, 762, 804, 806, 710, 722, 783, 779, 807, 797, 757, 762, 789, 720, 670, 785, 759, 796, 756, 727, 815, 749, 700, 739, 797, 758, 800, 776, 681, 772, 653, 760, 687, 794, 802, 696, 741, 718, 716, 721, 764, 755, 647, 787, 663, 708, 760, 738, 751, 750, 651, 682, 780, 755, 790, 727, 814, 799, 787, 738, 790, 661, 746, 643, 707, 767, 728, 796, 798, 655, 687, 718, 800, 690, 778, 739, 739, 765, 730, 764, 747, 728, 807, 702, 729, 754, 793, 745, 778, 752, 728, 805, 805, 772, 745, 661, 723, 703, 664, 707, 699, 719, 743, 659, 792, 758, 779, 668, 797, 804, 699, 725, 789, 691, 761, 756, 785, 790, 787, 694, 693, 703, 751, 731, 747, 661, 741, 697, 790, 775, 724, 749, 634, 661, 762, 739, 777, 772, 755, 780, 682, 719, 734, 743, 804, 774, 775, 819, 678, 782, 789, 799, 733, 752, 786, 744, 800, 731, 793, 650, 743, 675, 725, 749, 800, 685, 764, 700, 792, 676, 786, 814, 681, 800, 773, 695, 713, 801, 799, 758, 699, 681, 753, 781, 755, 633, 701, 734, 783, 687, 801, 723, 710, 700, 804, 742, 657, 741, 777, 812, 651, 733, 723, 719, 676, 762, 788, 674, 796, 683, 715, 781, 688, 767, 802, 795, 799, 812, 788, 801, 787, 785, 764, 728, 665, 769, 806, 744, 813, 681, 768, 797, 777, 801, 622, 776, 703, 690, 768, 721, 798, 655, 792, 774, 791, 747, 707, 792, 703, 793, 772, 792, 769, 687, 736, 779, 794, 774, 716, 751, 745, 689, 714, 795, 755, 740, 790, 751, 687, 737, 808, 796, 705, 781, 777, 789, 735, 798, 712, 668, 805, 801, 624, 746, 814, 773, 656, 722, 746, 707, 794, 772, 755, 716, 788, 747, 756, 788, 794, 653, 746, 732, 734, 800, 797, 770, 750, 754, 753, 683, 628, 734, 801, 733, 702, 788, 731, 731, 822, 697, 803, 781, 690, 718, 753, 756, 755, 796, 730, 723, 763, 778, 710, 770, 725, 650, 712, 773, 787, 692, 792, 792, 783, 749, 784, 673, 768, 748, 689, 780, 789, 797, 694, 700, 730, 742, 725, 703, 671, 768, 739, 760, 740, 784, 801, 636, 751, 823, 733, 735, 787, 718, 799, 732, 807, 670, 755, 716, 786, 667, 657, 742, 780, 802, 793, 686, 798, 731, 784, 736, 737, 796, 798, 628, 714, 622, 657, 753, 752, 775, 694, 730, 690, 717, 782, 788, 699, 774, 760, 776, 743, 797, 799, 710, 785, 779, 722, 669, 738, 754, 666, 728, 782, 685, 802, 760, 804, 753, 691, 768, 786, 679, 620, 672, 806, 710, 720, 786, 767, 774, 756, 712, 702, 731, 753, 662, 767, 734, 755, 742, 749, 779, 781, 809, 797, 722, 780, 669, 695, 802, 626, 719, 763, 736, 636, 807, 704, 697, 741, 795, 745, 736, 728, 806, 741, 795, 723, 796, 666, 781, 709, 712, 750, 772, 779, 714, 786, 678, 775, 736, 806, 775, 668, 777, 762, 792, 794, 729, 756, 748, 788, 797, 764, 780, 715, 749, 731, 697, 741, 777, 775, 727, 806, 690, 724, 769, 816, 649, 778, 680, 654, 800, 737, 804, 742, 688, 742, 680, 681, 780, 791, 691, 761, 723, 794, 686, 795, 762, 654, 800, 710, 801, 779, null, 715, 778, 800, 766, 721, 714, 688, 643, 772, 707, 816, 697, 805, 793, 759, 711, 770, 788, 727, 692, 759, 782, 770, 731, 694, 798, 773, 776, 748, 733, 724, 697, 653, 749, 670, 784, 683, 757, 802, 769, 792, 809, 808, 633, 722, 744, 717, 709, 734, 708, 773, 647, 664, 791, 804, 759, 724, 776, 744, 810, 702, 715, 757, 732, 776, 795, 791, 694, 745, 700, 784, 819, 656, 744, 749, 731, 817, 726, 793, 713, 759, 654, 757, 788, 795, 812, 732, 681, 807, 661, 801, 752, 738, 718, 795, 808, 796, 790, 647, 720, 794, 744, 776, 736, 783, 698, 720, 685, 665, 773, 780, 784, 697, 691, 772, 753, 780, 703, 751, 767, 815, 689, 719, 782, 776, 811, 792, 813, 776, 786, 647, 684, 772, 729, 733, 806, 753, 752, 806, 693, 802, 782, 706, 805, 751, 712, 742, 766, 720, 784, 683, 721, 638, 730, 707, 778, 765, 758, 766, 734, 820, 788, 688, 693, 742, 785, 711, 784, 746, 751, 765, 796, 623, 753, 783, 719, 777, 752, 770, 809, 787, 755, 804, null, 706, 784, 771, 753, 718, 680, 765, 658, 778, 734, 704, 742, 703, 759, 777, 725, 810, 693, 789, 785, 755, 811, 724, 788, 781, 789, 713, 743, 739, 786, 692, 798, 741, 779, 683, 763, 812, 786, 720, 765, 776, 816, 742, 755, 813, 743, 744, 768, 722, 780, 773, 643, 793, 770, 792, 781, 703, 808, 787, 753, 781, 812, 775, 717, 797, 778, 717, 738, 768, 674, 794, 823, 728, 781, 784, 736, 780, 687, 637, 680, 801, 789, 789, 783, 698, 751, 776, 657, 776, 661, 712, 778, 710, 800, 708, 791, 780, 621, 791, 805, 780, 753, 645, 655, 676, 726, 756, 689, 699, 775, 643, 644, 758, 705, 809, 751, 739, 806, 648, 724, 721, 660, 776, 706, 804, 779, 783, 775, 735, 717, 690, 662, 759, 690, 648, 625, 764, 823, 739, 686, 744, 722, 701, 711, 682, 664, 799, 664, 707, 690, 805, 769, 742, 775, 756, 714, 777, 741, 669, 811, 754, 754, 743, 792, 796, 736, 752, 757, 796, 657, 764, 791, 659, 825, 778, 710, 795, 781, 760, 749, 661, 679, 676, 773, 713, 636, 750, 682, 766, 705, 781, 787, 799, 775, 739, 752, 716, 698, 770, 716, 766, 783, 760, 776, 734, 767, 799, 813, 799, 722, 790, 695, 789, 794, 744, 783, 752, 644, 671, 711, 749, 714, 708, 699, 695, 807, 695, 711, 785, 724, 740, 658, 670, 722, 809, 722, 794, 752, 805, 720, 707, 649, 778, 796, 721, 682, 802, 666, 746, 717, 713, 796, 772, 763, 752, 737, 675, 789, 780, 741, 809, 757, 683, 721, 659, 801, 705, 765, 707, 758, 760, 808, 806, 643, 791, 662, 725, 702, 721, 770, 791, 696, 735, 735, 799, 639, 647, 788, 634, 723, 654, 804, 769, 816, 712, 800, 783, 718, 711, 777, 745, 717, 734, 708, 643, 766, 657, 660, 637, 660, 756, 788, 727, 661, 806, 655, 789, 775, 626, 795, 707, 706, 752, 697, 733, 763, 748, 773, 782, 756, 759, 770, 777, 730, 786, 641, 745, 794, 755, 702, 708, 805, 787, 672, 801, 782, 700, 779, 660, 777, 651, 754, 665, 769, 767, 734, 774, 692, 738, 767, 660, 715, 791, 674, 799, 790, 788, 798, 806, 797, 745, 673, 743, 774, 795, 761, 649, 796, 766, 706, 759, 777, 679, 697, 745, 724, 768, 708, 723, 758, 779, 710, 756, 722, 757, 770, 675, 706, 724, 786, 803, 790, 728, 746, 698, 795, 785, 810, 627, 785, 669, 731, 667, 760, 726, 749, 708, 774, 769, 772, 714, 807, 744, 792, 729, 790, 663, 729, 793, 762, 703, 795, 705, 696, 757, 811, 684, 757, 807, 801, 811, 765, 700, 738, 721, 776, 784, 742, 784, 797, 801, 721, 732, 769, 667, 816, 762, 723, 662, 683, 804, 755, 792, 743, 742, 792, 815, 676, 773, 705, 808, 745, 680, 798, 736, 715, 766, 723, 761, 676, 735, 699, 799, 798, 698, 765, 709, 653, 665, 724, 808, 762, 651, 785, 791, 736, 689, 721, 796, 769, 764, 705, 801, 717, 703, 753, 740, 759, 760, 775, 702, 802, 738, 720, 749, 759, 785, 729, 809, 638, 733, 808, 748, 686, 675, 667, 757, 738, 691, 716, 719, 786, 788, 680, 697, 686, 759, 800, 803, 660, 788, 813, 726, 667, 765, 706, 794, 773, 762, 791, 713, 737, 705, 790, 751, 707, 791, 789, 716, 798, 738, 709, 775, 735, 739, 722, 797, 644, 675, 764, 737, 687, 780, 705, 767, 686, 696, 659, 775, 689, 808, 710, 629, 697, 762, 754, 734, 753, 690, 798, 715, 701, 678, 639, 688, 755, 669, 774, 704, 696, 681, 762, 716, 799, 798, 790, 804, 706, 747, 759, 795, 627, 767, 791, 798, 811, 813, 801, 738, 668, 796, 755, 797, 771, 810, 746, 682, 736, 687, 792, 775, 760, 695, 691, 793, 733, 738, 746, 718, 689, 725, 794, 792, 650, 727, 731, 766, 789, 672, 744, 753, 798, 685, 639, 689, 765, 791, 746, 710, 729, 800, 696, 625, 656, 798, 639, 791, 707, 733, 796, 761, 794, 702, 772, 743, 779, 622, 709, 690, 816, 669, 734, 808, 812, 776, 808, 724, 699, 765, 766, 763, 683, 726, 699, 792, 791, 764, 702, 727, 776, 749, 731, 708, 751, 753, 729, 791, 716, 695, 801, 784, 786, 800, 791, 801, 768, 761, 731, 778, 814, 638, 752, 704, 687, 807, 812, 724, 745, 792, 705, 759, 725, 793, 787, 807, 818, 671, 783, 811, 653, 704, 737, 741, 724, 668, 795, 790, 678, 769, 803, 813, null, 780, 772, 676, 796, 763, 709, 750, 723, 693, 762, 681, 802, 786, 729, 815, 733, 705, 717, 806, 698, 726, 736, 713, 687, 758, 679, 810, 795, 781, 746, 728, 749, 790, 790, 669, 752, 764, 813, 781, 795, 805, 761, 723, 772, 786, 787, 770, 802, 656, 699, 688, 807, 797, 685, 796, 695, 754, 702, 749, 752, 701, 777, 793, 754, 771, 787, 712, 789, 787, 723, 762, 755, 701, 782, 695, 784, 775, 753, 725, 695, 778, 669, 787, 792, 730, 790, 773, 654, 800, 789, 793, 745, 728, 784, 708, 742, 797, 673, 759, 709, 773, 710, 669, 660, 668, 810, 775, 716, 753, 804, 801, 741, 704, 690, 694, 778, 692, 798, 808, 689, 742, 787, 735, 705, 735, 749, 667, 784, 653, 770, 765, 715, 796, 797, 728, 710, 778, 691, 712, 764, 686, 685, 693, 761, 767, 717, 800, 771, 808, 739, 747, 813, 788, 710, 788, 793, 661, 742, 789, 752, 658, 660, 787, 802, 733, 735, 800, 711, 770, 782, 797, 739, 743, 784, 774, 765, 765, 740, 790, 786, 795, 772, 784, 725, 805, 730, 751, 766, 704, 742, 722, 807, 796, 668, 776, 793, 796, 797, 801, 736, 765, 695, 698, 747, 778, 724, 781, 759, 743, 786, 723, 683, 728, 741, 779, 639, 776, 730, 774, 800, 730, 679, 742, 757, 725, 770, 714, 768, 628, 750, 802, 621, 712, 662, 730, 776, 721, 651, 793, 801, 714, 639, 695, 747, 780, 701, 695, 709, 703, 714, 780, 769, 718, 652, 787, 781, 779, 761, 802, 751, 794, 697, 763, 796, 796, 750, 783, 689, 776, 796, 804, 797, 683, 777, 713, 728, 759, 668, 682, 784, 790, 752, 753, 783, 745, 742, 819, 677, 734, 740, 765, 641, 806, 752, 777, 651, 713, 780, 759, 756, 683, 748, 746, 757, 792, 700, 753, 757, 725, 784, 691, 716, 734, 697, 783, 662, 744, 769, 792, 800, 721, 632, 693, 713, 786, 760, 795, 797, 758, 790, 659, 754, 804, 763, 721, 724, 765, 723, 798, 702, 678, 749, 671, 748, 800, 797, 756, 694, 795, 802, 781, 779, 791, 808, 755, 774, 794, 715, 759, 800, 676, 758, 735, 747, 699, 737, 783, 659, 793, 711, 701, 696, 763, 800, 753, 802, 656, 722, 812, 746, 769, 696, 689, 789, 702, 655, 725, 801, 790, 708, 808, 749, 707, 748, 705, 789, 725, 680, 811, 762, 754, 745, 743, 622, 752, 735, 705, 690, 706, 759, 721, 777, 680, 768, 693, 804, 712, 779, 726, 719, 722, 795, 772, 733, 750, 665, 736, 793, 688, 747, 722, 722, 793, 690, 753, 778, 793, 776, 781, 725, 773, 689, 782, 744, 782, 683, 765, 753, 675, 781, 714, 808, 706, 797, 776, 687, 711, 763, 736, 780, 718, 773, 771, 769, 724, 767, 689, 727, 728, 685, 677, 745, 759, 746, 746, 780, 787, 715, 729, 737, 735, 766, 717, 685, 646, 739, 763, 790, 771, 746, 758, 725, 708, 783, 724, 702, 720, 742, 806, 620, 666, 667, 741, 743, 798, 711, 804, 804, 806, 681, 800, 710, 625, 744, 802, 744, 690, 765, 788, 819, 799, 761, 801, 754, 808, 793, 746, 769, 682, 746, 796, 737, 782, 789, 805, 731, 731, 799, 767, 753, 733, 762, 706, 805, 815, 767, 712, 666, 769, 717, 776, 761, 663, 699, 720, 773, 805, 706, 723, 695, 724, 784, 799, 776, 721, 756, 759, 719, 779, 689, 807, 733, 715, 761, 763, 730, 733, 797, 807, 729, 650, 742, 716, 803, 820, 760, 725, 815, 731, 801, 653, 653, 769, 762, 725, 666, 789, 795, 783, 762, 685, 733, 746, 749, 759, 801, 742, 743, 776, 760, 784, 695, 733, 698, 677, 779, 790, 714, 757, 793, 760, 680, 722, 739, 686, 766, 722, 813, 734, 780, 719, 781, 774, 770, 765, 682, 801, 787, 732, 727, 705, 686, 648, 697, 754, 694, 795, 723, 745, 790, 632, 725, 803, 787, 796, 652, 752, 756, 793, 790, 792, 645, 649, 692, 742, 786, 777, 708, 633, 732, 750, 681, 720, 801, 701, 620, 772, 690, 773, 777, 650, 793, 810, 787, 793, 664, 752, 792, 655, 808, 776, 742, 710, 801, 763, 722, 674, 796, 626, 813, 802, 669, 802, 698, 780, 698, 802, 664, 750, 748, 720, 682, 681, 761, 820, 754, 802, 687, 813, 761, 746, 785, 805, 691, 783, 683, 643, 709, 759, 705, 711, 693, 764, 693, 664, 798, 722, 644, 699, 714, 766, 740, 776, 695, 647, 761, 805, 712, 806, 778, 797, 786, 721, 738, 768, 751, 668, 717, 745, 772, 675, 765, 719, 770, 683, 810, 716, 773, 687, 689, 737, 773, 771, 796, 783, 788, 711, 730, 770, 814, 799, 765, 797, 800, 694, 780, 693, 790, 638, 750, 742, 685, 786, 762, 817, 786, 783, 762, 749, 760, 799, 804, 764, 757, 737, 742, 804, 757, 712, 722, 677, 770, 703, 754, 808, 755, 709, 793, 763, 766, 801, 759, 707, 775, 781, 722, 769, 792, 719, 697, 764, 737, 804, 763, 776, 701, 738, 630, 690, 775, 739, 802, 655, 660, 741, 798, 720, 672, 793, 779, 694, 752, 661, 727, 682, 705, 711, 715, 720, 802, 697, 765, 742, 772, 785, 781, 698, 698, 748, 726, 690, 807, 790, 791, 738, 707, 786, 802, 756, 686, 658, 687, 793, 737, 793, 748, 779, 768, 753, 762, 655, 724, 684, 664, 718, 697, 700, 704, 711, 628, 797, 769, 754, 730, 691, 724, 739, 792, 705, 763, 802, 730, 769, 691, 781, 735, 750, 765, 735, 782, 799, 772, 761, 777, 760, 726, 744, 800, 730, 816, 781, 657, 710, 663, 787, 702, 797, 739, 775, 807, 688, 794, 776, 791, 804, 805, 704, 766, 775, 758, 794, 737, 779, 760, 791, 722, 659, 764, 773, 781, 768, 632, 737, 688, 757, 737, 811, 759, 685, 779, 814, 764, 769, 765, 706, 631, 751, 800, 689, 785, 690, 684, 759, 718, 806, 725, 739, 802, 770, 760, 778, 792, 775, 801, 723, 760, 784, 747, 637, 808, 751, 800, 785, 772, 745, 801, 777, 639, 713, 704, 769, 766, 700, 768, 765, 691, 802, 753, 785, 780, 760, 726, 801, 789, 808, 721, 783, 764, 691, 632, 747, 726, 789, 776, 681, 696, 761, 644, 705, 794, 782, 748, 727, 800, 763, 729, 715, 785, 798, 724, 735, 778, 787, 626, 651, 719, 785, 792, 799, 751, 784, 787, 720, 805, 752, 773, 793, 808, 781, 754, 797, 652, 724, 791, 658, 633, 720, 792, 733, 790, 723, 653, 647, 766, 735, 761, 754, 754, 741, 822, 672, 735, 778, 738, 780, 757, 763, 776, 636, 722, 765, 792, 808, 767, 745, 781, 743, 806, 790, 741, 764, 807, 707, 680, 785, 765, 795, 802, 643, 712, 755, 796, 630, 662, 735, 705, 802, 743, 692, 779, 715, 745, 695, 746, 691, 642, 713, 790, 779, 760, 628, 756, 722, 779, 738, 773, 785, 735, 713, 732, 802, 674, 678, 745, 711, 671, 766, 649, 782, 773, 710, 762, 779, 671, 692, 778, 790, 792, 805, 696, 797, 689, 803, 695, 812, 798, 785, 798, 737, 722, 734, 684, 752, 741, 754, 741, 698, 774, 793, 814, 654, 795, 774, 787, 802, 800, 709, 672, 799, 809, 807, 792, 711, 710, 694, 710, 785, 748, 734, 762, 690, 766, 783, 794, 766, 790, 753, 791, 705, 762, 732, 645, 809, 797, 752, 652, 794, 777, 787, 691, 793, 713, 739, 709, 783, 802, 698, 715, 750, 802, 697, 796, 774, 645, 683, 739, 707, 754, 728, 800, 781, 761, 800, 786, 804, 730, 806, 625, 770, 749, 740, 739, 640, 774, 706, 769, 796, 790, 679, 719, 792, 763, 783, 794, 637, 785, 679, 796, 808, 805, 710, 770, 714, 802, 793, 717, 808, 709, 641, 630, 780, 817, 738, 780, 790, 719, 702, 695, null, 712, 756, 684, 756, 787, 796, 698, 709, 784, 749, 790, 751, 706, 735, 800, 752, 774, 759, 779, 708, 777, 748, 662, 707, 751, 708, 698, 669, 723, 745, 768, 691, 780, 681, 791, 730, 803, 796, 726, 675, 726, 709, 798, 813, 716, 805, 711, 788, 748, 661, 733, 769, 804, 699, 781, 689, 713, 706, 818, 829, 749, 759, 818, 657, 749, 777, 661, 778, 785, 751, 740, 695, 723, 802, 775, 762, 749, 737, 766, 777, 729, 790, 680, 816, 742, 719, 640, 785, 725, 781, 784, 736, 779, 752, 801, 803, 749, 767, 805, 726, 677, 751, 763, 767, 768, 760, 801, 795, 791, 781, 697, 721, 672, 813, 779, 745, 634, 768, 711, 736, 742, 803, 767, 803, 674, 810, 719, 812, 786, 655, 792, 799, 742, 722, 813, 766, 753, 798, 748, 669, 711, 690, 803, 735, 691, 709, 767, 751, 806, 812, 695, 811, 792, 774, 768, 692, 706, 819, 749, 690, 777, 738, 715, 803, 774, 758, 770, 713, 730, 733, 767, 782, 752, 712, 776, 763, 774, 690, 792, 709, 803, 770, 778, 663, 699, 805, 670, 808, 716, 755, 812, 811, 695, 746, 807, 759, 695, 785, 721, 743, 821, 640, 681, 771, 802, 718, 662, 762, 801, 749, 643, 636, 814, 686, 710, 794, 796, 759, 702, 740, 798, 737, 813, 720, 701, 747, 762, 735, 690, 797, 709, 714, 660, 803, 791, 735, 713, 775, 708, 749, 741, 684, 750, 793, 691, 715, 691, 694, 790, 786, 659, 715, 731, 730, 734, 766, 632, 709, 715, 776, 674, 712, 726, 780, 795, 643, 719, 801, 759, 729, 808, 736, 690, 758, 707, 770, 714, 698, 801, 806, 697, 690, 752, 767, 809, 660, 718, 771, 668, 673, 692, 652, 772, 645, 773, 800, 690, 708, 805, 654, 794, 776, 747, 739, 708, 762, 725, 786, 759, 748, 738, 800, 791, 760, 729, 705, 775, 739, 783, 778, 631, 790, 763, 770, 648, 682, 677, 693, 778, 717, 807, 704, 710, 696, 781, 762, 733, 754, 739, 777, 808, 737, 770, 714, 654, 778, 746, 759, 660, 784, 756, 729, 774, 717, 737, 746, 735, 650, 760, 800, 752, 701, 770, 746, 729, 790, 686, 718, 760, 779, 777, 664, 692, 802, 800, 732, 693, 687, 693, 693, 759, 802, 793, 791, 770, 648, 746, 808, 647, 786, 750, 777, 749, 813, 761, 784, 670, 754, 722, 744, 683, 721, 663, 740, 816, 796, 732, 804, 667, 755, 780, 669, 721, 795, 738, 701, 782, 734, 693, 672, 705, 699, 749, 716, 717, 761, 708, 768, 782, 629, 706, 805, 766, 784, 753, 752, 672, 757, 801, 745, 725, 763, 791, 722, 793, 803, 729, 817, 724, 726, 800, 756, 700, 710, 724, 678, 745, 715, 731, 794, 798, 715, 646, 707, 792, 777, 784, 800, 717, 803, 792, 709, 688, 797, 743, 738, 809, 667, 810, 720, 687, 691, 722, 803, 728, 754, 769, 749, 709, 685, 621, 744, 805, 750, 713, 798, 661, 714, 724, 662, 672, 777, 627, 695, 773, 696, 750, 794, 748, 738, 655, 812, 768, 802, 731, 778, 632, 795, 632, 761, 792, 807, 808, 699, 714, 660, 699, 766, 681, 777, 782, 777, 816, 757, 726, 668, 665, 795, 762, 688, 688, 680, 796, 745, 757, 704, 750, 740, 695, 692, 697, 684, 735, 782, 769, 718, 804, 790, 667, 687, 713, 680, 709, 771, 754, 760, 800, 791, 788, 776, 645, 786, 786, 778, 692, 726, 729, 784, 815, 758, 712, 747, 766, 770, 778, 780, 790, 757, 733, 782, 750, 690, 719, 775, 708, 717, 811, 767, 713, 782, 706, 763, 743, 640, 813, 757, 724, 802, 703, 762, 806, 703, 710, 744, 702, 804, 678, 690, 727, 747, 744, 701, 802, 792, 775, 761, 701, 717, 701, 773, 766, 769, 746, 673, 796, 774, 730, 652, 739, 751, 661, 659, 796, 621, 733, 773, 791, 779, 787, 750, 784, 737, 788, 727, 756, 702, 638, 744, 773, 713, 796, 665, 721, 724, 725, 729, 746, 761, 660, 755, 769, 797, 657, 693, 737, 680, 799, 788, 709, 811, 795, 755, 787, 711, 797, 680, 751, 795, 700, 784, 688, 756, 660, 774, 745, 734, 736, 747, 799, 779, 811, 737, 649, 734, 711, 625, 710, 812, 801, 744, 696, 677, 768, 804, 756, 654, 760, 651, 750, 716, 797, 758, 688, 791, 807, 766, 797, 731, 786, 764, 667, 759, 793, 754, 798, 808, 726, 732, 809, 730, 733, 785, 689, 789, 762, 783, 697, 800, 742, 737, 748, 723, 769, 741, 744, 693, 739, 713, 703, 703, 730, 792, 765, 706, 701, 760, 796, 766, 802, 791, 795, 668, 762, 768, 770, 800, 772, 823, 786, 763, 688, 797, 748, 776, 772, 775, 788, 742, 812, 729, 791, 769, 701, 710, 649, 787, 620, 662, 655, 812, 742, 626, 792, 768, 684, 745, 706, 798, 659, 621, 782, 775, 776, 791, 781, 791, 744, 731, 713, 746, 685, 790, 791, 752, 685, 700, 783, 782, 768, 706, 798, 761, 809, 702, 722, 759, 679, 756, 814, 720, 791, 760, 750, 784, 762, 710, 668, 730, 791, 636, 701, 716, 797, 732, 698, 809, 731, 691, 731, 764, 748, 718, 710, 692, 744, 726, 791, 798, 777, 689, 749, 797, 726, 786, 751, 759, 791, 804, 785, 734, 633, 788, 650, 770, 792, 789, 664, 702, 772, 801, 792, 694, 676, 723, 780, 714, 799, 779, 797, 736, 803, 798, 749, 786, 777, 795, 787, 718, 768, 767, 802, 751, 707, 640, 749, 773, 788, 763, 708, 800, 725, 789, 791, 655, 802, 783, 794, 785, 792, 804, 671, 759, 726, 762, 744, 800, 783, 771, 770, 761, 750, 775, 664, 803, 712, 801, 659, 715, 748, 754, 742, 808, 765, 776, 799, 793, 737, 726, 684, 784, 755, 773, 645, 709, 776, 775, 693, 706, 781, 779, 731, 780, 675, 732, 794, 658, 771, 730, 772, 775, 799, 718, 715, 747, 761, 750, 781, 654, 797, 784, 717, 750, 757, 747, 702, 761, 800, 691, 814, 776, 688, 800, 744, 773, 798, 797, 776, 757, 790, 781, 792, 685, 704, 708, 770, 756, 742, 716, 803, 771, 714, 764, 780, 641, 735, 622, 828, 691, 724, 640, 774, 709, 764, 641, 704, 790, 654, 679, 726, 779, 745, 725, 742, 646, 769, 747, 700, 686, 642, 808, 720, 791, 723, 801, 755, 791, 635, 718, 700, 764, 759, 783, 732, 778, 752, 717, 752, 678, 761, 714, 790, 807, 731, 696, 767, 813, 786, 804, 733, 715, 778, 653, 786, 732, 811, 745, 725, 764, 686, 724, 771, 708, 772, 809, 712, 779, 799, 683, 638, 802, 754, 725, 709, 793, 674, 792, 794, 738, 780, 678, 777, 788, 733, 692, 728, 727, 725, 717, 799, 625, 790, 705, 770, 782, 747, 731, 751, 744, 763, 771, 641, 784, 733, 776, null, 776, 661, 787, 750, 728, 722, 733, 777, 653, 656, 785, 736, 778, 812, 720, 713, 723, 795, 758, 675, 721, 801, 745, 767, 743, null, 677, 718, 721, 786, 766, 798, 677, 755, 730, 774, 713, 703, 706, 647, 765, 746, 700, 677, 785, 622, 772, 640, 725, 814, 811, 751, 797, 784, 690, 747, 708, 747, 674, 806, 774, 711, 766, 700, 811, 754, 782, 750, 808, 812, 779, 730, 655, 705, 669, 703, 716, 741, 797, 817, 802, 747, 763, 806, 712, 728, 783, 703, 756, 748, 662, 764, 739, 749, 750, 724, 774, 761, 801, 744, 696, 710, 809, 753, 791, 793, 731, 796, 684, 677, 738, 781, 773, 701, 708, 762, 632, 781, 724, 662, 685, 736, 781, 662, 690, 686, 813, 751, 683, 711, 623, 656, 721, 705, 726, 823, 721, 636, 807, 721, 786, 781, 774, 801, 689, 801, 752, 775, 728, 669, 624, 665, 772, 752, 813, 800, 810, 751, 798, 797, 731, 699, 768, 664, 662, 747, 778, 685, 806, 754, 634, 679, 656, 782, 741, 693, 700, 753, 761, 756, 722, 779, 656, 715, 780, 775, 799, 732, 759, 659, 642, 815, 813, 797, 704, 749, 753, 801, 712, 790, 803, 771, 754, 690, 686, 802, 731, 807, 723, 679, 678, 758, 783, 747, 760, 674, 719, 759, 778, 770, 795, 645, 786, 736, 800, 746, 691, 676, 803, 790, 766, 759, 757, 707, 732, 703, 644, 779, 781, 747, 714, 799, 748, 662, 776, 769, 735, 727, 792, 770, 672, 794, 754, 725, 783, 798, 770, 819, 788, 705, 668, 783, 742, 786, 809, 692, 810, 778, 722, 806, 724, 716, 667, 804, 766, 726, 716, 710, 766, 675, 784, 772, 757, 753, 758, 788, 730, 744, 757, 768, 744, 801, 780, 663, 783, 790, 736, 791, 735, 801, 712, 763, 627, 799, 751, 801, 725, 634, 792, 693, 742, 775, 789, 642, 728, 733, 734, 732, 733, 754, 764, 765, 807, 767, 757, 792, 703, 790, 744, 667, 772, 736, 747, 738, 792, 678, 760, 704, 777, 634, 755, 685, 801, 795, 724, 789, 783, 758, 800, 744, 801, 763, 691, 801, 765, 792, 742, 786, 750, 806, 804, 807, 783, 783, 740, 744, 746, 724, 804, 752, 734, 745, 674, 759, 824, 698, 797, 805, 683, 753, 716, 711, 792, 809, 721, 758, 758, 765, 720, 812, 685, 812, 747, 710, 687, 763, 811, 781, 757, 794, 777, 790, 752, 795, 666, 702, 785, 733, 785, 759, 801, 714, 777, 750, 702, 782, 799, 709, 794, 686, 816, 783, 703, 727, 803, 639, 723, 788, 771, 637, 793, 775, 756, 629, 745, 775, 710, 690, 796, 772, 646, 747, 745, 781, 776, 787, 771, 753, 770, 748, 746, 779, 785, 788, 815, 778, 769, 740, 795, 746, 698, 757, 786, 790, 782, 763, 787, 750, 811, 802, 793, 802, 751, 807, 754, 808, 759, 796, 786, 659, 716, 634, 807, 732, 790, 798, 671, 809, 667, 782, 782, 761, 723, 801, 811, 790, 699, 645, 748, 663, 819, 705, 790, 804, 702, 762, 720, 768, 751, 780, 665, 737, 710, 665, 695, 741, 792, 777, 742, 669, 750, 779, 675, 773, 731, 756, 696, 636, 666, 782, 752, 722, 769, 788, 709, 728, 804, 821, 717, 755, 792, 763, 781, 807, 756, 757, 798, 764, 757, 729, 798, 738, 740, 726, 770, 717, 776, 735, 667, 758, 745, 777, 632, 739, 785, 665, 715, 753, 796, 799, 744, 809, 732, 770, 702, 676, 804, 701, 740, 767, 703, 801, 686, 725, 719, 735, 705, 772, 674, 790, 762, 712, 714, 809, 674, 723, 760, 778, 796, 652, 761, 751, 800, 783, 783, 699, 795, 699, 789, 754, 802, 774, 735, 791, 696, 690, 623, 715, 724, 781, 738, 791, 820, 807, 708, 755, 745, 788, 744, 754, 796, 762, 725, 794, 787, 778, 771, 695, 689, 651, 750, 648, 672, 761, 764, 742, 686, 717, 803, 774, 722, 733, 686, 763, 774, 770, 747, 754, 672, 741, 724, 774, 747, 751, 726, 753, 788, 797, 774, 710, 750, 691, 748, 660, 783, 746, 725, 733, 787, 701, 786, 782, 770, 721, 787, 788, 727, 747, 695, 746, 725, 792, 719, 694, 770, 783, 788, 804, 685, 799, 804, 709, 794, 766, 691, 762, 638, 756, 749, 750, 701, 779, 803, 777, 744, 776, 724, 672, 802, 805, 734, 665, 807, 790, 718, 699, 712, 781, 779, 806, 759, 776, 808, 726, 812, 764, 800, 810, 797, 719, 811, 771, 801, 764, 729, 698, 769, 627, 763, 722, 798, 712, 785, 689, 794, 718, 704, 711, 745, 767, 783, 779, 738, 794, 736, 742, 762, 778, 698, 795, 667, 769, 681, 767, 806, 793, 666, null, 693, 734, 758, 737, 810, 764, 731, 667, 812, 769, 687, 803, 787, 790, 744, 686, 797, 724, 700, 782, 786, 727, 802, 763, 781, 783, 751, 786, 800, 791, 791, 707, 625, 793, 688, 782, 819, 772, 810, 797, 683, 729, 755, 702, 696, 727, 677, 793, 768, 761, 777, 751, 793, 647, 743, 732, 738, 787, 805, 724, 740, 771, 705, 787, 757, 736, 679, 746, 804, 741, 759, 794, 756, 688, 673, 709, 816, 697, 723, 819, 739, 801, 819, 809, 743, 719, 645, 728, 787, 781, 689, 669, 734, 789, 762, 761, 740, 781, 766, 723, 790, 788, 777, 799, 716, 735, 726, 662, 634, 792, 678, 770, 783, 728, 795, 745, 817, 778, 808, 772, 797, 770, 753, 681, 773, 771, 633, 811, 791, 783, 790, 794, 724, 727, 642, 706, 801, 689, 682, 772, 687, 716, 770, 755, 749, 785, 786, 711, 723, 764, 697, 725, 761, 773, 764, 768, 789, 764, 701, 789, 811, 739, 768, 714, 672, 791, 796, 774, 749, 716, 719, 711, 809, 780, 670, 749, 790, 707, 759, 706, 781, 662, 724, 746, 765, 770, 746, 788, 670, 780, 740, 717, 777, 802, 807, 680, 810, 748, 700, 794, 766, 758, 810, 774, 783, 791, 791, 787, 698, 816, 758, 789, 755, 792, 791, 632, 777, 759, 690, 773, 689, 690, 792, 760, 688, 795, 784, 734, 742, 791, 699, 681, 748, 721, 746, 754, 727, 669, 700, 798, 768, 741, 692, 701, 778, 793, 783, 757, 728, 646, 792, 686, 810, 801, 781, 728, 745, 801, 751, 684, 663, 801, 750, 786, 682, 684, 660, 790, 773, 759, 789, 775, 722, 764, 692, 798, 779, 771, 753, 796, 804, 809, 679, 713, 740, 697, 687, 790, 785, 785, 640, 762, 747, 692, 728, 652, 674, 769, 691, 797, 646, 755, 634, 746, 751, 727, 709, 754, 773, 791, 727, null, 805, 783, 716, 681, 701, 781, 789, 781, 761, 794, 771, 750, 816, 739, 700, 801, 717, 726, 767, 763, 791, 653, 685, 744, 725, 765, 786, 718, 746, 686, 760, 802, 781, 759, 791, 707, 785, 803, 627, 803, 730, 785, 684, 665, 808, 814, 680, 799, 787, 796, null, 744, 744, 749, 801, 807, 791, 737, 737, 756, 797, 705, 752, 706, 643, 719, 805, 792, 797, 719, 783, 769, 694, 687, 786, 720, 722, 801, 763, 727, 775, 791, 773, 788, 712, 793, 761, 801, 773, 766, 781, 807, 775, 781, 762, 698, 801, 783, 766, 738, 770, 809, 736, 643, 808, 702, 728, 707, 802, 801, 704, 683, 679, 696, 748, 666, 746, 680, 735, 649, 738, 798, 799, 807, 807, 798, 815, 701, 763, 797, 730, 738, 807, 714, 721, 791, 786, 720, 743, 759, 801, 686, 752, 653, 776, 782, 802, 704, 729, 751, 798, 753, 761, 779, 736, 756, 738, 718, 745, 776, 805, 801, 706, 778, 751, 758, 743, 724, 710, 693, 770, 716, 632, 777, 762, 768, 723, 724, 788, 776, 788, 799, 700, 809, 708, 790, 783, 773, 790, 717, 768, 757, 728, 814, 778, 775, 748, 776, 729, 798, 792, 769, 754, 704, 719, 687, 769, 769, 790, 769, 721, 712, 623, 673, 692, 745, 707, 772, 799, 775, 709, 777, 750, 646, 780, 773, 802, 713, 809, 686, 727, 792, 790, 754, 804, 765, 782, 804, 723, 668, 733, 800, 746, 810, 751, 743, 676, 807, 715, 748, 776, 753, 674, 744, 810, 740, 765, 698, 756, 783, 623, 711, 665, 762, 737, 763, 809, 789, 797, 687, 739, 748, 720, 693, 805, 680, 758, 763, 806, 780, 743, 624, 800, 723, 755, 763, 708, 737, 768, 800, 703, 634, 760, 708, 658, 756, 778, 769, 804, 807, 657, 817, 770, 810, 646, 724, 791, 712, 753, 710, 772, 762, 798, 750, 788, 676, 659, 623, 790, 715, 747, 804, 785, 820, 807, 700, 697, 766, 812, 809, 736, 719, 787, 772, 783, 781, 708, 755, 702, 774, 784, 763, 760, 662, 735, 748, 763, 750, 728, 684, 645, 655, 722, 784, 678, 657, 704, 685, 731, 763, 738, 801, 625, 700, 655, 808, 670, 693, 742, 802, 733, 760, 780, 777, 698, 644, 751, 693, 782, 707, 686, 729, 775, 797, 672, 747, 792, 719, 764, 730, 642, 741, 696, 797, 791, 746, 722, 794, 786, 799, 741, 708, 775, 701, 769, 660, 778, 765, 770, 799, 692, 756, 781, 777, 725, 766, 746, 717, 792, 754, 749, 647, 719, 725, 729, 681, 705, 754, 773, 777, 647, 793, 770, 641, 678, 805, 682, 699, 696, 736, 707, 801, 790, 723, 739, 729, 777, 756, 743, 745, 728, 709, 792, 804, 718, 799, 792, 722, 784, 797, 744, 805, 800, 705, 755, 747, 755, 811, 778, 744, 754, 793, 790, 670, 696, 760, 670, 787, 781, 735, 767, 798, 755, 708, 810, 768, 746, 764, 628, 749, 805, 774, 726, 802, 797, 731, 756, 761, 742, 693, 781, 762, 760, 684, 739, 819, 758, 776, 643, 788, 721, 801, 797, 728, 774, 667, 718, 788, 689, 703, 745, 713, 779, 809, 752, 763, 706, 759, 758, 796, 796, 756, 677, 700, 724, 738, 735, 754, 791, 774, 803, 795, 774, 788, 749, 664, 708, 698, 719, 759, 780, 795, 742, 655, 679, 756, 657, 712, 794, 714, 719, 737, 812, 794, 802, 695, 711, 790, 781, 732, 764, 641, 741, 758, 770, 749, 704, 709, 732, 796, 768, 773, 745, 823, 771, 762, 793, 714, 779, 729, 756, 701, 786, 785, 802, 753, 639, 694, 630, 784, 798, 727, 780, 623, 784, 723, 797, 692, 723, 725, 688, 755, 738, 784, 729, 796, 666, 718, 761, 660, 808, 700, 742, 726, 699, 726, 682, 709, 765, 741, 735, 799, 792, 675, 779, 623, 777, 782, 791, 716, 802, 657, 745, 801, 790, 724, 788, 798, 739, 742, 782, 781, 706, 700, 764, 805, 795, 709, 662, 787, 737, 744, 726, 672, 772, 719, 730, 684, 770, 756, 664, 742, 685, 667, 791, 725, 719, 757, 725, 797, 778, 789, 742, 801, 787, 735, 644, 800, 818, 743, 793, 764, 803, 794, 755, 755, 789, 802, 790, 744, 697, 790, 743, 772, 762, 759, 677, 777, 707, 755, 732, 740, 790, 764, 712, 783, 792, 792, 639, 733, 649, 778, 782, 772, 696, 751, 791, 783, 768, 820, 722, 810, 700, 731, 759, 806, 773, 695, 744, 688, 737, 690, 780, 756, 781, 720, 794, 716, 754, 760, 792, 747, 755, 707, 702, 773, 739, 702, 738, 730, 767, 722, 741, 766, 807, 639, 808, 786, 746, 695, 660, 776, 713, 786, 656, 797, 710, 755, 803, 668, 738, 769, 799, 809, 694, 765, 714, 730, 786, 626, 682, 811, 788, 792, 641, 681, 719, 780, 763, 720, 745, 644, 772, 755, 733, 779, 796, 763, 698, 778, 752, 812, 687, 660, 808, 800, 717, 816, 623, 676, 650, 684, 783, 800, 728, 784, 672, 802, 781, 709, 740, 637, 802, 776, 746, 730, 770, 688, 682, 771, 710, 748, 785, 641, 774, 689, 767, 721, 812, 799, 801, 773, 783, 762, 643, 773, 765, 784, 805, 813, 751, 726, 790, 759, 811, 737, 793, 796, 784, 786, 753, 709, 697, 757, 794, 692, 701, 787, 672, 706, 708, 687, 736, 795, 751, 790, 711, 802, 680, 695, 655, 770, 762, 656, 806, 779, 728, 763, 683, 750, 702, 747, 742, 772, 738, 728, 675, 650, 798, 763, 795, 785, 739, 720, 698, 785, 640, 794, 749, 742, 757, 744, 628, 724, 646, 746, 811, 781, 644, 702, 741, 694, 700, 742, 657, 767, 684, 701, 711, 664, 774, 758, 699, 639, 781, 744, 762, 795, 716, 773, 693, 763, 750, 717, 747, 776, 783, 702, 777, 765, 745, 787, 755, 780, 816, 718, 788, 723, 696, 769, 759, 683, 727, 756, 750, 808, 756, 638, 783, 736, 747, 693, 777, 812, 785, 765, 773, 722, 661, 758, 724, 730, 781, 706, 647, 715, 692, 700, 721, 687, 806, 799, 732, 722, 722, 792, 699, 792, 801, 773, 744, 777, 713, 783, 798, 713, 797, 766, 752, 815, 752, 755, 724, 635, 795, 680, 807, 771, 771, 737, 801, 748, 784, 798, 754, 763, 769, 814, 640, 681, 731, 638, 779, 748, 773, 784, 698, 709, 751, 738, 806, 660, 787, 774, 717, 764, 695, 674, 703, 700, 656, 701, 712, 705, 772, 712, 771, 684, 708, 642, 705, 759, 735, 805, 777, 794, 772, 685, 687, 801, 677, 797, 815, 762, 700, 820, 740, 736, 695, 745, 814, 781, 657, 723, 773, 793, 804, 688, 784, 758, 797, 700, 790, 751, 783, 722, 718, 739, 769, 790, 771, 730, 804, 785, 781, 809, 777, 733, 798, 712, 794, 794, 779, 810, 746, 792, 800, 751, 723, 779, 659, 666, 708, 693, 798, 665, 724, 813, 704, 694, 760, 773, 794, 756, 762, 741, 741, 731, 726, 770, 698, 762, 784, 777, 724, 753, 710, 706, 808, 690, 796, 808, 719, 681, 794, 698, 789, 705, 742, 796, 708, 732, 741, 714, 812, 804, 730, 724, 733, 715, 694, 703, 640, 685, 745, 809, 708, 787, 795, 774, 706, 657, 773, 765, 729, 627, 730, 791, 704, 805, 705, 696, 801, 708, 734, 719, 668, 775, 721, 769, 798, 810, 751, 680, 788, 805, 763, 770, 726, 658, 791, 759, 797, 743, 755, 770, 698, 703, 699, 780, 794, 761, 771, 661, 810, 719, 689, 672, 746, 787, 763, 760, 682, 776, 736, 767, 709, 811, 781, 772, 720, 680, 759, 749, 799, 785, 719, 796, 674, 648, 821, 740, 800, 767, 771, 734, 771, 652, 738, 732, 785, 714, 804, 744, 788, 783, 769, 763, 757, 704, 765, 776, 757, 689, 706, 656, 717, 788, 757, 724, 781, 788, 700, 689, 755, 637, 778, 649, 790, 687, 790, 789, null, 745, 735, 692, 798, 675, 717, 695, 817, 796, 775, 807, 788, 771, 699, 724, 732, 801, 722, 765, 792, 807, 744, 685, 753, 688, 725, 762, 748, 722, 777, 807, 746, 803, 727, 772, 783, 710, 771, 789, 694, 781, 763, 790, 696, 754, 740, 645, 778, 714, 819, 657, 708, 810, 767, 712, 776, 769, 728, 806, 771, 742, 729, 791, 778, 744, 800, 806, 791, 762, 651, 809, 773, 742, 731, 799, 726, 809, 792, 766, 747, 769, 729, 811, 681, 815, 736, 746, 719, 770, 696, 754, 794, 730, 792, 782, 772, 636, 681, 716, 791, 800, 699, 791, 809, 694, 702, 742, 791, 780, 743, 776, 743, 742, 805, 728, 656, 802, 741, 748, 749, 625, 623, 756, 775, 754, 799, 743, 778, 775, 759, 813, 730, 701, 699, 648, 797, 797, 809, 717, 726, 742, 779, 797, 769, 752, 764, 814, 729, 710, 687, 795, 652, 750, 811, 652, 718, 759, 788, 673, 694, 747, 798, 765, 794, 755, 799, 766, 778, 801, 794, 792, 802, 690, 786, 759, 782, 739, 762, 793, 774, 777, 796, 731, 743, 739, 807, 816, 701, 702, 741, 802, 773, 663, 770, 637, 715, 700, 705, 764, 792, 671, 811, 796, 632, 705, 712, 741, 713, 651, 715, 733, 678, 769, 757, 757, 774, 766, 694, 765, 807, 776, 772, 677, 699, 682, 732, 780, 712, 648, 781, 669, 689, 752, 717, 686, 693, 780, 680, 765, 743, 755, 742, 728, 699, 769, 787, 811, 702, 756, 795, 812, 767, 786, 701, 743, 693, 807, 685, 722, 786, 771, 780, 717, 726, 782, 691, 794, 724, 793, 812, 784, 762, 669, 663, 757, 729, 764, 796, 687, 765, 734, 738, 729, 687, 784, 652, 789, 703, 767, 812, 809, 682, 737, 739, 778, 765, 653, 640, 807, 686, 768, 689, 767, 782, 773, 720, 719, 762, 801, 760, 662, 705, 693, 798, 796, 790, 718, 791, 813, 751, 705, 797, 781, 808, 795, 786, 741, 792, 707, 747, 798, 774, 741, 815, 707, 771, 680, 823, 735, 762, 681, 751, 704, 688, 749, 749, 800, 794, 802, 760, 748, 801, 823, 649, 803, 672, 713, 789, 775, 765, 659, 745, 737, 758, 800, 756, 735, 716, 715, 798, 772, 737, 690, 731, 690, 791, 753, 804, 692, 794, 653, 823, 783, 710, 809, null, 742, 791, 731, 816, 712, 751, 697, 765, 771, 751, 677, 782, 800, 798, 661, 693, 683, 807, 718, 722, 774, 721, 697, 770, 752, 739, 770, 757, 743, 776, 732, 794, 691, 674, 653, 620, 736, 725, 789, 784, 737, 801, 694, 767, 725, 695, 683, 819, 820, 670, 784, 727, 741, 707, 714, 802, 750, 775, 684, 786, 767, 688, 767, 780, 783, 759, 760, 778, 663, 713, 778, 770, 743, 762, 789, 761, 726, 804, 623, 789, 712, 711, 739, 735, 665, 752, 661, 772, 682, 747, 790, 786, 708, 801, 687, 760, 667, 735, 669, 740, 713, 741, 660, 795, 785, 799, 713, 735, 643, 804, 677, 737, 748, 724, 788, 703, 772, 732, 686, 703, 651, 677, 808, 790, 660, 689, 767, 808, 691, 793, 687, 798, 700, 714, 688, 745, 659, 811, 785, 705, 757, 677, 711, 809, 766, 689, 632, 778, 779, 677, 747, 734, 801, 779, 726, 804, 779, 728, 805, 778, 687, 781, 706, 722, 721, 683, 809, 693, 708, 797, 728, 715, 810, 661, 796, 751, 796, 765, 776, 628, 746, 784, 801, 739, 707, 745, 785, 733, 797, 797, 803, 731, 765, 745, 738, 745, 752, 816, 755, 778, 728, 796, 802, 762, 762, 799, 744, 762, 657, 786, 740, 717, 667, 750, 732, 800, 721, 685, 803, 808, 682, 775, 745, 796, 747, 798, 800, 778, 803, 787, 718, 787, 728, 811, 715, 737, 714, 760, 785, 754, 795, 812, 789, 765, 741, 734, 789, 736, 705, 712, 708, 758, 665, 649, 749, 700, 777, 721, 788, 731, 765, 703, 740, 781, 779, 748, 745, 637, 711, 769, 697, 791, 800, 805, 761, 753, 778, 809, 791, 813, 812, 786, 694, 709, 671, 801, 710, 796, 787, 779, 782, 775, 705, 694, 810, 714, 720, 702, 735, 750, 801, 717, 770, 676, 748, 696, 806, 701, 777, 763, 776, 776, 739, 741, 656, 750, 776, 702, 734, 798, 752, 804, 779, 706, 693, 810, 752, 741, 759, 776, 735, 711, 751, 770, 755, 707, 647, 784, 751, 800, 709, 714, 739, 774, 689, 651, 689, 763, 808, 722, 801, 757, 752, 796, 721, 741, 779, 770, 724, 814, 799, 798, 713, 723, 812, 816, 752, 795, 810, 677, 710, 690, 806, 767, 725, 759, 625, 673, 735, 770, 680, 727, 789, 721, 676, 757, 804, 802, 724, 809, 721, 783, 732, 734, 778, 640, 691, 797, 788, 737, 809, 726, 666, 777, 772, 693, 746, 786, 704, 766, 651, 702, 710, 801, 713, 795, 741, 708, 705, 687, 811, 704, 741, 758, 735, 802, 765, 774, 773, 755, 776, 793, 806, 723, 803, 728, 636, 763, 727, 673, 699, 760, 791, 778, 723, 725, 658, 725, 789, 795, 753, 778, 788, 750, 740, 757, 739, 713, 745, 788, 738, 742, 774, 662, 735, 799, 799, 740, 678, 745, 794, 776, 701, 726, 715, 809, 773, 774, 767, 632, 809, 662, 722, 727, 663, 788, 722, 717, 736, 760, 796, 713, 757, 766, 722, 759, 690, 720, 714, 724, 796, 704, 804, 736, 757, 792, 651, 748, 760, 796, 726, 766, 743, 709, 709, 797, 629, 754, 804, 791, 801, 808, 710, 701, 723, 763, 759, 771, 771, null, 629, 804, 782, 774, 622, 788, 785, 718, 778, 750, 749, 701, 792, 798, 753, 796, 694, 803, 708, 652, 791, 751, 754, 757, 816, 774, 755, 765, 760, 793, 715, 737, 800, 773, 716, 709, 650, 719, 782, 759, 720, 807, 713, 685, 763, 728, 643, 625, 706, 734, 739, 764, 760, 763, 650, 800, 641, 709, 795, 787, 811, 753, 756, 725, 795, 785, 687, 761, 726, 714, 717, 740, 733, 800, 704, 796, 689, 712, 702, 811, 801, 736, 817, 773, 710, 694, 752, 752, 746, 730, 805, 772, 776, 803, 770, 746, 738, 732, 693, 749, 748, 803, 788, 719, 794, 731, 724, 766, 777, 795, 789, 749, 659, 797, 794, 753, 785, 700, 790, 650, 802, 763, 773, 717, 709, 706, 771, 723, 682, 765, 722, 678, 784, 734, 748, 792, 768, 756, 798, 713, 807, 786, 774, 678, 763, 744, 774, 795, 760, 704, 794, 804, 807, 654, 814, 688, 729, 743, 776, 808, 734, 805, 709, 680, 672, 795, 783, 799, 780, 789, 773, 788, 774, 786, 780, 719, 692, 655, 786, 744, 706, 662, 746, 781, 735, 707, 761, 799, 806, 797, 698, 800, 767, 780, 729, 780, 775, 813, 750, 800, 781, 772, 803, 776, 764, 768, 747, 787, 778, 721, 799, 636, 779, 793, 801, 764, 756, 732, 780, 701, 717, 790, 719, 699, 671, 729, 712, 741, 791, 763, 776, 753, 750, 790, 757, 679, 697, 687, 794, 754, 789, 755, 725, 762, 781, 739, 754, 709, 739, 732, 733, 802, 790, 785, 743, 681, 674, 784, 786, 721, 670, 760, 804, 694, 790, 791, 751, 804, 780, 790, 806, 700, 734, 739, 754, 823, 804, 756, 800, 795, 765, 699, 766, 758, 709, 782, 670, 788, 740, 752, 724, 800, 699, 740, 770, 790, 779, 782, 651, 720, 783, 704, 698, 802, 752, 799, 743, 691, 655, 767, 740, 769, 710, 704, 799, 663, 799, 810, 673, 792, 763, 783, 751, 798, 772, 776, 768, 760, 787, 762, 773, 800, 667, 679, 690, 778, 802, 770, 802, 788, 705, 813, 726, 773, 779, 732, 801, 796, 703, 689, 710, 796, 771, 673, 790, 720, 802, 709, 801, 762, 778, 798, 788, 700, 719, 627, 730, 804, 735, 706, 744, 691, 786, 759, 748, 809, 690, 823, 730, 731, 745, 730, 708, 756, 799, 692, 731, 727, 796, 816, 738, 771, 698, 790, 789, 691, 714, 674, 812, 776, 703, 672, 720, 755, 808, 776, 702, 673, 757, 777, 713, 741, 798, 676, 748, 739, 811, 663, 787, 722, 739, 759, 721, 712, 733, 701, 762, 777, 748, 795, 750, 751, 682, 747, 773, 730, 797, 727, 798, 798, 773, 766, 752, 748, 750, 712, 783, 737, 740, 745, 681, 753, 750, 738, 746, 729, 749, 805, 653, 729, 793, 810, 784, 763, 766, 714, 773, 760, 792, 791, 732, 813, 795, 722, 681, 734, 796, 784, 791, 700, 721, 794, 732, 715, 711, 759, 744, 725, 727, 800, 687, 819, 783, 689, 726, 670, 728, 820, 782, 752, 746, 709, 783, 757, 794, 660, 735, 664, 778, 703, 732, 785, 805, 805, 789, 754, 718, 783, 775, 776, 740, 789, 780, 726, 798, 776, 726, 655, 776, 644, 791, 716, 720, 789, 737, 777, 767, 729, 790, 779, 777, 790, 742, 635, 746, 766, 754, 736, 778, 648, 649, 805, 702, 704, 685, 724, 694, 688, 750, 760, 696, 779, 777, 786, 764, 811, 786, 660, 780, 774, 795, 732, 793, 705, 802, 728, 637, 806, 734, 689, 751, 652, 808, 774, 774, 766, 762, 742, 740, 805, 747, 657, 745, 683, 743, 783, 767, 771, 741, 714, 801, 785, 666, 691, 655, 712, 802, 641, 686, 726, 732, 758, 716, 753, 793, 776, 764, 739, 722, 697, 659, 686, 768, 760, 773, 700, 713, 777, 791, 778, 732, 707, 795, 787, 710, 798, 787, 687, 782, 696, 730, 797, 791, 738, 665, 733, 765, 768, 637, 712, 766, 672, 788, 687, 786, 761, 635, 761, 817, 719, 776, 651, 802, 726, 710, 683, 746, 714, 727, 665, 661, 757, 736, 789, 785, 813, 775, 763, 770, 686, 799, 729, 802, 700, 706, 681, 766, 710, 700, 764, 748, 776, 757, 742, 750, 726, 727, 807, 791, 668, 682, 811, 796, 705, 771, 805, 720, 788, 637, 758, 764, 694, 741, 745, 802, 819, 756, 686, 689, 674, 669, 814, 773, 728, 759, 648, 797, 734, 781, 719, 722, 784, 761, 692, 785 ], "xaxis": "x2", "yaxis": "y2" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=Quicken
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=Quicken", "marker": { "color": "#00cc96" }, "name": "Lender=Quicken", "nbinsx": 100, "offsetgroup": "Lender=Quicken", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 799, 639, 814, 759, 809, 770, 797, 629, 709, 733, 735, 639, 792, 786, 655, 711, 675, 808, 779, 727, 684, 672, 717, 774, 699, 689, 759, 805, 809, 707, 715, 784, 656, 712, 743, 650, 706, 801, 783, 667, 707, 727, 635, 691, 765, 793, 647, 804, 687, 806, 689, 711, 802, 662, 766, 748, 798, 725, 750, 655, 809, 783, 683, 727, 764, 774, 640, 751, 779, 717, 671, 622, 790, 635, 704, 797, 747, 801, 711, 626, 676, 679, 746, 725, 732, 716, 763, 783, 672, 809, 770, 698, 720, 766, 745, 821, 765, 751, 780, 730, 681, 795, 719, 750, 685, 706, 738, 790, 751, 682, 683, 767, 779, 774, 718, 627, 773, 742, 761, 720, 639, 771, 746, 804, 673, 744, 622, 766, 776, 708, 702, 712, 732, 739, 702, 770, 776, 694, 707, 790, 739, 666, 624, 703, 718, 654, 686, 736, 752, 761, 782, 762, 784, 677, 677, 802, 764, 745, 735, 791, 756, 711, 706, 747, 759, 802, 640, 673, 727, 775, 814, 790, 789, 660, 786, 753, 673, 703, 761, 717, 755, 709, 649, 776, 749, 807, 755, 801, 690, 794, 811, 759, 751, 809, 713, 772, 727, 803, 797, 746, 741, 758, 727, 747, 662, 777, 633, 694, 791, 714, 803, 788, 708, 676, 718, 729, 685, 768, 783, 722, 691, 797, 775, 772, 763, 797, 784, 735, 728, 702, 759, 695, 675, 695, 797, 689, 781, 809, 790, 791, 768, 659, 753, 766, 808, 749, 729, 754, 759, 683, 787, 697, 802, 632, 760, 766, 729, 748, 705, 733, 797, 776, 651, 789, 721, 758, 705, 770, 761, 782, 695, 622, 728, 753, 666, 713, 634, 774, 790, 753, 757, 715, 783, 783, 792, 703, 707, 775, 727, 751, 691, 653, 804, 726, 712, 752, 665, 703, 713, 809, 745, 763, 705, 674, 732, 803, 680, 744, 823, 735, 767, 720, 728, 808, 663, 759, 713, 778, 753, 821, 793, 768, 780, 677, 670, 764, 782, 759, 648, 712, 709, 732, 667, 640, 766, 630, 797, 797, 650, 722, 793, 757, 763, 814, 736, 721, 695, 640, 684, 794, 662, 660, 692, 737, 789, 770, 668, 722, 711, 765, 778, 815, 633, 809, 708, 747, 720, 779, 793, 783, 712, 796, 658, 808, 809, 816, 688, 808, 744, 768, 662, 706, 767, 731, 698, 791, 709, 702, 698, 729, 764, 693, 805, 799, 679, 803, 733, 718, 746, 703, 787, 766, 766, 764, 692, 698, 652, 649, 728, 723, 684, 739, 802, 788, 742, 625, 706, 668, 773, 730, 693, 761, 683, 696, 755, 765, 674, 648, 647, 744, 735, 728, 668, 675, 760, 700, 624, 629, 658, 682, 681, 713, 732, 706, 713, 694, 680, 735, 643, 666, 801, 688, 718, 787, 766, 760, 731, 778, 636, 798, 683, 683, 769, 661, 752, 689, 652, 784, 732, 798, 783, 786, 778, 746, 806, 624, 779, 786, 631, 813, 738, 801, 772, 767, 744, 650, 744, 793, 737, 629, 675, 803, 690, 807, 673, 676, 770, 687, 663, 751, 746, 701, 746, 707, 779, 626, 735, 765, 791, 819, 791, 770, 720, 722, 680, 670, 736, 714, 673, 737, 778, 773, 720, 630, 639, 677, 779, 723, 751, 762, 814, 688, 773, 628, 813, 700, 702, 800, 673, 708, 745, 675, 776, 684, 693, 775, 784, 764, 720, 745, 759, 799, 781, 716, 662, 778, 668, 809, 749, 684, 760, 801, 754, 711, 731, 693, 795, 719, 749, 730, 767, 639, 787, 747, 710, 704, 644, 762, 754, 665, 774, 817, 711, 759, 630, 760, 716, 758, 811, 735, 763, 668, 722, 737, 735, 724, 813, 716, 687, 675, 769, 737, 674, 749, 678, 726, 755, 773, 773, 686, 816, 747, 726, 793, 792, 634, 788, 685, 680, 685, 798, 801, 767, 788, 817, 786, 778, 779, 652, 784, 727, 770, 769, 778, 778, 759, 675, 666, 708, 716, 777, 699, 797, 680, 792, 649, 782, 772, 712, 677, 714, 691, 790, 706, 738, 691, 670, 761, 631, 726, 726, 762, 677, 665, 773, 661, 799, 807, 780, 730, 809, 687, 783, 758, 746, 732, 736, 692, 797, 733, 728, 794, 798, 680, 640, 735, 668, 747, 694, 798, 713, 736, 736, 713, 706, 629, 649, 782, 784, 783, 784, 660, 692, 711, 723, 782, 685, 749, 779, 714, 718, 789, 667, 769, 779, 674, 695, 798, 643, 803, 783, 705, 698, 801, 781, 740, 767, 748, 748, 679, 680, 786, 779, 703, 793, 730, 744, 722, 684, 756, 663, 781, 676, 791, 726, 719, 750, 774, 625, 677, 753, 737, 669, 749, 791, 754, 756, 806, 774, 727, 789, 779, 697, 694, 770, 813, 724, 683, 712, 784, 689, 623, 689, 808, 800, 809, 702, 696, 663, 683, 715, 704, 809, 756, 778, 770, 634, 669, 687, 726, 770, 761, 675, 683, 706, 759, 758, 694, 651, 780, 736, 759, 711, 711, 691, 812, 775, 653, 820, 745, 749, 679, 745, 735, 793, 738, 800, 797, 756, 653, 689, 726, 692, 662, 680, 648, 643, 746, 726, 710, 769, 700, 658, 787, 762, 727, 714, 677, 716, 643, 808, null, 790, 760, 805, 815, 674, 795, 822, 689, 684, 794, 804, 796, 726, 696, 672, 648, 703, 648, 736, 732, 764, 686, 749, 708, 747, 775, 813, 787, 794, 721, 674, 766, 759, 685, 717, 791, 802, 778, 661, 776, 783, 778, 710, 655, 767, 674, 654, 701, 669, 666, 783, 734, 754, 789, 804, 635, 626, 648, 759, 705, 711, 787, 797, 797, 784, 652, 656, 793, 798, 787, 730, 737, 753, 720, 808, 773, 693, 771, 701, 748, 776, 741, 734, 691, 816, 714, 746, 744, 773, 779, 700, 698, 790, 711, 800, 796, 738, 801, 649, 653, 754, 780, 755, 707, 717, 815, 674, 716, 786, 806, 804, 775, 798, 778, 654, 732, 688, 628, 665, 755, 694, 737, 645, 760, 647, 666, 707, 794, 704, 649, 807, 704, 789, 737, 783, 807, 773, 724, 774, 640, 771, 655, 791, 754, 810, 801, 725, 724, 795, 734, 771, 721, 724, 709, 773, 683, 768, 770, 686, 752, 719, 630, 702, 748, 722, 801, 668, 693, 790, 804, 708, 626, 772, 732, 740, 789, 779, 800, 754, 668, 651, 799, 652, 690, 685, 739, 760, 798, 790, 818, 698, 693, 827, 766, 702, 683, 756, 716, 699, 783, 790, 706, 646, 691, 754, 621, 708, 749, 804, 770, 789, 727, 808, 771, 734, 737, 701, 679, 693, 763, 672, 700, 738, 730, 737, 714, 697, 742, 689, 782, 790, 710, 771, 630, 761, 769, 755, 692, 746, 780, 790, 664, 792, 766, 751, 714, 714, 647, 716, 717, 802, 761, 809, 736, 696, 815, 775, 623, 664, 764, 687, 799, 709, 661, 667, 733, 672, 725, 718, 783, 694, 795, 676, 754, 679, 758, 740, 695, 744, 698, 650, 721, 807, 663, 704, 710, 754, 809, 699, 783, 811, 725, 763, 746, 793, 673, 713, 693, 791, 768, 745, 700, 766, 636, 782, 711, 791, 764, 812, 739, 652, 716, 762, 620, 739, 683, 722, 791, 763, 759, 686, 758, 733, 722, 704, 720, 796, 706, 795, 784, 701, 750, 752, 736, 781, 671, 809, 731, 690, 759, 759, 703, 686, 706, 726, 680, 811, 734, 725, 705, 651, 667, 652, 750, 706, 749, 805, 743, 807, 774, 805, 807, 798, 773, 739, 692, 672, 692, 738, 791, 765, 732, 791, 642, 772, 726, 707, 703, 774, 783, 744, 656, 680, 805, 728, 707, 744, 758, 724, 696, 755, 709, 669, 678, 695, 632, 734, 753, 767, 727, 771, 684, 681, 795, 738, 750, 693, 794, 655, 782, 718, 781, 746, 709, 811, 775, 685, 761, 728, 735, 713, 787, 704, 681, 744, 766, 774, 678, 752, 796, 777, 762, 726, 716, 791, 653, 747, 779, 722, 802, 693, 796, 775, 681, 797, 754, 644, 629, 781, 751, 768, 672, 725, 680, 817, 640, 724, 801, 727, 772, 698, 628, 756, 784, 645, 702, 753, 694, 807, 771, 735, 729, 683, 757, 719, 761, 816, 780, 793, 759, 680, 767, 747, 770, 770, 802, 771, 767, 787, 785, 726, 775, 653, 802, 766, 698, 775, 664, 782, 790, 781, 680, 637, 683, 669, 773, 684, 716, 685, 699, 731, 657, 675, 740, 785, 750, 631, 772, 739, 723, 756, 710, 766, 693, 735, 807, 735, 750, 759, 689, 662, 791, 733, 810, 681, 708, 717, 648, 763, 755, 819, 775, 769, 756, 752, 748, 801, 782, 761, 714, 648, 801, 760, 650, 681, 759, 764, 744, 742, 726, 693, 765, 722, 783, 751, 809, 675, 785, 759, 798, 715, 749, 725, 690, 801, 798, 803, 779, 795, 773, 680, 688, 744, 696, 813, 750, 705, 820, 666, 787, 656, 809, 778, 727, 708, 781, 773, 698, 798, 738, 762, 745, 811, 675, 649, 781, 627, 776, 717, 745, 695, 811, 768, 786, 670, 773, 795, 776, 729, 716, 778, 793, 745, 754, 741, 743, 765, 708, 771, 807, 792, 766, 713, 730, 813, 793, 781, 707, 689, 773, 781, 698, 795, 731, 786, 650, 737, 803, 754, 801, 738, 816, 734, 795, 691, 736, 632, 753, 814, 757, 725, 699, 803, 787, 715, 761, 793, 759, 750, 715, 738, null, 707, 628, 791, 709, 718, 760, 794, 783, 691, 652, 752, 729, 716, 802, null, 813, 696, 796, 778, 694, 725, 783, 697, 756, 720, 652, 689, 776, 739, 698, 649, 740, 779, 698, 654, 739, 728, 754, 763, 720, 790, 674, 689, 782, 709, 675, 663, 636, 802, 773, 785, 736, 778, 678, 685, 749, 774, 713, 725, 783, 729, 800, 679, 760, 665, 783, 642, 729, 707, 733, 798, 800, 696, 726, 691, 721, 792, 789, 688, 813, 714, 790, 767, 625, 812, 728, 740, 691, 741, 675, 729, 802, 727, 788, 654, 780, 788, 682, 792, 802, 729, 668, 768, 685, 750, 685, 783, 687, 702, 773, 772, 754, 692, 780, 729, 744, 759, 757, 789, 713, 786, 714, 769, 767, 629, 753, 682, 808, 698, 806, 796, 662, 749, 731, 680, 752, 671, 727, 802, 705, 662, 649, 798, 656, 731, 655, 624, 741, 782, 676, 768, 772, 760, 673, 734, 800, 734, 764, 770, 748, 801, 665, 761, 677, 707, 649, 807, 701, 750, 760, 728, 803, 679, 800, 746, 741, 719, 738, 794, 630, 698, 775, 802, 707, 785, 710, 783, 706, 745, 626, 812, 665, 781, 810, 789, 690, 815, 739, 641, 650, 666, 669, 750, 796, 660, 812, 760, 628, 780, 812, 675, 711, 715, 805, 735, 731, 653, 803, 805, 620, 758, 774, 777, 726, 753, 789, 791, 694, 775, 727, 752, 680, 686, 774, 780, 778, 782, 723, 788, 639, 763, 794, 771, 752, 631, 625, 785, 725, 701, 685, 650, 736, 779, 703, 801, 797, 620, 787, 801, 791, 809, 675, 738, 813, 721, 736, 740, 790, 697, 763, 783, 726, 788, 693, 655, 804, 623, 754, 698, 810, 668, 795, 802, 666, 796, 778, 755, 705, 656, 715, 677, 674, 737, 810, 761, 641, 792, 733, 735, 796, 745, 770, 774, 800, 806, 690, 695, 721, 754, 788, 801, 772, 738, 811, 635, 680, 781, 757, 660, 805, 648, 739, 784, 660, 741, 803, 778, 744, 700, 709, 642, 725, 816, 742, 734, 776, 742, 779, 791, 666, 669, 781, 782, 734, 641, 808, 788, 732, 700, 680, 727, 750, 763, 760, 663, 791, 781, 738, 755, 765, 710, 796, 709, 777, 680, 797, 661, 758, 796, 749, 757, 803, 760, 625, 737, 751, 784, 691, 793, 682, 704, 750, 793, 687, 747, 699, 682, 750, 781, 796, 723, 782, 742, 781, 800, 746, 771, 782, 622, 747, 698, 681, 733, 728, 709, 671, 802, 806, 689, 791, 790, 796, 779, 739, 748, 722, 697, 720, 785, 652, 678, 758, 703, 741, 808, 667, 760, 742, 784, 720, 748, 783, 693, 672, 684, 806, 777, 807, 766, 754, 746, 622, 628, 703, 693, 658, 659, 722, 722, 786, 795, 749, 772, 771, 686, 685, 752, 624, 712, 683, 677, 784, 726, 781, 669, 705, 698, 784, 743, 781, 698, 750, 795, 700, 787, 645, 784, 724, 727, 693, 671, 789, 691, 776, 726, 773, 682, 789, 693, 797, 663, 767, 806, 799, 746, 749, 759, 762, 779, 782, 750, 742, 691, 782, 708, 805, 792, 754, 764, 780, 640, 695, 787, 808, 772, 767, 813, 813, 816, 714, 739, 713, 791, 754, 792, 662, 653, 743, 783, 694, 712, 661, 778, 675, 712, 754, 789, 677, 755, 696, 633, 816, 716, 796, 803, 816, 663, 675, 757, 772, 632, 680, 801, 768, 745, 699, 666, 791, 789, 759, 779, 769, 803, 749, 790, 621, 743, null, 713, 718, 789, 754, 797, 785, 705, 729, 754, 808, 681, 724, 724, 662, 731, 655, 808, 801, 684, 644, 743, 630, 742, 713, 703, 779, 627, 771, 666, 771, 658, 730, 787, 668, 812, 696, 681, 802, 631, 758, 680, 770, 716, 741, 682, 711, 759, 761, 729, 773, 749, 678, 626, 777, 814, 777, 699, 769, 738, 787, 698, 783, 701, 727, 709, 745, 676, 772, 789, 675, 677, 797, 623, 676, 718, 681, 798, 768, 675, 745, 790, 626, 772, 773, 639, 699, 745, 704, 724, 681, 784, 797, 799, 767, 743, 711, 684, 820, 689, 817, 724, 759, 798, 773, 635, 756, 695, 703, 785, 761, 680, 715, 809, 802, 736, 701, 703, 704, 784, 805, 643, 714, 794, 786, 735, 763, 664, 633, 803, 704, 682, 763, 717, 684, 787, 697, 767, 778, 761, 753, 646, 712, 693, 793, 691, 742, 744, 800, 643, 741, 634, 743, 721, 779, 723, 751, 687, 791, 657, 729, 642, 777, 805, 739, 680, 707, 698, 650, 767, 693, 670, 765, 679, 801, 765, 788, 763, 679, 648, 712, 735, 787, 665, 784, 768, 668, 759, 788, 729, 716, 683, 667, 653, 660, 765, 726, 708, 797, 753, 712, 789, 724, 767, 754, 779, 748, 691, 754, 799, 695, 807, 765, 757, 758, 665, 677, 798, 700, 765, 665, 801, 709, 631, 812, 785, 646, 726, 710, 733, 786, 663, 772, 707, 676, 643, 668, 779, 676, 770, 692, 741, 806, 769, 787, 784, 709, 716, 770, 752, 742, 810, 686, 787, 688, 782, 628, 710, 695, 626, 649, 722, 697, 749, 688, 744, 698, 741, 810, 752, 794, 741, 724, 675, 739, 774, 800, 733, 643, 682, 624, 692, 807, 766, 725, 622, 685, 819, 732, 686, 711, 785, 628, 656, 787, 699, 716, 690, 728, 785, 782, 683, 804, 784, 726, 806, 639, 626, 670, 749, 721, 652, 773, 714, 821, 753, 682, 696, 782, 783, 746, 733, 795, 803, 740, 773, 644, 804, 779, 649, 755, 725, 682, 743, 792, 793, 752, 796, 723, 773, 739, 669, 754, 706, 640, 713, 722, 754, 688, 672, 720, 731, 795, 628, 744, 727, 793, 631, 769, 730, 776, 773, 761, 772, 736, 745, 696, 698, 722, 808, 728, 626, 647, 706, 747, 720, 813, 792, 798, 778, 792, 701, 726, 716, 729, 663, 791, 670, 727, 785, 776, 754, 741, 705, 694, 796, 727, 708, 732, 777, 687, 807, 628, 731, 807, 623, 684, 651, 774, 743, 803, 819, 762, 710, 656, 655, 631, 778, 682, 774, 721, 743, 802, 725, 692, 630, 746, 791, 778, 728, 748, 726, 790, 780, 741, 746, 813, 773, 786, 646, 651, 719, 725, 732, 795, 657, 676, 692, 633, 678, 734, 804, 791, 670, 771, 732, 647, 671, 781, 710, 801, 766, 808, 681, 677, 687, 755, 772, 797, 747, 728, 757, 622, 640, 721, 767, 728, 808, 701, 666, 738, 739, 750, 791, 811, 752, 689, 757, 749, 726, 793, 743, 774, 697, 741, 757, 695, 698, 747, 795, 652, 806, 639, 648, 666, 774, 735, 658, 660, 737, 813, 736, 657, 736, 752, 799, 774, 796, 715, 678, 739, 695, 792, 738, 810, 634, 776, 712, 804, 741, 668, 738, 702, 784, 686, 704, 791, 644, 638, 759, 758, 783, 780, 718, 771, 732, 733, 720, 803, 637, 783, 696, 770, 753, 746, 693, 689, 775, 706, 689, 696, 670, 710, 787, 731, 798, 812, 809, 692, 695, 666, 724, 772, 799, 660, 780, 809, 787, 661, 791, 736, 776, 740, 660, 774, 779, 781, 760, 665, 715, 663, 748, 703, 785, 673, 729, 801, 678, 800, 805, 677, 751, 737, 653, 810, 693, 669, 630, 749, 656, 739, 760, 781, 808, 763, 753, 752, 790, 799, 809, 777, 685, 701, 751, 718, 802, 669, 707, 784, 743, 656, 708, 744, 700, 738, 731, 802, 789, 670, 653, 728, 735, 763, 799, 798, 673, 719, 807, 688, 778, 687, 751, 695, 783, 651, 698, 778, 729, 787, 699, 749, 720, 708, 714, 754, 720, 767, 726, 640, 740, 797, 645, 708, 748, 704, 777, 677, 669, 708, 732, 721, 760, 814, 786, 790, 799, 801, 725, 691, 704, 767, 751, 721, 729, 752, 717, 803, 632, 761, 675, 796, 626, 798, 747, 664, 800, 721, 800, 745, 788, 724, 708, 669, 728, 791, 798, 677, 796, 737, 746, 672, 796, 748, 755, 796, 772, 727, 705, 633, 797, 722, 742, 804, 812, 631, 695, 687, 705, 693, 649, 752, 799, 676, 771, 770, 709, 820, 772, 680, 802, 795, 768, 792, 799, 697, 790, 708, 659, 702, 779, 696, 804, 751, 760, 677, 767, 725, 739, 730, 806, 781, 742, 744, 755, 726, 768, 746, 772, 760, 809, 656, 709, 816, 805, 696, 665, 820, 642, 687, 684, 787, 782, 717, 776, 716, 621, 692, 747, 667, 763, 731, 790, 807, 785, 623, 733, 695, 696, 755, 703, 694, 686, 626, 756, 768, 635, 667, 742, 740, 689, 786, 803, 687, 744, 642, 801, 742, 753, 658, 694, 794, 758, 785, 717, 644, 680, 766, 655, 774, 772, 696, 704, 626, 677, 664, 721, 803, 700, 702, 674, 773, 713, 687, 685, 801, 769, 741, 707, 797, 756, 795, 802, 638, 770, 719, 750, 692, 668, 621, 732, 798, 795, 763, 686, 744, 801, 747, 672, 713, 732, 700, 762, 702, 725, 754, 815, 756, 766, 764, 719, 685, 788, 641, 681, 797, 763, 763, 675, 719, 721, 806, 627, 696, 787, 787, 677, 781, 756, 731, 777, 717, 658, 722, 791, 649, 732, 787, 753, 743, 664, 714, 684, 759, 620, 754, 641, 631, 757, 712, 815, 810, 754, 699, 716, 770, 670, 791, 683, 661, 681, 750, 787, 756, 701, 792, 696, 799, 673, 798, 747, 737, 779, 669, 687, 770, 739, 777, 808, 747, 779, 811, 712, 680, 697, 630, 706, 786, 809, 738, 790, 678, 820, 785, 817, 712, 730, 798, 789, 721, 668, 648, 689, 742, 680, 756, 774, 683, 712, 686, 691, 778, 651, 655, 742, 759, 733, 718, 709, 774, 793, 786, 681, 738, 803, 773, 733, 680, 753, 761, 748, 653, 748, 700, 757, 689, 775, 677, 711, 763, 747, 751, 744, 803, 721, 663, 706, 620, 702, 657, 789, 763, 777, 767, 651, 721, 696, 768, 751, 787, 719, 749, 774, 776, 679, 728, 711, 700, 722, 761, 680, 736, 724, 701, 809, 783, 708, 706, 732, 817, 766, 745, 628, 698, 719, 707, 786, 806, 705, 733, 789, 710, 712, 783, 680, 639, 798, 729, 680, 731, 725, 754, 790, 740, 757, 698, 791, 747, 654, 793, 723, 754, 731, 668, 758, 680, 740, 632, 657, 740, 696, 765, 710, 709, 784, 638, 774, 764, 781, 717, 716, 640, 787, 767, 747, 671, 738, 657, 662, 669, 798, 679, 641, 726, 781, 756, 769, 654, 620, 689, 807, 812, 726, 764, 805, 671, 774, 628, 804, 727, 725, 664, 798, 666, 627, 795, 649, 703, 793, 777, 767, 771, 789, 769, 675, 819, 782, 763, 672, 815, 780, 770, 776, 795, 690, 799, 814, 688, 700, 784, 750, 680, 809, 683, 746, 647, 632, 804, 744, 713, 702, 736, 801, 681, 700, 792, 709, 686, 650, 780, 676, 699, 729, 762, 794, 766, 755, 764, 722, 718, 632, 766, 787, 779, 744, 746, 644, 686, 758, 671, 801, 667, 754, 785, 738, 778, 692, null, 756, 783, 738, 795, 722, 753, 702, 670, 745, 793, 786, 734, 697, 798, 710, 735, 686, 782, 693, 707, 723, 746, 763, 809, 800, 710, 776, 775, 738, 727, 702, 708, 756, 646, 778, 678, 720, 659, 803, 694, 742, 690, 779, 647, 801, 685, 672, 770, 782, 696, 700, 731, 787, 808, 667, 653, 688, 726, 748, 755, 702, 780, 734, 653, 820, 744, 701, 735, 742, 747, 751, 639, 740, 819, 719, 679, 690, 690, 816, 658, 689, 704, 735, 757, 687, 688, 758, 748, 744, 703, 774, 736, 751, 669, 808, 763, 776, 722, 639, 673, 794, 698, 630, 713, 723, 814, 670, 790, 718, 788, 702, 631, 750, 744, 768, 703, 765, 769, 767, 654, 695, 660, 745, 707, 743, 769, 752, 777, 769, 793, 651, 661, 693, 640, 790, 708, 663, 785, 769, 766, 807, 765, 754, 781, 624, 793, 735, 812, 654, 777, 817, 694, 721, 717, 666, 735, 652, 798, 758, 737, 691, 757, 802, 646, 751, 755, 820, 728, 702, 761, 774, 695, 769, 781, 628, 644, 749, 707, 798, 624, 800, 698, 817, 738, 700, 671, 654, 759, 751, 696, 714, 736, 699, 777, 646, 716, 798, 782, 741, 788, 759, 761, 690, 809, 760, 728, 764, 695, 645, 778, 655, 767, 761, 680, 703, 763, 808, 733, 727, 768, 709, 713, 711, 685, 782, 704, 684, 707, 816, 723, 718, 783, 672, 668, 633, 763, 772, 723, 691, 661, 660, 709, 624, 767, 683, 683, 740, 713, 684, 673, 767, 739, 676, 751, 643, 741, 785, 702, 649, 767, 644, 803, 709, 747, 767, 700, 701, 671, 684, 693, 757, 717, 712, 720, 794, 708, 801, 740, 795, 679, 744, 776, 691, 737, 655, 767, 756, 688, 802, 659, 710, 751, 735, 729, 755, 693, 717, 746, 711, 674, 714, 791, 706, 816, 750, 692, 792, 672, 631, 776, 796, 753, 768, 714, 722, 742, 808, 679, 658, 675, 708, 732, 767, 793, 798, 676, 787, 802, 794, 708, 753, 760, 699, 808, 803, 739, 765, 793, 785, 704, 760, 760, 695, 736, 782, 685, 742, 735, 786, 652, 657, 692, 702, 650, 778, 651, 685, 694, 738, 685, 790, 740, 742, 783, 701, 711, 804, 754, 755, 705, 632, 772, 696, 704, 719, 708, 770, 796, 759, 638, 753, 768, 777, 781, 777, 754, 699, 777, 813, 647, 743, 674, 797, 764, 682, 656, 668, 795, 660, 726, 752, 747, 745, 626, 700, 712, 742, 689, 637, 782, 680, 734, 655, 804, 704, 632, 660, 692, 752, 681, 698, 808, 735, 791, 761, 737, 706, 707, 758, 717, 787, 749, 798, 745, 768, 723, 772, 644, 742, 772, 697, 654, 731, 707, 811, 671, 807, 723, 781, 772, 691, 643, 709, 666, 752, 754, 735, 733, 673, 730, 710, 801, 703, 721, 634, 759, 816, 803, 808, 703, 730, 781, 749, 753, 728, 783, 694, 754, 630, 786, 718, 743, 711, 677, 704, 668, 710, 796, 717, 663, 780, 804, 790, 699, 658, 782, 804, 626, 663, 748, 738, 732, 778, 812, 684, 705, 819, 694, 686, 689, 688, 717, 698, 766, 655, 698, 795, 803, 762, 785, 741, 647, 795, 662, 739, 681, 797, 788, 692, 808, 681, 696, 753, 699, 807, 783, 713, 748, 673, 807, 759, 798, 793, 780, 801, 804, 818, 737, 726, 773, 714, 803, 708, 728, 721, 663, 726, 778, 719, 719, 743, 722, 705, 684, 675, 793, 746, 708, 687, 723, 672, 679, 708, 770, 734, 789, 750, 629, 700, 728, 669, 792, 727, 788, 776, 749, 737, 687, 769, 784, 813, 755, 790, 765, 714, 669, 785, 751, 661, 696, 683, 685, 778, 766, 756, 773, 621, 724, 677, 662, 679, 792, 794, 714, 687, 623, 771, 762, 766, 699, 709, 626, 811, 789, 717, 783, 682, 649, 759, 680, 620, 792, 788, 726, 718, 714, 791, 804, 770, 675, 743, 802, 721, 717, 696, 781, 811, 739, 694, 727, 692, 765, 798, 800, 702, 771, 620, 773, 771, 689, 781, 787, 812, 710, 652, 705, 730, 736, 745, 725, 718, 726, 799, 702, 792, 753, 766, 648, 726, 779, 632, 795, 639, 711, 766, 810, 812, 796, 678, 692, 791, 717, 705, 663, 705, 747, 682, 804, 747, 683, 796, 801, 771, 799, 785, 768, 765, 798, 767, 718, 766, 672, 729, 764, 818, 761, 784, 721, 755, 698, 709, 785, 699, 760, 733, 738, 662, 650, 700, 790, 708, 639, 636, 771, 750, 739, 650, 668, 712, 789, 803, 647, 783, 633, 681, 642, 631, 807, 804, 739, 731, 736, 680, 734, 782, 731, 730, 697, 809, 811, 784, 748, 682, 812, 626, 772, 801, 794, 631, 805, 765, 729, 683, 667, 766, 638, 716, 704, 687, 742, 736, 792, 695, 794, 655, 752, 748, 750, 807, 792, 808, 778, 710, 737, 726, 786, 768, 730, 707, 693, 644, 696, 725, 678, 715, 761, 715, 783, 802, 688, 622, 753, 666, 741, 676, 813, 721, 707, 722, 720, 775, 758, 679, 804, 670, 720, 740, 724, 625, 745, 773, 792, 820, 803, 741, 726, 770, 621, 771, 778, 730, 673, 739, 796, 727, 716, 801, 737, 800, 704, 785, 725, 778, 750, 626, 669, 783, 777, 755, 774, 782, 786, 781, 755, 713, 820, 777, 706, 710, 793, 760, 736, 639, 717, 716, 697, 809, 697, 713, 660, 763, 790, 756, 799, 689, 722, 683, 802, 780, 713, 743, 699, 772, 669, 797, 667, 704, 783, 736, 752, 651, 722, 744, 764, 721, 645, 778, 671, 793, 764, 800, 671, 737, 731, 750, 742, 791, 691, 765, 734, 782, 749, 654, 725, 755, 807, 785, 754, 754, 740, 778, 760, 791, 771, 770, 623, 792, 704, 812, 644, 681, 730, 782, 799, 700, 674, 726, 721, 770, 690, 694, 650, 662, 778, 699, 702, 672, 784, 785, 724, 679, 765, 767, 747, 717, 812, 749, 813, 679, 733, 752, 798, 777, 721, 726, 707, 638, 740, 790, 788, 656, 699, 692, 731, 637, 780, 726, 823, 637, 706, 662, 752, 660, 798, 755, 699, 730, 706, 667, 729, 688, 693, 697, 718, 785, 813, 697, 741, 692, 734, 716, 714, 742, 819, 808, 764, 808, 770, 789, 673, 771, 771, 803, 732, 797, 675, 730, 685, 788, 685, 765, 767, 731, 675, 677, 686, 818, 698, 776, 714, 682, 742, 786, 762, 768, 772, 739, 790, 753, 738, 819, 647, 806, 724, 749, 698, 693, 716, 717, 710, 776, 701, 686, 650, 703, 658, 653, 783, 750, 648, 717, 746, 699, 780, 795, 746, 650, 806, 689, 781, 709, 695, 818, 702, 687, 817, 734, 742, 701, 718, 811, 638, 682, 771, 665, 745, 750, 744, 796, 628, 812, 795, 774, 754, 724, 792, 759, 761, 791, 637, 799, 810, 718, 727, 778, 695, 708, 760, 765, 776, 643, 753, 791, 685, 785, 743, 716, 632, 763, 681, 799, 710, 757, 742, 739, 635, 645, 733, 740, 691, 738, 707, 786, 727, 796, 810, 798, 709, 802, 644, 733, 760, 775, 757, 727, 751, 746, 805, 747, 792, 731, 786, 770, 671, 782, 640, 727, 635, 814, 790, 741, 774, 780, 743, 721, 802, 682, 744, 642, 689, 796, 787, 722, 811, 768, 730, 784, 793, 762, 812, 793, 722, 698, 785, 697, 653, 730, 723, 736, 782, 707, 692, 698, 808, 765, 801, 750, 785, 680, 800, 778, 793, 702, 745, 783, 699, 729, 798, 742, 799, 816, 808, 674, 795, 806, 672, 800, 783, 628, 772, 779, 744, 775, 773, 722, 748, 692, 814, 765, 737, 754, 819, 768, 766, 735, 656, 759, 718, 722, 712, 751, 722, 663, 727, 788, 733, 727, 801, 756, 777, 684, 747, 722, 792, 775, 671, 651, 737, 812, 778, 714, 658, 647, 636, 802, 788, 763, 754, 800, 775, 756, 793, 801, 788, 790, 660, 671, 637, 804, 746, 793, 797, 797, 665, 772, 693, 642, 787, 771, 708, 693, 746, 672, 738, 759, 773, 696, 755, 630, 740, 768, 778, 702, 712, 702, 813, 750, 738, 668, 704, 819, 669, 712, 791, 782, 728, 711, 697, 700, 689, 762, 705, 699, 764, 724, 757, 704, 629, 802, 786, 699, 658, 727, 710, 688, 753, 709, 779, 649, 704, 740, 741, 652, 778, 670, 719, 626, 755, 777, 718, 694, 680, 684, 730, 813, 784, 786, 684, 791, 767, 741, 668, 658, 727, 722, 664, 753, 807, 709, 790, 755, 799, 767, 796, 803, 637, 683, 626, 625, 724, 790, 660, 645, 785, 645, 778, 719, 736, 788, 776, 811, 778, 754, 739, 725, 731, 728, 723, 731, 708, 801, 794, 763, 656, 722, 680, 752, 813, 706, 738, 701, 712, 767, 722, 699, 713, 805, 737, 693, 691, 622, 734, 630, 706, 787, 742, 700, 792, 709, 732, 715, 775, 790, 745, 800, 753, 791, 697, 779, 722, 641, 726, 758, 754, 743, 776, 800, 805, 653, 742, 698, 684, 740, 667, 695, 730, 730, 664, 765, 707, 714, 727, 802, 786, 763, 692, 792, 785, 795, 778, 704, 701, 677, 710, 701, 772, 775, 637, 726, 756, 782, 794, 777, 733, 753, 705, 780, 694, 788, 727, 705, 694, 622, 734, 796, 644, 803, 702, 652, 704, 787, 729, 757, 797, 677, 768, 645, 750, 799, 666, 717, 759, 701, 741, 683, 800, 727, 680, 770, 640, 727, 667, 720, 774, 756, 803, 770, 760, 652, 709, 816, 786, 802, 666, 729, 718, 802, 802, 765, 631, 800, 773, 688, 701, 776, 658, 725, 673, 774, 723, 793, 816, 681, 701, 694, 774, 740, 794, 768, 803, 794, 681, 724, 790, 715, 744, 678, 709, 708, 656, 795, 638, 716, 794, 761, 716, 772, 709, 726, 688, 777, 798, 688, 752, 633, 742, 729, 767, 707, 709, 741, 754, 772, 709, 699, 753, 761, 797, 730, 747, 758, 681, 800, 740, 646, 667, 706, 774, 624, 732, 692, 758, 774, 726, 789, 752, 726, 670, 777, 627, 757, 783, 636, 696, 692, 682, 698, 757, 664, 707, 813, 718, 773, 711, 750, 799, 709, 768, 767, 692, 788, 769, 802, 752, 810, 697, 813, 794, 700, 720, 667, 643, 813, 794, 800, 702, 715, 707, 696, 764, 721, 760, 778, 785, 702, 762, 717, 715, 714, 695, 790, 816, 767, 656, 700, 726, 744, 681, 786, 751, 625, 686, 748, 723, 719, 664, 773, 728, 709, 816, 707, 791, 702, 707, 622, 674, 741, 792, 766, 646, 802, 694, 683, 785, 691, 668, 790, 646, 680, 693, 732, 790, 791, 745, 660, 798, 678, 777, 804, 795, 685, 738, 747, 668, 700, 731, 674, 766, 797, 790, 784, 775, 653, 688, 783, 631, 786, 671, 670, 695, 813, 772, 765, 783, 745, 792, 700, 747, 690, 695, 675, 773, 732, 692, 796, 654, 775, 815, 701, 807, 812, 662, 784, 793, 682, 708, 717, 673, 620, 732, 691, 787, 756, 728, 723, 751, 755, 789, 767, 769, 733, 685, 675, 779, 809, 667, 805, 771, 722, 669, 739, 643, 643, 744, 719, 791, 817, 783, 766, 787, 708, 719, 688, 644, 712, 670, 811, 760, 716, 693, 742, 723, 676, 791, 789, 729, 667, 787, 731, 762, 722, 720, 756, 800, 690, 807, 726, 681, 794, 703, 748, 752, 807, 780, 804, 694, 698, 736, 754, 715, 765, 667, 632, 770, 694, 789, 802, 755, 814, 733, 770, 706, 765, 712, 813, 770, 799, 809, 686, 721, 739, 671, 688, 773, 783, 807, 700, 769, 771, 640, 700, 808, 725, 771, 767, 773, 691, 675, 689, 790, 711, 718, 707, 816, 759, 634, 795, 704, 731, 734, 767, 694, 796, 657, 756, 794, 773, 704, 768, 697, 690, 772, 653, 686, 676, 707, 683, 752, 705, 747, 704, 660, 620, 751, 796, 762, 746, 622, 680, 789, 747, 633, 773, 795, 804, 794, 816, 800, 759, 758, 741, 807, 680, 694, 728, 660, 796, 697, 667, 739, 748, 707, 769, 673, 783, 631, 675, 764, 634, 702, 715, 776, 760, 806, 751, 753, 757, 750, 739, 778, 700, 683, 706, 780, 676, 643, 769, 770, 661, 714, 691, 709, 718, 749, 757, 643, 755, 793, 664, 735, 811, 791, 670, 652, 808, 787, 739, 737, 700, 789, 633, 634, 738, 710, 630, 796, 763, 689, 755, 705, 705, 767, 761, 753, 683, 770, 645, 695, 787, 710, 736, 694, 707, 656, 683, 711, 652, 704, 801, 792, 629, 804, 758, 810, 750, 694, 715, 636, 683, 742, 711, 774, 647, 773, 727, 676, 803, 663, 777, 789, 738, 809, 798, 706, 711, 795, 728, 722, 668, 718, 730, 700, 706, 777, 716, 740, 752, 799, 754, 698, 751, 768, 743, 691, 732, 744, 638, 670, 665, 659, 709, 712, 760, 770, 739, 663, 793, 809, 753, 687, 770, 685, 771, 651, 811, 778, 689, 812, 737, 718, 757, 778, 806, 699, 669, 779, 743, 646, 719, 727, 741, 784, 726, 774, 633, 677, 725, 662, 700, 696, 738, 761, 702, 772, 738, 808, 730, 728, 695, 728, 707, 765, 689, 734, 800, 631, 740, 715, 708, 674, 723, 726, 706, 808, 753, 663, 659, 784, 743, 816, 785, 663, 668, 713, 752, 768, 670, 669, 800, 725, 735, 694, 645, 746, 798, 804, 784, 728, 764, 736, 702, 802, 719, 770, 771, 663, 703, 733, 769, 689, 707, 739, 774, 772, 792, 738, 793, 763, 776, 694, 786, 767, 743, 761, 660, 741, 669, 650, 713, 773, 628, 713, 717, 813, 698, 672, 815, 781, 693, 789, 633, 744, 779, 700, 720, 634, 753, 724, 719, 800, 644, 648, 766, 718, 734, 630, 637, 797, 690, 670, 738, 736, 722, 653, 712, 639, 673, 682, 718, 693, 761, 760, 712, 756, 754, 700, 777, 776, 806, 682, 811, 795, 634, 803, 655, 723, 659, 687, 786, 695, 784, 693, 745, 724, 780, 738, 809, 643, 760, 722, 709, 759, 760, 755, 777, 639, 654, 778, 746, 680, 809, 684, 743, 723, 769, 790, 699, 693, 722, 703, 754, 734, 749, 748, 709, 775, 748, 623, 680, 680, 664, 808, 638, 669, 813, 703, 739, 804, 681, 736, 747, 748, 792, 734, 680, 662, 783, 652, 652, 808, 724, 712, 766, 649, 638, 801, 701, 768, 730, 664, 647, 732, 800, 744, 731, 748, 781, 755, 715, 789, 720, 741, 682, 750, 709, 762, 640, 663, 724, 747, 664, 793, 686, 774, 711, 700, 756, 772, 737, 704, 704, 774, 724, 703, 755, 813, 783, 809, 770, 710, 658, 650, 776, 662, 685, 708, 636, 736, 699, 750, 795, 701, 715, 764, 625, 704, 728, 778, 714, 757, 758, 688, 809, 709, 760, 806, 777, 739, 769, 716, 713, 806, 742, 675, 681, 788, 775, 701, 656, 630, 657, 654, 752, 813, 790, 716, 710, 688, 710, 683, 670, 676, 677, 722, 757, 775, 712, 680, 662, 620, 674, 745, 673, 799, 803, 742, 751, 736, 715, 712, 784, 724, 683, 738, 750, 638, 730, 735, 790, 756, 766, 797, 698, 722, 727, 759, 756, 703, 751, 731, 794, 759, 796, 756, 786, 733, 700, 685, 693, 803, 772, 688, 788, 654, 721, 786, 737, 626, 800, 646, 770, 742, 680, 719, 769, 778, 756, 711, 775, 683, 737, 744, 753, 726, 774, 773, 733, 740, 700, 756, 702, 728, 737, 815, 690, 624, 764, 689, 729, 723, 774, 713, 762, 793, 814, 656, 719, 647, 684, 682, 774, 774, 792, 771, 815, 753, 792, 717, 702, 796, 665, 747, 771, 752, 764, 705, 777, 720, 766, 787, 790, 742, 789, 766, 726, 730, 802, 781, 749, 656, 747, 669, 700, 693, 732, 730, 766, 720, 697, 643, 778, 761, 776, 685, 770, 794, 688, 637, 798, 790, 630, 778, 686, 746, 724, 777, 769, 700, 749, 801, 750, 718, 742, 710, 706, 662, 661, 713, 755, 700, 774, 802, 681, 744, 666, 677, 813, 718, 700, 784, 620, 722, 641, 815, 746, 686, 787, 660, 731, 756, 721, 772, 762, 711, 706, 772, 790, 789, 774, 716, 808, 748, 738, 724, 720, 622, null, 789, 697, 793, 711, 795, 753, 744, 666, 709, 755, 797, 749, 803, 804, 763, 769, 794, 766, 710, 816, 810, 746, 741, 686, 651, 750, 634, 814, 754, 775, 684, 669, 695, 795, 725, 786, 730, 687, 707, 813, 735, 767, 761, 740, 727, 757, 732, 683, 685, 756, 702, 699, 788, 758, 796, 807, 796, 640, 756, 720, 757, 685, 799, 782, 684, 759, 805, 667, 711, 764, 791, 709, 779, 772, 757, 665, 749, 770, 682, 703, 809, 725, 716, 638, 777, 752, 716, 782, 689, 741, 700, 726, 716, 716, 713, 760, 795, 804, 629, 734, 752, 724, 754, 715, 667, 797, 715, 735, 732, 762, 682, 817, 686, 756, 747, 792, 715, 744, 793, 802, 639, 640, 768, 800, 682, 719, 810, 788, 730, 706, 763, 679, 702, 675, 748, 668, 723, 784, 737, 798, 801, 806, 782, 708, 710, 784, 752, 792, 782, 755, 703, 747, 800, 790, 786, 783, 770, 674, 737, 697, 664, 666, 782, 772, 788, 751, 747, 792, 745, 786, 811, 778, 766, 771, 736, 727, 814, 785, 627, null, 642, 808, 793, 682, 770, 811, 820, 764, 687, 676, 684, 765, 773, 719, 699, 769, 684, 808, 663, 774, 731, 628, 773, 774, 774, 698, 728, 653, 748, 700, 697, 691, 690, 707, 691, 799, 755, 688, 710, 803, 700, 684, 796, 681, 801, 700, 792, 782, 781, 632, 803, 769, 726, 683, 717, 769, 751, 764, 685, 753, 637, 755, 776, 776, 782, 823, 728, 734, 753, 736, 778, 696, 799, 771, 778, 716, 706, 730, 693, 794, 669, 784, 734, 781, 706, 790, 798, 793, 724, 797, 791, 639, 729, 735, 774, 644, 706, 635, 811, 784, 762, 709, 718, 717, 653, 787, 682, 714, 730, 787, 650, 788, 780, 761, 804, 726, 783, 667, 806, 817, 784, 809, 745, 756, 721, 714, 701, 664, 764, 648, 769, 740, 737, 699, 655, 802, 808, 763, 678, 747, 661, 762, 700, 732, 777, 726, 696, 814, 739, 680, 708, 660, 773, 675, 681, 753, 695, 783, 797, 788, 764, 812, 647, 672, 676, 661, 802, 773, 813, 685, 806, 720, 799, 811, 705, 698, 738, 755, 707, 767, 653, 625, 669, 634, 665, 796, 760, 773, 754, 797, 711, 761, 767, 732, 799, 730, 766, 773, 798, 672, 678, 724, 688, 720, 799, 772, 770, 730, 652, 787, 697, 790, 755, 720, 673, 784, 796, 690, 706, 743, 816, 800, 795, 663, 716, 767, 660, 814, 785, 704, 677, 755, 679, 765, 655, 749, 743, 797, 729, 671, 714, 716, 663, 761, 804, 726, 791, 718, 703, 799, 725, 729, 805, 786, 645, 637, 752, 750, 740, 675, 784, 793, 812, 736, 676, 709, 726, 686, 734, 801, 801, 713, 726, 744, 661, 781, 695, 757, 781, 778, 693, 780, 797, 796, 810, 692, 687, 724, 802, 807, 771, 779, 791, 716, 758, 748, 802, null, 755, 669, 630, 628, 650, 663, 654, 797, 755, 802, 712, 787, 723, 709, 688, 676, 742, 702, 805, 735, 744, 776, 741, 809, 790, 767, 759, 774, 728, 690, 751, 793, 653, 728, 729, 749, 766, 655, 760, 776, 784, 804, 675, 725, 676, 794, 796, 713, 731, 705, 735, 752, 754, 634, 735, 641, 631, 777, 700, 714, 761, 753, 722, 723, 746, 691, 703, 739, 776, 806, 732, 671, 679, 685, 720, 781, 752, 709, 769, 629, 663, 782, 668, 764, 813, 777, 715, 685, 686, 641, 729, 687, 675, 663, 685, 747, 722, 679, 728, 682, 687, 731, 745, 765, 766, 709, 801, 766, 701, 797, 721, 674, 781, 720, 787, 770, 626, 669, 744, 766, 661, 785, 637, 749, 775, 713, 760, 800, 804, 751, 769, 730, 749, 622, 755, 800, 660, 804, 793, 765, 776, 820, 780, 804, 732, 813, 729, 755, 682, 685, 732, 713, 707, 813, 731, 739, 782, 807, 627, 716, 687, 683, 739, 695, 668, 739, 809, 796, 707, 740, 690, 765, 729, 694, 728, 793, 778, 790, 628, 714, 757, 704, 759, 643, 790, 793, 715, 780, 790, 651, 816, 772, 744, 763, 663, 699, 788, 795, 804, 732, 811, 778, 786, 733, 715, 698, 792, 734, 752, 752, 787, 797, 736, 683, 686, 702, 778, 797, 690, 737, 808, 746, 654, 719, 702, 776, 805, 801, 784, 816, 735, 647, 723, 816, 705, 713, 659, 725, 735, 733, 729, 707, 726, 804, null, 658, 691, 793, 743, 740, 697, 653, 754, 772, 689, 701, 750, 659, 823, 683, 681, 713, 806, 636, 730, 809, 697, 674, 813, 805, 731, 773, null, 710, 699, 792, 791, 783, 758, 778, 647, 787, 711, 766, 769, 715, 738, 792, 784, 644, 811, 712, 707, 752, 810, 666, 801, 758, 699, 751, 751, 814, 801, 782, 626, 771, 792, 657, 750, 766, 744, 769, 757, 815, 661, 785, 757, null, 698, 739, 682, 703, 640, 784, 741, 663, 748, 665, 736, 733, 736, 770, 804, 688, 722, 745, 643, 806, 800, 718, 738, 683, 762, 710, 761, 766, 743, 769, 720, 684, 785, 704, 756, 759, 806, 745, 721, 710, 743, 754, 681, 792, 715, 683, 732, 718, 762, 666, 791, 685, 799, 774, 746, 739, 756, 774, 766, 660, 684, 745, 759, 759, 651, 679, 678, 731, 788, 747, 653, 801, 626, 753, 820, 793, 715, 803, 780, 726, 809, 690, 625, 816, 721, 774, 728, 741, 704, 772, 656, 744, 722, 753, 721, 719, 686, 744, 709, 748, 732, 749, 756, 667, 621, 751, 732, 645, 697, 707, 776, 787, 753, 654, 772, 643, 712, 748, 636, 736, 755, 795, 705, 710, 757, 741, 757, 800, 754, 797, 798, 718, 717, 710, 738, 681, 703, 775, 755, 800, 723, 694, 656, 755, 806, 682, 816, 693, 672, 672, 702, 787, 683, 774, 770, 724, 692, 806, 680, 780, 752, 680, 777, 776, 786, 701, 726, 774, 677, 777, 760, 727, 732, 725, 809, 681, 749, 686, 693, 777, 745, 712, 644, 790, 770, 639, 779, 805, 748, 702, 669, 780, 696, 808, 656, 672, 651, 715, 686, 654, 760, 698, 796, 711, 796, 800, 682, 707, 730, 799, 803, 645, 781, 700, 778, 636, 698, 717, 687, 741, 735, 787, 787, 787, 638, 803, 757, 708, 708, 745, 705, 803, 799, 699, 779, 668, 691, 812, 809, 624, 816, 667, 754, 725, 759, 820, 773, 730, 671, 749, 734, 661, 756, 776, 800, 681, 777, 786, 783, 669, 707, 692, 759, 696, 790, 763, 685, 680, 758, 620, 757, 775, 809, 780, 795, 672, 778, 788, 700, 661, 773, 660, 672, 696, 706, 740, 738, 642, 662, 632, 774, 773, 729, 741, 726, 724, 723, 689, 735, 745, 762, 811, 715, 711, 758, 659, 738, 718, 650, 786, 676, 780, 678, 681, 711, 720, 699, 806, 788, 804, 787, 657, 759, 796, 656, 776, 736, 627, 743, 786, 684, 741, 677, 643, 681, 714, 781, 713, 704, 643, 759, 669, 746, 726, 697, 725, 702, 667, 763, 751, 699, 788, 698, 695, 667, 712, 646, 683, 807, 667, 803, 652, 683, 651, 778, 688, 793, 794, 626, 640, 798, 798, 747, 732, 720, 791, 741, 803, 627, 749, 763, 762, 801, 768, 644, 667, 795, 764, 642, 662, 702, 640, 737, 753, 762, 665, 697, 808, 763, 791, 747, 801, 685, 774, 797, 736, 796, 718, 797, 702, 760, 797, 775, 674, 751, 794, 671, 690, 694, 793, 754, 729, 773, 803, 736, 767, 802, 696, 642, 796, 686, 689, 734, 730, 761, 808, 687, 811, 770, 749, 809, 663, 787, 766, 750, 804, 795, 812, 788, 754, 749, 809, 786, 791, 813, 684, 729, 801, 745, 766, 728, 700, 817, 700, 820, 743, 681, 743, 765, 791, 640, 800, 782, 663, 755, 638, 648, 759, 799, 792, 698, 671, 781, 812, 646, 624, 632, 713, 766, 774, 667, 637, 735, 645, 710, 749, 750, 765, 705, 745, 692, 723, 686, 733, 691, 727, 697, 724, 703, 750, 643, 760, 795, 673, 727, 662, 660, 778, 753, 794, 776, 776, 690, 755, 794, 636, 768, 718, 788, 785, 785, 797, 642, 632, 743, 812, 688, 630, 730, 734, 783, 709, 789, 688, 698, 683, 775, 773, 675, 808, 804, 634, 711, 791, 748, 699, 671, 698, 687, 740, 781, 701, 804, 688, 814, 753, 800, 805, 793, 732, 760, 678, 686, 805, 667, 677, 737, 649, 758, 727, 732, 697, 657, 779, 817, 708, 625, 742, 782, 696, 694, 701, 662, 747, 665, 668, 778, 674, 687, 736, 766, 750, 795, 721, 701, 700, 802, 681, 799, 708, 664, 778, 631, 687, 696, 777, 797, 721, 788, 632, 805, 721, 640, 781, 758, 713, 676, 765, 736, 789, 722, 761, 798, 695, 718, 709, 671, 739, 778, 704, 718, 727, 744, 689, 650, 704, 718, 803, 776, 782, 680, 687, 632, 722, 751, 802, 768, 738, 806, 800, 682, 699, 732, 765, 702, 749, 768, 718, 736, 687, 678, 738, 823, 728, 685, 765, 764, 673, 698, 681, 803, 777, 713, 760, 687, 624, 778, 686, 623, 783, 701, 793, 796, 800, 762, 742, 744, 783, 683, 750, 692, 795, 636, 715, 722, 717, 739, 645, 779, 770, 790, 689, 742, 669, 695, 695, 760, 801, 731, 777, 640, 768, 763, 796, 770, 781, 804, 775, 728, 712, 767, null, 660, 751, 794, 778, 762, 740, 738, 762, 645, 713, 742, 760, 774, 777, 719, 674, 776, 763, 625, 761, 788, 675, 665, 762, 739, 705, 728, 750, 707, 750, 766, 720, 706, 653, 639, 789, 686, 702, 683, 786, 784, 692, 708, 690, 777, 680, 684, 725, 738, 654, 746, 781, 714, 704, 731, 761, 795, 776, 702, 732, 751, 712, 697, 728, 725, 680, 799, 770, 789, 773, 737, 628, 697, 702, 634, 776, 727, 788, 707, 760, 728, 752, 799, 790, 630, 740, 788, 719, 815, 692, 726, 663, 783, 708, 730, 759, 717, 823, 709, 763, 697, 678, 776, 724, 764, 691, 766, 767, 730, 694, 757, 801, 686, 775, 762, 802, 785, 666, 786, 788, 712, 719, 817, 634, 802, 721, 716, 797, 684, 780, 793, 709, 747, 723, 687, 738, 748, 709, 678, 743, 699, 791, 767, 752, 775, 766, 743, 624, 621, 731, 713, 744, 801, 748, 677, 768, 690, 676, 805, 737, null, 769, 725, 783, 669, 754, 753, 800, 791, 818, 709, 727, 697, 778, 700, 689, 804, 705, 630, 687, 715, 706, 630, 662, 670, 726, 673, 803, 799, 680, 766, 752, 672, 640, 795, 764, 782, 738, 784, 738, 677, 708, 770, 806, 738, 755, 681, 737, 662, 663, 724, 737, 652, 709, 631, 796, 647, 744, 809, 691, 627, null, 761, 628, 732, 690, 701, 772, 742, 804, 710, 722, 795, 779, 756, 694, 797, 752, 739, 809, 762, 785, 641, 793, 719, 663, 712, 715, 691, 712, 802, 690, 802, 766, 693, 729, 786, 752, 694, 717, 770, 624, 790, 781, 753, 808, 756, 802, 761, 811, 701, 679, 724, 800, 718, 791, 771, 629, 773, 698, 797, 642, 789, 798, 781, 688, 800, 637, 696, 717, 717, 691, 670, 669, 797, 799, 730, 644, 792, 822, 688, 813, 695, 755, 724, 703, 744, 709, 779, 683, 808, 648, 741, 646, 687, 738, 774, 741, 682, 742, 806, 756, 799, 704, 781, 660, 642, 766, 751, 714, 758, 695, 766, 802, 753, 781, 703, 704, 665, 755, 683, 682, 802, 809, 750, 795, 712, 745, 725, 673, 746, 794, 788, 791, 773, 811, 726, 719, 711, 766, 757, 660, 688, 744, 721, 671, 798, 705, 633, 680, 745, 769, 715, 813, 769, 663, 730, 811, 728, 744, 733, 789, 746, 757, 808, 791, 767, 711, 710, 728, 652, 783, 660, 773, 708, 787, 684, 813, 718, 806, 773, 637, 812, 804, 765, 786, 631, 754, 713, 715, 689, 733, 796, 693, 754, 637, 671, 787, 677, 652, 719, 820, 798, 717, 707, 710, 692, 751, 666, 762, 714, 760, 803, 686, 809, 769, 718, 738, 713, 690, 810, 787, 737, 654, 781, 763, 704, 818, 715, 780, 755, 701, 660, 706, 780, 784, 800, 783, 730, 675, 784, 793, 703, 747, 699, 790, 639, 744, 696, 739, 784, 656, 691, 719, 781, 685, 740, 699, 782, 719, 742, 752, 790, 706, 716, 728, 793, 747, 643, 749, 699, 805, 695, 685, 771, 728, 788, 812, 816, 802, 811, 743, 715, 662, 725, 793, 791, 809, 813, 703, 744, 641, 664, 747, 743, 808, 776, 786, 752, 717, 677, 664, 786, 710, 699, 781, 772, 719, 775, 782, 803, 647, 753, 761, 718, 743, 784, 747, 778, 729, 627, 676, 759, 697, 728, 641, 715, 626, 723, 720, 640, 679, 750, 786, 749, 795, 643, 773, 767, 757, 736, 799, 760, 742, 708, 694, 659, 791, 700, 717, 721, 730, 784, 802, 666, 622, 780, 791, 790, 735, 723, 757, 654, 672, 659, 644, 769, 705, 690, 801, 796, 794, 708, 700, 668, 786, 786, 720, 743, 769, 757, 778, 719, 737, 685, 786, 672, 785, 762, 784, 725, 650, 772, 709, 726, 741, 758, 736, 709, 732, 790, 697, 677, 756, 783, 769, 738, 789, 747, 790, 698, 731, 677, 810, 745, 666, 747, 712, 621, 654, 697, 753, 784, 799, 739, 666, 697, 739, 774, 750, 768, 731, 757, 811, 762, 788, 726, 634, 784, 811, 728, 729, 738, 660, 721, 670, 790, 717, 695, 622, 797, 806, 744, 790, 692, 727, 753, 696, 756, 655, 758, 804, 755, 769, 737, 716, 651, 698, 757, 770, 738, 761, 800, 635, 745, 753, 763, 792, 757, 747, 631, 798, 640, 774, 648, 693, 782, 781, 788, 810, 669, 728, 811, 750, 773, 753, 691, 746, 746, 800, 697, 775, 746, 702, 785, 654, 710, 755, 692, 674, 803, 724, 751, 713, 703, 819, 773, 743, 793, 739, 703, 779, 730, 799, 794, 747, 642, 794, 699, 760, 690, 790, 787, 683, 735, 681, 683, 773, 693, 700, 709, 811, 694, 750, 687, 724, 707, 686, 762, 670, 803, 755, 639, 680, 803, 758, 763, 742, 759, 804, 727, 696, 631, 742, 683, 670, 760, 643, 794, 707, 789, 731, 662, 796, 740, 647, 714, 773, 794, 769, 751, 792, 807, 713, 752, 703, 720, 695, 646, 699, 755, 772, 667, 808, 789, 713, 762, 798, 700, 774, 724, 724, 666, 765, 706, 743, 667, 697, 719, 807, 671, 769, 819, 766, 696, 725, 769, 747, 784, 717, 781, 809, 759, 701, 708, 707, 772, 652, 797, 674, 689, 778, 699, 690, 649, 682, 656, 682, 713, 657, 732, 673, 773, 707, 759, 754, 654, 655, 716, 767, 789, 759, 796, 791, 807, 796, 769, 770, 788, 685, 673, 768, 755, 725, 735, 767, 676, 660, 783, 735, 689, 713, 686, 773, 787, 669, 697, 736, 745, 802, 778, 737, 690, 706, 812, 714, 747, 733, 744, 766, 769, 736, 705, 793, 755, 679, 790, 727, 712, 776, 786, 665, 681, 769, 644, 762, 678, 704, 690, 634, 688, 712, 725, 724, 785, 800, 729, 734, 700, 737, 784, 744, 716, 743, 791, 655, 746, 716, 791, 661, 770, 734, 707, 774, 737, 755, 770, 818, 794, 807, 785, 734, 728, 692, 792, 650, 715, 789, 808, 781, 624, 696, 801, 801, 734, 722, 749, 797, 647, 798, 781, 770, 699, 632, 743, 785, 705, 801, 735, 700, 767, 677, 748, 767, 706, 732, 691, 717, 748, 739, 764, 679, 708, 728, 801, 733, 782, 768, 733, 638, 788, 733, 715, 698, 735, 707, 722, 782, 657, 740, 787, 677, 782, 748, 718, 775, 701, 710, 709, 754, 768, 758, 707, 784, 715, 811, 646, 790, 712, 778, 726, 724, 756, 762, 768, 703, 816, 774, 697, 720, 669, 683, 703, 766, 774, 752, 787, 694, 699, 737, 739, 813, 767, 796, 764, 696, 782, 778, 808, 811, 770, 718, 787, 673, 702, 648, 663, 672, 650, 684, 720, 730, 680, 627, 685, 786, 620, 768, 650, 800, 764, 678, 689, 663, 737, 722, 811, 674, 708, 715, 665, 746, 736, 736, 765, 817, 780, 776, 782, 740, 778, 703, 649, 633, 631, 717, 687, 719, 702, 725, 734, 792, 709, 787, 731, 751, 800, 776, 633, 766, 727, 803, 776, 767, 640, 794, 689, 687, 721, 810, 726, 719, 719, 659, 699, 717, 754, 777, 757, 713, 699, 807, 680, 746, 738, 814, 752, 773, 706, 675, 777, 765, 722, 713, 636, 805, 639, 740, 628, 667, 674, 633, 746, 742, 720, 752, 728, 784, 715, 755, 688, 665, 691, 628, 638, 752, 707, 721, 748, 635, 755, 770, 745, 664, 738, 726, 803, 816, 787, 757, 633, 764, 651, 640, 769, 642, 691, 806, 740, 763, 743, 816, 766, 811, 773, 734, 695, 700, 793, 697, 699, 781, 801, 819, 724, 798, 687, 797, 765, 644, 740, 824, 698, 661, 816, 761, 792, 758, 661, 772, 748, 654, 712, 710, 624, 803, 808, 735, 784, 690, 723, 788, 750, 720, 809, 765, 755, 792, 665, 678, 721, 740, 734, 772, 754, 747, 651, 788, 721, 725, 778, 780, 664, 779, 736, 732, 771, 724, 716, 699, 623, 731, 809, 810, 694, 721, 717, 714, 733, 812, 748, 788, 736, 682, 695, 690, 707, 742, 701, 755, 797, 774, 701, 753, 643, 683, 752, 694, 707, 782, 739, 645, 747, 726, 652, 704, 665, 815, 686, 699, 705, 662, 781, 691, 766, 795, 747, 726, 799, 642, 733, 761, 687, 654, 704, 633, 786, 622, 662, 753, 704, 687, 745, 771, 757, 622, 777, 704, 673, 737, 788, 709, 693, 722, 799, 752, 776, 767, 811, 762, 752, 737, 711, 630, 724, 716, 754, 674, 808, 730, 670, 654, 801, 801, 748, 720, 798, 780, 658, 673, 739, 786, 743, 749, 725, 669, 697, 795, 697, 691, 802, 719, 767, 716, 723, 705, 700, 674, 703, 671, 655, 762, 699, 723, 715, 732, 680, 783, 790, 747, 769, 780, 779, 806, 776, 797, 731, 748, 822, 670, 755, 645, 703, 811, 748, 686, 734, 768, 689, 731, 694, 689, 766, 736, 686, 722, 726, 782, 812, 794, 690, 700, 700, 767, 796, 690, 798, 808, 809, 724, 654, 709, 763, 670, 683, 802, 805, 784, 728, 718, 761, 692, 714, 694, 773, 703, 757, 767, 808, null, 720, 758, 786, 720, 765, 692, 786, 762, 716, 620, 702, 725, 787, 685, 644, 746, 756, 771, 719, 811, 783, 707, 741, 777, 739, 746, 814, 746, 716, 807, 744, 807, 682, 814, 802, 720, 742, 717, 794, 776, 701, 743, 762, 698, 755, 792, 693, 672, 672, 747, 801, 777, 729, 738, 670, 707, 678, 811, 796, 717, 702, 783, 781, 712, 813, 636, 795, 688, 761, 709, 794, 630, 687, 736, 686, 708, 694, 748, 729, 785, 724, 649, 645, 788, 792, 687, 757, 684, 695, 684, 725, 772, 753, 777, 689, 745, 686, 693, 730, 743, 750, 752, 757, 728, 649, 742, 663, 690, 683, 771, 645, 783, 792, 815, 703, 628, 792, 708, 771, 745, null, 669, 751, 631, 797, 639, 758, 758, 779, 653, 709, 721, 780, 697, 786, 679, 729, 760, 758, 689, 749, 751, 777, 778, 752, 687, 766, 792, 789, 808, 694, 718, 800, 820, 737, 712, 735, 743, 788, 749, 684, 768, 771, 713, 666, 794, 695, 750, 656, 709, 783, 768, 713, 644, 681, 682, 722, 744, 688, 788, 663, 813, 648, 791, 797, 632, 736, 679, 754, 776, 765, 751, 678, 680, 688, 799, 642, 727, 720, 788, 772, 767, 732, 768, 668, 723, 797, 794, 709, 687, 705, 753, 777, 752, 712, 707, 732, 787, 756, 697, 799, 809, 804, 737, 693, 648, 776, 725, 770, 678, 694, 686, 794, 779, 791, 727, 669, 806, 726, 804, 661, 689, 783, 735, 776, 787, 683, 782, 786, 794, 797, 744, 741, 686, null, 793, 701, 648, 808, 638, 750, 769, 645, 768, 701, 759, 636, 765, 794, 790, 744, 751, 715, 804, 620, 769, 720, 807, 688, 756, 770, 799, 754, 744, 775, 792, 705, 778, 780, 729, 809, 750, 780, 792, 729, 740, 717, 767, 787, 724, 760, 788, 729, 682, 644, 702, 750, 791, 726, 795, 703, 754, 814, 775, 763, 657, 684, 690, 777, 693, 772, 725, 645, 756, 633, 755, 704, 760, 711, 686, 785, 691, 753, 650, 706, 804, 789, 707, 790, 662, 711, 797, 729, 651, 699, 797, 667, 726, 788, 696, 715, 744, 762, 779, 770, 777, 790, 718, 650, 733, 750, 793, 670, 753, 753, 743, 641, 635, 688, 697, 683, 636, 680, 746, 688, 706, 648, 752, 754, 809, 629, 742, 702, 757, 656, 754, 654, 794, 770, 764, 806, 736, 781, 745, 782, 661, 679, 726, 708, 736, 709, 712, 688, 760, 709, 756, 753, 708, 737, 705, 710, 648, 804, 744, 727, 769, 775, 773, 700, 802, 696, 687, 711, 663, 795, 633, 649, 775, 778, 763, 751, 647, 747, 790, 685, 766, 778, 659, 742, 759, 754, 755, 711, 714, 788, 713, 719, 812, 736, 795, 645, 696, 675, 787, 622, 727, 779, 799, 630, 807, 636, 755, 759, 742, 690, 759, 663, 686, 809, 788, 738, 774, 649, 691, 651, 792, 793, 724, 791, 781, 772, 702, 691, 783, 694, 643, 782, 747, 728, 791, 665, 771, 736, 695, 720, 702, 794, 707, 703, 804, 718, 645, 650, 797, 783, 681, 690, 816, 773, 706, 665, 741, 766, 787, 755, 743, 767, 753, 774, 791, 773, 817, 765, 687, 666, 686, 750, 761, 685, 706, 729, 813, 702, 657, 796, 772, 683, 708, 721, 770, 790, 772, 659, 706, 705, 791, 696, 684, 740, 799, 784, 794, 652, 718, 741, 796, 740, 716, 745, 678, 772, 648, 661, 795, 798, 724, 727, 761, 702, 772, 670, 812, 718, 689, 705, 791, 778, 726, 782, 704, 645, 748, 719, 723, 651, 815, 782, 629, 790, 669, 657, 763, 793, 775, 673, 662, 667, 726, 795, 666, 716, 751, 620, 791, 778, 767, 772, 658, 799, 730, 685, 786, 726, 745, 680, 706, 788, 735, 779, 723, 695, 665, 742, 721, 754, 675, 811, 702, 644, 698, 734, 668, 727, 793, 806, 676, 778, 791, 769, 657, 695, 679, 620, 717, 722, 793, 648, 776, 706, 702, 797, 739, 701, 766, 693, 692, 779, 676, 786, 778, 714, 633, 684, 688, 725, 808, 707, 813, 623, 793, 658, 753, 792, 622, 722, 770, 662, 733, 750, 777, 700, 659, 732, 799, 786, 693, 704, 746, 768, 732, 813, 800, 672, 799, 686, 666, 736, 728, 791, 775, 749, 782, 782, 694, 717, 704, 784, 744, 680, 794, 798, 767, 665, 684, 802, 624, 788, 746, 798, 787, 696, 812, 730, 726, 727, 683, 783, 683, 776, 622, 658, 620, 764, 672, 813, 707, 753, 639, 671, 697, 768, 758, 707, 629, 779, 725, 725, 812, 679, 655, 761, 757, 674, 696, 741, 729, 698, 787, 697, 757, 683, 758, 778, 812, 791, 805, 783, 701, 757, 747, 698, 689, 756, 691, 795, 806, 631, 737, 792, 719, 639, 631, 708, 735, 761, 749, 632, 684, 679, 695, 687, 683, 748, 743, 726, 776, 806, 692, 692, 791, 724, 782, 791, 801, 718, 694, 740, 726, 783, 768, 774, 759, 767, 722, 622, 756, 681, 739, 666, 772, 780, 784, 716, 714, 699, 651, 675, 813, 796, 695, 754, 802, 765, 736, 685, 791, 714, 791, 805, 758, 703, 694, 794, 669, 700, 766, 745, 745, 662, 777, 760, 767, 794, 775, 679, 720, 769, 795, 784, 716, 663, 739, 670, 762, 798, 666, 675, 785, 742, 657, 715, 753, 710, 740, 734, 669, 744, 790, 716, 782, 646, 626, 792, 744, 765, 798, 747, 719, 705, 772, 716, 696, 798, 811, 705, 658, 774, 674, 791, 725, 799, 780, 702, 789, 740, 801, 800, 808, 799, 815, 677, 733, 655, 709, 748, 808, 814, 670, 738, 690, 786, 666, 794, 753, 757, 783, 635, 737, 734, 728, 722, 713, 812, 714, 646, 766, 625, 783, 787, 794, 729, 662, 702, 817, 667, 775, 703, 662, 747, 771, 817, 685, 624, 688, 795, 686, 747, 778, 718, 732, 756, 630, 794, 769, 699, 645, 747, 804, 811, 685, 696, 796, 648, 803, 636, 704, 720, 716, 683, 742, 805, 790, 777, 723, 759, 805, 730, 741, 662, 798, 732, 766, 762, 782, 758, 790, 644, 728, 651, 718, 771, 763, 715, 638, 772, 725, 732, 706, 673, 780, 714, 793, 664, 784, 798, 754, 813, 785, 742, 804, 772, 779, 788, 787, 810, 770, 801, 788, 684, 685, 686, 768, 704, 703, 786, 676, 688, 675, 793, 783, 776, 719, 790, 777, 811, 758, 767, 653, 730, 809, 718, 804, 675, 720, 654, 674, 813, 774, 742, 813, 631, 714, 717, 731, 662, 768, 768, 773, 630, 801, 779, 711, 736, 625, 714, 703, 765, 799, 794, 809, 717, 647, 820, 724, 725, 729, 726, 731, 691, 751, 762, 799, 754, 803, 739, 688, 774, 782, 662, 735, 667, 775, 741, 705, 808, 787, 775, 730, 727, 752, 697, 697, 727, 802, 740, 668, 806, 788, 769, 756, 725, 730, 786, 744, 706, 736, 776, 793, 697, 681, 623, 624, 733, 809, 804, 654, 717, 649, 731, 713, 773, 752, 704, 769, 720, 696, 687, 706, 729, 790, 680, 689, 781, 784, 759, 735, 739, 768, 724, 798, 728, 709, 671, 718, 770, 678, 779, 768, 750, 666, 782, 790, 710, 715, 721, 733, 681, 705, 789, 667, 696, 790, 740, 725, 766, 640, 758, 657, 744, 707, 754, 727, 734, 640, 794, 646, 805, 668, 728, 729, 716, 700, 761, 647, 808, 672, 687, 623, 703, 796, 727, 739, 784, 678, 791, 709, 798, 779, 705, 697, 720, 693, 746, 770, 700, 704, 710, 685, 637, 661, 812, 693, 806, 662, 738, 726, 715, 787, 731, 621, 773, 735, 635, 801, 711, 711, 736, 790, 776, 757, 735, 720, 700, 715, 697, 704, 814, 673, 780, 746, 760, 771, 662, 753, 732, 793, 776, 793, 689, 693, 662, 677, 673, 764, 785, 762, 743, 737, 747, 714, 699, 701, 765, 710, 626, 774, 685, 804, 804, 738, 817, 643, 742, 741, 716, 717, 774, 696, 749, 683, 753, 738, 667, 780, 665, 786, 776, 746, 700, 693, 763, 695, 792, 790, 821, 798, 782, 784, 750, 704, 738, 738, 801, 722, 709, 684, 680, 684, 724, 726, 764, 705, 731, 720, 767, 731, 655, 713, 735, 735, 783, 767, 750, 707, 762, 674, 734, 736, 694, 782, 773, 694, 749, 817, 758, 657, 794, 787, 790, 739, 705, 626, 695, 749, 686, 720, 778, 677, 685, 753, 715, 730, 684, 766, 695, 771, 801, 784, 809, 695, 814, 681, 756, 782, 759, 656, 735, 756, 712, 650, 690, 801, 753, 729, 795, 663, 753, 778, 713, 728, 718, 713, 737, 755, 791, 668, 766, 756, 766, 809, 785, 627, 675, 816, 714, 731, 766, 806, 799, 732, 734, 813, 766, 685, 811, 689, 668, 713, 697, 631, 751, 762, 797, 776, 695, 762, 667, 802, 770, 681, 768, 797, 773, 786, 704, 711, 807, 762, 733, 688, 766, 659, 655, 774, 773, 778, 693, 778, 777, 713, 762, 624, 781, 803, 733, 751, 758, 696, 659, 768, 719, 759, 806, 780, 626, 713, 771, 740, 783, 733, 799, 676, 742, 631, 730, 712, 692, 759, 743, 696, 702, 788, 724, 744, 761, 803, 756, 679, 719, 692, 694, 683, 744, 759, 715, 709, 795, 780, 631, 790, 757, 806, 766, 742, 656, 688, 759, 783, 771, 639, 787, 765, 782, 783, 755, 725, 751, 805, 707, 710, 719, 655, 675, 699, 711, 629, 755, 795, 799, 642, 778, 746, 674, 712, 800, 695, 773, 687, 720, 694, 798, 806, 629, 817, 716, 667, 654, 756, 795, 725, 716, 717, 803, 711, 803, 733, 715, 796, 703, 718, 701, 678, 691, 723, 649, 740, 702, 732, 812, 687, 774, 648, 771, 722, 727, 665, 784, 622, 736, 796, 753, 692, 744, 765, 768, 687, 715, 785, 747, 674, 786, 812, 799, 706, 699, 789, 721, 646, 743, 794, 776, 714, 766, 758, 776, 783, 759, 675, 761, 764, 726, 722, 802, 743, 710, 677, 812, 793, 662, 702, 725, 798, 750, 651, 756, 708, 770, 780, 793, 808, 758, 770, 780, 710, 717, 719, 776, 709, 785, 720, 738, 767, 753, 665, 773, 770, 652, 795, 737, 798, 691, 786, 664, 723, 716, 739, 718, 717, 786, 716, 694, 680, 723, 804, 753, 739, 748, 700, 800, 790, 664, 788, 756, 798, 763, 694, 671, 771, 722, 695, 738, 757, 795, 760, 622, 727, 748, 790, 647, 660, 681, 674, 713, 780, 783, 677, 747, 797, 707, 651, 759, 714, 740, 814, 687, 659, 726, 663, 769, 753, 789, 765, 756, 786, 627, 633, 701, 797, 808, 699, 671, 681, 757, 728, 765, 796, 800, 678, 797, 795, 744, 807, 687, 798, 725, 771, 689, 781, 783, 758, 694, 641, 762, 681, 749, 731, 668, 668, 825, 713, 694, 774, 796, 766, 656, 750, 699, 699, 797, 801, 646, 718, 692, 704, 703, 747, 782, 674, 731, 688, 700, 801, 698, 710, 662, 739, 714, 700, 797, 724, 752, 678, 744, 723, 650, 712, 809, 709, 776, 694, 653, 720, 787, 805, 714, 802, 696, 802, 659, 792, 686, 656, 767, 744, 672, 718, 762, 785, 727, 676, 645, 778, 742, 801, 770, 739, 790, 729, 686, 718, 694, 657, 706, 818, 784, 737, 776, 796, 706, 754, 712, 706, 620, 733, 671, 798, 809, 629, 741, 654, 768, 825, 802, 814, 632, 800, 773, 625, 738, 723, 635, 789, 775, 679, 787, 663, 637, 670, 749, 748, 722, 724, 679, 718, 713, 674, 711, 788, 730, 707, 704, 699, 768, 682, 649, 689, 693, 779, 783, 786, 686, 623, 695, 779, 644, 801, 775, 798, 727, 674, 777, 749, 715, 736, 656, 741, 744, 718, 785, 793, 788, 681, 705, 727, 759, 804, 790, 689, 755, 626, 653, 781, 769, 804, 804, 801, 781, 798, 690, 805, 622, 721, 798, 796, 699, 809, 714, 637, 724, 681, 799, 785, 719, null, 761, 702, 789, 731, 713, 790, 803, 705, 729, 726, 738, 738, 668, 745, 727, 681, 749, 676, 667, 775, 736, 794, 799, 653, 751, 823, 772, 773, 743, 724, 795, 799, 726, 718, 793, 737, 713, 729, 749, 718, 627, 702, 693, 626, 704, 697, 809, 801, 781, 792, 671, 752, 773, 779, 765, 776, 801, 783, 757, 811, 770, 797, 662, 747, 754, 711, 766, 675, 783, 770, 758, 705, 780, 804, 744, 723, 760, 666, 695, 795, 763, 629, 794, 651, 639, 656, 692, 772, 637, 665, 737, 696, 785, 665, 761, 753, 701, 713, 729, 739, 690, 707, 716, 686, 720, 779, 678, 792, 798, 673, 707, 689, 678, 713, 733, 720, 737, 757, 654, 788, 675, 791, 624, 637, 724, 756, 701, 669, 709, 696, 732, 769, 693, 784, 741, 817, 730, 700, 743, 806, 817, 815, 730, 640, 683, 800, 725, 733, 741, 671, 717, 686, 745, 720, 743, 709, 771, 788, 763, 624, 798, 703, 779, 759, 694, 689, 788, 686, 711, 791, 762, 705, 799, 644, 801, 666, 677, 637, 802, 668, 644, 794, 714, 771, 779, 782, 703, 779, 698, 735, 685, 754, 782, 624, 624, 792, 692, 760, 773, 752, 693, 689, 769, 746, 774, 625, 750, 704, 661, 787, 806, 703, 672, 801, 739, 759, 709, 726, 714, 701, 689, 655, 791, 668, 699, 653, 780, 805 ], "xaxis": "x3", "yaxis": "y3" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0, "x": 0.75, "y": 1.25 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "FICO Histogram by Lender (January 2017)" }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.3133333333333333 ], "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.3333333333333333, 0.6466666666666666 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis3": { "anchor": "y3", "autorange": true, "domain": [ 0.6666666666666666, 0.98 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 898.9473684210526 ], "title": { "text": "Loan Count" } }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false }, "yaxis3": { "anchor": "x3", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false } } }, "image/png": "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", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# implementing fix recommended by Plotly's dev to drop facet labels\n", "lender_fico_hist.layout.annotations = []\n", "\n", "# displaying the final draft of our output\n", "lender_fico_hist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can put all the code together into a final version of the figure with all of our improvements made in a single cell, as shown below." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=JPMorgan
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=JPMorgan", "marker": { "color": "#636efa" }, "name": "Lender=JPMorgan", "nbinsx": 100, "offsetgroup": "Lender=JPMorgan", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 724, 744, 695, 738, 701, 775, 784, 733, 806, 746, 648, 808, 747, 793, 806, 759, 725, 774, 814, 706, 739, 703, 801, 732, 651, 803, 710, 704, 695, 689, 798, 749, 763, 793, 799, 785, 741, 809, 761, 742, 752, 786, 715, 792, 804, 682, 767, 771, 714, 774, 750, 784, 778, 679, 796, 763, 721, 768, 792, 787, 783, 769, 805, 723, 777, 720, 715, 725, 813, 717, 690, 795, 795, 781, 774, 697, 777, 786, 797, 808, 787, 724, 739, 799, 779, 801, 823, 688, 700, 793, 778, 772, 808, 784, 755, 679, 818, 738, 801, 680, 784, 787, 785, 792, 754, 706, 792, 763, 781, 789, 732, 763, 776, 724, 762, 716, 779, 704, 811, 796, 701, 763, 682, 673, 803, 753, 808, 683, 794, 775, 805, 789, 788, 723, 724, 697, 772, 806, 724, 701, 763, 756, 650, 775, 774, 768, 666, 779, 713, 790, 662, 765, 701, 732, 737, 765, 787, 732, 766, 766, 788, 800, 776, 805, 761, 751, 773, 801, 708, 780, 807, 795, 630, 785, 804, 771, 787, 760, 760, 744, 699, 778, 754, 631, 780, 749, 758, 770, 815, 759, 810, 694, 744, 737, 760, 788, 807, 813, 769, 745, 693, 797, 768, 794, 697, 663, 725, 759, 792, 789, 724, 771, 769, 754, 773, 760, 753, 783, 788, 749, 804, 812, 791, 779, 630, 782, 771, 669, 749, 754, 789, 800, 783, 808, 722, 804, 661, 709, 798, 808, 777, 762, 708, 792, 725, 757, 808, 735, 716, 718, 755, 778, 801, 801, 712, 769, 720, 808, 773, 787, 714, 690, 792, 721, 791, 790, 780, 690, 793, 791, 738, 819, 701, 761, 668, 770, 767, 716, 809, 680, 805, 818, 814, 803, 762, 762, 806, 783, 707, 689, 780, 813, 755, 708, 816, 737, 653, 777, 789, 805, 786, 773, 793, 694, 757, 800, 710, 780, 804, 760, 770, 728, 707, 807, 811, 811, 797, 817, 775, 805, 735, 778, 784, 740, 747, 787, 793, 796, 779, 700, 815, 783, 738, 744, 749, 739, 770, 805, 813, 805, 773, 763, 734, 775, 817, 759, 773, 740, 668, 809, 700, 727, 774, 797, 781, 686, 811, 714, 779, 788, 774, 796, 765, 706, 669, 773, 806, 773, 747, 683, 732, 772, 808, 762, 669, 746, 726, 786, 778, 779, 804, 713, 793, 641, 784, 770, 694, 645, 789, 788, 790, 708, 700, 770, 749, 811, 804, 784, 728, 781, 751, 758, 793, 686, 798, 770, 813, 703, 691, 762, 792, 783, 778, 748, 800, 775, 723, 681, 689, 757, 788, 791, 797, 810, 700, 784, 758, 809, 812, 706, 787, 755, 726, 693, 772, 703, 793, 718, 715, 762, 783, 711, 806, 757, 777, 720, 740, 707, 762, 790, 762, 665, 777, 713, 718, 725, 756, 714, 800, 813, 792, 804, 684, 766, 736, 795, 814, 756, 774, 775, 714, 726, 702, 810, 722, 782, 743, 765, 742, 764, 780, 802, 681, 788, 752, 702, 680, 738, 647, 783, 788, 780, 775, 708, 802, 761, 719, 725, 763, 677, 754, 751, 796, 686, 792, 738, 746, 792, 772, 804, 790, 795, 809, 811, 760, 673, 748, 745, 765, 748, 728, 775, 695, 802, 755, 741, 641, 744, 734, 810, 657, 704, 811, 784, 768, 810, 810, 671, 802, 683, 697, 796, 784, 717, 778, 715, 776, 723, 778, 746, 766, 783, 771, 774, 734, 806, 765, 782, 787, 730, 814, 775, 784, 796, 750, 691, 769, 750, 811, 744, 792, 663, 776, 702, 624, 815, 708, 742, 787, 744, 760, 779, 790, 703, 664, 792, 814, 724, 782, 701, 753, 668, 765, 769, 780, 743, 812, 797, 781, 719, 776, 758, 806, 776, 762, 817, 810, 812, 683, 753, 731, 806, 660, 655, 718, 799, 750, 803, 788, 791, 790, 728, 778, 750, 803, 759, 785, 817, 798, 784, 776, 779, 764, 829, 765, 776, 801, 811, 726, 689, 741, 707, 677, 736, 770, 754, 777, 794, 664, 761, 775, 719, 681, 776, 786, 661, 745, 756, 759, 743, 776, 759, 777, 764, 787, 722, 630, 776, 687, 783, 788, 774, 760, 808, 777, 798, 751, 802, 731, 757, 762, 804, 718, 719, 745, 760, 698, 789, 728, 811, 804, 809, 793, 786, 809, 747, 806, 803, 769, 707, 743, 804, 740, 695, 709, 747, 750, 793, 704, 743, 762, 781, 753, 771, 779, 786, 771, 757, 769, 752, 778, 817, 790, 625, 711, 762, 760, 769, 749, 790, 688, 823, 784, 665, 728, 719, 679, 777, 786, 717, 797, 695, 768, 718, 693, 793, 714, 776, 717, 727, 764, 778, 802, 765, 795, 769, 745, 670, 776, 818, 803, 744, 759, 678, 784, 812, 672, 785, 787, 777, 731, 780, 642, 804, 748, 751, 777, 719, 759, 770, 746, 725, 760, 804, 750, 802, 752, 729, 707, 712, 750, 803, 800, 705, 755, 766, 684, 710, 713, 809, 711, 779, 751, 753, 795, 782, 809, 796, 660, 797, 814, 767, 741, 700, 792, 723, 712, 752, 780, 803, 799, 764, 761, 736, 756, 803, 793, 726, 799, 746, 788, 802, 742, 756, 680, 682, 807, 791, 789, 639, 726, 801, 782, 810, 727, 723, 777, 716, 633, 752, 761, 780, 780, 699, 778, 791, 808, 800, 758, 809, 675, 787, 744, 746, 802, 774, 797, 751, 756, 802, 758, 774, 686, 761, 789, 804, 788, 756, 778, 798, 735, 772, 743, 799, 661, 798, 807, 778, 783, 791, 750, 751, 760, 759, 718, 739, 790, 720, 692, 781, 786, 813, 743, 699, 790, 794, 707, 793, 736, 785, 761, 726, 660, 771, 741, 797, 795, 735, 795, 690, 787, 794, 682, 804, 743, 791, 763, 712, 787, 808, 692, 804, 694, 784, 689, 795, 718, 711, 776, 744, 740, 810, 779, 811, 801, 744, 712, 703, 786, 762, 729, 780, 720, 662, 759, 758, 666, 815, 784, 719, 705, 779, 788, 749, 766, 797, 661, 721, 775, 740, 711, 812, 685, 682, 791, 711, 661, 684, 741, 793, 747, 801, 766, 787, 770, 819, 798, 719, 822, 720, 751, 745, 801, 806, 776, 756, 736, 721, 787, 741, 650, 772, 799, 716, 741, 709, 807, 800, 780, 759, 804, 781, 778, 816, 800, 689, 814, 805, 664, 800, 750, 789, 740, 773, 818, 696, 772, 817, 799, 808, 778, 685, 789, 767, 775, 775, 701, 775, 797, 790, 777, 760, 714, 728, 800, 782, 715, 690, 750, 779, 759, 749, 768, 636, 757, 801, 703, 753, 801, 779, 756, 822, 710, 818, 692, 774, 750, 713, 804, 808, 718, 725, 776, 697, 761, 714, 781, 695, 797, 790, 648, 795, 700, 771, 705, 778, 812, 789, 754, 755, 790, 695, 785, 751, 794, 751, 763, 763, 770, 788, 797, 729, 805, 800, 737, 707, 767, 711, 769, 803, 747, 755, 809, 711, 749, 711, 792, 770, 727, 766, 803, 706, 734, 787, 810, 734, 801, 756, 693, 799, 733, 743, 801, 765, 770, 688, 679, 736, 696, 804, 761, 704, 791, 790, 812, 820, 706, 749, 755, 814, 724, 703, 711, 773, 766, 760, 785, 774, 677, 781, 781, 774, 788, 657, 737, 783, 774, 753, 743, 820, 780, 695, 780, 778, 774, 799, 776, 797, 785, 769, 657, 813, 788, 782, 785, 739, 815, 775, 743, 757, 804, 745, 681, 743, 778, 799, 680, 769, 754, 774, 799, 788, 765, 772, 714, 689, 751, 750, 724, 631, 689, 735, 767, 671, 807, 802, 727, 755, 720, 809, 814, 628, 746, 806, 768, 755, 681, 797, 775, 758, 715, 804, 804, 780, 771, 729, 776, 762, 795, 804, 796, 771, 809, 781, 720, 760, 731, 741, 745, 766, 710, 786, 793, 762, 729, 813, 722, 697, 792, 763, 773, 744, 802, 727, 688, 787, 781, 789, 786, 725, 743, 763, 731, 804, 790, 776, 747, 755, 712, 751, 708, 725, 780, 722, 661, 722, 799, 718, 783, 802, 780, 801, 762, 819, 712, 741, 733, 800, 753, 800, 733, 762, 798, 779, 731, 783, 698, 749, 725, 739, 682, 746, 725, 771, 797, 722, 758, 823, 800, 770, 817, 776, 801, 796, 723, 804, 727, 791, 763, 700, 768, 768, 745, 699, 795, 796, 714, 753, 778, 735, 695, 798, 783, 804, 746, 773, 696, 806, 804, 718, 696, 786, 792, 801, 792, 803, 790, 709, 802, 752, 743, 774, 733, 802, 786, 785, 753, 745, 781, 777, 777, 623, 802, 777, 808, 734, 726, 784, 804, 679, 790, 790, 700, 768, 782, 778, 794, 743, 716, 741, 756, 809, 715, 794, 770, 786, 706, 748, 783, 738, 772, 777, 708, 813, 772, 807, 737, 676, 753, 814, 801, 808, 749, 745, 800, 807, 783, 793, 816, 729, 816, 726, 787, 797, 781, 711, 800, 792, 791, 808, 706, 801, 762, 722, 797, 776, 701, 711, 715, 745, 697, 644, 771, 795, 786, 789, 781, 770, 784, 761, 736, 777, 745, 709, 792, 703, 745, 802, 818, 788, 743, 759, 771, 784, 802, 709, 751, 802, 796, 757, 683, 744, 755, 784, 703, 797, 774, 787, 811, 750, 800, 784, 707, 787, 782, 765, 774, 792, 779, 714, 739, 809, 710, 746, 796, 745, 726, 805, 744, 817, 753, 687, 787, 749, 810, 678, 773, 785, 791, 775, 799, 784, 710, 709, 785, 727, 690, 703, 781, 732, 781, 763, 796, 721, 791, 776, 741, 773, 701, 810, 804, 804, 802, 698, 710, 760, 679, 782, 792, 754, 811, 788, 716, 789, 755, 735, 783, 800, 732, 806, 810, 752, 692, 704, 662, 725, 734, 770, 749, 712, 793, 789, 729, 742, 692, 719, 799, 750, 718, 683, 795, 772, 733, 793, 813, 752, 762, 813, 785, 748, 745, 711, 753, 785, 804, 803, 796, 770, 767, 791, 672, 751, 710, 755, 775, 706, 789, 813, 787, 767, 753, 761, 763, 681, 790, 727, 748, 797, 769, 773, 776, 781, 771, 718, 800, 784, 786, 797, 794, 809, 791, 700, 752, 772, 775, 739, 747, 717, 707, 682, 799, 762, 776, 688, 694, 696, 700, 794, 737, 820, 768, 786, 776, 747, 788, 695, 721, 809, 682, 728, 699, 703, 724, 745, 780, 749, 812, 801, 775, 770, 737, 700, 793, 782, 703, 769, 729, 785, 771, 740, 791, 727, 801, 803, 716, 775, 756, 768, 749, 718, 743, 654, 798, 654, 726, 773, 803, 749, 719, 790, 802, 806, 771, 725, 682, 708, 805, 799, 701, 720, 808, 782, 755, 802, 765, 727, 808, 798, 718, 750, 798, 750, 666, 783, 807, 808, 776, 816, 772, 780, 737, 778, 715, 785, 795, 775, 755, 708, 790, 808, 775, 737, 721, 798, 707, 726, 799, 726, 711, 762, 666, 808, 736, 762, 804, 743, 801, 800, 767, 680, 724, 806, 672, 775, 777, 723, 794, 783, 740, 734, 729, 684, 789, 775, 766, 726, 780, 773, 762, 762, 787, 691, 809, 794, 772, 767, 784, 779, 817, 738, 763, 755, 695, 747, 661, 812, 753, 777, 624, 767, 766, 809, 798, 755, 749, 756, 776, 703, 789, 624, 745, 801, 729, 696, 796, 683, 744, 746, 777, 701, 774, 721, 817, 776, 731, 794, 730, 739, 823, 808, 693, 674, 741, 686, 773, 714, 753, 752, 801, 727, 780, 720, 786, 787, 707, 748, 755, 758, 716, 818, 794, 819, 744, 715, 782, 765, 755, 809, 767, 808, 809, 759, 729, 799, 673, 800, 759, 708, 774, 722, 729, 771, 820, 802, 784, 637, 754, 765, 788, 770, 798, 795, 771, 727, 738, 736, 727, 733, 787, 726, 772, 699, 767, 764, 789, 739, 759, 800, 802, 784, 810, 806, 731, 746, 771, 711, 804, 808, 747, 793, 768, 792, 740, 727, 789, 760, 806, 794, 788, 725, 779, 774, 726, 764, 740, 800, 786, 665, 790, 734, 739, 682, 812, 800, 767, 765, 744, 684, 756, 794, 782, 737, 738, 761, 746, 819, 808, 719, 725, 752, 711, 810, 673, 812, 804, 774, 778, 801, 797, 774, 810, 751, 704, 755, 749, 733, 780, 680, 713, 793, 816, 719, 801, 814, 794, 776, 809, 803, 794, 712, 765, 771, 809, 756, 792, 803, 811, 809, 787, 776, 783, 804, 763, 773, 795, 770, 800, 721, 791, 776, 775, 769, 801, 725, 694, 726, 716, 778, 772, 797, 793, 779, 778, 729, 641, 798, 729, 808, 777, 759, 813, 741, 809, 795, 807, 738, 722, 753, 775, 790, 709, 772, 790, 779, 741, 770, 790, 793, 754, 785, 789, 647, 741, 731, 786, 753, 783, 793, 816, 693, 764, 807, 768, 720, 699, 740, 767, 769, 790, 790, 803, 798, 697, 795, 722, 757, 757, 795, 814, 802, 772, 766, 808, 808, 635, 744, 689, 729, 694, 724, 798, 780, 768, 812, 763, 759, 703, 791, 780, 663, 785, 717, 801, 718, 797, 716, 798, 760, 755, 801, 707, 762, 750, 726, 776, 762, 792, 802, 809, 814, 800, 742, 798, 813, 726, 784, 765, 800, 746, 700, 790, 802, 765, 790, 697, 817, 781, 720, 777, 675, 714, 776, 781, 734, 801, 706, 692, 666, 761, 734, 792, 762, 778, 755, 704, 765, 798, 802, 801, 762, 775, 709, 781, 790, 767, 719, 779, 690, 776, 686, 716, 798, 664, 799, 793, 779, 706, 807, 669, 810, 797, 761, 802, 807, 774, 783, 799, 722, 758, 703, 749, 726, 800, 758, 769, 749, 817, 792, 773, 799, 636, 773, 795, 800, 767, 750, 797, 780, 788, 717, 811, 708, 718, 704, 671, 797, 802, 691, 800, 734, 770, 788, 776, 793, 779, 744, 813, 800, 769, 768, 752, 761, 808, 704, 706, 786, 733, 707, 807, 732, 689, 783, 683, 793, 802, 749, 782, 706, 778, 798, 790, 724, 781, 717, 745, 813, 778, 702, 735, 714, 758, 790, 759, 780, 764, 693, 798, 714, 804, 818, 739, 803, 809, 766, 789, 694, 802, 646, 693, 743, 776, 749, 808, 758, 735, 807, 748, 769, 756, 812, 793, 802, 705, 769, 688, 751, 801, 783, 787, 808, 753, 736, 702, 746, 628, 705, 746, 754, 684, 811, 772, 791, 716, 808, 699, 682, 779, 745, 802, 791, 717, 761, 755, 647, 772, 817, 708, 804, 815, 801, 813, 702, 797, 719, 813, 734, 800, 796, 796, 761, 805, 688, 798, 747, 809, 750, 769, 778, 726, 788, 781, 740, 765, 728, 779, 674, 703, 775, 726, 693, 763, 754, 759, 765, 733, 724, 716, 798, 773, 699, 739, 698, 696, 772, 764, 797, 686, 713, 701, 665, 719, 798, 768, 811, 690, 729, 709, 766, 735, 798, 819, 779, 779, 712, 716, 693, 794, 785, 726, 697, 808, 770, 710, 776, 779, 736, 740, 731, 791, 715, 774, 810, 782, 731, 798, 792, 774, 808, 761, 764, 793, 621, 748, 820, 808, 771, 796, 684, 741, 739, 800, 783, 730, 794, 769, 651, 809, 756, 784, 798, 783, 739, 775, 735, 794, 763, 701, 791, 744, 774, 736, 774, 810, 671, 788, 764, 812, 788, 802, 738, 803, 697, 790, 785, 771, 791, 773, 763, 744, 689, 787, 793, 737, 806, 749, 805, 771, 719, 685, 730, 745, 707, 778, 748, 757, 798, 796, 795, 798, 685, 779, 790, 751, 731, 776, 719, 795, 762, 783, 737, 778, 807, 743, 787, 675, 786, 798, 738, 805, 788, 778, 662, 798, 689, 805, 755, 815, 786, 786, 712, 801, 766, 757, 799, 739, 696, 743, 677, 733, 815, 804, 773, 764, 684, 665, 674, 686, 688, 793, 793, 799, 700, 818, 734, 768, 786, 677, 796, 776, 760, 803, 690, 708, 795, 801, 699, 717, 810, 669, 686, 788, 786, 744, 770, 775, 760, 784, 806, 792, 762, 787, 701, 774, 799, 726, 783, 720, 767, 740, 797, 786, 715, 791, 783, 773, 778, 783, 805, 765, 787, 743, 661, 806, 729, 727, 749, 692, 753, 744, 698, 802, 688, 806, 715, 700, 759, 785, 791, 779, 802, 756, 686, 712, 789, 690, 782, 711, 701, 774, 798, 761, 800, 794, 639, 769, 767, 779, 804, 734, 736, 812, 713, 752, 707, 813, 747, 723, 813, 801, 666, 758, 726, 757, 802, 745, 771, 777, 800, 785, 756, 687, 806, 798, 804, 784, 734, 755, 751, 796, 818, 754, 748, 695, 729, 758, 639, 768, 732, 710, 775, 794, 782, 780, 791, 812, 720, 774, 776, 677, 791, 778, 782, 789, 702, 790, 755, 767, 805, 799, 752, 783, 808, 758, 779, 816, 805, 781, 797, 731, 754, 779, 657, 707, 808, 754, 789, 770, 810, 757, 681, 809, 749, 758, 765, 764, 789, 761, 807, 814, 717, 681, 732, 799, 765, 748, 707, 763, 778, 816, 803, 783, 802, 782, 793, 680, 787, 814, 815, 786, 773, 745, 795, 773, 825, 750, 787, 793, 772, 800, 810, 733, 763, 781, 765, 774, 750, 804, 780, 632, 738, 788, 774, 760, 777, 801, 767, 719, 793, 787, 752, 683, 756, 774, 794, 794, 738, 736, 728, 759, 756, 663, 718, 707, 802, 815, 681, 804, 772, 819, 747, 797, 714, 753, 742, 749, 720, 782, 692, 804, 739, 792, 726, 752, 677, 805, 727, 790, 759, 735, 800, 798, 722, 767, 752, 778, 771, 808, 756, 701, 623, 802, 711, 815, 637, 708, 628, 660, 782, 780, 799, 760, 794, 773, 794, 730, 737, 771, 687, 782, 683, 726, 740, 732, 763, 737, 648, 707, 806, 756, 780, 803, 746, 759, 808, 792, 801, 736, 729, 718, 720, 796, 751, 734, 778, 769, 733, 767, 724, 746, 801, 735, 729, 798, 715, 759, 666, 756, 664, 816, 706, 804, 803, 787, 806, 715, 815, 721, 647, 664, 723, 748, 709, 695, 709, 799, 671, 774, 796, 782, 807, 791, 802, 791, 788, 719, 799, 723, 814, 719, 800, 782, 780, 779, 777, 704, 727, 809, 820, 751, 669, 803, 735, 750, 798, 719, 741, 798, 814, 786, 750, 778, 711, 761, 792, 814, 748, 719, 765, 770, 805, 710, 802, 810, 809, 744, 765, 740, 791, 702, 772, 762, 808, 713, 804, 722, 801, 801, 726, 808, 765, 816, 738, 770, 758, 751, 793, 759, 792, 721, 757, 710, 788, 800, 797, 797, 732, 804, 814, 765, 739, 799, 741, 791, 780, 766, 753, 813, 784, 751, 709, 808, 750, 752, 694, 767, 661, 786, 672, 774, 757, 785, 801, 781, 669, 762, 728, 757, 684, 816, 793, 716, 761, 794, 801, 742, 811, 720, 812, 804, 792, 672, 781, 686, 764, 743, 680, 733, 794, 801, 729, 757, 800, 751, 720, 816, 809, 801, 695, 793, 829, 801, 782, 781, 781, 812, 812, 710, 764, 798, 749, 721, 778, 755, 788, 773, 773, 774, 801, 774, 722, 777, 808, 696, 813, 673, 775, 763, 724, 646, 810, 758, 715, 713, 757, 809, 761, 785, 730, 701, 793, 812, 715, 742, 759, 717, 806, 721, 802, 760, 678, 793, 770, 770, 794, 663, 785, 777, 748, 778, 792, 801, 778, 768, 801, 744, 764, 710, 758, 796, 806, 782, 713, 759, 726, 725, 774, 716, 652, 811, 768, 733, 802, 734, 744, 787, 814, 783, 785, 793, 739, 744, 742, 747, 741, 720, 671, 766, 768, 799, 773, 785, 742, 768, 790, 656, 809, 758, 780, 754, 800, 725, 768, 690, 763, 767, 716, 812, 770, 792, 802, 810, 706, 745, 726, 773, 703, 793, 785, 797, 767, 740, 778, 811, 767, 752, 799, 782, 759, 720, 781, 670, 779, 721, 705, 732, 791, 788, 757, 797, 729, 819, 726, 778, 782, 769, 710, 789, 703, 720, 760, 758, 787, 808, 763, 799, 711, 741, 812, 769, 776, 793, 751, 774, 808, 757, 756, 778, 769, 790, 654, 807, 764, 686, 797, 712, 761, 751, 726, 727, 729, 808, 717, 781, 766, 808, 782, 790, 792, 809, 754, 759, 800, 790, 785, 720, 796, 797, 706, 799, 770, 744, 778, 641, 799, 756, 811, 702, 690, 812, 691, 796, 774, 767, 796, 731, 737, 724, 779, 766, 770, 753, 800, 788, 750, 739, 745, 787, 803, 803, 689, 764, 686, 758, 755, 810, 724, 700, 768, 772, 776, 741, 697, 805, 779, 805, 801, 748, 809, 775, 768, 711, 754, 685, 812, 803, 782, 780, 791, 791, 788, 817, 775, 703, 728, 763, 653, 811, 721, 676, 768, 790, 747, 770, 796, 808, 705, 708, 759, 803, 716, 761, 698, 789, 726, 783, 767, 796, 810, 736, 817, 740, 773, 652, 758, 777, 739, 808, 775, 808, 732, 701, 722, 823, 714, 779, 814, 755, 782, 761, 689, 693, 737, 738, 742, 767, 735, 764, 789, 806, 812, 796, 762, 625, 725, 815, 747, 789, 777, 753, 731, 666, 806, 766, 809, 785, 817, 807, 807, 755, 709, 765, 667, 816, 809, 768, 779, 787, 702, 790, 802, 728, 778, 675, 744, 777, 750, 776, 820, 740, 754, 776, 708, 681, 664, 819, 760, 690, 704, 701, 801, 811, 684, 782, 702, 767, 763, 789, 812, 642, 809, 756, 810, 747, 766, 681, 788, 743, 679, 714, 695, 761, 798, 807, 801, 793, 790, 753, 788, 699, 717, 775, 776, 757, 768, 661, 766, 798, 789, 755, 793, 806, 762, 726, 726, 727, 800, 797, 765, 812, 728, 782, 777, 807, 751, 672, 707, 685, 693, 718, 721, 740, 718, 703, 706, 764, 694, 784, 808, 763, 809, 684, 778, 724, 809, 721, 739, 784, 707, 801, 739, 739, 640, 763, 764, 732, 751, 791, 686, 704, 766, 809, 767, 746, 754, 747, 740, 742, 808, 759, 742, 744, 690, 756, 809, 781, 740, 769, 798, 793, 780, 751, 800, 753, 702, 753, 729, 738, 802, 803, 794, 778, 801, 802, 748, 793, 772, 647, 740, 777, 744, 729, 759, 739, 798, 785, 796, 800, 755, 753, 774, 765, 815, 786, 705, 795, 809, 778, 810, 815, 739, 803, 793, 777, 739, 737, 733, 714, 785, 771, 774, 743, 718, 695, 766, 750, 772, 657, 724, 716, 796, 685, 753, 760, 764, 681, 759, 796, 792, 793, 766, 809, 733, 767, 730, 722, 733, 789, 773, 806, 822, 814, 812, 817, 771, 712, 743, 744, 797, 761, 756, 698, 734, 744, 715, 770, 688, 791, 802, 774, 795, 809, 694, 808, 789, 747, 806, 779, 803, 787, 658, 774, 792, 699, 741, 778, 797, 802, 669, 731, 624, 731, 737, 735, 741, 792, 754, 761, 702, 761, 810, 787, 698, 704, 812, 703, 674, 770, 742, 807, 780, 808, 775, 692, 742, 782, 776, 713, 686, 819, 751, 735, 797, 675, 717, 747, 703, 817, 669, 760, 764, 750, 663, 767, 782, 780, 792, 773, 724, 785, 793, 689, 711, 719, 762, 747, 754, 794, 781, 808, 699, 799, 794, 727, 746, 816, 728, 721, 714, 788, 760, 749, 814, 775, 784, 755, 790, 810, 800, 761, 735, 713, 788, 790, 744, 807, 714, 748, 810, 768, 714, 734, 774, 808, 705, 783, 714, 758, 780, 731, 780, 774, 770, 775, 720, 728, 780, 787, 677, 730, 668, 732, 753, 755, 791, 768, 699, 721, 773, 775, 803, 705, 798, 806, 702, 809, 674, 739, 804, 798, 794, 797, 742, 697, 702, 668, 776, 777, 768, 688, 713, 772, 761, 808, 805, 809, 778, 774, 702, 807, 808, 798, 811, 759, 763, 749, 714, 764, 794, 772, 713, 814, 707, 812, 739, 798, 767, 761, 764, 784, 739, 755, 774, 768, 753, 815, 796, 794, 787, 802, 799, 756, 737, 735, 786, 787, 741, 662, 755, 686, 753, 800, 810, 778, 786, 784, 758, 805, 801, 766, 685, 780, 752, 796, 793, 708, 760, 815, 760, 810, 726, 713, 711, 786, 738, 785, 788, 756, 808, 729, 778, 670, 719, 711, 705, 806, 797, 805, 724, 776, 678, 750, 759, 704, 812, 734, 743, 749, 796, 801, 700, 768, 663, 771, 721, 695, 787, 791, 770, 806, 755, 751, 769, 802, 795, 684, 742, 780, 771, 748, 785, 787, 805, 745, 782, 728, 757, 725, 722, 736, 683, 789, 757, 803, 790, 781, 740, 759, 779, 709, 774, 725, 797, 782, 748, 731, 776, 762, 708, 809, 789, 788, 744, 700, 763, 737, 682, 772, 778, 767, 731, 788, 754, 774, 693, 798, 675, 664, 775, 800, 759, 793, 803, 724, 777, 806, 797, 745, 783, 816, 777, 794, 727, 694, 746, 803, 789, 789, 774, 672, 786, 766, 733, 674, 755, 761, 804, 809, 708, 756, 798, 747, 793, 715, 805, 780, 776, 745, 695, 738, 815, 772, 823, 780, 820, 772, 812, 780, 763, 736, 740, 799, 758, 768, 807, 753, 777, 805, 797, 777, 686, 707, 698, 806, 654, 795, 732, 810, 782, 772, 746, 744, 784, 788, 804, 784, 773, 802, 776, 705, 782, 803, 729, 714, 791, 656, 709, 765, 771, 775, 795, 801, 819, 776, 666, 758, 685, 785, 796, 663, 795, 782, 685, 802, 779, 726, 713, 700, 781, 773, 773, 753, 750, 666, 788, 784, 661, 793, 769, 744, 773, 753, 779, 715, 806, 716, 697, 804, 782, 760, 793, 714, 685, 779, 738, 714, 713, 673, 805, 772, 800, 815, 721, 727, 771, 785, 796, 811, 750, 693, 774, 763, 696, 751, 737, 807, 742, 781, 703, 785, 798, 762, 760, 787, 782, 797, 677, 755, 769, 795, 768, 726, 682, 746, 787, 740, 783, 677, 762, 820, 712, 742, 787, 760, 704, 685, 687, 786, 707, 699, 774, 810, 708, 769, 765, 765, 718, 769, 768, 746, 690, 781, 805, 672, 782, 666, 780, 718, 810, 744, 670, 700, 747, 753, 803, 789, 691, 752, 682, 715, 801, 716, 686, 797, 700, 773, 790, 772, 709, 762, 742, 783, 707, 771, 758, 748, 690, 791, 720, 770, 798, 660, 739, 791, 755, 756, 780, 767, 758, 639, 772, 769, 702, 802, 812, 786, 716, 797, 752, 753, 669, 702, 692, 785, 793, 663, 749, 777, 808, 765, 808, 755, 782, 817, 768, 694, 804, 737, 803, 791, 741, 772, 778, 714, 759, 815, 701, 806, 820, 776, 764, 784, 769, 713, 776, 779, 739, 778, 667, 782, 801, 799, 704, 785, 768, 794, 734, 811, 809, 801, 734, 793, 721, 795, 801, 798, 795, 734, 753, 781, 766, 813, 786, 793, 783, 693, 811, 808, 790, 794, 797, 688, 753, 733, 808, 739, 754, 788, 638, 657, 737, 750, 808, 787, 798, 777, 777, 767, 796, 771, 743, 787, 805, 689, 808, 773, 680, 774, 799, 798, 782, 669, 762, 679, 672, 745, 813, 758, 776, 751, 789, 687, 742, 662, 792, 789, 685, 786, 713, 782, 764, 800, 718, 751, 759, 685, 766, 682, 752, 792, 800, 675, 774, 750, 769, 709, 756, 764, 721, 816, 812, 766, 720, 777, 755, 791, 707, 775, 768, 738, 801, 797, 727, 776, 696, 790, 788, 747, 816, 780, 792, 765, 726, 750, 758, 732, 778, 766, 804, 748, 793, 688, 724, 688, 774, 717, 750, 787, 646, 798, 760, 698, 749, 709, 758, 781, 714, 728, 771, 755, 646, 804, 692, 758, 692, 771, 752, 805, 790, 797, 765, 774, 707, 820, 697, 777, 776, 768, 745, 770, 800, 654, 754, 781, 731, 791, 732, 661, 789, 717, 748, 772, 795, 692, 755, 802, 806, 723, 774, 804, 759, 800, 746, 691, 697, 793, 800, 743, 809, 797, 751, 690, 703, 724, 790, 754, 790, 740, 787, 721, 688, 797, 812, 698, 768, 780, 751, 817, 769, 780, 782, 803, 801, 761, 698, 768, 804, 817, 773, 802, 671, 821, 722, 786, 817, 786, 683, 725, 695, 792, 715, 773, 777, 810, 694, 737, 795, 683, 786, 804, 765, 777, 707, 794, 760, 734, 659, 787, 795, 761, 793, 706, 766, 735, 791, 692, 647, 718, 756, 756, 712, 769, 806, 768, 792, 671, 799, 676, 789, 768, 787, 766, 644, 715, 748, 735, 761, 808, 703, 778, 792, 798, 787, 751, 675, 800, 780, 798, 792, 779, 738, 809, 676, 789, 793, 782, 751, 741, 809, 746, 723 ], "xaxis": "x", "yaxis": "y" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=Wells
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=Wells", "marker": { "color": "#EF553B" }, "name": "Lender=Wells", "nbinsx": 100, "offsetgroup": "Lender=Wells", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 815, 739, 798, 783, 769, 657, 727, 794, 725, 683, 798, 741, 719, 795, 766, 749, 790, 807, 697, 774, 733, 728, 804, 728, 676, 666, 696, 733, 649, 804, 805, 794, 802, 711, 773, 711, 679, 707, 806, 745, 793, 688, 782, 764, 771, 793, 764, 692, 788, 802, 779, 738, 763, 762, 813, 761, 795, 808, 720, 683, 742, 641, 815, 708, 801, 654, 780, 726, 737, 813, 766, 681, 700, 727, 758, 814, 653, 767, 795, 791, 791, 809, 794, 729, 756, 725, 775, 662, 793, 798, 755, 742, 718, 792, 795, 796, 738, 781, 797, 783, 687, 814, 789, 711, 806, 713, 709, 783, 647, 800, 770, 729, 736, 760, 781, 682, 809, 753, 765, 711, 628, 756, 777, 660, 763, 797, 777, 787, 778, 738, 745, 781, 784, 700, 763, 766, 736, 777, 794, 774, 785, 676, 718, 725, 742, 750, 641, 776, 735, 679, 668, 635, 783, 710, 800, 711, 788, 803, 800, 700, 691, 756, 663, 752, 786, 799, 810, 728, 789, 733, 793, 756, 744, 799, 813, 700, 670, 685, 721, 741, 642, 696, 776, 773, 811, 699, 680, 666, 731, 751, 802, 791, 715, 749, 793, 662, 773, 790, 777, 685, 794, 740, 794, 783, 735, 710, 767, 746, 702, 746, 786, 705, 808, 714, 787, 787, 731, 798, 678, 722, 811, 695, 808, 803, 788, 679, 755, 802, 664, 774, 694, 789, 684, 742, 802, 802, 711, 783, 799, 763, 774, 804, 796, 702, 756, 774, 808, 724, 787, 789, 789, 815, 631, 770, 772, 696, 744, 751, 630, 706, 686, 754, 713, 732, 702, 682, 683, 662, 785, 733, 793, 768, 796, 771, 668, 737, 687, 790, 741, 790, 731, 735, 722, 731, 724, 797, 759, 736, 710, 633, 784, 632, 787, 674, 796, 771, 811, 778, 764, 783, 773, 781, 763, 699, 810, 757, 802, 799, 667, 742, 752, 668, 725, 710, 778, 741, 667, 813, 696, 693, 754, 819, 678, 800, 671, 742, 744, 725, 654, 667, 711, 692, 752, 738, 636, 769, 680, 659, 796, 771, 731, 723, 705, 723, 766, 809, 774, 795, 765, 753, 726, 647, 733, 813, 734, 672, 691, 628, 750, 728, 787, 661, 761, 702, 796, 791, 785, 736, 802, 813, 746, 773, 801, 795, 811, 805, 765, 796, 783, 710, 656, 740, 780, 690, 778, 763, 799, 773, 706, 782, 645, 723, 764, 783, 800, 772, 770, 756, 629, 768, 790, 718, 738, 812, 770, 756, 751, 799, 712, 793, 790, 808, 791, 695, 789, 790, 661, 773, 768, 653, 810, 706, 762, 730, 797, 788, 710, 814, 798, 733, 797, 713, 764, 645, 798, 641, 793, 781, 663, 798, 800, 664, 722, 809, 810, 770, 777, 801, 717, 723, 735, 806, 717, 701, 687, 718, 807, 765, 781, 762, 809, 750, 753, 642, 708, 812, 729, 628, 688, 797, 669, 649, 686, 736, 786, 724, 768, 813, 789, 631, 784, 799, 795, 797, 690, 779, 784, 682, 717, 818, 773, 804, 694, 693, 761, 781, 782, 815, 701, 713, 712, 737, 787, 694, 800, 727, 808, 811, 720, 707, 763, 727, 766, 779, 677, 706, 757, 740, 796, 798, 759, 754, 781, 746, 765, 733, 736, 696, 796, 693, 733, 745, 682, 791, 732, 737, 795, 800, 727, 653, 727, 697, 726, 751, 791, 739, 774, 792, 689, 779, 744, 781, 801, 805, 800, 717, 808, 679, 721, 793, 709, 669, 631, 753, 689, 718, 762, 720, 806, 789, 671, 788, 774, 627, 758, 713, 749, 702, 822, 693, 724, 750, 726, 747, 741, 782, 672, 791, 718, 766, 786, 666, 790, 736, 786, 739, 796, 770, 701, 665, 706, 701, 759, 791, 692, 758, 709, 783, 802, 791, 793, 727, 694, 724, 729, 741, 790, 801, 715, 723, 716, 670, 667, 694, 680, 793, 734, 749, 776, 748, 775, 760, 787, 743, 704, 715, 787, 701, 658, 694, 703, 762, 694, 785, 648, 762, 709, 727, 723, 797, 697, 777, 811, 720, 656, 677, 722, 726, 792, 773, 698, 724, 683, 751, 786, 799, 768, 790, 809, 777, 700, 781, 748, 759, 688, 802, 779, 735, 807, 721, 632, 781, 750, 802, 721, 780, 718, 737, 711, 800, 744, 746, 785, 693, 795, 767, 683, 714, 756, 779, 777, 767, 789, 735, 778, 732, 786, 675, 711, 625, 788, 766, 764, 666, 790, 774, 724, 799, 698, 788, 648, 777, 722, 687, 762, 808, 756, 750, 749, 704, 757, 748, 789, 688, 794, 797, 722, 800, 796, 624, 704, 710, 683, 683, 780, 743, 662, 670, 701, 787, 750, 788, 750, 729, 677, 735, 704, 773, 751, 716, 804, 810, 710, 797, 696, 676, 782, 786, 651, 761, 799, 801, 750, 779, 740, 798, 770, 641, 736, 746, 716, 637, 806, 744, 653, 794, 647, 752, 733, 658, 744, 701, 694, 790, 680, 809, 715, 761, 768, 661, 799, 778, 810, 649, 765, 693, 630, 773, 738, 766, 757, 804, 731, 729, 694, 767, 728, 803, 727, 774, 720, 620, 668, 627, 650, 751, 800, 744, 733, 788, 746, 792, 745, 641, 772, 734, 732, 783, 703, 799, 782, 782, 744, 795, 776, 704, 643, 670, 765, 763, 796, 682, 698, 756, 729, 791, 690, 780, 748, 777, 797, 726, 743, 740, 732, 703, 821, 668, 724, 645, 764, 653, 767, 756, 690, 741, 703, 794, 800, 777, 804, 766, 796, 705, 804, 676, 809, 783, 763, 744, 732, 653, 764, 727, 662, 796, 766, 711, 807, 747, 700, 783, 747, 756, 790, 647, 812, 781, 784, 626, 666, 693, 801, 762, 810, 785, 759, 784, 705, 750, 716, 801, 712, 756, 765, 785, 757, 657, 794, 754, 640, 809, 750, 730, 745, 790, 793, 708, 620, 773, 797, 783, 784, 796, 754, 795, 709, 808, 788, 807, 650, 771, 701, 771, 808, 751, 770, 793, 757, 696, 779, 792, 703, 719, 701, 816, 662, 812, 685, 679, 756, 722, 757, 792, 772, 725, 758, 741, 649, 733, 741, 728, 767, 703, 722, 746, 800, 703, 625, 737, 706, 791, 779, 751, 758, 802, 713, 779, 809, 695, 731, 790, 716, 768, 745, 787, 713, 804, 717, 769, 741, 795, 800, 749, 741, 756, 709, 771, 778, 783, 698, 761, 787, 733, 804, 754, 789, 772, 763, 808, 792, 743, 704, 703, 661, 674, 806, 765, 799, 656, 778, 755, 794, 650, 773, 751, 785, 671, 649, 689, 724, 753, 791, 711, 790, 698, 819, 792, 704, 758, 754, 781, 791, 735, 812, 798, 641, 788, 727, 663, 800, 784, 806, 696, 779, 812, 713, 725, 777, 706, 781, 807, 778, 743, 729, 798, 730, 806, 713, 785, 747, 760, 776, 797, 769, 793, 747, 764, 807, 623, 645, 708, 771, 813, 712, 817, 713, 690, 771, 770, 805, 755, 787, 759, 798, 669, 796, 814, 749, 777, 758, 778, 772, 711, 806, 714, 693, 655, 691, 735, 622, 784, 802, 749, 755, 734, 699, 810, 753, 759, 719, 698, 778, 791, 772, 803, 788, 798, 689, 775, 753, 736, 695, 708, 746, 758, 738, 797, 725, 790, 750, 752, 736, 721, 683, 673, 659, 728, 790, 637, 643, 792, 722, 800, 789, 798, 737, 817, 780, 789, 759, 750, 752, 768, 776, 655, 804, 798, 800, 789, 799, 687, 782, 818, 811, 808, 720, 628, 694, 787, 759, 772, 812, 687, 791, 712, 786, 812, 775, 720, 738, 792, 722, 693, 698, 707, 750, 808, 740, 684, 735, 695, 663, 762, 751, 763, 711, 791, 643, 693, 710, 747, 799, 672, 803, 707, 720, 685, 780, 772, 759, 799, 707, 796, 781, 804, 696, 789, 712, 803, 778, 791, 749, 781, 667, 748, 671, 770, 787, 798, 814, 766, 762, 756, 801, 693, 647, 800, 782, 690, 762, 709, 690, 759, 715, 728, 666, 802, 750, 721, 806, 631, 630, 771, 770, 724, 768, 725, 811, 795, 766, 816, 752, 772, 806, 727, 620, 754, 781, 630, 653, 745, 781, 693, 734, 705, 763, 715, 757, 794, 770, 784, 755, 741, 789, 731, 744, 731, 716, 795, 691, 728, 752, 672, 755, 732, 764, 772, 773, 776, 736, 792, 813, 746, 777, 760, 792, 756, 716, 801, 778, 689, 726, 767, 756, 733, 816, 680, 798, 783, 770, 713, 777, 787, 699, 795, 815, 802, 796, 785, 653, 789, 686, 750, 722, 740, 760, 746, 663, 762, 807, 728, 726, 758, 796, 738, 773, 680, 744, 797, 708, 741, 791, 754, 730, 801, 771, 766, 641, 725, 798, 717, 787, 790, 790, 712, 663, 705, 806, 722, 774, 759, 816, 778, 809, 793, 710, 727, 749, 762, 783, 725, 760, 781, 760, 786, 642, 646, 725, 677, 738, 682, 729, 801, 770, 775, 725, 793, 787, 757, 810, 689, 706, 727, 767, 809, 653, 732, 733, 789, 764, 723, 765, 715, 805, 724, 651, 629, 686, 773, 751, 661, 718, 620, 809, 778, 726, 676, 718, 713, 785, 708, 754, 758, 784, 801, 805, 797, 755, 787, 656, 785, 719, 776, 782, 693, 803, 699, 811, 704, 757, 790, 772, 678, 684, 732, 790, 762, 705, 784, 760, 792, 699, 812, 816, 769, 775, 689, 688, 735, 789, 711, 773, 773, 737, 703, 782, 736, 760, 781, 805, 636, 745, 738, 736, 679, 677, 807, 745, 761, 674, 763, 721, 741, 754, 658, 637, 783, 672, 797, 784, 761, 647, 725, 769, 704, 731, 793, 713, 686, 719, 733, 677, 743, 801, 798, 775, 758, 797, 738, 688, 798, 794, 808, 798, 739, 773, 790, 630, 749, 750, 664, 641, 787, 733, 637, 779, 696, 746, 723, 777, 771, 688, 706, 722, 651, 701, 701, 659, 809, 793, 820, 739, 743, 743, 730, 797, 723, 787, 801, 763, 740, 657, 777, 748, 729, 750, 767, 747, 739, 795, 804, 671, 750, 754, 794, 714, 782, 783, 759, 705, 724, 718, 721, 762, 804, 778, 793, 766, 753, 713, 737, 718, 780, 802, 620, 784, 716, 779, 776, 746, 776, 782, 741, 668, 716, 624, 765, 801, 746, 778, 770, 791, 764, 656, 650, 685, 780, 702, 763, 811, 753, 797, 759, 793, 771, 792, 766, 731, 779, 799, 779, 709, 661, 757, 792, 803, 756, 746, 772, 779, 816, 813, 734, 755, 774, 746, 780, 695, 750, 793, 659, 785, 770, 703, 662, 791, 776, 793, 704, 740, 723, 718, 771, 816, 770, 807, 662, 711, 753, 728, 812, 665, 755, 798, 731, 724, 807, 728, 675, 789, 702, 770, 781, 788, 643, 785, 686, 682, 793, 767, 728, 784, 722, 812, 695, 715, 808, 804, 784, 787, 723, 740, 638, 760, 803, 658, 754, 732, 810, 785, 706, 722, 778, 713, 728, 778, 747, 815, 750, 635, 747, 740, 626, 715, 802, 809, 699, 730, 779, 720, 764, 767, 802, 801, 741, 729, 719, 750, 777, 793, 799, 728, 756, 694, 720, 692, 741, 727, 813, 743, 746, 644, 682, 658, 816, 748, 769, 754, 682, 654, 752, 638, 701, 788, 724, 793, 740, 806, 748, 775, 704, 779, 797, 768, 761, 776, 684, 674, 800, 728, 728, 812, 803, 795, 808, 769, 786, 729, 730, 750, 756, 779, 807, 713, 789, 772, 768, 804, 760, 670, 751, 728, 739, 806, 734, 787, 783, 724, 701, 638, 790, 701, 750, 746, 825, 721, 724, 716, 804, 687, 777, 707, 730, 775, 757, 722, 800, 726, 781, 711, 765, 700, 748, 746, 629, 724, 758, 727, 732, 792, 657, 751, 768, 680, 768, 813, 775, 808, 785, 792, 721, 773, 739, 786, 734, 678, 747, 633, 742, 820, 741, 805, 705, 775, 734, 761, 755, 732, 650, 743, 803, 765, 789, 780, 770, 683, 801, 638, 814, 775, 670, 733, 744, 765, 795, 764, 813, 818, 753, 738, 811, 789, 759, 640, 767, 813, 745, 787, 803, 784, 817, 756, 629, 749, 666, 725, 653, 738, 758, 714, 754, 728, 781, 802, 748, 751, 686, 788, 774, 738, 752, 798, 802, 774, 759, 751, 756, 676, 769, 751, 764, 778, 670, 794, 763, 772, 700, 720, 749, 775, 801, 806, 745, 779, 634, 738, 773, 687, 786, 726, 743, 775, 735, 685, 793, 738, 770, 790, 703, 729, 631, 656, 741, 765, 736, 817, 710, 784, 719, 696, 801, 756, 781, 781, 808, 621, 766, 715, 808, 776, 772, 742, 817, 784, 682, 710, 698, 697, 759, 635, 620, 770, 729, 700, 737, 684, 791, 788, 799, 776, 749, 777, 780, 766, 739, 736, 788, 762, 723, 720, 763, 744, 785, 706, 653, 778, 728, 699, 782, 729, 726, 769, 792, 803, 717, 726, 740, 774, 750, 703, 773, 682, 717, 693, 774, 644, 620, 692, 795, 741, 735, 809, 773, 714, 691, 798, 708, 733, 717, 670, 778, 710, 654, 689, 709, 808, 816, 725, 655, 691, 745, 809, 792, 745, 740, 759, 740, 773, 773, 685, 774, 700, 787, 790, 764, 663, 797, 717, 727, 671, 799, 796, 760, 778, 781, 669, 699, 780, 729, 777, 721, 798, 758, 801, 737, 703, 717, 729, 774, 713, 802, 806, 740, 717, 693, 668, 787, 819, 678, 728, 761, 693, 788, 814, 792, 703, 667, 742, 667, 717, 715, 682, 782, 764, 777, 681, 651, 727, 751, 754, 782, 777, 776, 809, 764, 756, 787, 764, 703, 788, 712, 680, 731, 771, 737, 757, 815, 728, 791, 770, 801, 784, 738, 761, 731, 755, 711, 713, 712, 773, 809, 788, 798, 623, 689, 770, 744, 769, 723, 744, 789, 801, 739, 812, 777, 665, 755, 702, 640, 800, 703, 766, 773, 701, 785, 786, 696, 737, 809, 742, 700, 799, 755, 787, 807, 664, 680, 737, 801, 786, 660, 791, 719, 788, 787, 811, 667, 786, 784, 770, 769, 788, 807, 782, 734, 803, 808, 809, 679, 784, 789, 678, 720, 638, 741, 737, 806, 734, 802, 786, 748, 703, 682, 711, 790, 726, 679, 682, 811, 684, 802, 793, 730, 752, 774, 720, 755, 736, 752, 808, 722, 703, 643, 698, 643, 816, 810, 793, 736, 772, 656, 800, 711, 687, 784, 787, 793, 772, 770, 639, 792, 763, 745, 770, 797, 771, 724, 723, 797, 709, 777, 762, 778, 691, 787, 728, 762, 798, 764, 749, 796, 795, 780, 712, 786, 735, 747, 802, 680, 762, 690, 753, 724, 685, 790, 775, 688, 783, 749, 794, 752, 796, 691, 818, 667, 812, 772, 729, 818, 735, 701, 668, 664, 739, 804, 682, 707, 765, 718, 738, 734, 750, 779, 761, 725, 705, 696, 716, 818, 772, 777, 776, 755, 684, 631, 791, 678, 708, 740, 695, 779, 661, 712, 717, 686, 663, 630, 633, 802, 756, 755, 696, 785, 787, 789, 794, 767, 817, 633, 816, 704, 769, 713, 769, 778, 758, 735, 760, 803, 775, 766, 797, 772, 790, 725, 808, 756, 781, 698, 757, 795, 772, 641, 738, 803, 717, 790, 791, 637, 711, 726, 799, 657, 786, 770, 625, 738, 738, 796, 814, 715, 660, 706, 788, 760, 799, 756, 799, 750, 630, 752, 796, 788, 794, 725, 764, 725, 726, 810, 779, 751, 774, 793, 801, 670, 644, 802, 801, 790, 717, 786, 726, 756, 680, 729, 703, 757, 712, 738, 781, 724, 649, 642, 759, 764, 732, 810, 626, 781, 774, 710, 691, 790, 784, 802, 633, 791, 758, 754, 718, 802, 791, 804, 788, 792, 774, 779, 634, 755, 801, 718, 792, 786, 708, 780, 686, 710, 820, 675, 715, 754, 755, 809, 770, 758, 766, 804, 811, 681, 732, 743, 808, 773, 793, 808, 690, 769, 733, 812, 771, 704, 643, 773, 784, 779, 681, 777, 786, 752, 737, 727, 722, 627, 623, 698, 727, 726, 631, 792, 628, 792, 789, 670, 750, 784, 762, 770, 761, 695, 723, 780, 779, 771, 677, 758, 757, 787, 777, 733, 626, 765, 809, 738, 750, 760, 672, 722, 713, 646, 771, 778, 755, 688, 778, 808, 735, 761, 731, 796, 777, 772, 725, 740, 752, 744, 806, 699, 787, 792, 706, 769, 795, 760, 760, 725, 766, 748, 683, 766, 786, 685, 809, 812, 771, 728, 735, 735, 769, 728, 723, 660, 807, 743, 820, 790, 643, 719, 792, 695, 806, 734, 757, 689, 785, 731, 704, 721, 716, 712, 786, 761, 637, 684, 684, 751, 780, 734, 778, 788, 792, 809, 820, 791, 692, 773, 783, 745, 760, 682, 785, 801, 727, 752, 660, 721, 712, 728, 767, 715, 623, 803, 766, 653, 689, 724, 747, 685, 798, 649, 779, 764, 782, 747, 811, 741, 756, 766, 727, 762, 686, 759, 631, 790, 779, 718, 772, 738, 753, 796, 649, 789, 786, 691, 709, 808, 759, 798, 716, 740, 803, 718, 788, 654, 737, 633, 648, 769, 784, 725, 758, 782, 809, 810, 716, 680, 791, 793, 627, 793, 766, 785, 770, 798, 763, 744, 794, 815, 792, 777, 802, 753, 730, 650, 775, 657, 736, 768, 697, 809, 740, 644, 729, 789, 688, 763, 749, 725, 710, 779, 724, 794, 766, 698, 747, 767, 686, 813, 714, 740, 768, 778, 719, null, 714, 780, 798, 774, 699, 710, 691, 659, 750, 647, 752, 796, 796, 680, 653, 769, 755, 681, 805, 681, 684, 730, 789, 786, 755, 782, 787, 787, 734, 673, 803, 762, 678, 672, 691, 736, 787, 800, 748, 657, 697, 773, 802, 759, 774, 765, 700, 754, 671, 744, 789, 760, 644, 762, 798, 763, 779, 729, 725, 719, 699, 671, 786, 763, 768, 773, 679, 784, 724, 671, 781, 787, 768, 759, 809, 795, 804, 698, 726, 775, 745, 771, 700, 735, 767, 777, 727, 737, 724, 803, 696, 686, 697, 686, 683, 708, 780, 730, 801, 756, 808, 640, 742, 768, 782, 737, 780, 723, 764, 804, 776, 800, 757, 729, 757, 723, 706, 695, 728, 735, 699, 734, 767, 720, 753, 797, 786, 752, 814, 748, 696, 736, 711, 689, 695, 778, 716, 664, 696, 699, 777, 792, 809, 796, 806, 719, 767, 675, 790, 778, 726, 728, 808, 792, 628, 795, 738, 721, 814, 770, 711, 804, 674, 757, 744, 708, 787, 688, 700, 777, 764, 801, 727, 742, 793, 797, 754, 802, 755, 688, 769, 765, 685, 792, 812, 742, 795, 775, 717, 708, 734, 709, 726, 695, 766, 767, 819, 688, 717, 742, 669, 641, 644, 687, 809, 697, 785, 792, 720, 661, 759, 731, 741, 798, 806, 778, 759, 718, 795, 809, 706, 774, 627, 771, 708, 763, 705, 765, 720, 725, 815, 809, 708, 757, 784, 712, 767, 681, 761, 754, 742, 788, 745, 721, 757, 793, 809, 776, 808, 808, 753, 753, 737, 698, 815, 693, 790, 779, 788, 744, 689, 757, 790, 778, 673, 748, 760, 759, 740, 702, 749, 707, 787, 795, 785, 755, 798, 775, 709, 811, 789, 723, 791, 787, 801, 758, 766, 767, 777, 782, 722, 725, 708, 784, 799, 749, 798, 794, 756, 799, 652, 747, 689, 782, 763, 750, 758, 715, 749, 756, 804, 791, 801, 660, 805, 800, 788, 791, 745, 784, 703, 707, 790, 780, 787, 654, 775, 802, 710, 706, 732, 794, 684, 776, 744, 703, 771, 673, 796, 693, 744, 654, 779, 670, 705, 767, 823, 787, 681, 786, 740, 740, 787, 708, 770, 792, 703, 784, 730, 792, 752, 678, 798, 788, 688, 808, 795, 724, 746, 767, 794, 739, 715, 817, 806, 811, 785, 724, 778, 780, 790, 723, 718, 628, 739, 794, 771, 804, 749, 711, 820, 797, 713, 678, 729, 823, 643, 673, 744, 793, 691, 728, 745, 700, 737, 693, 746, 808, 768, 771, 768, 785, 731, 709, 633, 786, 808, 755, 735, 820, 670, 707, 673, 786, 805, 787, 744, 797, 744, 764, 789, 782, 719, 693, 690, 791, 786, 801, 686, 798, 710, 808, 798, 777, 793, 729, 777, 695, 767, 801, 716, 730, 777, 788, 705, 797, 749, 660, 794, 786, 779, 644, 790, 671, 802, 632, 790, 688, 664, 809, 742, 778, 783, 797, 797, 654, 691, 791, 677, 658, 765, 735, 777, 791, 738, 766, 726, 731, 706, 798, 712, 806, 759, 765, 661, 766, 764, 730, 790, 803, 785, 809, 761, 691, 781, 784, 759, 666, 796, 775, 800, 630, 800, 734, 812, 707, 714, 770, 782, 737, 781, 672, 644, 688, 791, 709, 730, 667, 760, 793, 690, 758, 687, 741, 724, 813, 728, 801, 716, 657, 786, 763, 686, 772, 756, 728, 736, 658, 742, 711, 694, 738, 674, 726, 781, 791, 808, 745, 727, 704, 737, 793, 797, 676, 733, 719, 791, 784, 760, 806, 775, 778, 813, 768, 805, 734, 769, 771, 764, 742, 751, 763, 805, 759, 764, 777, 677, 726, 801, 805, 783, 754, 807, 727, 769, 775, 781, 644, 778, 726, 802, 801, 711, 652, 732, 792, 703, 796, 796, 730, 750, 714, 768, 798, 812, 760, 671, 747, 782, 671, 711, 784, 671, 700, 679, 715, 719, 746, 705, 775, 627, 692, 714, 815, 757, 672, 773, 754, 773, 800, 812, 680, 734, 799, 763, 745, 786, 715, 720, 791, 792, 688, 787, 800, 809, 809, 756, 673, 747, 757, 780, 782, 792, 760, 715, 691, 737, 743, 780, 722, 804, 776, 790, 696, 761, 646, 791, 742, 782, 729, 807, 767, 654, 773, 775, 632, 752, 760, 814, 663, 723, 799, 705, 704, 783, 716, 782, 683, 624, 754, 771, 751, 768, 689, 728, 754, 808, 747, 704, 713, 717, 681, 700, 784, 719, 793, 719, 680, 731, 728, 800, 650, 764, 774, 704, 717, 793, 740, 666, 683, 772, 718, 805, 703, 788, 796, 743, 731, 711, 766, 797, 622, 811, 620, 674, 743, 781, 678, 702, 799, 796, 814, 746, 708, 783, 696, 670, 707, 788, 738, 715, 649, 746, 720, 774, 748, 716, 769, 722, 699, 816, 691, 766, 726, 778, 757, 774, 654, 800, 710, 780, 783, 702, 633, 774, 794, 704, 684, 801, 771, 751, 657, 639, 823, 809, 794, 720, 735, 670, 731, 703, 756, 644, 718, 807, 788, 764, 786, 719, 805, 775, 787, 783, 669, 779, 791, 760, 716, 629, 797, 706, 656, 810, 788, 810, 681, 626, 731, 709, 790, 774, 661, 687, 690, 765, 786, 742, 695, 812, 796, 749, 761, 696, 683, 771, 670, 752, 816, 791, 771, 655, 790, 774, 747, 717, 776, 706, 814, 817, 783, 792, 765, 778, 784, 784, 724, 747, 793, 780, 779, 799, 778, 721, 802, 795, 731, 742, 756, 799, 792, 777, 800, 809, 749, 768, 644, 670, 647, 795, 667, 756, 800, 806, 660, 681, 725, 782, 768, 658, 759, 636, 667, 769, 790, 757, 705, 794, 740, 780, 719, 774, 763, 760, 788, 808, 703, 684, 727, 730, 661, 766, 747, 809, 801, 775, 749, 734, 801, 678, 773, 647, 622, 724, 812, 801, 696, 778, 663, 813, 683, 795, 706, 780, 708, 753, 761, 803, 768, 791, 806, 742, 797, 793, 729, 801, 757, 756, 778, 718, 633, 813, 755, 792, 746, 666, 788, 757, 735, 778, 679, 813, 727, 791, 779, 762, 796, 756, 764, 721, 737, 629, 691, 681, 685, 775, 750, 727, 723, 811, 751, 797, 802, 761, 740, 628, 758, 650, 656, 782, 768, 791, 733, 693, 750, 648, 742, 782, 726, 801, 704, 682, 666, 771, 785, 766, 773, 761, 785, 656, 791, 770, 719, 787, 724, 796, 756, 703, 706, 733, 767, 705, 728, 734, 745, 752, 658, 649, 770, 691, 791, 718, 719, 798, 723, 756, 638, 807, 793, 807, 777, 756, 715, 800, 706, 787, 785, 695, 695, 803, 743, 761, 799, 750, 799, 741, 761, 743, 753, 764, 716, 729, 704, 675, 766, 660, 722, 718, 644, 683, 733, 705, 736, 718, 717, 776, 769, 701, 721, 688, 629, 703, 631, 774, 635, 684, 775, 767, 815, 801, 779, 633, 695, 786, 729, 789, 713, 705, 756, 672, 725, 817, 721, 699, 767, 724, 799, 790, 782, 820, 801, 728, 742, 776, 681, 684, 688, 747, 656, 729, 680, 787, 775, 802, 777, 787, 625, 781, 801, 767, 726, 778, 796, 772, 740, 799, 733, 772, 713, 674, 792, 803, 640, 735, 728, 722, 717, 815, 756, 640, 816, 766, 817, 641, 783, 716, 711, 688, 704, 809, 757, 629, 776, 808, 642, 809, 708, 750, 743, 769, 767, 796, 721, 634, 808, 791, 726, 692, 799, 765, 755, 639, 740, 634, 753, 790, 648, 753, 779, 682, 703, 693, 710, 797, 808, 738, 683, 802, 755, 746, 811, 802, 718, 733, 620, 800, 812, 789, 793, 764, 670, 743, 735, 760, 744, 737, 819, 681, 700, 782, 790, 801, 781, 740, 787, 797, 737, 777, 742, 742, 742, 749, 713, 687, 680, 704, 819, 797, 771, 720, 639, 621, 689, 793, 657, 798, 794, 754, 767, 797, 810, 770, 816, 705, 801, 815, 742, 801, 803, 756, 696, 623, 632, 803, 661, 793, 786, 745, 717, 693, 783, 800, 777, 752, 640, 812, 801, 696, 766, 713, 789, 790, 709, 713, 779, 783, 761, 649, 775, 786, 728, 797, 794, 754, 705, 738, 748, 756, 753, 779, 753, 692, 643, 811, 685, 782, 784, 691, 706, 780, 696, 709, 767, 714, 734, 721, 800, 782, 732, 715, 647, 695, 668, 767, 769, 815, 707, 785, 768, 808, 752, 767, 808, 786, 758, 770, 776, 750, 808, 770, 813, 697, 777, 737, 670, 814, 781, 790, 781, 789, 790, 775, 797, 624, 709, 762, 739, 797, 753, 732, 756, 813, 646, 781, 745, 802, 653, 788, 812, 711, 788, 812, 805, 809, 627, 728, 770, 812, 798, 787, 801, 663, 750, 774, 790, 801, 670, 655, 798, 754, 710, 761, 806, 769, 784, 765, 771, 811, 691, 751, 764, 722, 735, 769, 770, 759, 775, 702, 780, 734, 644, 782, 719, 781, 714, 781, 773, 681, 747, 792, null, 743, 780, 672, 707, 666, 693, 757, 762, 728, 690, 718, 788, 778, 743, 791, 629, 781, 797, 795, 722, 820, 679, 779, 782, 692, 624, 766, 673, 660, 727, 736, 676, 815, 790, 677, 700, 665, 801, 770, 670, 793, 770, 730, 690, 724, 808, 816, 793, 803, 804, 769, 794, 798, 711, 760, 690, 779, 711, 682, 748, 754, 745, 746, 810, 790, 809, 675, 684, 743, 761, 772, 739, 728, 643, 728, 765, 697, 750, 718, 798, 786, 807, 714, 759, 808, 706, 823, 766, 692, 769, 675, 711, 766, 796, 725, 754, 742, 727, 730, 794, 753, 737, 656, 799, 770, 748, 800, 801, 758, 794, 816, 736, 808, 787, 733, 779, 766, 806, 770, 735, 750, 762, 716, 797, 727, 721, 799, 759, 707, 669, 773, 684, 725, 698, 780, 694, 785, 775, 639, 701, 790, 793, 639, 764, 786, 742, 741, 786, 802, 760, 763, 797, 726, 747, 767, null, 690, 721, 728, 755, 792, 711, 723, 794, 749, 750, 781, 750, 794, 624, 718, 692, 793, 746, 709, 720, 764, 788, 737, 788, 778, 745, 797, 796, 792, 740, 791, 761, 776, 789, 725, 772, 807, 694, 689, 751, 757, 683, 641, 809, 788, 760, 802, 674, 746, 684, 783, 775, 783, 765, 812, 721, 776, 720, 813, 747, 760, 734, 778, 799, 792, 758, 774, 639, 756, 778, 808, 750, 637, 769, 784, 793, 816, 800, 754, 757, 760, 681, 747, 725, 776, 800, 757, 753, 734, 715, 794, 776, 715, 766, 732, 794, 747, 663, 788, 768, 731, 712, 757, 764, 713, 778, 722, 806, 738, 764, 777, 769, 726, 712, 679, 750, 713, 662, 733, 809, 689, 693, 805, 782, 687, 767, 792, 770, 728, 749, 798, 689, 785, 798, 780, 637, 814, 707, 682, 800, 716, 657, 757, 798, 668, 757, 747, 723, 770, 786, 781, 757, 693, 797, 739, 742, 795, 787, 725, 714, 767, 802, 785, 791, 710, 633, 785, 637, 664, 773, 772, 800, 718, 716, 703, 671, 726, 784, 699, 672, 760, 681, 702, 730, 712, 782, 798, 734, 747, 745, 713, 662, 778, 623, 783, 626, 740, 770, 785, 767, 659, 786, 740, 706, 681, 688, 710, 772, 671, 799, 703, 768, 789, 780, 752, 624, 817, 739, 728, 721, 741, 778, 813, 706, 758, 696, 741, 756, 777, 681, 800, 758, 788, 800, 726, 799, 777, 762, 687, 777, 788, 778, 642, 774, 723, 776, 812, 774, 804, 670, 769, 663, 766, 804, 688, 703, 797, 691, 660, 746, 775, 728, 758, 784, 765, 751, 778, 762, 792, 758, 749, 788, 741, 772, 639, 790, 713, 766, 817, 663, 638, 708, 732, 817, 757, 788, 718, 672, 748, 782, 727, 732, 740, 795, 773, 795, 797, 672, 702, 681, 714, 785, 664, 801, 769, 759, 802, 787, 755, 648, 728, 752, 740, 720, 786, 803, 644, 769, 802, 756, 795, 721, 733, 808, 700, 721, 688, 778, 800, 797, 747, 750, 645, 681, 802, 808, 759, 696, 652, 716, 741, 754, 747, 720, 688, 776, 788, 794, 655, 802, 799, 684, 733, 733, 771, 785, 711, 793, 701, 726, 739, 794, 802, 800, 804, 732, 786, 814, 795, 787, 815, 750, 735, 749, 793, 679, 747, 752, 818, 747, 708, 705, 705, 816, 691, 783, 792, 620, 794, 807, 715, 804, 796, 731, 808, 713, 757, 779, 681, 804, 786, 770, 694, 777, 804, 786, 640, 766, 788, 801, 770, 799, 689, 752, 784, 723, 703, 669, 680, 748, 773, 800, 752, 740, 772, 770, 797, 677, 718, 759, 713, 777, 803, 695, 753, 781, 665, 773, 779, 745, 746, 739, 780, 775, 800, 716, 808, 762, 704, 757, 775, 689, 696, 718, 727, 806, 756, 781, 784, 806, 796, 751, 779, 748, 802, 799, 786, 681, 647, 714, 732, 720, 775, 667, 685, 654, 774, 663, 784, 740, 762, 778, 719, 747, 728, 791, 755, 809, 779, 793, 695, 743, 708, 728, 742, 708, 692, 777, 685, 769, 674, 682, 702, 777, 763, 775, 801, 706, 793, 726, 768, 792, 679, 758, 802, 751, 715, 797, 716, 742, 788, 755, 647, 799, 747, 701, 788, 740, 765, 662, 657, 739, 758, 813, 747, 780, 781, 804, 719, 747, 732, 791, 693, 653, 725, 815, 699, 792, 771, 752, 712, 795, 726, 779, 733, 784, 792, 793, 709, 630, 671, 726, 740, 737, 745, 627, 801, 748, 792, 714, 726, 722, 684, 734, 797, 675, 756, 780, 804, 812, 772, 705, 766, 769, 749, 751, 731, 763, 684, 774, 789, 728, 792, 667, 724, 749, 787, 773, 633, 754, 686, 707, 784, 811, 788, 796, 774, 705, 803, 768, 772, 804, 768, 816, 796, 781, 650, 685, 735, 716, 773, 777, 812, 693, 733, 730, 745, 683, 746, 772, 722, 696, 695, 741, 694, 774, 807, 813, 767, 727, 784, 698, 792, 673, 809, 704, 768, 745, 706, 780, 781, 693, 694, 783, 799, 770, 796, 673, 766, 737, 702, 750, 782, 753, 737, 739, 803, 772, 786, 787, 781, 704, 782, 700, 715, 739, 690, 772, 772, 693, 792, 716, 709, 715, 760, 734, 773, 788, 651, 680, 713, 790, 678, 758, 634, 674, 778, 772, 813, 719, 691, 702, 769, 763, 775, 752, 720, 777, 748, 669, 800, 786, 717, 801, 797, 721, 639, 750, 722, 794, 785, 768, 794, 750, 729, 718, 744, 801, 642, 796, 797, 705, 761, 700, 797, 800, 722, 742, 815, 772, 719, 707, 684, 735, 672, 793, 782, 816, 800, 761, 660, 746, 735, 715, 815, 794, 763, 780, 750, 783, 713, 763, 776, 704, 644, 723, 768, 762, 805, 738, 791, 673, 724, 659, 782, 717, 784, 707, 702, 707, 672, 711, 709, 686, 786, 705, 767, 709, 649, 688, 661, 793, 766, 776, 766, 761, 693, 737, 688, 774, 722, 762, 768, 718, 740, 779, 746, 784, 656, 717, 763, 786, 783, 751, 658, 644, 781, 811, 776, 677, 786, 682, 801, 708, 750, 794, 774, 781, 698, 742, 804, 777, 628, 633, 732, 767, 776, 687, 656, 752, 729, 665, 712, 703, 737, 779, 704, 810, 795, 789, 707, 811, 808, 689, 809, 785, 754, 731, 751, 772, 808, 727, 745, 635, 641, 779, 738, 781, 777, 799, 800, 756, 746, 789, 643, 781, 653, 721, 667, 789, 721, 812, 767, 773, 719, 765, 820, 652, 794, 817, 688, 735, 699, 635, 802, 777, 805, 784, 642, 676, 767, 788, 688, 694, 791, 807, 752, 806, 674, 779, 687, 744, 761, 747, 766, 779, 801, 712, 731, 762, 769, 715, 807, 751, 724, 806, 773, 665, 727, 772, 794, 751, 783, 770, 751, 700, 747, 813, 683, 702, 692, 805, 713, 793, 790, 668, 699, 776, 801, 788, 740, 707, 716, 622, 809, 750, 736, 768, 778, 700, 661, 788, 676, 739, 632, 739, 773, 767, 753, 743, 706, 778, 802, 780, 787, 704, 813, 812, 762, 755, 811, 703, 739, 789, 686, 768, 802, 653, 669, 663, 730, 768, 768, 783, 748, 694, 800, 791, 704, 785, 811, 788, 784, 690, 718, 781, 780, 792, 653, 801, 717, 742, 688, 769, 811, 755, 790, 811, 764, 715, 747, 713, 756, 692, 750, 649, 805, 735, 655, 815, 798, 774, 793, 786, 670, 762, 701, 635, 820, 764, 697, 747, 717, 801, 783, 760, 782, 746, 693, 645, 806, 695, 651, 670, 681, 702, 778, 758, 794, 757, 766, 665, 689, 805, 718, 686, 698, 670, 671, 681, 740, 759, 808, 786, 766, 757, 698, 729, 790, 753, 766, 681, 638, 727, 721, 740, 734, 755, 761, 678, 801, 766, 778, 810, 693, 816, 664, 757, 799, 721, 767, 640, 756, 786, null, 730, 707, 643, 773, 675, 730, 654, 767, 762, 715, 717, 772, 799, 791, 776, 790, 731, 713, 704, 662, 751, 778, 620, 789, 709, 800, 658, 816, 816, 775, 716, 693, 803, 793, 684, 749, 767, 804, 815, 784, 689, 784, 769, 760, 719, 784, 728, 742, 678, 788, 812, 716, 806, 780, 727, 789, 665, 790, 640, 673, 697, 720, 771, 755, 721, 816, 793, 760, 780, 787, 669, 740, 790, 709, 808, 739, 788, 752, 749, 743, 731, 646, 734, 749, 735, 751, 651, 788, 804, 719, 814, 662, 729, 715, 804, 779, 770, 775, 742, 670, 775, 773, 763, 741, 793, 813, 787, 682, 787, 656, 795, 664, 798, 799, 752, 736, 765, 682, 791, 746, 702, 685, 788, 790, 736, 714, 726, 769, 798, 744, 723, 810, 695, 710, 772, 805, 757, 804, 675, 774, 790, 632, 671, 800, 729, 790, 692, 761, 753, 815, 732, 714, 819, 785, 709, 783, 759, 639, 799, 745, 782, 819, 711, 662, 774, 783, 743, 725, 775, 790, 787, 804, 700, 793, 701, 808, 676, 722, 775, 712, 736, 773, 708, 727, 796, 726, 762, 772, 765, 793, 808, 758, 748, 728, 725, 801, 703, 707, 702, 666, 736, 705, 729, 783, 658, 793, 756, 715, 772, 782, 676, 711, 761, 702, 731, 769, 731, 768, 808, 772, 785, 719, 665, 738, 724, 765, 774, 751, 771, 709, 813, 796, 698, 768, 796, 750, 723, 699, 732, 689, 747, 626, 690, 718, 795, 683, 804, 715, 753, 703, 674, 686, 726, 688, 695, 646, 792, 655, 712, 716, 677, 703, 737, 807, 765, 624, 690, 650, 809, 775, 746, 705, 794, 802, 767, 664, 710, 748, 668, 692, 743, 734, 716, 728, 642, 719, 777, 803, 798, 700, 742, 643, 776, 812, 766, 774, 806, 794, 760, 799, 790, 631, 739, 681, 725, 745, 735, 810, 686, 694, 726, 775, 659, 790, 760, 718, 673, 784, 705, 797, 697, 744, 798, 701, 622, 807, 775, 750, 800, 723, 790, 756, 788, 808, 791, 808, 800, 790, 772, 787, 802, 705, 689, 796, 656, 726, 727, 748, 813, 799, 667, 771, 681, 774, 794, 804, 697, 687, 779, 791, 802, 720, 736, 772, 761, 705, 737, 801, 734, 650, 760, 795, 724, 772, 775, 763, 782, 712, 790, 744, 737, 716, 708, 772, 763, 732, 787, 724, 784, 793, 704, 817, 726, 716, 738, 753, 813, 771, 812, 791, 787, 803, 682, 691, 774, 795, 762, 725, 727, 778, 754, 708, 787, 707, 801, 779, 740, 796, 735, 734, 723, 741, 706, 806, 739, 677, 771, 800, 762, 675, 797, 799, 753, 796, 731, 728, 729, 744, 769, 770, 777, 717, 703, 770, 620, 709, 806, 755, 799, 807, 735, 806, 669, 736, 707, 784, 693, 774, 790, 708, 801, 752, 682, 637, 781, 732, 764, 749, 715, 653, 723, 794, 776, 654, 816, 650, 761, 773, 763, 676, 757, 802, 760, 776, 704, 648, 705, 753, 730, 695, 699, 757, 781, 776, 783, 732, 719, 663, 721, 720, 773, 723, 795, 713, 761, 681, 762, 808, 746, 772, 820, 695, 751, 723, 802, 726, 691, 743, 800, 742, 816, 724, 766, 727, 705, 726, 749, 735, 686, 784, 780, 781, 756, 726, 806, 732, 724, 788, 745, 795, 748, 791, 765, 705, 766, 702, 705, 805, 746, 664, 777, 674, 628, 653, 641, 684, 754, 758, 793, 797, 704, 766, 625, 805, 644, 751, 716, 641, 806, 704, 797, 719, 803, 807, 783, 807, 772, 767, 793, 751, 775, 713, 676, 809, 786, 805, 744, 790, 703, 767, 777, 679, 749, 747, 625, 701, 722, 814, 742, 741, 698, 786, 727, 631, 795, 718, 785, 789, 737, 670, 733, 723, 777, 781, 702, 798, 771, 752, 777, 735, 796, 777, 729, 721, 775, 792, 810, 733, 686, 807, 786, 734, 757, 738, 793, 711, 675, 721, 716, 781, 759, 814, 690, 721, 787, 657, 716, 726, 797, 800, 751, 703, 803, 711, 789, 796, 792, 743, 666, 758, 754, 763, 626, 773, 723, 749, 714, 749, 724, 701, 715, 784, 762, 720, 689, 721, 756, 720, 735, 793, 720, 807, 741, 731, 721, 630, 806, 777, 760, 734, 784, 715, 780, 700, 810, 631, 702, 787, 713, 692, 628, 756, 742, 792, 654, 756, 728, 688, 717, 791, 729, 791, 777, 747, 748, 707, 704, 759, 709, 739, 728, 723, 706, 660, 661, 713, 789, 783, 819, 730, 721, 743, 727, 791, 807, 748, 725, 731, 788, 740, 734, 762, 742, 667, 716, 758, 814, 787, 752, 783, 630, 746, 632, 717, 709, 694, 752, 785, 771, 774, 804, 731, 724, 789, 780, 659, 715, 771, 709, 799, 729, 709, 634, 778, 814, 723, 652, 703, 763, 750, 783, 737, 786, 766, 719, 697, 713, 741, 774, 739, 681, 715, 661, 639, 799, 765, 734, 753, 791, 732, 711, 807, 672, 713, 756, 656, 720, 721, 767, 677, 724, 719, 738, 764, 737, 785, 782, 816, 738, 709, 731, 726, 746, 745, 763, 717, 775, 747, 763, 725, 721, 793, 737, 734, 698, 733, 737, 806, 711, 745, 715, 707, 639, 802, 669, 780, 810, 796, 640, 800, 665, 763, 733, 760, 757, 734, 661, 739, 811, 724, 732, 752, 739, 736, 650, 749, 785, 805, 723, 717, 731, 754, 819, 758, 710, 802, 804, 780, 744, 725, 691, 816, 807, 709, 708, 653, 798, 622, 675, 773, 697, 784, 671, 725, 770, 685, 813, 735, 644, 672, 786, 698, 784, 733, 769, 805, 756, 654, 705, 773, 719, 793, 776, 715, 775, 806, 697, 740, 755, 783, 790, 813, 797, 656, 782, 715, 714, 765, 691, 697, 819, 626, 717, 813, 753, 801, 720, 721, 781, 808, 804, 796, 763, 809, 814, 706, 796, 698, 771, 801, 791, 763, 682, 794, 811, 794, 754, 799, 790, 803, 788, 721, 717, 776, 725, 810, 763, 762, 784, 782, 790, 732, 749, 736, 787, 714, 745, 703, 752, 804, 703, 744, 711, 708, 703, 745, 807, 769, 743, 756, 703, 698, 799, 667, 718, 792, 662, 647, 746, 812, 795, 681, 766, 669, 694, 788, 697, 743, 708, 722, 717, 784, 782, 738, 742, 726, 800, 743, 751, 802, 656, 783, 701, 777, 802, 745, 805, 784, 775, 755, 722, 683, 781, 792, 783, 712, 812, 802, 769, 796, 817, 795, 774, 725, 655, 658, 780, 734, 689, 787, 628, 780, 768, 702, 683, 795, 772, 748, 820, 720, 638, 796, 726, 753, 819, 740, 669, 767, 647, 739, 751, 714, 680, 640, 794, 796, 807, 716, 790, 701, 752, 736, 795, 795, 739, 766, 797, 711, 639, 757, 714, 722, 778, 774, 728, 720, 747, 768, 765, 670, 703, 743, 710, 771, 715, 796, 808, 755, 777, 662, 790, 795, 712, 723, 741, 703, 741, 796, 802, 689, 790, 754, 695, 679, 787, 702, 681, 700, 795, 764, 708, 741, 732, 786, 780, 776, 772, 801, 738, 793, 738, 749, 813, 771, 742, 696, 713, 778, 638, 792, 707, 666, 777, 739, 701, 712, 622, 757, 690, 674, 785, 721, 790, 726, 816, 823, 769, 791, 707, 672, 772, null, 698, 649, 769, 737, 714, 770, 767, 677, 762, 678, 704, 770, 803, 759, 807, 798, 706, 771, 802, 724, 664, 780, 755, 744, 785, 642, 667, 787, 787, 786, 774, 727, 726, 696, 681, 814, 774, 815, 809, 744, 809, 820, 739, 690, 791, 768, 774, 789, 711, 708, 812, 791, 816, 789, 656, 710, 749, 810, 789, 700, 708, 789, 746, 736, 695, 764, 680, 755, 786, 737, 707, 747, 672, 675, 664, 719, 662, 745, 799, 776, 673, 757, 759, 736, 695, 799, 751, 824, 647, 786, 759, 698, 684, 772, 793, 751, 634, 721, 795, 718, 784, 782, 708, 780, 681, 645, 790, 656, 778, 769, 730, 767, 666, 784, 710, 680, 802, 740, 738, 773, 804, 699, 634, 682, 772, 791, 722, 687, 813, 802, 797, 698, 785, 779, 789, 662, 721, 820, 793, 743, 723, 757, 674, 760, 743, 722, 785, 779, 796, 764, 728, 740, 676, 785, 677, 777, 712, 809, 647, 698, 776, 797, 796, 728, 770, 778, 762, 641, 700, 722, 712, 736, 807, 726, 677, 804, 708, 788, 747, 740, 751, 730, 689, 665, 744, 621, 808, 664, 715, 800, 689, 718, 779, 732, 657, 740, 726, 735, 740, 750, 664, 816, 791, 791, 788, 693, 779, 738, 704, 728, 799, 659, 721, 798, 709, 734, 777, 801, 779, 621, 739, 733, 693, 683, 816, 718, 732, 685, 636, 728, 803, 717, 783, 727, 769, 705, 804, 790, 782, 789, 780, 722, 714, 688, 729, 782, 773, 758, 798, 785, 758, 814, 817, 655, 778, 697, 798, 762, 668, 674, 802, 710, 798, 746, 683, 699, 774, 779, 768, 796, 692, 796, 729, 771, 664, 783, 778, 722, 688, 634, 724, 770, 805, 701, 799, 716, 782, 755, 714, 791, 756, 692, 711, 709, 769, 724, 715, 805, 660, 790, 750, 716, 764, 799, 749, 782, 650, 748, 739, 764, 756, 800, 764, 793, 631, 725, 756, 701, 665, 761, 816, 809, 785, 803, 774, 701, 763, 809, 741, 805, 683, 799, 788, 802, 804, 769, 811, 655, 798, 769, 704, 802, 774, 714, 773, 793, 755, 791, 736, 730, 786, 745, 766, 636, 749, 793, 702, 806, 637, 683, 791, 772, 675, 755, 747, 803, 694, 792, 658, 756, 801, 767, 652, 796, 793, 778, 648, 791, 796, 620, 684, 808, 720, 807, 792, 786, 787, 780, 743, 712, 757, 762, 718, 797, 777, 803, 782, 808, 681, 740, 666, 712, 779, 737, 660, 759, 791, 717, 655, 750, 773, 810, 802, 694, 776, 784, 749, 784, 679, 723, 742, 742, 701, 799, 693, 743, 708, 763, 789, 755, 707, 697, 717, 804, 686, 629, 758, 763, 774, 766, 807, 661, 755, 680, 801, 706, 785, 759, 795, 737, 678, 809, 680, 755, 651, 777, 712, 776, 767, 729, 795, 769, 738, 753, 679, 800, 767, 797, 797, 765, 767, 798, 661, 793, 697, 736, 665, 738, 678, 756, 717, 680, 699, 738, 774, 639, 725, 792, 771, 728, 660, 692, 675, 763, 756, 707, 741, 779, 762, 773, 817, 788, 791, 740, 681, 795, 683, 683, 783, 792, 766, 738, 803, 758, 790, 760, 801, 742, 685, 697, 685, 753, 803, 816, 757, 709, 635, 695, 797, 771, 734, 771, 784, 772, 756, 763, 702, 643, 651, 655, 784, 699, 708, 791, 751, 796, 812, 817, 718, 719, 756, 721, 779, 700, 719, 792, 799, 773, 731, 660, 790, 685, 797, 732, 727, 707, 695, 720, 778, 801, 777, 741, 807, 704, 765, 725, 676, 780, 718, 666, 768, 694, 772, 756, 785, 728, 726, 661, 661, 652, 787, 645, 786, 703, 797, 757, 754, 674, 796, 690, 816, 797, 712, 744, 803, 812, 770, 685, 677, 808, 810, 670, 803, 638, 665, 649, 759, 781, 785, 715, 718, 695, 794, 753, 812, 806, 766, 781, 764, 720, 676, 781, 671, 751, 791, 791, 728, 791, 685, 749, 688, 665, 804, 727, 735, 714, 694, 804, 761, 728, 732, 778, 710, 648, 747, 662, 730, 770, 769, 742, 790, 658, 800, 671, 723, 785, 756, 801, 678, 755, 741, 646, 733, 723, 770, 737, 806, 748, 774, 700, 783, 636, 789, 755, 795, 632, 725, 762, 720, 660, 659, 765, 682, 792, 775, 749, 722, 801, 754, 783, 782, 729, 800, 770, 697, 726, 763, 719, 735, 690, 716, 724, 758, 715, 770, 797, 687, 678, 754, 620, 720, 691, 786, 794, 682, 727, 753, 803, 786, 715, 622, 659, 724, 772, 816, 696, 803, 773, 798, 744, 763, 773, 699, 767, 730, 739, 668, 765, 778, 739, 725, 777, 781, 793, 785, 791, 770, 792, 699, 686, 728, 808, 798, 694, 763, 714, 721, 757, 776, 765, 673, 787, 719, 741, 717, 799, 792, 772, 623, 770, 688, 620, 746, 751, 699, 710, 731, 769, 679, 745, 790, 797, 775, 801, 810, 793, 734, 748, 627, 803, 769, 753, 706, 798, 678, 689, 719, 623, 638, 777, 682, 785, 686, 804, 774, 809, 801, 820, 727, 799, 736, 727, 743, 795, 756, 789, 804, 773, 716, 671, 712, 694, 778, 698, 718, 774, 796, 781, 765, 768, 770, 646, 745, 783, 746, 816, 626, 625, 664, 710, 743, 765, 719, 802, 779, 777, 796, 795, 797, 759, 729, 716, 699, 808, 758, 802, 707, 751, 785, 786, 793, 795, 708, 705, 692, 700, 713, 730, 799, 808, 803, 671, 790, 745, 786, 665, 809, 702, 765, 815, 701, 735, 696, 779, 658, 640, 708, 744, 824, 756, 716, 777, 783, 700, 729, 761, 698, 785, 717, 798, 682, 779, 797, 796, 775, 630, 786, 774, 800, 679, 774, 792, 740, 763, 725, 767, 809, 809, 731, 662, 794, 713, 708, 734, 718, 702, 710, 784, 732, 742, 793, 764, 633, 735, 782, 697, 720, 803, 699, 793, 734, 781, 819, 681, 804, 814, 779, 808, 625, 803, 755, 728, 725, 752, 768, 686, 635, 722, 727, 667, 753, 784, 796, 773, 760, 781, 787, 788, 748, 804, 788, 743, 725, 631, 670, 801, 804, 709, 747, 813, 761, 815, 817, 797, 799, 689, 744, 780, 652, 738, 761, 699, 816, 779, 700, 776, 808, 681, 694, 791, 780, 823, 761, 799, 773, 713, 702, 714, 700, 792, 744, 676, 775, 701, 807, 727, 732, 783, 788, 721, 777, 815, 745, 791, 673, 767, 785, 790, 674, 704, 787, 735, 761, 713, 787, 791, 709, 633, 778, 709, 728, 790, 707, 781, 761, 761, 765, 796, 769, 718, 799, 742, 715, 776, 708, 738, 758, 741, 766, 739, 689, 733, 750, 718, 766, 740, 756, 726, 753, 712, 758, 798, 785, 798, 721, 760, 665, 781, 760, 790, 794, 733, 801, 737, 668, 806, 689, 719, 686, 714, 738, 694, 775, 812, 798, 684, 774, 705, 800, 749, 807, 776, 705, 766, 657, 719, 803, 745, 775, 780, 717, 771, 702, 782, 767, 772, 728, 783, 791, 692, 708, 666, 678, 791, 755, 754, 783, 776, 818, 806, 739, 746, 792, 684, 787, 796, 790, 675, 810, 781, 759, 807, 789, 761, 686, 782, 798, 801, 806, 794, 689, 746, 782, 787, 730, 765, 778, 759, 763, 662, 753, 808, 764, 779, 721, 692, 755, 816, 703, 808, 752, 730, 817, 730, 731, 717, 762, 782, 758, 789, 791, 720, 773, 791, 768, 802, 812, 791, 785, 719, 740, 660, 775, 663, 720, 696, 777, 727, 817, 773, 733, 714, 757, 801, 796, 775, 723, 811, 788, 744, 746, 755, 728, 786, 675, 740, 760, 682, 739, 790, 789, 707, 809, 734, 785, 772, 731, 691, 777, 774, 734, 774, 637, 750, 785, 773, 768, 766, 810, 692, 755, 660, 788, 749, 771, 729, 718, 696, 759, 787, 657, 748, 774, 751, 794, 652, 767, 684, 790, 738, 752, 704, 770, 780, 710, 788, 790, 721, 708, 813, 712, 798, 680, 746, 788, 789, 774, 797, 714, 727, 691, 728, 754, 746, 789, 644, 769, 712, 748, 778, 628, 755, 670, 759, 709, 632, 757, 653, 804, 798, 727, 721, 814, 773, 733, 664, 663, 773, 725, 741, 786, 652, 632, 802, 713, 681, 751, 683, 651, 749, 647, 702, 812, 808, 770, 673, 712, 711, 705, 792, 698, 813, 802, 757, 805, 730, 804, 741, 757, 624, 813, 735, 679, 810, 739, 650, 763, 815, 796, 771, 771, 746, 787, 749, 785, 797, 778, 736, 702, 667, 733, 782, 714, 622, 806, 747, 787, 625, 688, 708, 779, 754, 783, 762, 751, 797, 796, 742, 787, 734, 786, 685, 687, 800, 726, 720, 797, 714, 713, 746, 654, 722, 800, 790, 759, 723, 777, 768, 720, 765, 779, 797, 794, 777, 809, 779, 750, 709, 737, 629, 754, 747, 790, 796, 780, 673, 793, 799, 785, 666, 787, 722, 726, 786, 802, 804, 800, 756, 809, 721, 725, 724, 816, 792, 822, 800, 789, 712, 717, 765, 800, 801, 718, 681, 780, 792, 759, 784, 741, 751, 632, 786, 753, 743, 761, 763, 731, 742, 777, 766, 646, 787, 741, 742, 689, 651, 743, 809, 783, 790, 733, 689, 655, 812, 800, 770, 661, 674, 765, 806, 782, 773, 787, 733, 774, 688, 791, 671, 787, 801, 802, 793, 715, 773, 643, 764, 794, 681, 705, 749, 789, 724, 763, 774, 763, 810, 766, 648, 809, 798, 802, 764, 754, 713, 762, 760, 782, 732, 685, 773, 727, 678, 717, 714, 763, 742, 729, 798, 754, 790, 727, 731, 763, 785, 764, 777, 803, 690, 729, 679, 677, 815, 781, 766, 790, 783, 737, 701, 773, 728, 709, 709, 699, 748, 790, 635, 786, 792, 796, 786, 762, 722, 723, 672, 783, 780, 790, 796, 676, 691, 684, 703, 727, 755, 737, 789, 801, 649, 765, 656, 808, 781, 753, 796, 767, 777, 729, 727, 770, 654, 721, 809, 718, 784, 781, 777, 754, 680, 699, 708, 751, 765, 684, 722, 774, 808, 719, 773, 703, 752, 704, 809, 649, 803, 782, 713, 753, 717, 803, 785, 752, 688, 695, 809, 790, 806, 692, 688, 688, 712, 810, 751, 732, 698, 757, 704, 642, 713, 717, 797, 751, 770, 778, 793, 790, 797, 727, 776, 687, 802, 728, 755, 680, 792, 754, 741, 691, 810, 774, 791, 701, 788, 766, 790, 737, 793, 696, 781, 761, 691, 732, 799, 757, 725, 822, 771, 782, 776, 788, 795, 762, 692, 810, 765, 707, 726, 761, 795, 723, 737, 765, 784, 678, 652, 739, 666, 743, 787, 732, 780, 662, 798, 798, 721, 680, 759, 633, 682, 768, 803, 780, 731, 798, 702, 690, 801, 771, 753, 738, 643, 806, 802, 796, 804, 759, 654, 703, 665, 743, 792, 773, 778, 687, 801, 763, 670, 783, 714, 735, 701, 792, 762, 786, 813, 789, 651, 790, 730, 792, 711, 787, 651, 653, 790, 716, 760, 776, 746, 811, 800, 793, 756, 746, 768, 659, 760, 699, 770, 774, 679, 804, 633, 777, 773, 706, 768, 772, 742, 781, 765, 694, 770, 823, 674, 766, 745, 783, 693, 661, 776, 759, 708, 791, 783, 799, 680, 780, 759, 811, 813, 778, 770, 772, 722, 695, 770, 721, 740, 735, 810, 814, 760, 714, 677, 699, 723, 761, 788, 706, 771, 759, 688, 705, 809, 712, 806, 807, 782, 702, 740, 813, 760, 816, 626, 705, 799, 650, 685, 819, 744, 802, 789, 788, 770, 764, 768, 773, 770, 716, 762, 780, 820, 766, 657, 682, 739, 691, 679, 793, 778, 798, 793, 750, 737, 744, 692, 704, 801, 674, 693, 733, 760, 787, 793, 802, 739, 703, 704, 763, 689, 762, 726, 737, 714, 776, 737, 776, 723, 709, 691, 726, 783, 767, 818, 690, 779, 757, 730, 654, 736, 819, 699, 798, 771, 749, 768, 663, 787, 778, 727, 722, 651, 771, 800, 770, 767, 694, 789, 620, 767, 805, 719, 791, 662, 672, 757, 809, 709, 669, 644, 777, 793, 797, 731, 794, 743, 751, 758, 773, 786, 715, 705, 790, 805, 725, 785, 731, 729, 661, 709, 804, 678, 767, 721, 730, 803, 651, 783, 705, 810, 703, 697, 811, 765, 693, 779, 758, 796, 769, 697, 784, 669, 760, 721, 751, 791, 620, 790, 763, 811, 766, 757, 770, 705, 762, 804, 806, 710, 722, 783, 779, 807, 797, 757, 762, 789, 720, 670, 785, 759, 796, 756, 727, 815, 749, 700, 739, 797, 758, 800, 776, 681, 772, 653, 760, 687, 794, 802, 696, 741, 718, 716, 721, 764, 755, 647, 787, 663, 708, 760, 738, 751, 750, 651, 682, 780, 755, 790, 727, 814, 799, 787, 738, 790, 661, 746, 643, 707, 767, 728, 796, 798, 655, 687, 718, 800, 690, 778, 739, 739, 765, 730, 764, 747, 728, 807, 702, 729, 754, 793, 745, 778, 752, 728, 805, 805, 772, 745, 661, 723, 703, 664, 707, 699, 719, 743, 659, 792, 758, 779, 668, 797, 804, 699, 725, 789, 691, 761, 756, 785, 790, 787, 694, 693, 703, 751, 731, 747, 661, 741, 697, 790, 775, 724, 749, 634, 661, 762, 739, 777, 772, 755, 780, 682, 719, 734, 743, 804, 774, 775, 819, 678, 782, 789, 799, 733, 752, 786, 744, 800, 731, 793, 650, 743, 675, 725, 749, 800, 685, 764, 700, 792, 676, 786, 814, 681, 800, 773, 695, 713, 801, 799, 758, 699, 681, 753, 781, 755, 633, 701, 734, 783, 687, 801, 723, 710, 700, 804, 742, 657, 741, 777, 812, 651, 733, 723, 719, 676, 762, 788, 674, 796, 683, 715, 781, 688, 767, 802, 795, 799, 812, 788, 801, 787, 785, 764, 728, 665, 769, 806, 744, 813, 681, 768, 797, 777, 801, 622, 776, 703, 690, 768, 721, 798, 655, 792, 774, 791, 747, 707, 792, 703, 793, 772, 792, 769, 687, 736, 779, 794, 774, 716, 751, 745, 689, 714, 795, 755, 740, 790, 751, 687, 737, 808, 796, 705, 781, 777, 789, 735, 798, 712, 668, 805, 801, 624, 746, 814, 773, 656, 722, 746, 707, 794, 772, 755, 716, 788, 747, 756, 788, 794, 653, 746, 732, 734, 800, 797, 770, 750, 754, 753, 683, 628, 734, 801, 733, 702, 788, 731, 731, 822, 697, 803, 781, 690, 718, 753, 756, 755, 796, 730, 723, 763, 778, 710, 770, 725, 650, 712, 773, 787, 692, 792, 792, 783, 749, 784, 673, 768, 748, 689, 780, 789, 797, 694, 700, 730, 742, 725, 703, 671, 768, 739, 760, 740, 784, 801, 636, 751, 823, 733, 735, 787, 718, 799, 732, 807, 670, 755, 716, 786, 667, 657, 742, 780, 802, 793, 686, 798, 731, 784, 736, 737, 796, 798, 628, 714, 622, 657, 753, 752, 775, 694, 730, 690, 717, 782, 788, 699, 774, 760, 776, 743, 797, 799, 710, 785, 779, 722, 669, 738, 754, 666, 728, 782, 685, 802, 760, 804, 753, 691, 768, 786, 679, 620, 672, 806, 710, 720, 786, 767, 774, 756, 712, 702, 731, 753, 662, 767, 734, 755, 742, 749, 779, 781, 809, 797, 722, 780, 669, 695, 802, 626, 719, 763, 736, 636, 807, 704, 697, 741, 795, 745, 736, 728, 806, 741, 795, 723, 796, 666, 781, 709, 712, 750, 772, 779, 714, 786, 678, 775, 736, 806, 775, 668, 777, 762, 792, 794, 729, 756, 748, 788, 797, 764, 780, 715, 749, 731, 697, 741, 777, 775, 727, 806, 690, 724, 769, 816, 649, 778, 680, 654, 800, 737, 804, 742, 688, 742, 680, 681, 780, 791, 691, 761, 723, 794, 686, 795, 762, 654, 800, 710, 801, 779, null, 715, 778, 800, 766, 721, 714, 688, 643, 772, 707, 816, 697, 805, 793, 759, 711, 770, 788, 727, 692, 759, 782, 770, 731, 694, 798, 773, 776, 748, 733, 724, 697, 653, 749, 670, 784, 683, 757, 802, 769, 792, 809, 808, 633, 722, 744, 717, 709, 734, 708, 773, 647, 664, 791, 804, 759, 724, 776, 744, 810, 702, 715, 757, 732, 776, 795, 791, 694, 745, 700, 784, 819, 656, 744, 749, 731, 817, 726, 793, 713, 759, 654, 757, 788, 795, 812, 732, 681, 807, 661, 801, 752, 738, 718, 795, 808, 796, 790, 647, 720, 794, 744, 776, 736, 783, 698, 720, 685, 665, 773, 780, 784, 697, 691, 772, 753, 780, 703, 751, 767, 815, 689, 719, 782, 776, 811, 792, 813, 776, 786, 647, 684, 772, 729, 733, 806, 753, 752, 806, 693, 802, 782, 706, 805, 751, 712, 742, 766, 720, 784, 683, 721, 638, 730, 707, 778, 765, 758, 766, 734, 820, 788, 688, 693, 742, 785, 711, 784, 746, 751, 765, 796, 623, 753, 783, 719, 777, 752, 770, 809, 787, 755, 804, null, 706, 784, 771, 753, 718, 680, 765, 658, 778, 734, 704, 742, 703, 759, 777, 725, 810, 693, 789, 785, 755, 811, 724, 788, 781, 789, 713, 743, 739, 786, 692, 798, 741, 779, 683, 763, 812, 786, 720, 765, 776, 816, 742, 755, 813, 743, 744, 768, 722, 780, 773, 643, 793, 770, 792, 781, 703, 808, 787, 753, 781, 812, 775, 717, 797, 778, 717, 738, 768, 674, 794, 823, 728, 781, 784, 736, 780, 687, 637, 680, 801, 789, 789, 783, 698, 751, 776, 657, 776, 661, 712, 778, 710, 800, 708, 791, 780, 621, 791, 805, 780, 753, 645, 655, 676, 726, 756, 689, 699, 775, 643, 644, 758, 705, 809, 751, 739, 806, 648, 724, 721, 660, 776, 706, 804, 779, 783, 775, 735, 717, 690, 662, 759, 690, 648, 625, 764, 823, 739, 686, 744, 722, 701, 711, 682, 664, 799, 664, 707, 690, 805, 769, 742, 775, 756, 714, 777, 741, 669, 811, 754, 754, 743, 792, 796, 736, 752, 757, 796, 657, 764, 791, 659, 825, 778, 710, 795, 781, 760, 749, 661, 679, 676, 773, 713, 636, 750, 682, 766, 705, 781, 787, 799, 775, 739, 752, 716, 698, 770, 716, 766, 783, 760, 776, 734, 767, 799, 813, 799, 722, 790, 695, 789, 794, 744, 783, 752, 644, 671, 711, 749, 714, 708, 699, 695, 807, 695, 711, 785, 724, 740, 658, 670, 722, 809, 722, 794, 752, 805, 720, 707, 649, 778, 796, 721, 682, 802, 666, 746, 717, 713, 796, 772, 763, 752, 737, 675, 789, 780, 741, 809, 757, 683, 721, 659, 801, 705, 765, 707, 758, 760, 808, 806, 643, 791, 662, 725, 702, 721, 770, 791, 696, 735, 735, 799, 639, 647, 788, 634, 723, 654, 804, 769, 816, 712, 800, 783, 718, 711, 777, 745, 717, 734, 708, 643, 766, 657, 660, 637, 660, 756, 788, 727, 661, 806, 655, 789, 775, 626, 795, 707, 706, 752, 697, 733, 763, 748, 773, 782, 756, 759, 770, 777, 730, 786, 641, 745, 794, 755, 702, 708, 805, 787, 672, 801, 782, 700, 779, 660, 777, 651, 754, 665, 769, 767, 734, 774, 692, 738, 767, 660, 715, 791, 674, 799, 790, 788, 798, 806, 797, 745, 673, 743, 774, 795, 761, 649, 796, 766, 706, 759, 777, 679, 697, 745, 724, 768, 708, 723, 758, 779, 710, 756, 722, 757, 770, 675, 706, 724, 786, 803, 790, 728, 746, 698, 795, 785, 810, 627, 785, 669, 731, 667, 760, 726, 749, 708, 774, 769, 772, 714, 807, 744, 792, 729, 790, 663, 729, 793, 762, 703, 795, 705, 696, 757, 811, 684, 757, 807, 801, 811, 765, 700, 738, 721, 776, 784, 742, 784, 797, 801, 721, 732, 769, 667, 816, 762, 723, 662, 683, 804, 755, 792, 743, 742, 792, 815, 676, 773, 705, 808, 745, 680, 798, 736, 715, 766, 723, 761, 676, 735, 699, 799, 798, 698, 765, 709, 653, 665, 724, 808, 762, 651, 785, 791, 736, 689, 721, 796, 769, 764, 705, 801, 717, 703, 753, 740, 759, 760, 775, 702, 802, 738, 720, 749, 759, 785, 729, 809, 638, 733, 808, 748, 686, 675, 667, 757, 738, 691, 716, 719, 786, 788, 680, 697, 686, 759, 800, 803, 660, 788, 813, 726, 667, 765, 706, 794, 773, 762, 791, 713, 737, 705, 790, 751, 707, 791, 789, 716, 798, 738, 709, 775, 735, 739, 722, 797, 644, 675, 764, 737, 687, 780, 705, 767, 686, 696, 659, 775, 689, 808, 710, 629, 697, 762, 754, 734, 753, 690, 798, 715, 701, 678, 639, 688, 755, 669, 774, 704, 696, 681, 762, 716, 799, 798, 790, 804, 706, 747, 759, 795, 627, 767, 791, 798, 811, 813, 801, 738, 668, 796, 755, 797, 771, 810, 746, 682, 736, 687, 792, 775, 760, 695, 691, 793, 733, 738, 746, 718, 689, 725, 794, 792, 650, 727, 731, 766, 789, 672, 744, 753, 798, 685, 639, 689, 765, 791, 746, 710, 729, 800, 696, 625, 656, 798, 639, 791, 707, 733, 796, 761, 794, 702, 772, 743, 779, 622, 709, 690, 816, 669, 734, 808, 812, 776, 808, 724, 699, 765, 766, 763, 683, 726, 699, 792, 791, 764, 702, 727, 776, 749, 731, 708, 751, 753, 729, 791, 716, 695, 801, 784, 786, 800, 791, 801, 768, 761, 731, 778, 814, 638, 752, 704, 687, 807, 812, 724, 745, 792, 705, 759, 725, 793, 787, 807, 818, 671, 783, 811, 653, 704, 737, 741, 724, 668, 795, 790, 678, 769, 803, 813, null, 780, 772, 676, 796, 763, 709, 750, 723, 693, 762, 681, 802, 786, 729, 815, 733, 705, 717, 806, 698, 726, 736, 713, 687, 758, 679, 810, 795, 781, 746, 728, 749, 790, 790, 669, 752, 764, 813, 781, 795, 805, 761, 723, 772, 786, 787, 770, 802, 656, 699, 688, 807, 797, 685, 796, 695, 754, 702, 749, 752, 701, 777, 793, 754, 771, 787, 712, 789, 787, 723, 762, 755, 701, 782, 695, 784, 775, 753, 725, 695, 778, 669, 787, 792, 730, 790, 773, 654, 800, 789, 793, 745, 728, 784, 708, 742, 797, 673, 759, 709, 773, 710, 669, 660, 668, 810, 775, 716, 753, 804, 801, 741, 704, 690, 694, 778, 692, 798, 808, 689, 742, 787, 735, 705, 735, 749, 667, 784, 653, 770, 765, 715, 796, 797, 728, 710, 778, 691, 712, 764, 686, 685, 693, 761, 767, 717, 800, 771, 808, 739, 747, 813, 788, 710, 788, 793, 661, 742, 789, 752, 658, 660, 787, 802, 733, 735, 800, 711, 770, 782, 797, 739, 743, 784, 774, 765, 765, 740, 790, 786, 795, 772, 784, 725, 805, 730, 751, 766, 704, 742, 722, 807, 796, 668, 776, 793, 796, 797, 801, 736, 765, 695, 698, 747, 778, 724, 781, 759, 743, 786, 723, 683, 728, 741, 779, 639, 776, 730, 774, 800, 730, 679, 742, 757, 725, 770, 714, 768, 628, 750, 802, 621, 712, 662, 730, 776, 721, 651, 793, 801, 714, 639, 695, 747, 780, 701, 695, 709, 703, 714, 780, 769, 718, 652, 787, 781, 779, 761, 802, 751, 794, 697, 763, 796, 796, 750, 783, 689, 776, 796, 804, 797, 683, 777, 713, 728, 759, 668, 682, 784, 790, 752, 753, 783, 745, 742, 819, 677, 734, 740, 765, 641, 806, 752, 777, 651, 713, 780, 759, 756, 683, 748, 746, 757, 792, 700, 753, 757, 725, 784, 691, 716, 734, 697, 783, 662, 744, 769, 792, 800, 721, 632, 693, 713, 786, 760, 795, 797, 758, 790, 659, 754, 804, 763, 721, 724, 765, 723, 798, 702, 678, 749, 671, 748, 800, 797, 756, 694, 795, 802, 781, 779, 791, 808, 755, 774, 794, 715, 759, 800, 676, 758, 735, 747, 699, 737, 783, 659, 793, 711, 701, 696, 763, 800, 753, 802, 656, 722, 812, 746, 769, 696, 689, 789, 702, 655, 725, 801, 790, 708, 808, 749, 707, 748, 705, 789, 725, 680, 811, 762, 754, 745, 743, 622, 752, 735, 705, 690, 706, 759, 721, 777, 680, 768, 693, 804, 712, 779, 726, 719, 722, 795, 772, 733, 750, 665, 736, 793, 688, 747, 722, 722, 793, 690, 753, 778, 793, 776, 781, 725, 773, 689, 782, 744, 782, 683, 765, 753, 675, 781, 714, 808, 706, 797, 776, 687, 711, 763, 736, 780, 718, 773, 771, 769, 724, 767, 689, 727, 728, 685, 677, 745, 759, 746, 746, 780, 787, 715, 729, 737, 735, 766, 717, 685, 646, 739, 763, 790, 771, 746, 758, 725, 708, 783, 724, 702, 720, 742, 806, 620, 666, 667, 741, 743, 798, 711, 804, 804, 806, 681, 800, 710, 625, 744, 802, 744, 690, 765, 788, 819, 799, 761, 801, 754, 808, 793, 746, 769, 682, 746, 796, 737, 782, 789, 805, 731, 731, 799, 767, 753, 733, 762, 706, 805, 815, 767, 712, 666, 769, 717, 776, 761, 663, 699, 720, 773, 805, 706, 723, 695, 724, 784, 799, 776, 721, 756, 759, 719, 779, 689, 807, 733, 715, 761, 763, 730, 733, 797, 807, 729, 650, 742, 716, 803, 820, 760, 725, 815, 731, 801, 653, 653, 769, 762, 725, 666, 789, 795, 783, 762, 685, 733, 746, 749, 759, 801, 742, 743, 776, 760, 784, 695, 733, 698, 677, 779, 790, 714, 757, 793, 760, 680, 722, 739, 686, 766, 722, 813, 734, 780, 719, 781, 774, 770, 765, 682, 801, 787, 732, 727, 705, 686, 648, 697, 754, 694, 795, 723, 745, 790, 632, 725, 803, 787, 796, 652, 752, 756, 793, 790, 792, 645, 649, 692, 742, 786, 777, 708, 633, 732, 750, 681, 720, 801, 701, 620, 772, 690, 773, 777, 650, 793, 810, 787, 793, 664, 752, 792, 655, 808, 776, 742, 710, 801, 763, 722, 674, 796, 626, 813, 802, 669, 802, 698, 780, 698, 802, 664, 750, 748, 720, 682, 681, 761, 820, 754, 802, 687, 813, 761, 746, 785, 805, 691, 783, 683, 643, 709, 759, 705, 711, 693, 764, 693, 664, 798, 722, 644, 699, 714, 766, 740, 776, 695, 647, 761, 805, 712, 806, 778, 797, 786, 721, 738, 768, 751, 668, 717, 745, 772, 675, 765, 719, 770, 683, 810, 716, 773, 687, 689, 737, 773, 771, 796, 783, 788, 711, 730, 770, 814, 799, 765, 797, 800, 694, 780, 693, 790, 638, 750, 742, 685, 786, 762, 817, 786, 783, 762, 749, 760, 799, 804, 764, 757, 737, 742, 804, 757, 712, 722, 677, 770, 703, 754, 808, 755, 709, 793, 763, 766, 801, 759, 707, 775, 781, 722, 769, 792, 719, 697, 764, 737, 804, 763, 776, 701, 738, 630, 690, 775, 739, 802, 655, 660, 741, 798, 720, 672, 793, 779, 694, 752, 661, 727, 682, 705, 711, 715, 720, 802, 697, 765, 742, 772, 785, 781, 698, 698, 748, 726, 690, 807, 790, 791, 738, 707, 786, 802, 756, 686, 658, 687, 793, 737, 793, 748, 779, 768, 753, 762, 655, 724, 684, 664, 718, 697, 700, 704, 711, 628, 797, 769, 754, 730, 691, 724, 739, 792, 705, 763, 802, 730, 769, 691, 781, 735, 750, 765, 735, 782, 799, 772, 761, 777, 760, 726, 744, 800, 730, 816, 781, 657, 710, 663, 787, 702, 797, 739, 775, 807, 688, 794, 776, 791, 804, 805, 704, 766, 775, 758, 794, 737, 779, 760, 791, 722, 659, 764, 773, 781, 768, 632, 737, 688, 757, 737, 811, 759, 685, 779, 814, 764, 769, 765, 706, 631, 751, 800, 689, 785, 690, 684, 759, 718, 806, 725, 739, 802, 770, 760, 778, 792, 775, 801, 723, 760, 784, 747, 637, 808, 751, 800, 785, 772, 745, 801, 777, 639, 713, 704, 769, 766, 700, 768, 765, 691, 802, 753, 785, 780, 760, 726, 801, 789, 808, 721, 783, 764, 691, 632, 747, 726, 789, 776, 681, 696, 761, 644, 705, 794, 782, 748, 727, 800, 763, 729, 715, 785, 798, 724, 735, 778, 787, 626, 651, 719, 785, 792, 799, 751, 784, 787, 720, 805, 752, 773, 793, 808, 781, 754, 797, 652, 724, 791, 658, 633, 720, 792, 733, 790, 723, 653, 647, 766, 735, 761, 754, 754, 741, 822, 672, 735, 778, 738, 780, 757, 763, 776, 636, 722, 765, 792, 808, 767, 745, 781, 743, 806, 790, 741, 764, 807, 707, 680, 785, 765, 795, 802, 643, 712, 755, 796, 630, 662, 735, 705, 802, 743, 692, 779, 715, 745, 695, 746, 691, 642, 713, 790, 779, 760, 628, 756, 722, 779, 738, 773, 785, 735, 713, 732, 802, 674, 678, 745, 711, 671, 766, 649, 782, 773, 710, 762, 779, 671, 692, 778, 790, 792, 805, 696, 797, 689, 803, 695, 812, 798, 785, 798, 737, 722, 734, 684, 752, 741, 754, 741, 698, 774, 793, 814, 654, 795, 774, 787, 802, 800, 709, 672, 799, 809, 807, 792, 711, 710, 694, 710, 785, 748, 734, 762, 690, 766, 783, 794, 766, 790, 753, 791, 705, 762, 732, 645, 809, 797, 752, 652, 794, 777, 787, 691, 793, 713, 739, 709, 783, 802, 698, 715, 750, 802, 697, 796, 774, 645, 683, 739, 707, 754, 728, 800, 781, 761, 800, 786, 804, 730, 806, 625, 770, 749, 740, 739, 640, 774, 706, 769, 796, 790, 679, 719, 792, 763, 783, 794, 637, 785, 679, 796, 808, 805, 710, 770, 714, 802, 793, 717, 808, 709, 641, 630, 780, 817, 738, 780, 790, 719, 702, 695, null, 712, 756, 684, 756, 787, 796, 698, 709, 784, 749, 790, 751, 706, 735, 800, 752, 774, 759, 779, 708, 777, 748, 662, 707, 751, 708, 698, 669, 723, 745, 768, 691, 780, 681, 791, 730, 803, 796, 726, 675, 726, 709, 798, 813, 716, 805, 711, 788, 748, 661, 733, 769, 804, 699, 781, 689, 713, 706, 818, 829, 749, 759, 818, 657, 749, 777, 661, 778, 785, 751, 740, 695, 723, 802, 775, 762, 749, 737, 766, 777, 729, 790, 680, 816, 742, 719, 640, 785, 725, 781, 784, 736, 779, 752, 801, 803, 749, 767, 805, 726, 677, 751, 763, 767, 768, 760, 801, 795, 791, 781, 697, 721, 672, 813, 779, 745, 634, 768, 711, 736, 742, 803, 767, 803, 674, 810, 719, 812, 786, 655, 792, 799, 742, 722, 813, 766, 753, 798, 748, 669, 711, 690, 803, 735, 691, 709, 767, 751, 806, 812, 695, 811, 792, 774, 768, 692, 706, 819, 749, 690, 777, 738, 715, 803, 774, 758, 770, 713, 730, 733, 767, 782, 752, 712, 776, 763, 774, 690, 792, 709, 803, 770, 778, 663, 699, 805, 670, 808, 716, 755, 812, 811, 695, 746, 807, 759, 695, 785, 721, 743, 821, 640, 681, 771, 802, 718, 662, 762, 801, 749, 643, 636, 814, 686, 710, 794, 796, 759, 702, 740, 798, 737, 813, 720, 701, 747, 762, 735, 690, 797, 709, 714, 660, 803, 791, 735, 713, 775, 708, 749, 741, 684, 750, 793, 691, 715, 691, 694, 790, 786, 659, 715, 731, 730, 734, 766, 632, 709, 715, 776, 674, 712, 726, 780, 795, 643, 719, 801, 759, 729, 808, 736, 690, 758, 707, 770, 714, 698, 801, 806, 697, 690, 752, 767, 809, 660, 718, 771, 668, 673, 692, 652, 772, 645, 773, 800, 690, 708, 805, 654, 794, 776, 747, 739, 708, 762, 725, 786, 759, 748, 738, 800, 791, 760, 729, 705, 775, 739, 783, 778, 631, 790, 763, 770, 648, 682, 677, 693, 778, 717, 807, 704, 710, 696, 781, 762, 733, 754, 739, 777, 808, 737, 770, 714, 654, 778, 746, 759, 660, 784, 756, 729, 774, 717, 737, 746, 735, 650, 760, 800, 752, 701, 770, 746, 729, 790, 686, 718, 760, 779, 777, 664, 692, 802, 800, 732, 693, 687, 693, 693, 759, 802, 793, 791, 770, 648, 746, 808, 647, 786, 750, 777, 749, 813, 761, 784, 670, 754, 722, 744, 683, 721, 663, 740, 816, 796, 732, 804, 667, 755, 780, 669, 721, 795, 738, 701, 782, 734, 693, 672, 705, 699, 749, 716, 717, 761, 708, 768, 782, 629, 706, 805, 766, 784, 753, 752, 672, 757, 801, 745, 725, 763, 791, 722, 793, 803, 729, 817, 724, 726, 800, 756, 700, 710, 724, 678, 745, 715, 731, 794, 798, 715, 646, 707, 792, 777, 784, 800, 717, 803, 792, 709, 688, 797, 743, 738, 809, 667, 810, 720, 687, 691, 722, 803, 728, 754, 769, 749, 709, 685, 621, 744, 805, 750, 713, 798, 661, 714, 724, 662, 672, 777, 627, 695, 773, 696, 750, 794, 748, 738, 655, 812, 768, 802, 731, 778, 632, 795, 632, 761, 792, 807, 808, 699, 714, 660, 699, 766, 681, 777, 782, 777, 816, 757, 726, 668, 665, 795, 762, 688, 688, 680, 796, 745, 757, 704, 750, 740, 695, 692, 697, 684, 735, 782, 769, 718, 804, 790, 667, 687, 713, 680, 709, 771, 754, 760, 800, 791, 788, 776, 645, 786, 786, 778, 692, 726, 729, 784, 815, 758, 712, 747, 766, 770, 778, 780, 790, 757, 733, 782, 750, 690, 719, 775, 708, 717, 811, 767, 713, 782, 706, 763, 743, 640, 813, 757, 724, 802, 703, 762, 806, 703, 710, 744, 702, 804, 678, 690, 727, 747, 744, 701, 802, 792, 775, 761, 701, 717, 701, 773, 766, 769, 746, 673, 796, 774, 730, 652, 739, 751, 661, 659, 796, 621, 733, 773, 791, 779, 787, 750, 784, 737, 788, 727, 756, 702, 638, 744, 773, 713, 796, 665, 721, 724, 725, 729, 746, 761, 660, 755, 769, 797, 657, 693, 737, 680, 799, 788, 709, 811, 795, 755, 787, 711, 797, 680, 751, 795, 700, 784, 688, 756, 660, 774, 745, 734, 736, 747, 799, 779, 811, 737, 649, 734, 711, 625, 710, 812, 801, 744, 696, 677, 768, 804, 756, 654, 760, 651, 750, 716, 797, 758, 688, 791, 807, 766, 797, 731, 786, 764, 667, 759, 793, 754, 798, 808, 726, 732, 809, 730, 733, 785, 689, 789, 762, 783, 697, 800, 742, 737, 748, 723, 769, 741, 744, 693, 739, 713, 703, 703, 730, 792, 765, 706, 701, 760, 796, 766, 802, 791, 795, 668, 762, 768, 770, 800, 772, 823, 786, 763, 688, 797, 748, 776, 772, 775, 788, 742, 812, 729, 791, 769, 701, 710, 649, 787, 620, 662, 655, 812, 742, 626, 792, 768, 684, 745, 706, 798, 659, 621, 782, 775, 776, 791, 781, 791, 744, 731, 713, 746, 685, 790, 791, 752, 685, 700, 783, 782, 768, 706, 798, 761, 809, 702, 722, 759, 679, 756, 814, 720, 791, 760, 750, 784, 762, 710, 668, 730, 791, 636, 701, 716, 797, 732, 698, 809, 731, 691, 731, 764, 748, 718, 710, 692, 744, 726, 791, 798, 777, 689, 749, 797, 726, 786, 751, 759, 791, 804, 785, 734, 633, 788, 650, 770, 792, 789, 664, 702, 772, 801, 792, 694, 676, 723, 780, 714, 799, 779, 797, 736, 803, 798, 749, 786, 777, 795, 787, 718, 768, 767, 802, 751, 707, 640, 749, 773, 788, 763, 708, 800, 725, 789, 791, 655, 802, 783, 794, 785, 792, 804, 671, 759, 726, 762, 744, 800, 783, 771, 770, 761, 750, 775, 664, 803, 712, 801, 659, 715, 748, 754, 742, 808, 765, 776, 799, 793, 737, 726, 684, 784, 755, 773, 645, 709, 776, 775, 693, 706, 781, 779, 731, 780, 675, 732, 794, 658, 771, 730, 772, 775, 799, 718, 715, 747, 761, 750, 781, 654, 797, 784, 717, 750, 757, 747, 702, 761, 800, 691, 814, 776, 688, 800, 744, 773, 798, 797, 776, 757, 790, 781, 792, 685, 704, 708, 770, 756, 742, 716, 803, 771, 714, 764, 780, 641, 735, 622, 828, 691, 724, 640, 774, 709, 764, 641, 704, 790, 654, 679, 726, 779, 745, 725, 742, 646, 769, 747, 700, 686, 642, 808, 720, 791, 723, 801, 755, 791, 635, 718, 700, 764, 759, 783, 732, 778, 752, 717, 752, 678, 761, 714, 790, 807, 731, 696, 767, 813, 786, 804, 733, 715, 778, 653, 786, 732, 811, 745, 725, 764, 686, 724, 771, 708, 772, 809, 712, 779, 799, 683, 638, 802, 754, 725, 709, 793, 674, 792, 794, 738, 780, 678, 777, 788, 733, 692, 728, 727, 725, 717, 799, 625, 790, 705, 770, 782, 747, 731, 751, 744, 763, 771, 641, 784, 733, 776, null, 776, 661, 787, 750, 728, 722, 733, 777, 653, 656, 785, 736, 778, 812, 720, 713, 723, 795, 758, 675, 721, 801, 745, 767, 743, null, 677, 718, 721, 786, 766, 798, 677, 755, 730, 774, 713, 703, 706, 647, 765, 746, 700, 677, 785, 622, 772, 640, 725, 814, 811, 751, 797, 784, 690, 747, 708, 747, 674, 806, 774, 711, 766, 700, 811, 754, 782, 750, 808, 812, 779, 730, 655, 705, 669, 703, 716, 741, 797, 817, 802, 747, 763, 806, 712, 728, 783, 703, 756, 748, 662, 764, 739, 749, 750, 724, 774, 761, 801, 744, 696, 710, 809, 753, 791, 793, 731, 796, 684, 677, 738, 781, 773, 701, 708, 762, 632, 781, 724, 662, 685, 736, 781, 662, 690, 686, 813, 751, 683, 711, 623, 656, 721, 705, 726, 823, 721, 636, 807, 721, 786, 781, 774, 801, 689, 801, 752, 775, 728, 669, 624, 665, 772, 752, 813, 800, 810, 751, 798, 797, 731, 699, 768, 664, 662, 747, 778, 685, 806, 754, 634, 679, 656, 782, 741, 693, 700, 753, 761, 756, 722, 779, 656, 715, 780, 775, 799, 732, 759, 659, 642, 815, 813, 797, 704, 749, 753, 801, 712, 790, 803, 771, 754, 690, 686, 802, 731, 807, 723, 679, 678, 758, 783, 747, 760, 674, 719, 759, 778, 770, 795, 645, 786, 736, 800, 746, 691, 676, 803, 790, 766, 759, 757, 707, 732, 703, 644, 779, 781, 747, 714, 799, 748, 662, 776, 769, 735, 727, 792, 770, 672, 794, 754, 725, 783, 798, 770, 819, 788, 705, 668, 783, 742, 786, 809, 692, 810, 778, 722, 806, 724, 716, 667, 804, 766, 726, 716, 710, 766, 675, 784, 772, 757, 753, 758, 788, 730, 744, 757, 768, 744, 801, 780, 663, 783, 790, 736, 791, 735, 801, 712, 763, 627, 799, 751, 801, 725, 634, 792, 693, 742, 775, 789, 642, 728, 733, 734, 732, 733, 754, 764, 765, 807, 767, 757, 792, 703, 790, 744, 667, 772, 736, 747, 738, 792, 678, 760, 704, 777, 634, 755, 685, 801, 795, 724, 789, 783, 758, 800, 744, 801, 763, 691, 801, 765, 792, 742, 786, 750, 806, 804, 807, 783, 783, 740, 744, 746, 724, 804, 752, 734, 745, 674, 759, 824, 698, 797, 805, 683, 753, 716, 711, 792, 809, 721, 758, 758, 765, 720, 812, 685, 812, 747, 710, 687, 763, 811, 781, 757, 794, 777, 790, 752, 795, 666, 702, 785, 733, 785, 759, 801, 714, 777, 750, 702, 782, 799, 709, 794, 686, 816, 783, 703, 727, 803, 639, 723, 788, 771, 637, 793, 775, 756, 629, 745, 775, 710, 690, 796, 772, 646, 747, 745, 781, 776, 787, 771, 753, 770, 748, 746, 779, 785, 788, 815, 778, 769, 740, 795, 746, 698, 757, 786, 790, 782, 763, 787, 750, 811, 802, 793, 802, 751, 807, 754, 808, 759, 796, 786, 659, 716, 634, 807, 732, 790, 798, 671, 809, 667, 782, 782, 761, 723, 801, 811, 790, 699, 645, 748, 663, 819, 705, 790, 804, 702, 762, 720, 768, 751, 780, 665, 737, 710, 665, 695, 741, 792, 777, 742, 669, 750, 779, 675, 773, 731, 756, 696, 636, 666, 782, 752, 722, 769, 788, 709, 728, 804, 821, 717, 755, 792, 763, 781, 807, 756, 757, 798, 764, 757, 729, 798, 738, 740, 726, 770, 717, 776, 735, 667, 758, 745, 777, 632, 739, 785, 665, 715, 753, 796, 799, 744, 809, 732, 770, 702, 676, 804, 701, 740, 767, 703, 801, 686, 725, 719, 735, 705, 772, 674, 790, 762, 712, 714, 809, 674, 723, 760, 778, 796, 652, 761, 751, 800, 783, 783, 699, 795, 699, 789, 754, 802, 774, 735, 791, 696, 690, 623, 715, 724, 781, 738, 791, 820, 807, 708, 755, 745, 788, 744, 754, 796, 762, 725, 794, 787, 778, 771, 695, 689, 651, 750, 648, 672, 761, 764, 742, 686, 717, 803, 774, 722, 733, 686, 763, 774, 770, 747, 754, 672, 741, 724, 774, 747, 751, 726, 753, 788, 797, 774, 710, 750, 691, 748, 660, 783, 746, 725, 733, 787, 701, 786, 782, 770, 721, 787, 788, 727, 747, 695, 746, 725, 792, 719, 694, 770, 783, 788, 804, 685, 799, 804, 709, 794, 766, 691, 762, 638, 756, 749, 750, 701, 779, 803, 777, 744, 776, 724, 672, 802, 805, 734, 665, 807, 790, 718, 699, 712, 781, 779, 806, 759, 776, 808, 726, 812, 764, 800, 810, 797, 719, 811, 771, 801, 764, 729, 698, 769, 627, 763, 722, 798, 712, 785, 689, 794, 718, 704, 711, 745, 767, 783, 779, 738, 794, 736, 742, 762, 778, 698, 795, 667, 769, 681, 767, 806, 793, 666, null, 693, 734, 758, 737, 810, 764, 731, 667, 812, 769, 687, 803, 787, 790, 744, 686, 797, 724, 700, 782, 786, 727, 802, 763, 781, 783, 751, 786, 800, 791, 791, 707, 625, 793, 688, 782, 819, 772, 810, 797, 683, 729, 755, 702, 696, 727, 677, 793, 768, 761, 777, 751, 793, 647, 743, 732, 738, 787, 805, 724, 740, 771, 705, 787, 757, 736, 679, 746, 804, 741, 759, 794, 756, 688, 673, 709, 816, 697, 723, 819, 739, 801, 819, 809, 743, 719, 645, 728, 787, 781, 689, 669, 734, 789, 762, 761, 740, 781, 766, 723, 790, 788, 777, 799, 716, 735, 726, 662, 634, 792, 678, 770, 783, 728, 795, 745, 817, 778, 808, 772, 797, 770, 753, 681, 773, 771, 633, 811, 791, 783, 790, 794, 724, 727, 642, 706, 801, 689, 682, 772, 687, 716, 770, 755, 749, 785, 786, 711, 723, 764, 697, 725, 761, 773, 764, 768, 789, 764, 701, 789, 811, 739, 768, 714, 672, 791, 796, 774, 749, 716, 719, 711, 809, 780, 670, 749, 790, 707, 759, 706, 781, 662, 724, 746, 765, 770, 746, 788, 670, 780, 740, 717, 777, 802, 807, 680, 810, 748, 700, 794, 766, 758, 810, 774, 783, 791, 791, 787, 698, 816, 758, 789, 755, 792, 791, 632, 777, 759, 690, 773, 689, 690, 792, 760, 688, 795, 784, 734, 742, 791, 699, 681, 748, 721, 746, 754, 727, 669, 700, 798, 768, 741, 692, 701, 778, 793, 783, 757, 728, 646, 792, 686, 810, 801, 781, 728, 745, 801, 751, 684, 663, 801, 750, 786, 682, 684, 660, 790, 773, 759, 789, 775, 722, 764, 692, 798, 779, 771, 753, 796, 804, 809, 679, 713, 740, 697, 687, 790, 785, 785, 640, 762, 747, 692, 728, 652, 674, 769, 691, 797, 646, 755, 634, 746, 751, 727, 709, 754, 773, 791, 727, null, 805, 783, 716, 681, 701, 781, 789, 781, 761, 794, 771, 750, 816, 739, 700, 801, 717, 726, 767, 763, 791, 653, 685, 744, 725, 765, 786, 718, 746, 686, 760, 802, 781, 759, 791, 707, 785, 803, 627, 803, 730, 785, 684, 665, 808, 814, 680, 799, 787, 796, null, 744, 744, 749, 801, 807, 791, 737, 737, 756, 797, 705, 752, 706, 643, 719, 805, 792, 797, 719, 783, 769, 694, 687, 786, 720, 722, 801, 763, 727, 775, 791, 773, 788, 712, 793, 761, 801, 773, 766, 781, 807, 775, 781, 762, 698, 801, 783, 766, 738, 770, 809, 736, 643, 808, 702, 728, 707, 802, 801, 704, 683, 679, 696, 748, 666, 746, 680, 735, 649, 738, 798, 799, 807, 807, 798, 815, 701, 763, 797, 730, 738, 807, 714, 721, 791, 786, 720, 743, 759, 801, 686, 752, 653, 776, 782, 802, 704, 729, 751, 798, 753, 761, 779, 736, 756, 738, 718, 745, 776, 805, 801, 706, 778, 751, 758, 743, 724, 710, 693, 770, 716, 632, 777, 762, 768, 723, 724, 788, 776, 788, 799, 700, 809, 708, 790, 783, 773, 790, 717, 768, 757, 728, 814, 778, 775, 748, 776, 729, 798, 792, 769, 754, 704, 719, 687, 769, 769, 790, 769, 721, 712, 623, 673, 692, 745, 707, 772, 799, 775, 709, 777, 750, 646, 780, 773, 802, 713, 809, 686, 727, 792, 790, 754, 804, 765, 782, 804, 723, 668, 733, 800, 746, 810, 751, 743, 676, 807, 715, 748, 776, 753, 674, 744, 810, 740, 765, 698, 756, 783, 623, 711, 665, 762, 737, 763, 809, 789, 797, 687, 739, 748, 720, 693, 805, 680, 758, 763, 806, 780, 743, 624, 800, 723, 755, 763, 708, 737, 768, 800, 703, 634, 760, 708, 658, 756, 778, 769, 804, 807, 657, 817, 770, 810, 646, 724, 791, 712, 753, 710, 772, 762, 798, 750, 788, 676, 659, 623, 790, 715, 747, 804, 785, 820, 807, 700, 697, 766, 812, 809, 736, 719, 787, 772, 783, 781, 708, 755, 702, 774, 784, 763, 760, 662, 735, 748, 763, 750, 728, 684, 645, 655, 722, 784, 678, 657, 704, 685, 731, 763, 738, 801, 625, 700, 655, 808, 670, 693, 742, 802, 733, 760, 780, 777, 698, 644, 751, 693, 782, 707, 686, 729, 775, 797, 672, 747, 792, 719, 764, 730, 642, 741, 696, 797, 791, 746, 722, 794, 786, 799, 741, 708, 775, 701, 769, 660, 778, 765, 770, 799, 692, 756, 781, 777, 725, 766, 746, 717, 792, 754, 749, 647, 719, 725, 729, 681, 705, 754, 773, 777, 647, 793, 770, 641, 678, 805, 682, 699, 696, 736, 707, 801, 790, 723, 739, 729, 777, 756, 743, 745, 728, 709, 792, 804, 718, 799, 792, 722, 784, 797, 744, 805, 800, 705, 755, 747, 755, 811, 778, 744, 754, 793, 790, 670, 696, 760, 670, 787, 781, 735, 767, 798, 755, 708, 810, 768, 746, 764, 628, 749, 805, 774, 726, 802, 797, 731, 756, 761, 742, 693, 781, 762, 760, 684, 739, 819, 758, 776, 643, 788, 721, 801, 797, 728, 774, 667, 718, 788, 689, 703, 745, 713, 779, 809, 752, 763, 706, 759, 758, 796, 796, 756, 677, 700, 724, 738, 735, 754, 791, 774, 803, 795, 774, 788, 749, 664, 708, 698, 719, 759, 780, 795, 742, 655, 679, 756, 657, 712, 794, 714, 719, 737, 812, 794, 802, 695, 711, 790, 781, 732, 764, 641, 741, 758, 770, 749, 704, 709, 732, 796, 768, 773, 745, 823, 771, 762, 793, 714, 779, 729, 756, 701, 786, 785, 802, 753, 639, 694, 630, 784, 798, 727, 780, 623, 784, 723, 797, 692, 723, 725, 688, 755, 738, 784, 729, 796, 666, 718, 761, 660, 808, 700, 742, 726, 699, 726, 682, 709, 765, 741, 735, 799, 792, 675, 779, 623, 777, 782, 791, 716, 802, 657, 745, 801, 790, 724, 788, 798, 739, 742, 782, 781, 706, 700, 764, 805, 795, 709, 662, 787, 737, 744, 726, 672, 772, 719, 730, 684, 770, 756, 664, 742, 685, 667, 791, 725, 719, 757, 725, 797, 778, 789, 742, 801, 787, 735, 644, 800, 818, 743, 793, 764, 803, 794, 755, 755, 789, 802, 790, 744, 697, 790, 743, 772, 762, 759, 677, 777, 707, 755, 732, 740, 790, 764, 712, 783, 792, 792, 639, 733, 649, 778, 782, 772, 696, 751, 791, 783, 768, 820, 722, 810, 700, 731, 759, 806, 773, 695, 744, 688, 737, 690, 780, 756, 781, 720, 794, 716, 754, 760, 792, 747, 755, 707, 702, 773, 739, 702, 738, 730, 767, 722, 741, 766, 807, 639, 808, 786, 746, 695, 660, 776, 713, 786, 656, 797, 710, 755, 803, 668, 738, 769, 799, 809, 694, 765, 714, 730, 786, 626, 682, 811, 788, 792, 641, 681, 719, 780, 763, 720, 745, 644, 772, 755, 733, 779, 796, 763, 698, 778, 752, 812, 687, 660, 808, 800, 717, 816, 623, 676, 650, 684, 783, 800, 728, 784, 672, 802, 781, 709, 740, 637, 802, 776, 746, 730, 770, 688, 682, 771, 710, 748, 785, 641, 774, 689, 767, 721, 812, 799, 801, 773, 783, 762, 643, 773, 765, 784, 805, 813, 751, 726, 790, 759, 811, 737, 793, 796, 784, 786, 753, 709, 697, 757, 794, 692, 701, 787, 672, 706, 708, 687, 736, 795, 751, 790, 711, 802, 680, 695, 655, 770, 762, 656, 806, 779, 728, 763, 683, 750, 702, 747, 742, 772, 738, 728, 675, 650, 798, 763, 795, 785, 739, 720, 698, 785, 640, 794, 749, 742, 757, 744, 628, 724, 646, 746, 811, 781, 644, 702, 741, 694, 700, 742, 657, 767, 684, 701, 711, 664, 774, 758, 699, 639, 781, 744, 762, 795, 716, 773, 693, 763, 750, 717, 747, 776, 783, 702, 777, 765, 745, 787, 755, 780, 816, 718, 788, 723, 696, 769, 759, 683, 727, 756, 750, 808, 756, 638, 783, 736, 747, 693, 777, 812, 785, 765, 773, 722, 661, 758, 724, 730, 781, 706, 647, 715, 692, 700, 721, 687, 806, 799, 732, 722, 722, 792, 699, 792, 801, 773, 744, 777, 713, 783, 798, 713, 797, 766, 752, 815, 752, 755, 724, 635, 795, 680, 807, 771, 771, 737, 801, 748, 784, 798, 754, 763, 769, 814, 640, 681, 731, 638, 779, 748, 773, 784, 698, 709, 751, 738, 806, 660, 787, 774, 717, 764, 695, 674, 703, 700, 656, 701, 712, 705, 772, 712, 771, 684, 708, 642, 705, 759, 735, 805, 777, 794, 772, 685, 687, 801, 677, 797, 815, 762, 700, 820, 740, 736, 695, 745, 814, 781, 657, 723, 773, 793, 804, 688, 784, 758, 797, 700, 790, 751, 783, 722, 718, 739, 769, 790, 771, 730, 804, 785, 781, 809, 777, 733, 798, 712, 794, 794, 779, 810, 746, 792, 800, 751, 723, 779, 659, 666, 708, 693, 798, 665, 724, 813, 704, 694, 760, 773, 794, 756, 762, 741, 741, 731, 726, 770, 698, 762, 784, 777, 724, 753, 710, 706, 808, 690, 796, 808, 719, 681, 794, 698, 789, 705, 742, 796, 708, 732, 741, 714, 812, 804, 730, 724, 733, 715, 694, 703, 640, 685, 745, 809, 708, 787, 795, 774, 706, 657, 773, 765, 729, 627, 730, 791, 704, 805, 705, 696, 801, 708, 734, 719, 668, 775, 721, 769, 798, 810, 751, 680, 788, 805, 763, 770, 726, 658, 791, 759, 797, 743, 755, 770, 698, 703, 699, 780, 794, 761, 771, 661, 810, 719, 689, 672, 746, 787, 763, 760, 682, 776, 736, 767, 709, 811, 781, 772, 720, 680, 759, 749, 799, 785, 719, 796, 674, 648, 821, 740, 800, 767, 771, 734, 771, 652, 738, 732, 785, 714, 804, 744, 788, 783, 769, 763, 757, 704, 765, 776, 757, 689, 706, 656, 717, 788, 757, 724, 781, 788, 700, 689, 755, 637, 778, 649, 790, 687, 790, 789, null, 745, 735, 692, 798, 675, 717, 695, 817, 796, 775, 807, 788, 771, 699, 724, 732, 801, 722, 765, 792, 807, 744, 685, 753, 688, 725, 762, 748, 722, 777, 807, 746, 803, 727, 772, 783, 710, 771, 789, 694, 781, 763, 790, 696, 754, 740, 645, 778, 714, 819, 657, 708, 810, 767, 712, 776, 769, 728, 806, 771, 742, 729, 791, 778, 744, 800, 806, 791, 762, 651, 809, 773, 742, 731, 799, 726, 809, 792, 766, 747, 769, 729, 811, 681, 815, 736, 746, 719, 770, 696, 754, 794, 730, 792, 782, 772, 636, 681, 716, 791, 800, 699, 791, 809, 694, 702, 742, 791, 780, 743, 776, 743, 742, 805, 728, 656, 802, 741, 748, 749, 625, 623, 756, 775, 754, 799, 743, 778, 775, 759, 813, 730, 701, 699, 648, 797, 797, 809, 717, 726, 742, 779, 797, 769, 752, 764, 814, 729, 710, 687, 795, 652, 750, 811, 652, 718, 759, 788, 673, 694, 747, 798, 765, 794, 755, 799, 766, 778, 801, 794, 792, 802, 690, 786, 759, 782, 739, 762, 793, 774, 777, 796, 731, 743, 739, 807, 816, 701, 702, 741, 802, 773, 663, 770, 637, 715, 700, 705, 764, 792, 671, 811, 796, 632, 705, 712, 741, 713, 651, 715, 733, 678, 769, 757, 757, 774, 766, 694, 765, 807, 776, 772, 677, 699, 682, 732, 780, 712, 648, 781, 669, 689, 752, 717, 686, 693, 780, 680, 765, 743, 755, 742, 728, 699, 769, 787, 811, 702, 756, 795, 812, 767, 786, 701, 743, 693, 807, 685, 722, 786, 771, 780, 717, 726, 782, 691, 794, 724, 793, 812, 784, 762, 669, 663, 757, 729, 764, 796, 687, 765, 734, 738, 729, 687, 784, 652, 789, 703, 767, 812, 809, 682, 737, 739, 778, 765, 653, 640, 807, 686, 768, 689, 767, 782, 773, 720, 719, 762, 801, 760, 662, 705, 693, 798, 796, 790, 718, 791, 813, 751, 705, 797, 781, 808, 795, 786, 741, 792, 707, 747, 798, 774, 741, 815, 707, 771, 680, 823, 735, 762, 681, 751, 704, 688, 749, 749, 800, 794, 802, 760, 748, 801, 823, 649, 803, 672, 713, 789, 775, 765, 659, 745, 737, 758, 800, 756, 735, 716, 715, 798, 772, 737, 690, 731, 690, 791, 753, 804, 692, 794, 653, 823, 783, 710, 809, null, 742, 791, 731, 816, 712, 751, 697, 765, 771, 751, 677, 782, 800, 798, 661, 693, 683, 807, 718, 722, 774, 721, 697, 770, 752, 739, 770, 757, 743, 776, 732, 794, 691, 674, 653, 620, 736, 725, 789, 784, 737, 801, 694, 767, 725, 695, 683, 819, 820, 670, 784, 727, 741, 707, 714, 802, 750, 775, 684, 786, 767, 688, 767, 780, 783, 759, 760, 778, 663, 713, 778, 770, 743, 762, 789, 761, 726, 804, 623, 789, 712, 711, 739, 735, 665, 752, 661, 772, 682, 747, 790, 786, 708, 801, 687, 760, 667, 735, 669, 740, 713, 741, 660, 795, 785, 799, 713, 735, 643, 804, 677, 737, 748, 724, 788, 703, 772, 732, 686, 703, 651, 677, 808, 790, 660, 689, 767, 808, 691, 793, 687, 798, 700, 714, 688, 745, 659, 811, 785, 705, 757, 677, 711, 809, 766, 689, 632, 778, 779, 677, 747, 734, 801, 779, 726, 804, 779, 728, 805, 778, 687, 781, 706, 722, 721, 683, 809, 693, 708, 797, 728, 715, 810, 661, 796, 751, 796, 765, 776, 628, 746, 784, 801, 739, 707, 745, 785, 733, 797, 797, 803, 731, 765, 745, 738, 745, 752, 816, 755, 778, 728, 796, 802, 762, 762, 799, 744, 762, 657, 786, 740, 717, 667, 750, 732, 800, 721, 685, 803, 808, 682, 775, 745, 796, 747, 798, 800, 778, 803, 787, 718, 787, 728, 811, 715, 737, 714, 760, 785, 754, 795, 812, 789, 765, 741, 734, 789, 736, 705, 712, 708, 758, 665, 649, 749, 700, 777, 721, 788, 731, 765, 703, 740, 781, 779, 748, 745, 637, 711, 769, 697, 791, 800, 805, 761, 753, 778, 809, 791, 813, 812, 786, 694, 709, 671, 801, 710, 796, 787, 779, 782, 775, 705, 694, 810, 714, 720, 702, 735, 750, 801, 717, 770, 676, 748, 696, 806, 701, 777, 763, 776, 776, 739, 741, 656, 750, 776, 702, 734, 798, 752, 804, 779, 706, 693, 810, 752, 741, 759, 776, 735, 711, 751, 770, 755, 707, 647, 784, 751, 800, 709, 714, 739, 774, 689, 651, 689, 763, 808, 722, 801, 757, 752, 796, 721, 741, 779, 770, 724, 814, 799, 798, 713, 723, 812, 816, 752, 795, 810, 677, 710, 690, 806, 767, 725, 759, 625, 673, 735, 770, 680, 727, 789, 721, 676, 757, 804, 802, 724, 809, 721, 783, 732, 734, 778, 640, 691, 797, 788, 737, 809, 726, 666, 777, 772, 693, 746, 786, 704, 766, 651, 702, 710, 801, 713, 795, 741, 708, 705, 687, 811, 704, 741, 758, 735, 802, 765, 774, 773, 755, 776, 793, 806, 723, 803, 728, 636, 763, 727, 673, 699, 760, 791, 778, 723, 725, 658, 725, 789, 795, 753, 778, 788, 750, 740, 757, 739, 713, 745, 788, 738, 742, 774, 662, 735, 799, 799, 740, 678, 745, 794, 776, 701, 726, 715, 809, 773, 774, 767, 632, 809, 662, 722, 727, 663, 788, 722, 717, 736, 760, 796, 713, 757, 766, 722, 759, 690, 720, 714, 724, 796, 704, 804, 736, 757, 792, 651, 748, 760, 796, 726, 766, 743, 709, 709, 797, 629, 754, 804, 791, 801, 808, 710, 701, 723, 763, 759, 771, 771, null, 629, 804, 782, 774, 622, 788, 785, 718, 778, 750, 749, 701, 792, 798, 753, 796, 694, 803, 708, 652, 791, 751, 754, 757, 816, 774, 755, 765, 760, 793, 715, 737, 800, 773, 716, 709, 650, 719, 782, 759, 720, 807, 713, 685, 763, 728, 643, 625, 706, 734, 739, 764, 760, 763, 650, 800, 641, 709, 795, 787, 811, 753, 756, 725, 795, 785, 687, 761, 726, 714, 717, 740, 733, 800, 704, 796, 689, 712, 702, 811, 801, 736, 817, 773, 710, 694, 752, 752, 746, 730, 805, 772, 776, 803, 770, 746, 738, 732, 693, 749, 748, 803, 788, 719, 794, 731, 724, 766, 777, 795, 789, 749, 659, 797, 794, 753, 785, 700, 790, 650, 802, 763, 773, 717, 709, 706, 771, 723, 682, 765, 722, 678, 784, 734, 748, 792, 768, 756, 798, 713, 807, 786, 774, 678, 763, 744, 774, 795, 760, 704, 794, 804, 807, 654, 814, 688, 729, 743, 776, 808, 734, 805, 709, 680, 672, 795, 783, 799, 780, 789, 773, 788, 774, 786, 780, 719, 692, 655, 786, 744, 706, 662, 746, 781, 735, 707, 761, 799, 806, 797, 698, 800, 767, 780, 729, 780, 775, 813, 750, 800, 781, 772, 803, 776, 764, 768, 747, 787, 778, 721, 799, 636, 779, 793, 801, 764, 756, 732, 780, 701, 717, 790, 719, 699, 671, 729, 712, 741, 791, 763, 776, 753, 750, 790, 757, 679, 697, 687, 794, 754, 789, 755, 725, 762, 781, 739, 754, 709, 739, 732, 733, 802, 790, 785, 743, 681, 674, 784, 786, 721, 670, 760, 804, 694, 790, 791, 751, 804, 780, 790, 806, 700, 734, 739, 754, 823, 804, 756, 800, 795, 765, 699, 766, 758, 709, 782, 670, 788, 740, 752, 724, 800, 699, 740, 770, 790, 779, 782, 651, 720, 783, 704, 698, 802, 752, 799, 743, 691, 655, 767, 740, 769, 710, 704, 799, 663, 799, 810, 673, 792, 763, 783, 751, 798, 772, 776, 768, 760, 787, 762, 773, 800, 667, 679, 690, 778, 802, 770, 802, 788, 705, 813, 726, 773, 779, 732, 801, 796, 703, 689, 710, 796, 771, 673, 790, 720, 802, 709, 801, 762, 778, 798, 788, 700, 719, 627, 730, 804, 735, 706, 744, 691, 786, 759, 748, 809, 690, 823, 730, 731, 745, 730, 708, 756, 799, 692, 731, 727, 796, 816, 738, 771, 698, 790, 789, 691, 714, 674, 812, 776, 703, 672, 720, 755, 808, 776, 702, 673, 757, 777, 713, 741, 798, 676, 748, 739, 811, 663, 787, 722, 739, 759, 721, 712, 733, 701, 762, 777, 748, 795, 750, 751, 682, 747, 773, 730, 797, 727, 798, 798, 773, 766, 752, 748, 750, 712, 783, 737, 740, 745, 681, 753, 750, 738, 746, 729, 749, 805, 653, 729, 793, 810, 784, 763, 766, 714, 773, 760, 792, 791, 732, 813, 795, 722, 681, 734, 796, 784, 791, 700, 721, 794, 732, 715, 711, 759, 744, 725, 727, 800, 687, 819, 783, 689, 726, 670, 728, 820, 782, 752, 746, 709, 783, 757, 794, 660, 735, 664, 778, 703, 732, 785, 805, 805, 789, 754, 718, 783, 775, 776, 740, 789, 780, 726, 798, 776, 726, 655, 776, 644, 791, 716, 720, 789, 737, 777, 767, 729, 790, 779, 777, 790, 742, 635, 746, 766, 754, 736, 778, 648, 649, 805, 702, 704, 685, 724, 694, 688, 750, 760, 696, 779, 777, 786, 764, 811, 786, 660, 780, 774, 795, 732, 793, 705, 802, 728, 637, 806, 734, 689, 751, 652, 808, 774, 774, 766, 762, 742, 740, 805, 747, 657, 745, 683, 743, 783, 767, 771, 741, 714, 801, 785, 666, 691, 655, 712, 802, 641, 686, 726, 732, 758, 716, 753, 793, 776, 764, 739, 722, 697, 659, 686, 768, 760, 773, 700, 713, 777, 791, 778, 732, 707, 795, 787, 710, 798, 787, 687, 782, 696, 730, 797, 791, 738, 665, 733, 765, 768, 637, 712, 766, 672, 788, 687, 786, 761, 635, 761, 817, 719, 776, 651, 802, 726, 710, 683, 746, 714, 727, 665, 661, 757, 736, 789, 785, 813, 775, 763, 770, 686, 799, 729, 802, 700, 706, 681, 766, 710, 700, 764, 748, 776, 757, 742, 750, 726, 727, 807, 791, 668, 682, 811, 796, 705, 771, 805, 720, 788, 637, 758, 764, 694, 741, 745, 802, 819, 756, 686, 689, 674, 669, 814, 773, 728, 759, 648, 797, 734, 781, 719, 722, 784, 761, 692, 785 ], "xaxis": "x2", "yaxis": "y2" }, { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "Lender=Quicken
cscore_min=%{x}
count=%{y}", "legendgroup": "Lender=Quicken", "marker": { "color": "#00cc96" }, "name": "Lender=Quicken", "nbinsx": 100, "offsetgroup": "Lender=Quicken", "orientation": "v", "showlegend": true, "type": "histogram", "x": [ 799, 639, 814, 759, 809, 770, 797, 629, 709, 733, 735, 639, 792, 786, 655, 711, 675, 808, 779, 727, 684, 672, 717, 774, 699, 689, 759, 805, 809, 707, 715, 784, 656, 712, 743, 650, 706, 801, 783, 667, 707, 727, 635, 691, 765, 793, 647, 804, 687, 806, 689, 711, 802, 662, 766, 748, 798, 725, 750, 655, 809, 783, 683, 727, 764, 774, 640, 751, 779, 717, 671, 622, 790, 635, 704, 797, 747, 801, 711, 626, 676, 679, 746, 725, 732, 716, 763, 783, 672, 809, 770, 698, 720, 766, 745, 821, 765, 751, 780, 730, 681, 795, 719, 750, 685, 706, 738, 790, 751, 682, 683, 767, 779, 774, 718, 627, 773, 742, 761, 720, 639, 771, 746, 804, 673, 744, 622, 766, 776, 708, 702, 712, 732, 739, 702, 770, 776, 694, 707, 790, 739, 666, 624, 703, 718, 654, 686, 736, 752, 761, 782, 762, 784, 677, 677, 802, 764, 745, 735, 791, 756, 711, 706, 747, 759, 802, 640, 673, 727, 775, 814, 790, 789, 660, 786, 753, 673, 703, 761, 717, 755, 709, 649, 776, 749, 807, 755, 801, 690, 794, 811, 759, 751, 809, 713, 772, 727, 803, 797, 746, 741, 758, 727, 747, 662, 777, 633, 694, 791, 714, 803, 788, 708, 676, 718, 729, 685, 768, 783, 722, 691, 797, 775, 772, 763, 797, 784, 735, 728, 702, 759, 695, 675, 695, 797, 689, 781, 809, 790, 791, 768, 659, 753, 766, 808, 749, 729, 754, 759, 683, 787, 697, 802, 632, 760, 766, 729, 748, 705, 733, 797, 776, 651, 789, 721, 758, 705, 770, 761, 782, 695, 622, 728, 753, 666, 713, 634, 774, 790, 753, 757, 715, 783, 783, 792, 703, 707, 775, 727, 751, 691, 653, 804, 726, 712, 752, 665, 703, 713, 809, 745, 763, 705, 674, 732, 803, 680, 744, 823, 735, 767, 720, 728, 808, 663, 759, 713, 778, 753, 821, 793, 768, 780, 677, 670, 764, 782, 759, 648, 712, 709, 732, 667, 640, 766, 630, 797, 797, 650, 722, 793, 757, 763, 814, 736, 721, 695, 640, 684, 794, 662, 660, 692, 737, 789, 770, 668, 722, 711, 765, 778, 815, 633, 809, 708, 747, 720, 779, 793, 783, 712, 796, 658, 808, 809, 816, 688, 808, 744, 768, 662, 706, 767, 731, 698, 791, 709, 702, 698, 729, 764, 693, 805, 799, 679, 803, 733, 718, 746, 703, 787, 766, 766, 764, 692, 698, 652, 649, 728, 723, 684, 739, 802, 788, 742, 625, 706, 668, 773, 730, 693, 761, 683, 696, 755, 765, 674, 648, 647, 744, 735, 728, 668, 675, 760, 700, 624, 629, 658, 682, 681, 713, 732, 706, 713, 694, 680, 735, 643, 666, 801, 688, 718, 787, 766, 760, 731, 778, 636, 798, 683, 683, 769, 661, 752, 689, 652, 784, 732, 798, 783, 786, 778, 746, 806, 624, 779, 786, 631, 813, 738, 801, 772, 767, 744, 650, 744, 793, 737, 629, 675, 803, 690, 807, 673, 676, 770, 687, 663, 751, 746, 701, 746, 707, 779, 626, 735, 765, 791, 819, 791, 770, 720, 722, 680, 670, 736, 714, 673, 737, 778, 773, 720, 630, 639, 677, 779, 723, 751, 762, 814, 688, 773, 628, 813, 700, 702, 800, 673, 708, 745, 675, 776, 684, 693, 775, 784, 764, 720, 745, 759, 799, 781, 716, 662, 778, 668, 809, 749, 684, 760, 801, 754, 711, 731, 693, 795, 719, 749, 730, 767, 639, 787, 747, 710, 704, 644, 762, 754, 665, 774, 817, 711, 759, 630, 760, 716, 758, 811, 735, 763, 668, 722, 737, 735, 724, 813, 716, 687, 675, 769, 737, 674, 749, 678, 726, 755, 773, 773, 686, 816, 747, 726, 793, 792, 634, 788, 685, 680, 685, 798, 801, 767, 788, 817, 786, 778, 779, 652, 784, 727, 770, 769, 778, 778, 759, 675, 666, 708, 716, 777, 699, 797, 680, 792, 649, 782, 772, 712, 677, 714, 691, 790, 706, 738, 691, 670, 761, 631, 726, 726, 762, 677, 665, 773, 661, 799, 807, 780, 730, 809, 687, 783, 758, 746, 732, 736, 692, 797, 733, 728, 794, 798, 680, 640, 735, 668, 747, 694, 798, 713, 736, 736, 713, 706, 629, 649, 782, 784, 783, 784, 660, 692, 711, 723, 782, 685, 749, 779, 714, 718, 789, 667, 769, 779, 674, 695, 798, 643, 803, 783, 705, 698, 801, 781, 740, 767, 748, 748, 679, 680, 786, 779, 703, 793, 730, 744, 722, 684, 756, 663, 781, 676, 791, 726, 719, 750, 774, 625, 677, 753, 737, 669, 749, 791, 754, 756, 806, 774, 727, 789, 779, 697, 694, 770, 813, 724, 683, 712, 784, 689, 623, 689, 808, 800, 809, 702, 696, 663, 683, 715, 704, 809, 756, 778, 770, 634, 669, 687, 726, 770, 761, 675, 683, 706, 759, 758, 694, 651, 780, 736, 759, 711, 711, 691, 812, 775, 653, 820, 745, 749, 679, 745, 735, 793, 738, 800, 797, 756, 653, 689, 726, 692, 662, 680, 648, 643, 746, 726, 710, 769, 700, 658, 787, 762, 727, 714, 677, 716, 643, 808, null, 790, 760, 805, 815, 674, 795, 822, 689, 684, 794, 804, 796, 726, 696, 672, 648, 703, 648, 736, 732, 764, 686, 749, 708, 747, 775, 813, 787, 794, 721, 674, 766, 759, 685, 717, 791, 802, 778, 661, 776, 783, 778, 710, 655, 767, 674, 654, 701, 669, 666, 783, 734, 754, 789, 804, 635, 626, 648, 759, 705, 711, 787, 797, 797, 784, 652, 656, 793, 798, 787, 730, 737, 753, 720, 808, 773, 693, 771, 701, 748, 776, 741, 734, 691, 816, 714, 746, 744, 773, 779, 700, 698, 790, 711, 800, 796, 738, 801, 649, 653, 754, 780, 755, 707, 717, 815, 674, 716, 786, 806, 804, 775, 798, 778, 654, 732, 688, 628, 665, 755, 694, 737, 645, 760, 647, 666, 707, 794, 704, 649, 807, 704, 789, 737, 783, 807, 773, 724, 774, 640, 771, 655, 791, 754, 810, 801, 725, 724, 795, 734, 771, 721, 724, 709, 773, 683, 768, 770, 686, 752, 719, 630, 702, 748, 722, 801, 668, 693, 790, 804, 708, 626, 772, 732, 740, 789, 779, 800, 754, 668, 651, 799, 652, 690, 685, 739, 760, 798, 790, 818, 698, 693, 827, 766, 702, 683, 756, 716, 699, 783, 790, 706, 646, 691, 754, 621, 708, 749, 804, 770, 789, 727, 808, 771, 734, 737, 701, 679, 693, 763, 672, 700, 738, 730, 737, 714, 697, 742, 689, 782, 790, 710, 771, 630, 761, 769, 755, 692, 746, 780, 790, 664, 792, 766, 751, 714, 714, 647, 716, 717, 802, 761, 809, 736, 696, 815, 775, 623, 664, 764, 687, 799, 709, 661, 667, 733, 672, 725, 718, 783, 694, 795, 676, 754, 679, 758, 740, 695, 744, 698, 650, 721, 807, 663, 704, 710, 754, 809, 699, 783, 811, 725, 763, 746, 793, 673, 713, 693, 791, 768, 745, 700, 766, 636, 782, 711, 791, 764, 812, 739, 652, 716, 762, 620, 739, 683, 722, 791, 763, 759, 686, 758, 733, 722, 704, 720, 796, 706, 795, 784, 701, 750, 752, 736, 781, 671, 809, 731, 690, 759, 759, 703, 686, 706, 726, 680, 811, 734, 725, 705, 651, 667, 652, 750, 706, 749, 805, 743, 807, 774, 805, 807, 798, 773, 739, 692, 672, 692, 738, 791, 765, 732, 791, 642, 772, 726, 707, 703, 774, 783, 744, 656, 680, 805, 728, 707, 744, 758, 724, 696, 755, 709, 669, 678, 695, 632, 734, 753, 767, 727, 771, 684, 681, 795, 738, 750, 693, 794, 655, 782, 718, 781, 746, 709, 811, 775, 685, 761, 728, 735, 713, 787, 704, 681, 744, 766, 774, 678, 752, 796, 777, 762, 726, 716, 791, 653, 747, 779, 722, 802, 693, 796, 775, 681, 797, 754, 644, 629, 781, 751, 768, 672, 725, 680, 817, 640, 724, 801, 727, 772, 698, 628, 756, 784, 645, 702, 753, 694, 807, 771, 735, 729, 683, 757, 719, 761, 816, 780, 793, 759, 680, 767, 747, 770, 770, 802, 771, 767, 787, 785, 726, 775, 653, 802, 766, 698, 775, 664, 782, 790, 781, 680, 637, 683, 669, 773, 684, 716, 685, 699, 731, 657, 675, 740, 785, 750, 631, 772, 739, 723, 756, 710, 766, 693, 735, 807, 735, 750, 759, 689, 662, 791, 733, 810, 681, 708, 717, 648, 763, 755, 819, 775, 769, 756, 752, 748, 801, 782, 761, 714, 648, 801, 760, 650, 681, 759, 764, 744, 742, 726, 693, 765, 722, 783, 751, 809, 675, 785, 759, 798, 715, 749, 725, 690, 801, 798, 803, 779, 795, 773, 680, 688, 744, 696, 813, 750, 705, 820, 666, 787, 656, 809, 778, 727, 708, 781, 773, 698, 798, 738, 762, 745, 811, 675, 649, 781, 627, 776, 717, 745, 695, 811, 768, 786, 670, 773, 795, 776, 729, 716, 778, 793, 745, 754, 741, 743, 765, 708, 771, 807, 792, 766, 713, 730, 813, 793, 781, 707, 689, 773, 781, 698, 795, 731, 786, 650, 737, 803, 754, 801, 738, 816, 734, 795, 691, 736, 632, 753, 814, 757, 725, 699, 803, 787, 715, 761, 793, 759, 750, 715, 738, null, 707, 628, 791, 709, 718, 760, 794, 783, 691, 652, 752, 729, 716, 802, null, 813, 696, 796, 778, 694, 725, 783, 697, 756, 720, 652, 689, 776, 739, 698, 649, 740, 779, 698, 654, 739, 728, 754, 763, 720, 790, 674, 689, 782, 709, 675, 663, 636, 802, 773, 785, 736, 778, 678, 685, 749, 774, 713, 725, 783, 729, 800, 679, 760, 665, 783, 642, 729, 707, 733, 798, 800, 696, 726, 691, 721, 792, 789, 688, 813, 714, 790, 767, 625, 812, 728, 740, 691, 741, 675, 729, 802, 727, 788, 654, 780, 788, 682, 792, 802, 729, 668, 768, 685, 750, 685, 783, 687, 702, 773, 772, 754, 692, 780, 729, 744, 759, 757, 789, 713, 786, 714, 769, 767, 629, 753, 682, 808, 698, 806, 796, 662, 749, 731, 680, 752, 671, 727, 802, 705, 662, 649, 798, 656, 731, 655, 624, 741, 782, 676, 768, 772, 760, 673, 734, 800, 734, 764, 770, 748, 801, 665, 761, 677, 707, 649, 807, 701, 750, 760, 728, 803, 679, 800, 746, 741, 719, 738, 794, 630, 698, 775, 802, 707, 785, 710, 783, 706, 745, 626, 812, 665, 781, 810, 789, 690, 815, 739, 641, 650, 666, 669, 750, 796, 660, 812, 760, 628, 780, 812, 675, 711, 715, 805, 735, 731, 653, 803, 805, 620, 758, 774, 777, 726, 753, 789, 791, 694, 775, 727, 752, 680, 686, 774, 780, 778, 782, 723, 788, 639, 763, 794, 771, 752, 631, 625, 785, 725, 701, 685, 650, 736, 779, 703, 801, 797, 620, 787, 801, 791, 809, 675, 738, 813, 721, 736, 740, 790, 697, 763, 783, 726, 788, 693, 655, 804, 623, 754, 698, 810, 668, 795, 802, 666, 796, 778, 755, 705, 656, 715, 677, 674, 737, 810, 761, 641, 792, 733, 735, 796, 745, 770, 774, 800, 806, 690, 695, 721, 754, 788, 801, 772, 738, 811, 635, 680, 781, 757, 660, 805, 648, 739, 784, 660, 741, 803, 778, 744, 700, 709, 642, 725, 816, 742, 734, 776, 742, 779, 791, 666, 669, 781, 782, 734, 641, 808, 788, 732, 700, 680, 727, 750, 763, 760, 663, 791, 781, 738, 755, 765, 710, 796, 709, 777, 680, 797, 661, 758, 796, 749, 757, 803, 760, 625, 737, 751, 784, 691, 793, 682, 704, 750, 793, 687, 747, 699, 682, 750, 781, 796, 723, 782, 742, 781, 800, 746, 771, 782, 622, 747, 698, 681, 733, 728, 709, 671, 802, 806, 689, 791, 790, 796, 779, 739, 748, 722, 697, 720, 785, 652, 678, 758, 703, 741, 808, 667, 760, 742, 784, 720, 748, 783, 693, 672, 684, 806, 777, 807, 766, 754, 746, 622, 628, 703, 693, 658, 659, 722, 722, 786, 795, 749, 772, 771, 686, 685, 752, 624, 712, 683, 677, 784, 726, 781, 669, 705, 698, 784, 743, 781, 698, 750, 795, 700, 787, 645, 784, 724, 727, 693, 671, 789, 691, 776, 726, 773, 682, 789, 693, 797, 663, 767, 806, 799, 746, 749, 759, 762, 779, 782, 750, 742, 691, 782, 708, 805, 792, 754, 764, 780, 640, 695, 787, 808, 772, 767, 813, 813, 816, 714, 739, 713, 791, 754, 792, 662, 653, 743, 783, 694, 712, 661, 778, 675, 712, 754, 789, 677, 755, 696, 633, 816, 716, 796, 803, 816, 663, 675, 757, 772, 632, 680, 801, 768, 745, 699, 666, 791, 789, 759, 779, 769, 803, 749, 790, 621, 743, null, 713, 718, 789, 754, 797, 785, 705, 729, 754, 808, 681, 724, 724, 662, 731, 655, 808, 801, 684, 644, 743, 630, 742, 713, 703, 779, 627, 771, 666, 771, 658, 730, 787, 668, 812, 696, 681, 802, 631, 758, 680, 770, 716, 741, 682, 711, 759, 761, 729, 773, 749, 678, 626, 777, 814, 777, 699, 769, 738, 787, 698, 783, 701, 727, 709, 745, 676, 772, 789, 675, 677, 797, 623, 676, 718, 681, 798, 768, 675, 745, 790, 626, 772, 773, 639, 699, 745, 704, 724, 681, 784, 797, 799, 767, 743, 711, 684, 820, 689, 817, 724, 759, 798, 773, 635, 756, 695, 703, 785, 761, 680, 715, 809, 802, 736, 701, 703, 704, 784, 805, 643, 714, 794, 786, 735, 763, 664, 633, 803, 704, 682, 763, 717, 684, 787, 697, 767, 778, 761, 753, 646, 712, 693, 793, 691, 742, 744, 800, 643, 741, 634, 743, 721, 779, 723, 751, 687, 791, 657, 729, 642, 777, 805, 739, 680, 707, 698, 650, 767, 693, 670, 765, 679, 801, 765, 788, 763, 679, 648, 712, 735, 787, 665, 784, 768, 668, 759, 788, 729, 716, 683, 667, 653, 660, 765, 726, 708, 797, 753, 712, 789, 724, 767, 754, 779, 748, 691, 754, 799, 695, 807, 765, 757, 758, 665, 677, 798, 700, 765, 665, 801, 709, 631, 812, 785, 646, 726, 710, 733, 786, 663, 772, 707, 676, 643, 668, 779, 676, 770, 692, 741, 806, 769, 787, 784, 709, 716, 770, 752, 742, 810, 686, 787, 688, 782, 628, 710, 695, 626, 649, 722, 697, 749, 688, 744, 698, 741, 810, 752, 794, 741, 724, 675, 739, 774, 800, 733, 643, 682, 624, 692, 807, 766, 725, 622, 685, 819, 732, 686, 711, 785, 628, 656, 787, 699, 716, 690, 728, 785, 782, 683, 804, 784, 726, 806, 639, 626, 670, 749, 721, 652, 773, 714, 821, 753, 682, 696, 782, 783, 746, 733, 795, 803, 740, 773, 644, 804, 779, 649, 755, 725, 682, 743, 792, 793, 752, 796, 723, 773, 739, 669, 754, 706, 640, 713, 722, 754, 688, 672, 720, 731, 795, 628, 744, 727, 793, 631, 769, 730, 776, 773, 761, 772, 736, 745, 696, 698, 722, 808, 728, 626, 647, 706, 747, 720, 813, 792, 798, 778, 792, 701, 726, 716, 729, 663, 791, 670, 727, 785, 776, 754, 741, 705, 694, 796, 727, 708, 732, 777, 687, 807, 628, 731, 807, 623, 684, 651, 774, 743, 803, 819, 762, 710, 656, 655, 631, 778, 682, 774, 721, 743, 802, 725, 692, 630, 746, 791, 778, 728, 748, 726, 790, 780, 741, 746, 813, 773, 786, 646, 651, 719, 725, 732, 795, 657, 676, 692, 633, 678, 734, 804, 791, 670, 771, 732, 647, 671, 781, 710, 801, 766, 808, 681, 677, 687, 755, 772, 797, 747, 728, 757, 622, 640, 721, 767, 728, 808, 701, 666, 738, 739, 750, 791, 811, 752, 689, 757, 749, 726, 793, 743, 774, 697, 741, 757, 695, 698, 747, 795, 652, 806, 639, 648, 666, 774, 735, 658, 660, 737, 813, 736, 657, 736, 752, 799, 774, 796, 715, 678, 739, 695, 792, 738, 810, 634, 776, 712, 804, 741, 668, 738, 702, 784, 686, 704, 791, 644, 638, 759, 758, 783, 780, 718, 771, 732, 733, 720, 803, 637, 783, 696, 770, 753, 746, 693, 689, 775, 706, 689, 696, 670, 710, 787, 731, 798, 812, 809, 692, 695, 666, 724, 772, 799, 660, 780, 809, 787, 661, 791, 736, 776, 740, 660, 774, 779, 781, 760, 665, 715, 663, 748, 703, 785, 673, 729, 801, 678, 800, 805, 677, 751, 737, 653, 810, 693, 669, 630, 749, 656, 739, 760, 781, 808, 763, 753, 752, 790, 799, 809, 777, 685, 701, 751, 718, 802, 669, 707, 784, 743, 656, 708, 744, 700, 738, 731, 802, 789, 670, 653, 728, 735, 763, 799, 798, 673, 719, 807, 688, 778, 687, 751, 695, 783, 651, 698, 778, 729, 787, 699, 749, 720, 708, 714, 754, 720, 767, 726, 640, 740, 797, 645, 708, 748, 704, 777, 677, 669, 708, 732, 721, 760, 814, 786, 790, 799, 801, 725, 691, 704, 767, 751, 721, 729, 752, 717, 803, 632, 761, 675, 796, 626, 798, 747, 664, 800, 721, 800, 745, 788, 724, 708, 669, 728, 791, 798, 677, 796, 737, 746, 672, 796, 748, 755, 796, 772, 727, 705, 633, 797, 722, 742, 804, 812, 631, 695, 687, 705, 693, 649, 752, 799, 676, 771, 770, 709, 820, 772, 680, 802, 795, 768, 792, 799, 697, 790, 708, 659, 702, 779, 696, 804, 751, 760, 677, 767, 725, 739, 730, 806, 781, 742, 744, 755, 726, 768, 746, 772, 760, 809, 656, 709, 816, 805, 696, 665, 820, 642, 687, 684, 787, 782, 717, 776, 716, 621, 692, 747, 667, 763, 731, 790, 807, 785, 623, 733, 695, 696, 755, 703, 694, 686, 626, 756, 768, 635, 667, 742, 740, 689, 786, 803, 687, 744, 642, 801, 742, 753, 658, 694, 794, 758, 785, 717, 644, 680, 766, 655, 774, 772, 696, 704, 626, 677, 664, 721, 803, 700, 702, 674, 773, 713, 687, 685, 801, 769, 741, 707, 797, 756, 795, 802, 638, 770, 719, 750, 692, 668, 621, 732, 798, 795, 763, 686, 744, 801, 747, 672, 713, 732, 700, 762, 702, 725, 754, 815, 756, 766, 764, 719, 685, 788, 641, 681, 797, 763, 763, 675, 719, 721, 806, 627, 696, 787, 787, 677, 781, 756, 731, 777, 717, 658, 722, 791, 649, 732, 787, 753, 743, 664, 714, 684, 759, 620, 754, 641, 631, 757, 712, 815, 810, 754, 699, 716, 770, 670, 791, 683, 661, 681, 750, 787, 756, 701, 792, 696, 799, 673, 798, 747, 737, 779, 669, 687, 770, 739, 777, 808, 747, 779, 811, 712, 680, 697, 630, 706, 786, 809, 738, 790, 678, 820, 785, 817, 712, 730, 798, 789, 721, 668, 648, 689, 742, 680, 756, 774, 683, 712, 686, 691, 778, 651, 655, 742, 759, 733, 718, 709, 774, 793, 786, 681, 738, 803, 773, 733, 680, 753, 761, 748, 653, 748, 700, 757, 689, 775, 677, 711, 763, 747, 751, 744, 803, 721, 663, 706, 620, 702, 657, 789, 763, 777, 767, 651, 721, 696, 768, 751, 787, 719, 749, 774, 776, 679, 728, 711, 700, 722, 761, 680, 736, 724, 701, 809, 783, 708, 706, 732, 817, 766, 745, 628, 698, 719, 707, 786, 806, 705, 733, 789, 710, 712, 783, 680, 639, 798, 729, 680, 731, 725, 754, 790, 740, 757, 698, 791, 747, 654, 793, 723, 754, 731, 668, 758, 680, 740, 632, 657, 740, 696, 765, 710, 709, 784, 638, 774, 764, 781, 717, 716, 640, 787, 767, 747, 671, 738, 657, 662, 669, 798, 679, 641, 726, 781, 756, 769, 654, 620, 689, 807, 812, 726, 764, 805, 671, 774, 628, 804, 727, 725, 664, 798, 666, 627, 795, 649, 703, 793, 777, 767, 771, 789, 769, 675, 819, 782, 763, 672, 815, 780, 770, 776, 795, 690, 799, 814, 688, 700, 784, 750, 680, 809, 683, 746, 647, 632, 804, 744, 713, 702, 736, 801, 681, 700, 792, 709, 686, 650, 780, 676, 699, 729, 762, 794, 766, 755, 764, 722, 718, 632, 766, 787, 779, 744, 746, 644, 686, 758, 671, 801, 667, 754, 785, 738, 778, 692, null, 756, 783, 738, 795, 722, 753, 702, 670, 745, 793, 786, 734, 697, 798, 710, 735, 686, 782, 693, 707, 723, 746, 763, 809, 800, 710, 776, 775, 738, 727, 702, 708, 756, 646, 778, 678, 720, 659, 803, 694, 742, 690, 779, 647, 801, 685, 672, 770, 782, 696, 700, 731, 787, 808, 667, 653, 688, 726, 748, 755, 702, 780, 734, 653, 820, 744, 701, 735, 742, 747, 751, 639, 740, 819, 719, 679, 690, 690, 816, 658, 689, 704, 735, 757, 687, 688, 758, 748, 744, 703, 774, 736, 751, 669, 808, 763, 776, 722, 639, 673, 794, 698, 630, 713, 723, 814, 670, 790, 718, 788, 702, 631, 750, 744, 768, 703, 765, 769, 767, 654, 695, 660, 745, 707, 743, 769, 752, 777, 769, 793, 651, 661, 693, 640, 790, 708, 663, 785, 769, 766, 807, 765, 754, 781, 624, 793, 735, 812, 654, 777, 817, 694, 721, 717, 666, 735, 652, 798, 758, 737, 691, 757, 802, 646, 751, 755, 820, 728, 702, 761, 774, 695, 769, 781, 628, 644, 749, 707, 798, 624, 800, 698, 817, 738, 700, 671, 654, 759, 751, 696, 714, 736, 699, 777, 646, 716, 798, 782, 741, 788, 759, 761, 690, 809, 760, 728, 764, 695, 645, 778, 655, 767, 761, 680, 703, 763, 808, 733, 727, 768, 709, 713, 711, 685, 782, 704, 684, 707, 816, 723, 718, 783, 672, 668, 633, 763, 772, 723, 691, 661, 660, 709, 624, 767, 683, 683, 740, 713, 684, 673, 767, 739, 676, 751, 643, 741, 785, 702, 649, 767, 644, 803, 709, 747, 767, 700, 701, 671, 684, 693, 757, 717, 712, 720, 794, 708, 801, 740, 795, 679, 744, 776, 691, 737, 655, 767, 756, 688, 802, 659, 710, 751, 735, 729, 755, 693, 717, 746, 711, 674, 714, 791, 706, 816, 750, 692, 792, 672, 631, 776, 796, 753, 768, 714, 722, 742, 808, 679, 658, 675, 708, 732, 767, 793, 798, 676, 787, 802, 794, 708, 753, 760, 699, 808, 803, 739, 765, 793, 785, 704, 760, 760, 695, 736, 782, 685, 742, 735, 786, 652, 657, 692, 702, 650, 778, 651, 685, 694, 738, 685, 790, 740, 742, 783, 701, 711, 804, 754, 755, 705, 632, 772, 696, 704, 719, 708, 770, 796, 759, 638, 753, 768, 777, 781, 777, 754, 699, 777, 813, 647, 743, 674, 797, 764, 682, 656, 668, 795, 660, 726, 752, 747, 745, 626, 700, 712, 742, 689, 637, 782, 680, 734, 655, 804, 704, 632, 660, 692, 752, 681, 698, 808, 735, 791, 761, 737, 706, 707, 758, 717, 787, 749, 798, 745, 768, 723, 772, 644, 742, 772, 697, 654, 731, 707, 811, 671, 807, 723, 781, 772, 691, 643, 709, 666, 752, 754, 735, 733, 673, 730, 710, 801, 703, 721, 634, 759, 816, 803, 808, 703, 730, 781, 749, 753, 728, 783, 694, 754, 630, 786, 718, 743, 711, 677, 704, 668, 710, 796, 717, 663, 780, 804, 790, 699, 658, 782, 804, 626, 663, 748, 738, 732, 778, 812, 684, 705, 819, 694, 686, 689, 688, 717, 698, 766, 655, 698, 795, 803, 762, 785, 741, 647, 795, 662, 739, 681, 797, 788, 692, 808, 681, 696, 753, 699, 807, 783, 713, 748, 673, 807, 759, 798, 793, 780, 801, 804, 818, 737, 726, 773, 714, 803, 708, 728, 721, 663, 726, 778, 719, 719, 743, 722, 705, 684, 675, 793, 746, 708, 687, 723, 672, 679, 708, 770, 734, 789, 750, 629, 700, 728, 669, 792, 727, 788, 776, 749, 737, 687, 769, 784, 813, 755, 790, 765, 714, 669, 785, 751, 661, 696, 683, 685, 778, 766, 756, 773, 621, 724, 677, 662, 679, 792, 794, 714, 687, 623, 771, 762, 766, 699, 709, 626, 811, 789, 717, 783, 682, 649, 759, 680, 620, 792, 788, 726, 718, 714, 791, 804, 770, 675, 743, 802, 721, 717, 696, 781, 811, 739, 694, 727, 692, 765, 798, 800, 702, 771, 620, 773, 771, 689, 781, 787, 812, 710, 652, 705, 730, 736, 745, 725, 718, 726, 799, 702, 792, 753, 766, 648, 726, 779, 632, 795, 639, 711, 766, 810, 812, 796, 678, 692, 791, 717, 705, 663, 705, 747, 682, 804, 747, 683, 796, 801, 771, 799, 785, 768, 765, 798, 767, 718, 766, 672, 729, 764, 818, 761, 784, 721, 755, 698, 709, 785, 699, 760, 733, 738, 662, 650, 700, 790, 708, 639, 636, 771, 750, 739, 650, 668, 712, 789, 803, 647, 783, 633, 681, 642, 631, 807, 804, 739, 731, 736, 680, 734, 782, 731, 730, 697, 809, 811, 784, 748, 682, 812, 626, 772, 801, 794, 631, 805, 765, 729, 683, 667, 766, 638, 716, 704, 687, 742, 736, 792, 695, 794, 655, 752, 748, 750, 807, 792, 808, 778, 710, 737, 726, 786, 768, 730, 707, 693, 644, 696, 725, 678, 715, 761, 715, 783, 802, 688, 622, 753, 666, 741, 676, 813, 721, 707, 722, 720, 775, 758, 679, 804, 670, 720, 740, 724, 625, 745, 773, 792, 820, 803, 741, 726, 770, 621, 771, 778, 730, 673, 739, 796, 727, 716, 801, 737, 800, 704, 785, 725, 778, 750, 626, 669, 783, 777, 755, 774, 782, 786, 781, 755, 713, 820, 777, 706, 710, 793, 760, 736, 639, 717, 716, 697, 809, 697, 713, 660, 763, 790, 756, 799, 689, 722, 683, 802, 780, 713, 743, 699, 772, 669, 797, 667, 704, 783, 736, 752, 651, 722, 744, 764, 721, 645, 778, 671, 793, 764, 800, 671, 737, 731, 750, 742, 791, 691, 765, 734, 782, 749, 654, 725, 755, 807, 785, 754, 754, 740, 778, 760, 791, 771, 770, 623, 792, 704, 812, 644, 681, 730, 782, 799, 700, 674, 726, 721, 770, 690, 694, 650, 662, 778, 699, 702, 672, 784, 785, 724, 679, 765, 767, 747, 717, 812, 749, 813, 679, 733, 752, 798, 777, 721, 726, 707, 638, 740, 790, 788, 656, 699, 692, 731, 637, 780, 726, 823, 637, 706, 662, 752, 660, 798, 755, 699, 730, 706, 667, 729, 688, 693, 697, 718, 785, 813, 697, 741, 692, 734, 716, 714, 742, 819, 808, 764, 808, 770, 789, 673, 771, 771, 803, 732, 797, 675, 730, 685, 788, 685, 765, 767, 731, 675, 677, 686, 818, 698, 776, 714, 682, 742, 786, 762, 768, 772, 739, 790, 753, 738, 819, 647, 806, 724, 749, 698, 693, 716, 717, 710, 776, 701, 686, 650, 703, 658, 653, 783, 750, 648, 717, 746, 699, 780, 795, 746, 650, 806, 689, 781, 709, 695, 818, 702, 687, 817, 734, 742, 701, 718, 811, 638, 682, 771, 665, 745, 750, 744, 796, 628, 812, 795, 774, 754, 724, 792, 759, 761, 791, 637, 799, 810, 718, 727, 778, 695, 708, 760, 765, 776, 643, 753, 791, 685, 785, 743, 716, 632, 763, 681, 799, 710, 757, 742, 739, 635, 645, 733, 740, 691, 738, 707, 786, 727, 796, 810, 798, 709, 802, 644, 733, 760, 775, 757, 727, 751, 746, 805, 747, 792, 731, 786, 770, 671, 782, 640, 727, 635, 814, 790, 741, 774, 780, 743, 721, 802, 682, 744, 642, 689, 796, 787, 722, 811, 768, 730, 784, 793, 762, 812, 793, 722, 698, 785, 697, 653, 730, 723, 736, 782, 707, 692, 698, 808, 765, 801, 750, 785, 680, 800, 778, 793, 702, 745, 783, 699, 729, 798, 742, 799, 816, 808, 674, 795, 806, 672, 800, 783, 628, 772, 779, 744, 775, 773, 722, 748, 692, 814, 765, 737, 754, 819, 768, 766, 735, 656, 759, 718, 722, 712, 751, 722, 663, 727, 788, 733, 727, 801, 756, 777, 684, 747, 722, 792, 775, 671, 651, 737, 812, 778, 714, 658, 647, 636, 802, 788, 763, 754, 800, 775, 756, 793, 801, 788, 790, 660, 671, 637, 804, 746, 793, 797, 797, 665, 772, 693, 642, 787, 771, 708, 693, 746, 672, 738, 759, 773, 696, 755, 630, 740, 768, 778, 702, 712, 702, 813, 750, 738, 668, 704, 819, 669, 712, 791, 782, 728, 711, 697, 700, 689, 762, 705, 699, 764, 724, 757, 704, 629, 802, 786, 699, 658, 727, 710, 688, 753, 709, 779, 649, 704, 740, 741, 652, 778, 670, 719, 626, 755, 777, 718, 694, 680, 684, 730, 813, 784, 786, 684, 791, 767, 741, 668, 658, 727, 722, 664, 753, 807, 709, 790, 755, 799, 767, 796, 803, 637, 683, 626, 625, 724, 790, 660, 645, 785, 645, 778, 719, 736, 788, 776, 811, 778, 754, 739, 725, 731, 728, 723, 731, 708, 801, 794, 763, 656, 722, 680, 752, 813, 706, 738, 701, 712, 767, 722, 699, 713, 805, 737, 693, 691, 622, 734, 630, 706, 787, 742, 700, 792, 709, 732, 715, 775, 790, 745, 800, 753, 791, 697, 779, 722, 641, 726, 758, 754, 743, 776, 800, 805, 653, 742, 698, 684, 740, 667, 695, 730, 730, 664, 765, 707, 714, 727, 802, 786, 763, 692, 792, 785, 795, 778, 704, 701, 677, 710, 701, 772, 775, 637, 726, 756, 782, 794, 777, 733, 753, 705, 780, 694, 788, 727, 705, 694, 622, 734, 796, 644, 803, 702, 652, 704, 787, 729, 757, 797, 677, 768, 645, 750, 799, 666, 717, 759, 701, 741, 683, 800, 727, 680, 770, 640, 727, 667, 720, 774, 756, 803, 770, 760, 652, 709, 816, 786, 802, 666, 729, 718, 802, 802, 765, 631, 800, 773, 688, 701, 776, 658, 725, 673, 774, 723, 793, 816, 681, 701, 694, 774, 740, 794, 768, 803, 794, 681, 724, 790, 715, 744, 678, 709, 708, 656, 795, 638, 716, 794, 761, 716, 772, 709, 726, 688, 777, 798, 688, 752, 633, 742, 729, 767, 707, 709, 741, 754, 772, 709, 699, 753, 761, 797, 730, 747, 758, 681, 800, 740, 646, 667, 706, 774, 624, 732, 692, 758, 774, 726, 789, 752, 726, 670, 777, 627, 757, 783, 636, 696, 692, 682, 698, 757, 664, 707, 813, 718, 773, 711, 750, 799, 709, 768, 767, 692, 788, 769, 802, 752, 810, 697, 813, 794, 700, 720, 667, 643, 813, 794, 800, 702, 715, 707, 696, 764, 721, 760, 778, 785, 702, 762, 717, 715, 714, 695, 790, 816, 767, 656, 700, 726, 744, 681, 786, 751, 625, 686, 748, 723, 719, 664, 773, 728, 709, 816, 707, 791, 702, 707, 622, 674, 741, 792, 766, 646, 802, 694, 683, 785, 691, 668, 790, 646, 680, 693, 732, 790, 791, 745, 660, 798, 678, 777, 804, 795, 685, 738, 747, 668, 700, 731, 674, 766, 797, 790, 784, 775, 653, 688, 783, 631, 786, 671, 670, 695, 813, 772, 765, 783, 745, 792, 700, 747, 690, 695, 675, 773, 732, 692, 796, 654, 775, 815, 701, 807, 812, 662, 784, 793, 682, 708, 717, 673, 620, 732, 691, 787, 756, 728, 723, 751, 755, 789, 767, 769, 733, 685, 675, 779, 809, 667, 805, 771, 722, 669, 739, 643, 643, 744, 719, 791, 817, 783, 766, 787, 708, 719, 688, 644, 712, 670, 811, 760, 716, 693, 742, 723, 676, 791, 789, 729, 667, 787, 731, 762, 722, 720, 756, 800, 690, 807, 726, 681, 794, 703, 748, 752, 807, 780, 804, 694, 698, 736, 754, 715, 765, 667, 632, 770, 694, 789, 802, 755, 814, 733, 770, 706, 765, 712, 813, 770, 799, 809, 686, 721, 739, 671, 688, 773, 783, 807, 700, 769, 771, 640, 700, 808, 725, 771, 767, 773, 691, 675, 689, 790, 711, 718, 707, 816, 759, 634, 795, 704, 731, 734, 767, 694, 796, 657, 756, 794, 773, 704, 768, 697, 690, 772, 653, 686, 676, 707, 683, 752, 705, 747, 704, 660, 620, 751, 796, 762, 746, 622, 680, 789, 747, 633, 773, 795, 804, 794, 816, 800, 759, 758, 741, 807, 680, 694, 728, 660, 796, 697, 667, 739, 748, 707, 769, 673, 783, 631, 675, 764, 634, 702, 715, 776, 760, 806, 751, 753, 757, 750, 739, 778, 700, 683, 706, 780, 676, 643, 769, 770, 661, 714, 691, 709, 718, 749, 757, 643, 755, 793, 664, 735, 811, 791, 670, 652, 808, 787, 739, 737, 700, 789, 633, 634, 738, 710, 630, 796, 763, 689, 755, 705, 705, 767, 761, 753, 683, 770, 645, 695, 787, 710, 736, 694, 707, 656, 683, 711, 652, 704, 801, 792, 629, 804, 758, 810, 750, 694, 715, 636, 683, 742, 711, 774, 647, 773, 727, 676, 803, 663, 777, 789, 738, 809, 798, 706, 711, 795, 728, 722, 668, 718, 730, 700, 706, 777, 716, 740, 752, 799, 754, 698, 751, 768, 743, 691, 732, 744, 638, 670, 665, 659, 709, 712, 760, 770, 739, 663, 793, 809, 753, 687, 770, 685, 771, 651, 811, 778, 689, 812, 737, 718, 757, 778, 806, 699, 669, 779, 743, 646, 719, 727, 741, 784, 726, 774, 633, 677, 725, 662, 700, 696, 738, 761, 702, 772, 738, 808, 730, 728, 695, 728, 707, 765, 689, 734, 800, 631, 740, 715, 708, 674, 723, 726, 706, 808, 753, 663, 659, 784, 743, 816, 785, 663, 668, 713, 752, 768, 670, 669, 800, 725, 735, 694, 645, 746, 798, 804, 784, 728, 764, 736, 702, 802, 719, 770, 771, 663, 703, 733, 769, 689, 707, 739, 774, 772, 792, 738, 793, 763, 776, 694, 786, 767, 743, 761, 660, 741, 669, 650, 713, 773, 628, 713, 717, 813, 698, 672, 815, 781, 693, 789, 633, 744, 779, 700, 720, 634, 753, 724, 719, 800, 644, 648, 766, 718, 734, 630, 637, 797, 690, 670, 738, 736, 722, 653, 712, 639, 673, 682, 718, 693, 761, 760, 712, 756, 754, 700, 777, 776, 806, 682, 811, 795, 634, 803, 655, 723, 659, 687, 786, 695, 784, 693, 745, 724, 780, 738, 809, 643, 760, 722, 709, 759, 760, 755, 777, 639, 654, 778, 746, 680, 809, 684, 743, 723, 769, 790, 699, 693, 722, 703, 754, 734, 749, 748, 709, 775, 748, 623, 680, 680, 664, 808, 638, 669, 813, 703, 739, 804, 681, 736, 747, 748, 792, 734, 680, 662, 783, 652, 652, 808, 724, 712, 766, 649, 638, 801, 701, 768, 730, 664, 647, 732, 800, 744, 731, 748, 781, 755, 715, 789, 720, 741, 682, 750, 709, 762, 640, 663, 724, 747, 664, 793, 686, 774, 711, 700, 756, 772, 737, 704, 704, 774, 724, 703, 755, 813, 783, 809, 770, 710, 658, 650, 776, 662, 685, 708, 636, 736, 699, 750, 795, 701, 715, 764, 625, 704, 728, 778, 714, 757, 758, 688, 809, 709, 760, 806, 777, 739, 769, 716, 713, 806, 742, 675, 681, 788, 775, 701, 656, 630, 657, 654, 752, 813, 790, 716, 710, 688, 710, 683, 670, 676, 677, 722, 757, 775, 712, 680, 662, 620, 674, 745, 673, 799, 803, 742, 751, 736, 715, 712, 784, 724, 683, 738, 750, 638, 730, 735, 790, 756, 766, 797, 698, 722, 727, 759, 756, 703, 751, 731, 794, 759, 796, 756, 786, 733, 700, 685, 693, 803, 772, 688, 788, 654, 721, 786, 737, 626, 800, 646, 770, 742, 680, 719, 769, 778, 756, 711, 775, 683, 737, 744, 753, 726, 774, 773, 733, 740, 700, 756, 702, 728, 737, 815, 690, 624, 764, 689, 729, 723, 774, 713, 762, 793, 814, 656, 719, 647, 684, 682, 774, 774, 792, 771, 815, 753, 792, 717, 702, 796, 665, 747, 771, 752, 764, 705, 777, 720, 766, 787, 790, 742, 789, 766, 726, 730, 802, 781, 749, 656, 747, 669, 700, 693, 732, 730, 766, 720, 697, 643, 778, 761, 776, 685, 770, 794, 688, 637, 798, 790, 630, 778, 686, 746, 724, 777, 769, 700, 749, 801, 750, 718, 742, 710, 706, 662, 661, 713, 755, 700, 774, 802, 681, 744, 666, 677, 813, 718, 700, 784, 620, 722, 641, 815, 746, 686, 787, 660, 731, 756, 721, 772, 762, 711, 706, 772, 790, 789, 774, 716, 808, 748, 738, 724, 720, 622, null, 789, 697, 793, 711, 795, 753, 744, 666, 709, 755, 797, 749, 803, 804, 763, 769, 794, 766, 710, 816, 810, 746, 741, 686, 651, 750, 634, 814, 754, 775, 684, 669, 695, 795, 725, 786, 730, 687, 707, 813, 735, 767, 761, 740, 727, 757, 732, 683, 685, 756, 702, 699, 788, 758, 796, 807, 796, 640, 756, 720, 757, 685, 799, 782, 684, 759, 805, 667, 711, 764, 791, 709, 779, 772, 757, 665, 749, 770, 682, 703, 809, 725, 716, 638, 777, 752, 716, 782, 689, 741, 700, 726, 716, 716, 713, 760, 795, 804, 629, 734, 752, 724, 754, 715, 667, 797, 715, 735, 732, 762, 682, 817, 686, 756, 747, 792, 715, 744, 793, 802, 639, 640, 768, 800, 682, 719, 810, 788, 730, 706, 763, 679, 702, 675, 748, 668, 723, 784, 737, 798, 801, 806, 782, 708, 710, 784, 752, 792, 782, 755, 703, 747, 800, 790, 786, 783, 770, 674, 737, 697, 664, 666, 782, 772, 788, 751, 747, 792, 745, 786, 811, 778, 766, 771, 736, 727, 814, 785, 627, null, 642, 808, 793, 682, 770, 811, 820, 764, 687, 676, 684, 765, 773, 719, 699, 769, 684, 808, 663, 774, 731, 628, 773, 774, 774, 698, 728, 653, 748, 700, 697, 691, 690, 707, 691, 799, 755, 688, 710, 803, 700, 684, 796, 681, 801, 700, 792, 782, 781, 632, 803, 769, 726, 683, 717, 769, 751, 764, 685, 753, 637, 755, 776, 776, 782, 823, 728, 734, 753, 736, 778, 696, 799, 771, 778, 716, 706, 730, 693, 794, 669, 784, 734, 781, 706, 790, 798, 793, 724, 797, 791, 639, 729, 735, 774, 644, 706, 635, 811, 784, 762, 709, 718, 717, 653, 787, 682, 714, 730, 787, 650, 788, 780, 761, 804, 726, 783, 667, 806, 817, 784, 809, 745, 756, 721, 714, 701, 664, 764, 648, 769, 740, 737, 699, 655, 802, 808, 763, 678, 747, 661, 762, 700, 732, 777, 726, 696, 814, 739, 680, 708, 660, 773, 675, 681, 753, 695, 783, 797, 788, 764, 812, 647, 672, 676, 661, 802, 773, 813, 685, 806, 720, 799, 811, 705, 698, 738, 755, 707, 767, 653, 625, 669, 634, 665, 796, 760, 773, 754, 797, 711, 761, 767, 732, 799, 730, 766, 773, 798, 672, 678, 724, 688, 720, 799, 772, 770, 730, 652, 787, 697, 790, 755, 720, 673, 784, 796, 690, 706, 743, 816, 800, 795, 663, 716, 767, 660, 814, 785, 704, 677, 755, 679, 765, 655, 749, 743, 797, 729, 671, 714, 716, 663, 761, 804, 726, 791, 718, 703, 799, 725, 729, 805, 786, 645, 637, 752, 750, 740, 675, 784, 793, 812, 736, 676, 709, 726, 686, 734, 801, 801, 713, 726, 744, 661, 781, 695, 757, 781, 778, 693, 780, 797, 796, 810, 692, 687, 724, 802, 807, 771, 779, 791, 716, 758, 748, 802, null, 755, 669, 630, 628, 650, 663, 654, 797, 755, 802, 712, 787, 723, 709, 688, 676, 742, 702, 805, 735, 744, 776, 741, 809, 790, 767, 759, 774, 728, 690, 751, 793, 653, 728, 729, 749, 766, 655, 760, 776, 784, 804, 675, 725, 676, 794, 796, 713, 731, 705, 735, 752, 754, 634, 735, 641, 631, 777, 700, 714, 761, 753, 722, 723, 746, 691, 703, 739, 776, 806, 732, 671, 679, 685, 720, 781, 752, 709, 769, 629, 663, 782, 668, 764, 813, 777, 715, 685, 686, 641, 729, 687, 675, 663, 685, 747, 722, 679, 728, 682, 687, 731, 745, 765, 766, 709, 801, 766, 701, 797, 721, 674, 781, 720, 787, 770, 626, 669, 744, 766, 661, 785, 637, 749, 775, 713, 760, 800, 804, 751, 769, 730, 749, 622, 755, 800, 660, 804, 793, 765, 776, 820, 780, 804, 732, 813, 729, 755, 682, 685, 732, 713, 707, 813, 731, 739, 782, 807, 627, 716, 687, 683, 739, 695, 668, 739, 809, 796, 707, 740, 690, 765, 729, 694, 728, 793, 778, 790, 628, 714, 757, 704, 759, 643, 790, 793, 715, 780, 790, 651, 816, 772, 744, 763, 663, 699, 788, 795, 804, 732, 811, 778, 786, 733, 715, 698, 792, 734, 752, 752, 787, 797, 736, 683, 686, 702, 778, 797, 690, 737, 808, 746, 654, 719, 702, 776, 805, 801, 784, 816, 735, 647, 723, 816, 705, 713, 659, 725, 735, 733, 729, 707, 726, 804, null, 658, 691, 793, 743, 740, 697, 653, 754, 772, 689, 701, 750, 659, 823, 683, 681, 713, 806, 636, 730, 809, 697, 674, 813, 805, 731, 773, null, 710, 699, 792, 791, 783, 758, 778, 647, 787, 711, 766, 769, 715, 738, 792, 784, 644, 811, 712, 707, 752, 810, 666, 801, 758, 699, 751, 751, 814, 801, 782, 626, 771, 792, 657, 750, 766, 744, 769, 757, 815, 661, 785, 757, null, 698, 739, 682, 703, 640, 784, 741, 663, 748, 665, 736, 733, 736, 770, 804, 688, 722, 745, 643, 806, 800, 718, 738, 683, 762, 710, 761, 766, 743, 769, 720, 684, 785, 704, 756, 759, 806, 745, 721, 710, 743, 754, 681, 792, 715, 683, 732, 718, 762, 666, 791, 685, 799, 774, 746, 739, 756, 774, 766, 660, 684, 745, 759, 759, 651, 679, 678, 731, 788, 747, 653, 801, 626, 753, 820, 793, 715, 803, 780, 726, 809, 690, 625, 816, 721, 774, 728, 741, 704, 772, 656, 744, 722, 753, 721, 719, 686, 744, 709, 748, 732, 749, 756, 667, 621, 751, 732, 645, 697, 707, 776, 787, 753, 654, 772, 643, 712, 748, 636, 736, 755, 795, 705, 710, 757, 741, 757, 800, 754, 797, 798, 718, 717, 710, 738, 681, 703, 775, 755, 800, 723, 694, 656, 755, 806, 682, 816, 693, 672, 672, 702, 787, 683, 774, 770, 724, 692, 806, 680, 780, 752, 680, 777, 776, 786, 701, 726, 774, 677, 777, 760, 727, 732, 725, 809, 681, 749, 686, 693, 777, 745, 712, 644, 790, 770, 639, 779, 805, 748, 702, 669, 780, 696, 808, 656, 672, 651, 715, 686, 654, 760, 698, 796, 711, 796, 800, 682, 707, 730, 799, 803, 645, 781, 700, 778, 636, 698, 717, 687, 741, 735, 787, 787, 787, 638, 803, 757, 708, 708, 745, 705, 803, 799, 699, 779, 668, 691, 812, 809, 624, 816, 667, 754, 725, 759, 820, 773, 730, 671, 749, 734, 661, 756, 776, 800, 681, 777, 786, 783, 669, 707, 692, 759, 696, 790, 763, 685, 680, 758, 620, 757, 775, 809, 780, 795, 672, 778, 788, 700, 661, 773, 660, 672, 696, 706, 740, 738, 642, 662, 632, 774, 773, 729, 741, 726, 724, 723, 689, 735, 745, 762, 811, 715, 711, 758, 659, 738, 718, 650, 786, 676, 780, 678, 681, 711, 720, 699, 806, 788, 804, 787, 657, 759, 796, 656, 776, 736, 627, 743, 786, 684, 741, 677, 643, 681, 714, 781, 713, 704, 643, 759, 669, 746, 726, 697, 725, 702, 667, 763, 751, 699, 788, 698, 695, 667, 712, 646, 683, 807, 667, 803, 652, 683, 651, 778, 688, 793, 794, 626, 640, 798, 798, 747, 732, 720, 791, 741, 803, 627, 749, 763, 762, 801, 768, 644, 667, 795, 764, 642, 662, 702, 640, 737, 753, 762, 665, 697, 808, 763, 791, 747, 801, 685, 774, 797, 736, 796, 718, 797, 702, 760, 797, 775, 674, 751, 794, 671, 690, 694, 793, 754, 729, 773, 803, 736, 767, 802, 696, 642, 796, 686, 689, 734, 730, 761, 808, 687, 811, 770, 749, 809, 663, 787, 766, 750, 804, 795, 812, 788, 754, 749, 809, 786, 791, 813, 684, 729, 801, 745, 766, 728, 700, 817, 700, 820, 743, 681, 743, 765, 791, 640, 800, 782, 663, 755, 638, 648, 759, 799, 792, 698, 671, 781, 812, 646, 624, 632, 713, 766, 774, 667, 637, 735, 645, 710, 749, 750, 765, 705, 745, 692, 723, 686, 733, 691, 727, 697, 724, 703, 750, 643, 760, 795, 673, 727, 662, 660, 778, 753, 794, 776, 776, 690, 755, 794, 636, 768, 718, 788, 785, 785, 797, 642, 632, 743, 812, 688, 630, 730, 734, 783, 709, 789, 688, 698, 683, 775, 773, 675, 808, 804, 634, 711, 791, 748, 699, 671, 698, 687, 740, 781, 701, 804, 688, 814, 753, 800, 805, 793, 732, 760, 678, 686, 805, 667, 677, 737, 649, 758, 727, 732, 697, 657, 779, 817, 708, 625, 742, 782, 696, 694, 701, 662, 747, 665, 668, 778, 674, 687, 736, 766, 750, 795, 721, 701, 700, 802, 681, 799, 708, 664, 778, 631, 687, 696, 777, 797, 721, 788, 632, 805, 721, 640, 781, 758, 713, 676, 765, 736, 789, 722, 761, 798, 695, 718, 709, 671, 739, 778, 704, 718, 727, 744, 689, 650, 704, 718, 803, 776, 782, 680, 687, 632, 722, 751, 802, 768, 738, 806, 800, 682, 699, 732, 765, 702, 749, 768, 718, 736, 687, 678, 738, 823, 728, 685, 765, 764, 673, 698, 681, 803, 777, 713, 760, 687, 624, 778, 686, 623, 783, 701, 793, 796, 800, 762, 742, 744, 783, 683, 750, 692, 795, 636, 715, 722, 717, 739, 645, 779, 770, 790, 689, 742, 669, 695, 695, 760, 801, 731, 777, 640, 768, 763, 796, 770, 781, 804, 775, 728, 712, 767, null, 660, 751, 794, 778, 762, 740, 738, 762, 645, 713, 742, 760, 774, 777, 719, 674, 776, 763, 625, 761, 788, 675, 665, 762, 739, 705, 728, 750, 707, 750, 766, 720, 706, 653, 639, 789, 686, 702, 683, 786, 784, 692, 708, 690, 777, 680, 684, 725, 738, 654, 746, 781, 714, 704, 731, 761, 795, 776, 702, 732, 751, 712, 697, 728, 725, 680, 799, 770, 789, 773, 737, 628, 697, 702, 634, 776, 727, 788, 707, 760, 728, 752, 799, 790, 630, 740, 788, 719, 815, 692, 726, 663, 783, 708, 730, 759, 717, 823, 709, 763, 697, 678, 776, 724, 764, 691, 766, 767, 730, 694, 757, 801, 686, 775, 762, 802, 785, 666, 786, 788, 712, 719, 817, 634, 802, 721, 716, 797, 684, 780, 793, 709, 747, 723, 687, 738, 748, 709, 678, 743, 699, 791, 767, 752, 775, 766, 743, 624, 621, 731, 713, 744, 801, 748, 677, 768, 690, 676, 805, 737, null, 769, 725, 783, 669, 754, 753, 800, 791, 818, 709, 727, 697, 778, 700, 689, 804, 705, 630, 687, 715, 706, 630, 662, 670, 726, 673, 803, 799, 680, 766, 752, 672, 640, 795, 764, 782, 738, 784, 738, 677, 708, 770, 806, 738, 755, 681, 737, 662, 663, 724, 737, 652, 709, 631, 796, 647, 744, 809, 691, 627, null, 761, 628, 732, 690, 701, 772, 742, 804, 710, 722, 795, 779, 756, 694, 797, 752, 739, 809, 762, 785, 641, 793, 719, 663, 712, 715, 691, 712, 802, 690, 802, 766, 693, 729, 786, 752, 694, 717, 770, 624, 790, 781, 753, 808, 756, 802, 761, 811, 701, 679, 724, 800, 718, 791, 771, 629, 773, 698, 797, 642, 789, 798, 781, 688, 800, 637, 696, 717, 717, 691, 670, 669, 797, 799, 730, 644, 792, 822, 688, 813, 695, 755, 724, 703, 744, 709, 779, 683, 808, 648, 741, 646, 687, 738, 774, 741, 682, 742, 806, 756, 799, 704, 781, 660, 642, 766, 751, 714, 758, 695, 766, 802, 753, 781, 703, 704, 665, 755, 683, 682, 802, 809, 750, 795, 712, 745, 725, 673, 746, 794, 788, 791, 773, 811, 726, 719, 711, 766, 757, 660, 688, 744, 721, 671, 798, 705, 633, 680, 745, 769, 715, 813, 769, 663, 730, 811, 728, 744, 733, 789, 746, 757, 808, 791, 767, 711, 710, 728, 652, 783, 660, 773, 708, 787, 684, 813, 718, 806, 773, 637, 812, 804, 765, 786, 631, 754, 713, 715, 689, 733, 796, 693, 754, 637, 671, 787, 677, 652, 719, 820, 798, 717, 707, 710, 692, 751, 666, 762, 714, 760, 803, 686, 809, 769, 718, 738, 713, 690, 810, 787, 737, 654, 781, 763, 704, 818, 715, 780, 755, 701, 660, 706, 780, 784, 800, 783, 730, 675, 784, 793, 703, 747, 699, 790, 639, 744, 696, 739, 784, 656, 691, 719, 781, 685, 740, 699, 782, 719, 742, 752, 790, 706, 716, 728, 793, 747, 643, 749, 699, 805, 695, 685, 771, 728, 788, 812, 816, 802, 811, 743, 715, 662, 725, 793, 791, 809, 813, 703, 744, 641, 664, 747, 743, 808, 776, 786, 752, 717, 677, 664, 786, 710, 699, 781, 772, 719, 775, 782, 803, 647, 753, 761, 718, 743, 784, 747, 778, 729, 627, 676, 759, 697, 728, 641, 715, 626, 723, 720, 640, 679, 750, 786, 749, 795, 643, 773, 767, 757, 736, 799, 760, 742, 708, 694, 659, 791, 700, 717, 721, 730, 784, 802, 666, 622, 780, 791, 790, 735, 723, 757, 654, 672, 659, 644, 769, 705, 690, 801, 796, 794, 708, 700, 668, 786, 786, 720, 743, 769, 757, 778, 719, 737, 685, 786, 672, 785, 762, 784, 725, 650, 772, 709, 726, 741, 758, 736, 709, 732, 790, 697, 677, 756, 783, 769, 738, 789, 747, 790, 698, 731, 677, 810, 745, 666, 747, 712, 621, 654, 697, 753, 784, 799, 739, 666, 697, 739, 774, 750, 768, 731, 757, 811, 762, 788, 726, 634, 784, 811, 728, 729, 738, 660, 721, 670, 790, 717, 695, 622, 797, 806, 744, 790, 692, 727, 753, 696, 756, 655, 758, 804, 755, 769, 737, 716, 651, 698, 757, 770, 738, 761, 800, 635, 745, 753, 763, 792, 757, 747, 631, 798, 640, 774, 648, 693, 782, 781, 788, 810, 669, 728, 811, 750, 773, 753, 691, 746, 746, 800, 697, 775, 746, 702, 785, 654, 710, 755, 692, 674, 803, 724, 751, 713, 703, 819, 773, 743, 793, 739, 703, 779, 730, 799, 794, 747, 642, 794, 699, 760, 690, 790, 787, 683, 735, 681, 683, 773, 693, 700, 709, 811, 694, 750, 687, 724, 707, 686, 762, 670, 803, 755, 639, 680, 803, 758, 763, 742, 759, 804, 727, 696, 631, 742, 683, 670, 760, 643, 794, 707, 789, 731, 662, 796, 740, 647, 714, 773, 794, 769, 751, 792, 807, 713, 752, 703, 720, 695, 646, 699, 755, 772, 667, 808, 789, 713, 762, 798, 700, 774, 724, 724, 666, 765, 706, 743, 667, 697, 719, 807, 671, 769, 819, 766, 696, 725, 769, 747, 784, 717, 781, 809, 759, 701, 708, 707, 772, 652, 797, 674, 689, 778, 699, 690, 649, 682, 656, 682, 713, 657, 732, 673, 773, 707, 759, 754, 654, 655, 716, 767, 789, 759, 796, 791, 807, 796, 769, 770, 788, 685, 673, 768, 755, 725, 735, 767, 676, 660, 783, 735, 689, 713, 686, 773, 787, 669, 697, 736, 745, 802, 778, 737, 690, 706, 812, 714, 747, 733, 744, 766, 769, 736, 705, 793, 755, 679, 790, 727, 712, 776, 786, 665, 681, 769, 644, 762, 678, 704, 690, 634, 688, 712, 725, 724, 785, 800, 729, 734, 700, 737, 784, 744, 716, 743, 791, 655, 746, 716, 791, 661, 770, 734, 707, 774, 737, 755, 770, 818, 794, 807, 785, 734, 728, 692, 792, 650, 715, 789, 808, 781, 624, 696, 801, 801, 734, 722, 749, 797, 647, 798, 781, 770, 699, 632, 743, 785, 705, 801, 735, 700, 767, 677, 748, 767, 706, 732, 691, 717, 748, 739, 764, 679, 708, 728, 801, 733, 782, 768, 733, 638, 788, 733, 715, 698, 735, 707, 722, 782, 657, 740, 787, 677, 782, 748, 718, 775, 701, 710, 709, 754, 768, 758, 707, 784, 715, 811, 646, 790, 712, 778, 726, 724, 756, 762, 768, 703, 816, 774, 697, 720, 669, 683, 703, 766, 774, 752, 787, 694, 699, 737, 739, 813, 767, 796, 764, 696, 782, 778, 808, 811, 770, 718, 787, 673, 702, 648, 663, 672, 650, 684, 720, 730, 680, 627, 685, 786, 620, 768, 650, 800, 764, 678, 689, 663, 737, 722, 811, 674, 708, 715, 665, 746, 736, 736, 765, 817, 780, 776, 782, 740, 778, 703, 649, 633, 631, 717, 687, 719, 702, 725, 734, 792, 709, 787, 731, 751, 800, 776, 633, 766, 727, 803, 776, 767, 640, 794, 689, 687, 721, 810, 726, 719, 719, 659, 699, 717, 754, 777, 757, 713, 699, 807, 680, 746, 738, 814, 752, 773, 706, 675, 777, 765, 722, 713, 636, 805, 639, 740, 628, 667, 674, 633, 746, 742, 720, 752, 728, 784, 715, 755, 688, 665, 691, 628, 638, 752, 707, 721, 748, 635, 755, 770, 745, 664, 738, 726, 803, 816, 787, 757, 633, 764, 651, 640, 769, 642, 691, 806, 740, 763, 743, 816, 766, 811, 773, 734, 695, 700, 793, 697, 699, 781, 801, 819, 724, 798, 687, 797, 765, 644, 740, 824, 698, 661, 816, 761, 792, 758, 661, 772, 748, 654, 712, 710, 624, 803, 808, 735, 784, 690, 723, 788, 750, 720, 809, 765, 755, 792, 665, 678, 721, 740, 734, 772, 754, 747, 651, 788, 721, 725, 778, 780, 664, 779, 736, 732, 771, 724, 716, 699, 623, 731, 809, 810, 694, 721, 717, 714, 733, 812, 748, 788, 736, 682, 695, 690, 707, 742, 701, 755, 797, 774, 701, 753, 643, 683, 752, 694, 707, 782, 739, 645, 747, 726, 652, 704, 665, 815, 686, 699, 705, 662, 781, 691, 766, 795, 747, 726, 799, 642, 733, 761, 687, 654, 704, 633, 786, 622, 662, 753, 704, 687, 745, 771, 757, 622, 777, 704, 673, 737, 788, 709, 693, 722, 799, 752, 776, 767, 811, 762, 752, 737, 711, 630, 724, 716, 754, 674, 808, 730, 670, 654, 801, 801, 748, 720, 798, 780, 658, 673, 739, 786, 743, 749, 725, 669, 697, 795, 697, 691, 802, 719, 767, 716, 723, 705, 700, 674, 703, 671, 655, 762, 699, 723, 715, 732, 680, 783, 790, 747, 769, 780, 779, 806, 776, 797, 731, 748, 822, 670, 755, 645, 703, 811, 748, 686, 734, 768, 689, 731, 694, 689, 766, 736, 686, 722, 726, 782, 812, 794, 690, 700, 700, 767, 796, 690, 798, 808, 809, 724, 654, 709, 763, 670, 683, 802, 805, 784, 728, 718, 761, 692, 714, 694, 773, 703, 757, 767, 808, null, 720, 758, 786, 720, 765, 692, 786, 762, 716, 620, 702, 725, 787, 685, 644, 746, 756, 771, 719, 811, 783, 707, 741, 777, 739, 746, 814, 746, 716, 807, 744, 807, 682, 814, 802, 720, 742, 717, 794, 776, 701, 743, 762, 698, 755, 792, 693, 672, 672, 747, 801, 777, 729, 738, 670, 707, 678, 811, 796, 717, 702, 783, 781, 712, 813, 636, 795, 688, 761, 709, 794, 630, 687, 736, 686, 708, 694, 748, 729, 785, 724, 649, 645, 788, 792, 687, 757, 684, 695, 684, 725, 772, 753, 777, 689, 745, 686, 693, 730, 743, 750, 752, 757, 728, 649, 742, 663, 690, 683, 771, 645, 783, 792, 815, 703, 628, 792, 708, 771, 745, null, 669, 751, 631, 797, 639, 758, 758, 779, 653, 709, 721, 780, 697, 786, 679, 729, 760, 758, 689, 749, 751, 777, 778, 752, 687, 766, 792, 789, 808, 694, 718, 800, 820, 737, 712, 735, 743, 788, 749, 684, 768, 771, 713, 666, 794, 695, 750, 656, 709, 783, 768, 713, 644, 681, 682, 722, 744, 688, 788, 663, 813, 648, 791, 797, 632, 736, 679, 754, 776, 765, 751, 678, 680, 688, 799, 642, 727, 720, 788, 772, 767, 732, 768, 668, 723, 797, 794, 709, 687, 705, 753, 777, 752, 712, 707, 732, 787, 756, 697, 799, 809, 804, 737, 693, 648, 776, 725, 770, 678, 694, 686, 794, 779, 791, 727, 669, 806, 726, 804, 661, 689, 783, 735, 776, 787, 683, 782, 786, 794, 797, 744, 741, 686, null, 793, 701, 648, 808, 638, 750, 769, 645, 768, 701, 759, 636, 765, 794, 790, 744, 751, 715, 804, 620, 769, 720, 807, 688, 756, 770, 799, 754, 744, 775, 792, 705, 778, 780, 729, 809, 750, 780, 792, 729, 740, 717, 767, 787, 724, 760, 788, 729, 682, 644, 702, 750, 791, 726, 795, 703, 754, 814, 775, 763, 657, 684, 690, 777, 693, 772, 725, 645, 756, 633, 755, 704, 760, 711, 686, 785, 691, 753, 650, 706, 804, 789, 707, 790, 662, 711, 797, 729, 651, 699, 797, 667, 726, 788, 696, 715, 744, 762, 779, 770, 777, 790, 718, 650, 733, 750, 793, 670, 753, 753, 743, 641, 635, 688, 697, 683, 636, 680, 746, 688, 706, 648, 752, 754, 809, 629, 742, 702, 757, 656, 754, 654, 794, 770, 764, 806, 736, 781, 745, 782, 661, 679, 726, 708, 736, 709, 712, 688, 760, 709, 756, 753, 708, 737, 705, 710, 648, 804, 744, 727, 769, 775, 773, 700, 802, 696, 687, 711, 663, 795, 633, 649, 775, 778, 763, 751, 647, 747, 790, 685, 766, 778, 659, 742, 759, 754, 755, 711, 714, 788, 713, 719, 812, 736, 795, 645, 696, 675, 787, 622, 727, 779, 799, 630, 807, 636, 755, 759, 742, 690, 759, 663, 686, 809, 788, 738, 774, 649, 691, 651, 792, 793, 724, 791, 781, 772, 702, 691, 783, 694, 643, 782, 747, 728, 791, 665, 771, 736, 695, 720, 702, 794, 707, 703, 804, 718, 645, 650, 797, 783, 681, 690, 816, 773, 706, 665, 741, 766, 787, 755, 743, 767, 753, 774, 791, 773, 817, 765, 687, 666, 686, 750, 761, 685, 706, 729, 813, 702, 657, 796, 772, 683, 708, 721, 770, 790, 772, 659, 706, 705, 791, 696, 684, 740, 799, 784, 794, 652, 718, 741, 796, 740, 716, 745, 678, 772, 648, 661, 795, 798, 724, 727, 761, 702, 772, 670, 812, 718, 689, 705, 791, 778, 726, 782, 704, 645, 748, 719, 723, 651, 815, 782, 629, 790, 669, 657, 763, 793, 775, 673, 662, 667, 726, 795, 666, 716, 751, 620, 791, 778, 767, 772, 658, 799, 730, 685, 786, 726, 745, 680, 706, 788, 735, 779, 723, 695, 665, 742, 721, 754, 675, 811, 702, 644, 698, 734, 668, 727, 793, 806, 676, 778, 791, 769, 657, 695, 679, 620, 717, 722, 793, 648, 776, 706, 702, 797, 739, 701, 766, 693, 692, 779, 676, 786, 778, 714, 633, 684, 688, 725, 808, 707, 813, 623, 793, 658, 753, 792, 622, 722, 770, 662, 733, 750, 777, 700, 659, 732, 799, 786, 693, 704, 746, 768, 732, 813, 800, 672, 799, 686, 666, 736, 728, 791, 775, 749, 782, 782, 694, 717, 704, 784, 744, 680, 794, 798, 767, 665, 684, 802, 624, 788, 746, 798, 787, 696, 812, 730, 726, 727, 683, 783, 683, 776, 622, 658, 620, 764, 672, 813, 707, 753, 639, 671, 697, 768, 758, 707, 629, 779, 725, 725, 812, 679, 655, 761, 757, 674, 696, 741, 729, 698, 787, 697, 757, 683, 758, 778, 812, 791, 805, 783, 701, 757, 747, 698, 689, 756, 691, 795, 806, 631, 737, 792, 719, 639, 631, 708, 735, 761, 749, 632, 684, 679, 695, 687, 683, 748, 743, 726, 776, 806, 692, 692, 791, 724, 782, 791, 801, 718, 694, 740, 726, 783, 768, 774, 759, 767, 722, 622, 756, 681, 739, 666, 772, 780, 784, 716, 714, 699, 651, 675, 813, 796, 695, 754, 802, 765, 736, 685, 791, 714, 791, 805, 758, 703, 694, 794, 669, 700, 766, 745, 745, 662, 777, 760, 767, 794, 775, 679, 720, 769, 795, 784, 716, 663, 739, 670, 762, 798, 666, 675, 785, 742, 657, 715, 753, 710, 740, 734, 669, 744, 790, 716, 782, 646, 626, 792, 744, 765, 798, 747, 719, 705, 772, 716, 696, 798, 811, 705, 658, 774, 674, 791, 725, 799, 780, 702, 789, 740, 801, 800, 808, 799, 815, 677, 733, 655, 709, 748, 808, 814, 670, 738, 690, 786, 666, 794, 753, 757, 783, 635, 737, 734, 728, 722, 713, 812, 714, 646, 766, 625, 783, 787, 794, 729, 662, 702, 817, 667, 775, 703, 662, 747, 771, 817, 685, 624, 688, 795, 686, 747, 778, 718, 732, 756, 630, 794, 769, 699, 645, 747, 804, 811, 685, 696, 796, 648, 803, 636, 704, 720, 716, 683, 742, 805, 790, 777, 723, 759, 805, 730, 741, 662, 798, 732, 766, 762, 782, 758, 790, 644, 728, 651, 718, 771, 763, 715, 638, 772, 725, 732, 706, 673, 780, 714, 793, 664, 784, 798, 754, 813, 785, 742, 804, 772, 779, 788, 787, 810, 770, 801, 788, 684, 685, 686, 768, 704, 703, 786, 676, 688, 675, 793, 783, 776, 719, 790, 777, 811, 758, 767, 653, 730, 809, 718, 804, 675, 720, 654, 674, 813, 774, 742, 813, 631, 714, 717, 731, 662, 768, 768, 773, 630, 801, 779, 711, 736, 625, 714, 703, 765, 799, 794, 809, 717, 647, 820, 724, 725, 729, 726, 731, 691, 751, 762, 799, 754, 803, 739, 688, 774, 782, 662, 735, 667, 775, 741, 705, 808, 787, 775, 730, 727, 752, 697, 697, 727, 802, 740, 668, 806, 788, 769, 756, 725, 730, 786, 744, 706, 736, 776, 793, 697, 681, 623, 624, 733, 809, 804, 654, 717, 649, 731, 713, 773, 752, 704, 769, 720, 696, 687, 706, 729, 790, 680, 689, 781, 784, 759, 735, 739, 768, 724, 798, 728, 709, 671, 718, 770, 678, 779, 768, 750, 666, 782, 790, 710, 715, 721, 733, 681, 705, 789, 667, 696, 790, 740, 725, 766, 640, 758, 657, 744, 707, 754, 727, 734, 640, 794, 646, 805, 668, 728, 729, 716, 700, 761, 647, 808, 672, 687, 623, 703, 796, 727, 739, 784, 678, 791, 709, 798, 779, 705, 697, 720, 693, 746, 770, 700, 704, 710, 685, 637, 661, 812, 693, 806, 662, 738, 726, 715, 787, 731, 621, 773, 735, 635, 801, 711, 711, 736, 790, 776, 757, 735, 720, 700, 715, 697, 704, 814, 673, 780, 746, 760, 771, 662, 753, 732, 793, 776, 793, 689, 693, 662, 677, 673, 764, 785, 762, 743, 737, 747, 714, 699, 701, 765, 710, 626, 774, 685, 804, 804, 738, 817, 643, 742, 741, 716, 717, 774, 696, 749, 683, 753, 738, 667, 780, 665, 786, 776, 746, 700, 693, 763, 695, 792, 790, 821, 798, 782, 784, 750, 704, 738, 738, 801, 722, 709, 684, 680, 684, 724, 726, 764, 705, 731, 720, 767, 731, 655, 713, 735, 735, 783, 767, 750, 707, 762, 674, 734, 736, 694, 782, 773, 694, 749, 817, 758, 657, 794, 787, 790, 739, 705, 626, 695, 749, 686, 720, 778, 677, 685, 753, 715, 730, 684, 766, 695, 771, 801, 784, 809, 695, 814, 681, 756, 782, 759, 656, 735, 756, 712, 650, 690, 801, 753, 729, 795, 663, 753, 778, 713, 728, 718, 713, 737, 755, 791, 668, 766, 756, 766, 809, 785, 627, 675, 816, 714, 731, 766, 806, 799, 732, 734, 813, 766, 685, 811, 689, 668, 713, 697, 631, 751, 762, 797, 776, 695, 762, 667, 802, 770, 681, 768, 797, 773, 786, 704, 711, 807, 762, 733, 688, 766, 659, 655, 774, 773, 778, 693, 778, 777, 713, 762, 624, 781, 803, 733, 751, 758, 696, 659, 768, 719, 759, 806, 780, 626, 713, 771, 740, 783, 733, 799, 676, 742, 631, 730, 712, 692, 759, 743, 696, 702, 788, 724, 744, 761, 803, 756, 679, 719, 692, 694, 683, 744, 759, 715, 709, 795, 780, 631, 790, 757, 806, 766, 742, 656, 688, 759, 783, 771, 639, 787, 765, 782, 783, 755, 725, 751, 805, 707, 710, 719, 655, 675, 699, 711, 629, 755, 795, 799, 642, 778, 746, 674, 712, 800, 695, 773, 687, 720, 694, 798, 806, 629, 817, 716, 667, 654, 756, 795, 725, 716, 717, 803, 711, 803, 733, 715, 796, 703, 718, 701, 678, 691, 723, 649, 740, 702, 732, 812, 687, 774, 648, 771, 722, 727, 665, 784, 622, 736, 796, 753, 692, 744, 765, 768, 687, 715, 785, 747, 674, 786, 812, 799, 706, 699, 789, 721, 646, 743, 794, 776, 714, 766, 758, 776, 783, 759, 675, 761, 764, 726, 722, 802, 743, 710, 677, 812, 793, 662, 702, 725, 798, 750, 651, 756, 708, 770, 780, 793, 808, 758, 770, 780, 710, 717, 719, 776, 709, 785, 720, 738, 767, 753, 665, 773, 770, 652, 795, 737, 798, 691, 786, 664, 723, 716, 739, 718, 717, 786, 716, 694, 680, 723, 804, 753, 739, 748, 700, 800, 790, 664, 788, 756, 798, 763, 694, 671, 771, 722, 695, 738, 757, 795, 760, 622, 727, 748, 790, 647, 660, 681, 674, 713, 780, 783, 677, 747, 797, 707, 651, 759, 714, 740, 814, 687, 659, 726, 663, 769, 753, 789, 765, 756, 786, 627, 633, 701, 797, 808, 699, 671, 681, 757, 728, 765, 796, 800, 678, 797, 795, 744, 807, 687, 798, 725, 771, 689, 781, 783, 758, 694, 641, 762, 681, 749, 731, 668, 668, 825, 713, 694, 774, 796, 766, 656, 750, 699, 699, 797, 801, 646, 718, 692, 704, 703, 747, 782, 674, 731, 688, 700, 801, 698, 710, 662, 739, 714, 700, 797, 724, 752, 678, 744, 723, 650, 712, 809, 709, 776, 694, 653, 720, 787, 805, 714, 802, 696, 802, 659, 792, 686, 656, 767, 744, 672, 718, 762, 785, 727, 676, 645, 778, 742, 801, 770, 739, 790, 729, 686, 718, 694, 657, 706, 818, 784, 737, 776, 796, 706, 754, 712, 706, 620, 733, 671, 798, 809, 629, 741, 654, 768, 825, 802, 814, 632, 800, 773, 625, 738, 723, 635, 789, 775, 679, 787, 663, 637, 670, 749, 748, 722, 724, 679, 718, 713, 674, 711, 788, 730, 707, 704, 699, 768, 682, 649, 689, 693, 779, 783, 786, 686, 623, 695, 779, 644, 801, 775, 798, 727, 674, 777, 749, 715, 736, 656, 741, 744, 718, 785, 793, 788, 681, 705, 727, 759, 804, 790, 689, 755, 626, 653, 781, 769, 804, 804, 801, 781, 798, 690, 805, 622, 721, 798, 796, 699, 809, 714, 637, 724, 681, 799, 785, 719, null, 761, 702, 789, 731, 713, 790, 803, 705, 729, 726, 738, 738, 668, 745, 727, 681, 749, 676, 667, 775, 736, 794, 799, 653, 751, 823, 772, 773, 743, 724, 795, 799, 726, 718, 793, 737, 713, 729, 749, 718, 627, 702, 693, 626, 704, 697, 809, 801, 781, 792, 671, 752, 773, 779, 765, 776, 801, 783, 757, 811, 770, 797, 662, 747, 754, 711, 766, 675, 783, 770, 758, 705, 780, 804, 744, 723, 760, 666, 695, 795, 763, 629, 794, 651, 639, 656, 692, 772, 637, 665, 737, 696, 785, 665, 761, 753, 701, 713, 729, 739, 690, 707, 716, 686, 720, 779, 678, 792, 798, 673, 707, 689, 678, 713, 733, 720, 737, 757, 654, 788, 675, 791, 624, 637, 724, 756, 701, 669, 709, 696, 732, 769, 693, 784, 741, 817, 730, 700, 743, 806, 817, 815, 730, 640, 683, 800, 725, 733, 741, 671, 717, 686, 745, 720, 743, 709, 771, 788, 763, 624, 798, 703, 779, 759, 694, 689, 788, 686, 711, 791, 762, 705, 799, 644, 801, 666, 677, 637, 802, 668, 644, 794, 714, 771, 779, 782, 703, 779, 698, 735, 685, 754, 782, 624, 624, 792, 692, 760, 773, 752, 693, 689, 769, 746, 774, 625, 750, 704, 661, 787, 806, 703, 672, 801, 739, 759, 709, 726, 714, 701, 689, 655, 791, 668, 699, 653, 780, 805 ], "xaxis": "x3", "yaxis": "y3" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0, "x": 0.75, "y": 1.25 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "FICO Histogram by Lender (January 2017)" }, "width": 900, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.3133333333333333 ], "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.3333333333333333, 0.6466666666666666 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "xaxis3": { "anchor": "y3", "autorange": true, "domain": [ 0.6666666666666666, 0.98 ], "matches": "x", "range": [ 619.5, 829.5 ], "title": { "text": "FICO" }, "type": "linear" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ 0, 898.9473684210526 ], "title": { "text": "Loan Count" } }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false }, "yaxis3": { "anchor": "x3", "autorange": true, "domain": [ 0, 1 ], "matches": "y", "range": [ 0, 898.9473684210526 ], "showticklabels": false } } }, "image/png": "iVBORw0KGgoAAAANSUhEUgAABHcAAAJYCAYAAADohQrCAAAgAElEQVR4nOy9+28VdeL///57JmnCD4aEfIjzpaRJZUOImyIRdx3Llm5hWZZKiqyoXBQFy6JVoS6CCMtVuclFWK2yoCBeAOV+10ot19JSeqHX5/eHOuM57bSc9rzoazrn8UgeiZ45l5lz5lV6Hp15zf8JAAAAAAAAAACGLP9newUAAAAAAAAAAGDgEHcAAAAAAAAAAIYwxB0AAAAAAAAAgCEMcQcAAAAAAAAAYAhD3AEAAAAAAAAAGMIQdwAAAAAAAAAAhjDEHQAAAAAAAACAIQxxBwAAAAAAAABgCEPcAQAAAAAAAAAYwhB3AAAAAAAAAACGMMQdAAAAAAAAAIAhDHEHAAAAAAAAAGAIQ9wBAAAAAAAAABjCEHcAAAAAAAAAAIYwxB0AAAAAAAAAgCEMcQcAAAAAAAAAYAhD3AEAAAAAAAAAGMIQdwAAAAAAAAAAhjDEHQAAAAAAAACAIQxxBwAAAAAAAABgCEPcAQAAAACAjOD1t9r0l+mtKXvuQqftVQYASAniDgAAAAAAZARxizsdHZ3avHO/7tTV214VALAMcQcAAAAAADKCwYw7U2Yv1ZTZSw2ufU9aWlrluJ6On7r4UF/n3bU75bieHNfTMzNekyRdqawObnNcT8PHFOnN97YEj3kkt1CO6+lWTV1wW2PTfWVl58txPXV0RDucAQw1iDsAAAAAAJARDHbcKXouHnGntbVNdfUNmjanTE9Pf1XS73Hn4JETunDlqlZv3ivH9bRu66eSfo87C8v+EzzP6k17gxhE3AEwC3EHAAAAAAAygqjEncqq65pQNF9Z2fka98wcbd1zIFiWM2GmFr+zQaPyZigrO19zFq1UY1NzsLzi4FGNHDdNjuspZ8LMpLjT2NSskgXlGpZToJHjpmnZ6u3BY0sWlKt8zcdaWLZOjz01S5s//qLf2/TsvGU94s7lyupg+ROF84KjlR7JLdSz85YpKztfd+81qr29Q8PHFGnm/OVJcefsxUqN9Z6X43oaOW6atn1yMHi+sHXu6OjUv97drGE5BXJcT+OemaPHnpoVPGbSs4uDZSPHTUt6b0sWlOufr65Q3uS5ysrO16TixUnrDzCUIe4AAAAAAEBGEIW409raphFjp6qwZImOnbygzTv3y3E9/fTLNUkKosTmnfu1u+JrZWXna+8X30iSLv8WVApLluirb09q88dfJMWdaXPKNHp8sb44dEz7Dx3XiLFTtX5bhSQpb/JcOa6np6e/qrKVW/TVtyd141atxnrPh/pE4bwe695X3Glrb9fIcdM0Z9FKSV1xZ3fF1xqVN0NvrdqqXZ8e1shx0/T5l0eDuNPU3KJHcgs1oWi+Dh75Ua+8uVaO6+nYyQu9rvOaD/fJcT0tKd+sYycvaM6ilXJcL1jHZau3a/+h4zp9/ieVlm+S43q6fedu8HxZ2fnBfUaPLw7WF2CoQ9wBAAAAAICMIApx54tDx347nelHHT91UcdPXdTo8cVavmaHpK64c/i7U8H9Jz27WLMXrpAkLXpng4blFKizs2u9Ek/LamxqluN6Wr5mR/C8xXOX6ckpCyR1hY2XSt9PWpfGpvva9dnhUP2glEhY3FmwdI0WvbNBuRNLlJWdH0SqR3ILtafiiLZ9clDDcgo0Km+GNu34PNj+jo5OfXrgOzmup8qqG8FrjBw3LdjesHV+7KlZ+uusJcH//+/wD0lxp729Q0dPXNDqzXv12tvr5bievv/xfPB8ry/fGNx39aa9evTx6T0/PIAhCHEHAAAAAAAygijEHX9umtyJJUkuKd8sqWfcKZ67TH9/oUySVPTcUk0qXhwsS4w75y9fleN6GpU3I+l5/zRtoaSeYcN//NdHT4f63Q/neqx7WNz5419eVGHJEi1+Z4Oqb9QE9/XjTlt7u4aPKdIjuYVqbW1LijurN+/VsJyCpNf42z/f7HOdh+UUaPWmvcH/J8adu/ca9dhTs7pOuXp2sV4qfV+O6+mbY2dDn2/L7gMaPqaox3YCDEWIOwAAAAAAkBFEIe7sqTiirOx8tba1hz6ur7hTtnKLcieWBMsS486duno5rqejJy6EPm9YKKm+UaMRY6eGOnp8cY/n+PsLPSdU7m3OGj/uSNKnB77Tvv1dRwIlxp1dnx1OOm1KknInlqh47rJe1/mZGa8lnUqVGHd27PtKjuslXRqeuAOZAnEHAAAAAAAygsGOO09OWaBzl34JPH/5qmpq65WVna+Z85frXkOT7jU0aU/FEW3f+6WkvuPOD6cvyXE9bd65X9du1uiNFR8lzbkz1ntejz01S5VVN9Ta2qbvfzyvspVdlycPCyWpUFl1Q3fq6nWlslrDxxRpxbpdkvoXdxJJjDu3auqCSaNr6+5p538PyXG94HFh67xu66fKys7Xv97drPXbKjQqb0YQd/z5fE6cuazbd+6qfM3HxB3IGIg7AAAAAACQEQx23PEv+51oR0enDn93SiPGTg1uy8rO1459X0nqijtff386eJ7iucv0jxffliR1dHTqmRmvBY97onCeHNfTD6cvSZKqrt0KJiH2nbdktaSusFFavqnf2zG3dHXwXIUlS9TQ2HX1rVTizief9x13JOmTz7uOZArW918fBPcNW+em5hbNXrhCI8ZO1R/+PFsz5y9XVnZ+8P489bdXgueaUDRfjuvp2+NnQ59v6x7iDsQH4g4AAAAAAGQEgxl3UuFOXb2u37wTTJCcKtdv3lFNbX2vyxub7qvq2q1eT/3qD52dXUfYNDW3pP1cvdHe3qGffrmWdMn3vu6b+H69vmxj0qXQpa7351ZNnfH1BIgyxB0AAAAAAAAYEnz9/eng8unjnpkjx/X0+ZdHba8WgHWIOwAAAAAAADAkuNfQpO17v9TyNTu0YXtFcOl1gEyHuAMAAAAAAAAAMIQh7gAAAAAAAAAADGGIOwAAAAAAAAAAQxjiDgAAAAAAAADAEIa4AwAAAAAAAAAwhCHuAAAAAABARnBv7jTVjv9/Kdt2iktsA8DQgLgDAAAAAAAZQdziTkdHpzbv3K87dfW2VyVlDh75USfPXZEknb1YqS8OHbO8RgDxgLgDAAAAAAAZwWDGnSmzl2rK7KUG174nLS2tclxPx09dfGivcfZipRzX07lLvwS3zVm0Uo7rqbW1Lbjt8UkvaMHSNQ98vicK52nROxskSW+t2qqx3vPmVxogAyHupEFHR6cqq27o0s+/qrGp+YH3b2xq1slzV3TtZs0grJ3U2HRfdXcb1NbePiivF0cu/fyrSss36eiJC7ZXZdA5d+kXlZZv0okzlwf9tU+cuazS8k1at/WzQX/tOFBTW6+T567o4pUqNTW3PPD+1TdqdOHKVbW3dzzwvu3tHWppaU17Hdd+9F+Vlm/SmQs/p/1cAAAAqTLYcafouaEfdzo7OzUsp0CrN+8NbhuVN0OO6+m7H84lrUfFwQe/X8QdgIdDxsQdvzj35iO5hZKkrOz8HsuqbyTHmB9OX9JY7/ke9xuVN0Mr1u3S3XuNSfffU3FEI8ZOTbpvVna+nlv475SiUOL691b/P9r1Pzmup/I1Hwe3TZm9VI7rad/+b1N+n9rbOzRn0Up98OG+lB8TZ/bt/0aO62nFul0P/bUmFS+W43q6Uln90F8rFbbv/VKO62nd1k8H9XVb29r16OPTlZWdnxSW1n703x5jLpVwkUmsWLdLj+QW9nif5ixamfSXNZ/9h45rWE5B0n1ffmOtOjs7e32N2QtXyHE91dbd67HspdL3+/w567ieamq7Dhs/euK8HNfT6PHFKUUlAAAAE0Ql7lRWXdeEovnKys7XuGfmaOueA8GynAkztfidDRqVN0NZ2fmas2hl0neGioNHNXLcNDmup5wJM5PiTmNTs0oWlGtYToFGjpumZau3B48tWVCu8jUfa2HZOj321Cxt/viLlLelYGapCmaWSpJq6+7JcT09UThPb63aKkn65thZOa6new1ND9y+3uJOY9N9Fc9dpmE5BcHjzl++mvI6AmQ6GRN3Tp//KYg4f521pIfPLfy3JOm99btV9FxXFMmbPFfL1+xI+mG6csOe4EvKpOLFenvVNr2+fKOenv5qcPunB74L7r9g6Zrg9r+/UKYV63ZpwdI1QewZMXZq6Jek3tb/r7OWhC7fvHO/HNfTsg92BLe9vWqb8ibP1dET51N+n/zq/kThvJQfE2cGM+74+9Cln3996K+VCrbiTvmaj+W4nrZ9cjDp9hNnLuv1ZRv1+rKNQZBobLo/qOsWdZ762ytyXE//ePFtLV+zQ/948e0gWHc/TPr4qYtBaH592Ua9t363Ro8vluN6wS9cPjdv12rzx1+oeO6y4OdZ2M+tLbsPqOi5paH663H7zt3g/hu2V8hxPa3etLfHcwEAADwMohB3WlvbNGLsVBWWLNGxkxeC3+N/+uWaJMlxPY0cN02bd+7X7oqvlZWdr71ffCNJulxZLcf1VFiyRF99e1KbP/4iKe5Mm1Om0eOL9cWhY9p/6LhGjJ2q9dsqJEl5k+fKcT09Pf1Vla3coq++Pakbt2o11ns+1MTvA+u2fqphOQWSpE8PfKfHnpql99bv1oSi+ZKkN1Z8pNyJJSltX29xp7R8k4blFOjro6f1/Y/nNe9fH+jA1z8M+P0HyDQyLu70FkcS2fnfQ3JcT0vKNyfdfu1mTfDFZtdnh3s87uzFSo3KmxHEnUs/VQVfng5/dyrpvnX1DXp80gtyXE+vvLk27fUPizsDoT9xp6+/7g/kfoNBf9cl6nGnP9vT38/LRty5fvOOsrLzlTuxpM/19f9KRdxJZud/D+n6zTtJt31x6FjS0Yk+JQvKe0Q0//0fllOQdDTN518e7XEETipR2qf6+u0gZic+b0dHp0aPL1ZWdr5u1dT1d3MBAAD6TRTijv9v88EjP+r4qYs6fuqiRo8v1vI1Xb/HO66X9N1h0rOLNXvhCknSonc2aFhOQfB7UuJpWY1NzXJcT8vX7Aiet3juMj05ZYGkrrjzUun7SevS2HRfuz47HKoflCTpym9R6cKVq5q3ZLVeeXOtzlz4WVnZ+Wpv71De5LlaWPaflLavt7izYOkaDR9TpBNnLkfq+wPAUIG4E0JvcWfm/OXBKQ690dLSqobGriN9/NOiuj+PT2XVjZS/KA0k7qzb+pnyJs/V5YTTfK7drNGsl98NDuUcMXaq/jprib49flb3GpqC4JSVna+8yXOVN3munp7+avD4xqZmzVm0MjjyaFTeDL29aps6Onr+AF639bPgSIBhOQUqnrtMf/zLiypbuSW4z9ET55U3ea4++fyIzl6s1LwlqzWhaH7ww3/2whUaPb44OFJj+Jgi/fPVFbpxqzbptWa9/K6env6qTp67oienLFBWdr6GjykK/uE4/N0p5U2eG3xxfWHxKrW2PXguIj/uvPneFi0sW6dHH58ux/WUO7FER46dCe43b8lq5U2eG3pK1fsbP1He5Ln6/se+j6BKNe60tbfrjRUfBe/t8DFFKp67THV3G4L7NDbdV97kuXp9+UZ98vmR4DTCR3ILVVq+qcfn1draplfeXBt8riPHTdMf//JiaNw5e7FST05ZEHwmuRNLko5Wk6Q1H+5T3uS5qqy6rs+/PKpn5y3TE4Xz9L/Dff/1xZ+c70GnEobFnf7uK2cvVurp6a8qKztfWdn5mjJ7adJ7eKumLjh6rzvPzHhNJQvKk+47qXixRo6bFhyh8ujj07Vs9fak06ESP5ea2nq9seIj/WnaQv3tn28a2YfCaG/vCH7OJH7u/np2HwcFM0vluF7S/t3Y1KyzFyt19mKl/vDn2f2OO8/O6zriZ8vuAz2W7fr0cOiRRQAAAA+DKMSd1Zv3Br9DJep/Z+ged4rnLtPfXyiTJBU9t1STihcHyxLjzvnLV4PfzxOf90/TFkpS8DtIIi0trfr66OlQ/fl0fB7JLdQHH+5TzoSZ+vzLo+ro6FRWdr6+/7HrVGv/KJsHbV9vcaey6kbwO6t/Opr/vQoAHgxxJ4Te4o4fRLr/Zbw3/C/KfX0J8udZ+fr702mtf1jc8U8JSzwH19+GUXkzNKl4cRArpsxeqrr6huD//fuMypuhP/x5tqSuAOAHhUcfn66CmaUaPqYodL38187KztcThfM07pk5wfMm3tePJ/6kbL7+Ob2J59w+Pf3V4PVGjy9O+lLqr5dv4v8nzo+UePuuT3sefdUdf/18h48pSpo/6ezFSknS6k17Q7+gtra1B9vwoPlhUok7nZ2dwSG1Wdn5KphZGsSM0eOLgy/vdfUNSeudlZ2ftO3+4bn+c/pRb1hOgfImz026b2LcOXjkx+D2x56aFQQgx/W0u+Lr4H4vLF4lx/39PHDfxIn4whg+pkhZ2fmh88MkEhZ30tlX/NCROKeVH1/9X6YSycrO16i8GcH/X7xSFcSzJwrnBYGxewz2P5dHcguT5roZllNgZB8Kw5+vyz+UWuqKTP4vXd1Z9sGOXkOMJE0omt+vuOP/pe/Rx6eHRuCm5hZlZefr0cenp7hFAAAAAycKcWdPxZGu33d6+UNjX3GnbOWWpH+/E+POnbp6Oa7X64VAwuJO9Y0ajRg7NdTR44uT7vuPF98Ofg/w5xh9evqrmvTs4qTfyx60fQ+aULmy6obWbf1UWdn5D/zdEQB+J+Pijv8lt7uJV5QKiztt7e3B41Ohta29xxeqMBa9s+G3L9B9XxXIX3//ObvrL+sr7lQc7Dq1YtKzi5Oe++iJ88Hr93Va1vsbPwm+7Ppf0hqbmoO/5Pt/6fe/TI4YO1W/XrsVPP7Sz7/2Gncc19MLi1fp+KmLunGrVpVVNyRJx05eSPqHoaOjM/hH5fT5n4Lb/S/sC8v+E3wBTnzPFpatC24/ceayHNfTs/OW9fmeJ67f6PHFSZP7/uvdzXJcT9PmdP1De/deY/DZJIaJXZ91HZUwb8nqB75WKnHHnzj7Hy++rfu/XbGorb09OErMD1Z+RMjKztf6bRXB5+UfJvvHv7wYPOfWPQfkuJ7GPTMnaX6pdVs/S4o7rW3tQRxMvMKR/1eixC/nftzJys7XinW7dOmnKlVdu9XnqTdV1271CCy9ERZ3+ruvzPvXB8H23rhVG8QY/7Sh/sSdxqbmpNeQpDt19UGU8UmMbk9OWaCDR37Uzdu1unDlqpF9KAz/58A/X10R3Ha1+mav43zd1k/luJ7eXbsz9Pn6G3f+OmvJA2Oqf7QQp2YBAMDDZrDjzpNTFujcpV8Cz1++qpraemVl52vm/OW619Ckew1N2lNxRNv3fimp77jzw+lLclxPm3fu17WbNXpjxUdJv++P9Z7XY0/NUmXVDbW2tun7H88HR82HxZ3+4P/OmBh9VqzbFfwx1edB29db3Fm2eru++vak2trbdaeuXo/kFurDXfsHvL4AmUbGxZ2wOPJIbuED486vv33xTPxC1xf+F9Xuxbs7/gTNry/r+wdtYpzqfohj7sSS4CiFvuLO/kPH5bieHp/0gu7U1Ye+Tl9xxz+6o7c5PfwjFN5etU2O62nTjs+T7nf95p1e484bKz7qdds7Ojp15sLP+uTzI1rz4T49OWVBjyNF/KMvuuMfIdGdYTkFGjF2aq+v2X39us+54x/5MHxMUXCbf+rJjn1fBbf5R7b4E8j1RSpxxz9q50pltdrbOwI/PfBdELek3yNC4il1UtdROlnZ+Unb/qdpC3ust9Rzzp3vfjgXxI7E125v71DuxBI5rhcEJz/ufHPs7AO328c/pLe0fNMD79vbnDvp7Cv+++BfHa8/ccensem+vv/xvHbs+0orN+wJYph/hSj/c0mMa4mkuw91xx+bw3IKkk5PO3nuSuj+IXVNiuy4nhZ3m1TZpz9x58yFn4Ofm32dO7+w7D9yXE8nz11JYasAAAAGzmDHncSjhX07Ojp1+LtTSUeDZ2XnB//+O27yUf3Fc5fpHy++Lanrd51nZrwWPO6JwnlyXE8/nL4kqes7iP/7oq//B6K8yXNT+j2rN/zf5ROPSvZ/p+gejfravglF84PfM95etS2IO/4fT/37/3XWkqTvaADQNxkXdwZ6WpYfPR50JI7P/d/u330S0+6Ulm+S43pa84BLj5s4Lau1tS3pKJ8//uVFLSxbp+rrt3tsZ1jc6S2U+D/o/cna/v5CWY+jOxLvFxZ3epuwePveL3tcqtk38UiA3r6w+5fU7s6IsVNT+iz7Wj//FDb/qBj/iKDHJ70g6ffTUfyrCDyIVOKOH/F682//fFNS73HHf47E/dL/h9cPED7d445/NYa+rKy6Lun3uNOfL+v79n8rx/W0YXvFA+8bFnfS3Vf8/dbfhv7Enfb2jiBQhOkfkdLX5yKlvw8l4se47r8gdm3b9aQxm4h/xFZvk7P3J+74wWzf/m/6vN8HH+6T43oPnJMJAAAgXQYz7qTCnbp6Xb95p98TCF+/eafH726JNDbdV9W1WynNMfkw6e/2tba1q+raLaIOwAAg7oTQ25w7vX0J7o1HcgtDjy5IxC/6B4+cSGv9U4k7klRbd0//fHVFsG6+/hVz+oo7Wdn5obGqprY+6WiEwpKu0zC6T8LW37jjn0aWlZ2vspVb9PX3p/XrtVt6d+3OtOPOyHHTjMWdxH+s/CNYLldWB+9/xcHUfilIJe74pw69v/GTUA8e+VFS/+KOP8l0d7rHHf8os4KZpb2+/r2GJkkDjTtd7/XmnfsfeN/uccfEvjLjpbcHHHf8z3rkuGlav61CP5y+pOs37wRzaqUad6T09iGfr4+eDvaVz7/s+diGxq6raXQ/x12S/v2frvest8OgU407/pFYYfP6dGftR/8l7gAAAAAApAFxJ4Te4o4/WdjCsnW9PrazszMozf4hk73NXXHzdm2Pv+wPdP1TjTuJXLtZozff2yLH7Zr4Vvo97oSdNuJ/oe4+qat/tEHx3K45bF5+Y60c1+txlaH+xp1ZL7/721/9k6+ctOa3v/LbjDvt7R3Kys7XyHHTkm7fsL1Cjtt1uOqwnAINH1MUOolsGKnEHf+L/4OuHNCfuOPPQdPy2ylVPt3jjn+Kz8tvrH3gtgwk7vhHmvR1ip6PH9b8uGNiX+ked/xTK/3JvRPpHne6n37l44fO/sSddPYh6ffQ5bievvr2ZK/3868S1v25//bPN/sMzqnGHf80zi8OHXvgOvtzjyXOawUAAAAAAKlD3Amht7jjTxzruF6PSz9LXac6PD7phWCZfw5qVna+jp28kHTfxqbm4JSFFxavSnv9U4k7R0+c73GqVGtrW/AXfh/H9ULno/EvU/3+xk+SbvfnCfGvwPT5l0eDYOTPpF93t0GzF67oV9zx41jil8O29vbg9WzGHf8Upe6TMjc2NQfvZ1+ntoSRStyZt2R18MW/O5VV14P9rD9xx/8yv/njL4LbOjo69VLp+0lx51ZNXbA/VyVMlO3ff+d/DwX/P5C44x8pM+Olt/u8nz/x8Mhx04KjpkzsK93jjh86R4ydmhRAvj1+Vo6bPP+W/5knXkq9tu5eEET7E3fS2Yf8yZCH5RT0GnV9/NPQEk+Zqqn9fRLo3q5YlkrcOfD1D3JcL7jS3oMoeq7rCMZUr0QIAAAAAADJEHe68d763cEXjbzJc7V8zY6kKwglTvT15JQFemPFR1r0zgY99bdXQsPPvH99ENz+jxff1r//s1Mvv7E2OMVrxNipvU5u3J/1TyXuvLd+d3AkwsoNe7Ru62fBl+LEozH8y5ZPmb1U767dGYSEG7d+P9LolTfX6qNd/wu+II4cNy3p3NjES58nTqbWn7jjz74/fEyRFixdo5ffWJt0qfbBjDvDxxTp9eUbtX5bRRC5HNdLmq/IJ3F5Kp+tjx93JhTNV2HJkh4eP3VRdfUNwbwyeZPn6r31u7Xsgx3B1Yb8z78/ccc/8spxPc1euEKvvLk26dL0iZdCX7Z6exB4Fpb9R+u2fqqXSt8PPhefgcQd6fd5nbqfZz2haL4WvbNBi9/ZELxW4nqZ2Fe6xx1JwZXgJhTN15LyzcEEzd3jjv/Z5U4s0ZLyzZr18rtJ8//0J+5IA9uH2ts7gseMe2aOZrz0dg8T3wf/tKms7Hy9vnyjVqzbFcSoV95MPjqrsuqGlq/ZoeVrdgTjubR8k5av2dHjCJ/Ozs7gCLO+jhzyaWlp7THJNwAAAAAA9I+MiTv+VVsedJnlxAgRfIH/7eo5Poe/OxV8CUr00cena9kHO3qcMrOn4kiPwJGVna9ZL7+bFI7SWf8Pd3XFncRTofzTo/xTHb7/8XzwpSvRaXPKkk61OnPh5+CoIn9dfU6eu5L0pdlxu07hunYz+T2639KqhWXr9Ic/z1buxBI9O2+ZDh45IcdNviSzf5WnsLjT1t4eXEbZN2fCzCAo7frswV/YR+XN6DX6pBJ3/PXr/vkNH1Okoycu9PmYsLla+iLxygdhfvL5EUlS9fXbwSmCiY71ng+uTuUf3RIWEUaMnZp0lS+p52TJI8ZO1cz5y3tElM7OTn24a3+POZuysvOTPte5pV1HGHW/PPiD8E+v6j5PTPdtfXbesuDKXJKZfaV47rLf4s6N4LYzF35OmsQ6Kztf767dqazs/KQr4VVfvx2c3uY7qXixxnrPy3E93b5zV1Lfn0siA9mHOjo6+9x/HLfr8u/dXyfxKCHH7TqSsPupWv4peWHOevnd0HX3J4V+EJ98fkSO6+ml0vdT3lYAAAAAAEgmY+LOw6C1rV0Xr1Tp9PmfUppk+e69Rh0/dVGVVTf6PSO+SRqbmnXu0i86d+mXPuNSbd09Xams7jEXi9Q1X8+xkxdSumKOj381pN7mIOqNX6/d0tET53W1+ma/Hmea2rp7On7qoi5XVvf5+fmR4UGnxaRLW3u7LldW68KVq31O2p0q91tadeLM5ZTf5zt19Tp57sqArvDQG9U3apSVna/ciSVJgaGlpVVXq2/qSmV1r6cLSQ9nX2lta9fZi5U6d+mXPq/c0NHRqQtXrur4qQl1oDAAACAASURBVItBzBkog7UPSV3B7qdfrunkuSuhY/1h0tbeHgTYm7drH/wAAAAAAAAIhbgDD4Xla3Zo/bYKHT91UVcqq7Wn4khwBITtSPMw8SfhTeUKQRCOf4rVyg17bK+KFTJpH1q+Zocc19OaD/fZXhUAAAAAgCENcQceCnmT54aewrFhe4XtVXuo+BMep3I5bwinvb0jOMVp/6Hjtldn0MmUfcg/feuxp2b162pgAAAA6fD/nd+h//t+ecrur+/9QhcAAFGCuAMPhcqq69qy+4CWrd6ut1Zt1a5PD2fElXB27PtKqzfvTZoPBvrPpZ+qtHrz3qQrcGUKmbIPbd/7pVZv3qsrldW2VwUAADKIuMWdjo5Obd65v18X8UiXG7dqg4tF9IfGpvsPPAW87m6DNu/c3+ep8AAQDnEHAAAAAAAygsGMO1NmL33gxVzSpaWlddDm6ftw1/6kq4E+klvYrz/E5U4s0XML/93nffwrBHe/QA0APBjiDgAAAAAAZASDHXeKnotH3NlT0XV1y7dWbVXd3QbdqavX68s2ynE9Hfj6h5Se49ylXx449yZxB2DgEHcAAAAAACAjiErcqay6rglF85WVna9xz8zR1j0HgmU5E2Zq8TsbgitKzlm0MukKtxUHj2rkuGlyXE85E2YmxZ3GpmaVLCjXsJwCjRw3TctWbw8eW7KgXOVrPtbCsnV67KlZ2vzxFylvy6i8GaHb8qdpC/XYU7MkSd//eD74b58//uVFHTxyQpL03MJ/a/XmvZK6rtb5/sZP9Ojj05WVna/Hnpqlr78/3SPuHDl2RqPHF+t/h39I+30DiDvEHQAAAAAAyAiiEHdaW9s0YuxUFZYs0bGTF7R55345rqeffrkmSXJcTyPHTdPmnfu1u+JrZWXna+8X30iSLldWy3E9FZYs0VffntTmj79IijvT5pRp9PhifXHomPYfOq4RY6dq/bauC5r4Fzx5evqrKlu5RV99e1I3btVqrPd8qE8UzgvW13E97a74use2+K/f2dmp/YeOy3G9pOXDcgqCxz1ROE+L3tkgSVq/rUKO62nROxv0zbGzeu3t9Spf83FS3Pnh9CVlZefr7VXb0n7fADIB4g4AAAAAAGQEUYg7Xxw6Jsf1dPDIjzp+6qKOn7qo0eOLtXzNDkldkeLwd6eC+096drFmL1whSVr0zgYNyylQZ2fXlSYTT8tqbGqW43pavmZH8LzFc5fpySkLJHXFnZdK309al8am+9r12eFQ/TDy67VbclxP3xw722NbPv/yqBzX0917jf2KO7kTS1Qws7TH8/lx5/sfzysrO19vrPjIyPsGkAkQdwAAAAAAICOIQtxZvXmvHNdT7sSSJJeUb5bUM1IUz12mv79QJkkqem6pJhUvDpYlxp3zl6/KcT2NypuR9Lx/mrZQUlfceX35xqR1aWlp1ddHT4f63Q/nJP1+5M6uzw732JZNOz7X8DFFktSvuJOVna/Vm/b2eD4/7mRl52v4mKKkq4em874BZALEHQAAAAAAyAiiEHf2VBxRVna+WtvCL/fdV6QoW7lFuRNLgmWJcedOXb0c19PRExdCnzcs7lTfqNGIsVNDHT2+OLjfqLwZKixZ0uM5n5yyQH/755uSpINHTqQcdx59fLpKFpT3eD4/7ixbvV2P5BZqUvFitbd3pP2+AWQCxB0AAAAAAMgIBjvuPDllgc5d+iXw/OWrqqmtV1Z2vmbOX657DU2619CkPRVHtH3vl5L6jhQ/nL4kx/W0eed+XbtZozdWfJQ0585Y73k99tQsVVbdUGtrm77/8bzKVm6RFB53UsW/WtYbKz5Sbd091dTW67W318txPX39/WlJ0r2GpmBunls1dSpf83HSXD2JceflN9ZqWE6B9n7xjVrb2vX5l0e1fe+XSXPunL98NXifJKX1vgFkAsQdAAAAAADICAY77jiu18OOjk4d/u6URoydGtyWlZ2vHfu+kqSkYCJ1RYp/vPi2JKmjo1PPzHgteNwThfPkuJ5+OH1JklR17VYwcbLvvCWrJXXFndLyTQPeng937dewnIKkdT5x5nLSfV55c22PddtTcUSSNKFovhb/Fncam5r111lLkp5r16eHdebCz3JcL7jK1bfHz8pxvWC9B/q+AWQCxB0AAAAAAMgIBjPupMKdunpdv3knmCA5Va7fvKOa2vpelzc23VfVtVu9nsKUDv4RQ8NyClRTW6+Ojk61tf/+OnfvNer2nbspPdf9llZVX78dnHqVKgN93wDiDHEHAAAAAAAAUqahsTk4giYrO18Hj/xoe5UAMh7iDgAAAAAAAPSLzs5O/XD6kg5/dyo4jQoA7EHcAQAAAAAAAAAYwhB3AAAAAAAAAACGMMQdAAAAAAAAAIAhDHEHAAAAAAAAAGAIQ9wBAAAAAAAAABjCEHcAAAAAAAAAAIYwxB0AAAAAAAAAgCEMcQcAAAAAAAAAYAhD3AEAAAAAAAAAGMIQdwAAAAAAAAAAhjDEHQAAAAAAAACAIQxxBwAAAAAAAABgCEPcAQAAAAAAAAAYwhB3AAAAAAAAAACGMMQdAAAAAAAAAIAhDHEHAAAAAAAAAGAIQ9wBAAAAAAAAABjCEHcAAAAAAAAAAIYwxB0AAAAAAAAAgCEMcQcAAAAAAAAAYAhD3AEAAAAAAAAAGMIQdwAAAAAAAAAAhjDEHQAAAAAAAACAIQxxBwAAAAAAAABgCEPcAQAAAAAAAAAYwhB3AAAAAAAAAACGMMQdAAAAAAAAAIAhDHEHAAAAAAAAAGAIQ9wBAAAAAAAAABjCEHcAAAAAAAAAAIYwxB0AAAAAAAAAgCEMcQcAAAAAAAAAYAhD3AEAAAAAAAAAGMIQdwAAAAAAAAAAhjDEHQAAAAAAAACAIQxxBwAAAAAAAABgCEPcAQAAAAAAAAAYwhB3AAAAAAAAAACGMMQdAAAAAAAAAIAhDHEHAAAAAAAAAGAIQ9wBAAAAAAAAABjCEHfS5NfbTYiIsdAkTS3t1rcHEdGENfUtRn8+1tS3WN8mREQTNrW0G/35COlB3EkT2wMKEdGUJiHuIGJcJO4gIoZL3IkWxJ00sT2gEBFNaRLiDiLGReIOImK4xJ1oQdxJE9sDChHRlCYh7iBiXCTuICKGS9yJFsSdNLE9oBARTWkS4g4ixkXiDiJiuMSdaEHcSRPbAwoR0ZQmIe4gYlwk7iAihkvciRbEnTSxPaAQEU1pEuIOIsZF4g4iYrjEnWhB3EkT2wMKEdGUJiHuIGJcJO4gIoZL3IkWxJ00sT2gEBFNaRLiDiLGReIOImK4xJ1oQdxJE9sDChHRlCYh7iBiXCTuICKGS9yJFsSdNLE9oBARTWkS4g4ixkXiDiJiuMSdaEHcSRPbAwoR0ZQmIe4gYlwk7iAihkvciRbEnTSxPaAQEU1pEuIOIsZF4g4iYrjEnWhB3EkT2wMKEdGUJiHuIGJcJO4gIoZL3IkWxJ00sT2gEBFNaRLiDiLGReIOImK4xJ1oQdxJE9sDChHRlCYh7iBiXCTuICKGS9yJFsSdNLE9oBARTWkS4g4ixkXiDiJiuMSdaEHcSRPbAwoR0ZQmIe4gYlwk7iAihkvciRbEnTSxPaAQEU1pEuIOIsZF4g4iYrjEnWhB3EkT2wMKEdGUJiHuIGJcJO4gIoZL3IkWxJ00sT2gEBFNaRLiDmL8rR3//3rV9rqZlLiDiBgucSdaEHfSxPaAQkQ0pUmIO4jxl7gzMIg7iBgXiTvRgriTJrYHFCKiKU1C3EGMv8SdgUHcQcS4SNyJFsSdNLE9oBARTWkS4g5i/CXuDAziDiLGReJOtCDupIntAYWIaEqTEHcQ4y9xZ2AQdxAxLhJ3ogVxJ01sDyhERFOahLiDGH+JOwODuIOIcZG4Ey2IO2lie0AhIprSJMQdxPhL3BkYxB1EjIvEnWhB3EkT2wMKEdGUJiHuIMZf4s7AIO4gYlwk7kQL4k6a2B5QiIimNAlxBzH+EncGBnEHEeMicSdaEHfSxPaAQkQ0pUmIO4jxl7gzMIg7iBgXiTvRgriTJrYHFCKiKU1C3EGMv8SdgUHcQcS4SNyJFsSdNLE9oBARTWkS4g5i/CXuDAziDiLGReJOtCDupIntAYWIaEqTEHcQ4y9xZ2AQdxAxLhJ3ogVxJ01sDyhERFOahLiDGH+JOwODuIOIcZG4Ey2IO2lie0AhIprSJMQdxPhL3BkYxB1EjIvEnWhB3EkT2wMKEdGUJiHuIMZf4s7AIO4gYlwk7kQL4k6a2B5QiIimNAlxBzH+EncGBnEHEeMicSdaEHfSxPaAQkQ0pUmIO4jxl7gzMIg7iBgXiTvRgriTJrYHFCKiKU1C3EGMv8SdgUHcQcS4SNyJFhkVd67fvKPGpvuhyzo6OnW1+qZa28J30Lq7DbpVU9fjdtsDChHRlCYh7iDGX+LOwCDuIGJcJO5Ei4yIO58e+E45E2ZqWE6BsrLz9eSUBaqrbwiW76k4oqzsfDmuJ8f1tGLdrmDZvYYmTSiaHyzLmTBT127WBMttDyhERFOahLiDGH+JOwODuIOIcZG4Ey1iH3da29rluJ4Wlq1TZ2en7jU0acTYqfrXu5slSY1NzcrKzlfZyi1qbWvX9r1fynE9XamsliSVlm/S8DFF+vXaLdXdbVDuxBJNmb00eH7bAwoR0ZQmIe4gxl/izsAg7iBiXCTuRIvYx52GxmY5rqc1H+4LbissWRIEmj0VR+S4nu63tAbLR4ydqmWrt0uSRuXN0OvLNwbLtuw+IMf11NnZKYm4g4jx0STEHcT4S9wZGMQdRIyLxJ1oEfu4I0lzFq2U43r656srtGnH5xqWU6BjJy9Ikt5bv1sjxk5Nuv+Eovmas2ilJCkrO19b9xwIlh09cUGO6+lOXb0k4g4ixkeTEHcQ4y9xZ2AQdxAxLhJ3okVGxJ0vDh3TsJwCPVE4T47r6fFJL6imtivOlJZv0qi8GUn3f2bGa5o2p0ydnZ1yXE97Ko4Ey85c+FmO66my6oYkqbWtAxExFpqkJQLbg4gP177iju11M6npLy9NLe3WtwkR0YQtbWZ/f4T0iH3cqamtl+N62n/ouCTp4pUqjRw3TU9Pf1VSakfubPvkYLCs+5E7N+vuIyLGQpM0t7Rb3x5EfLj2FXdsr5vR7WxoffAPvX5Q29BqfZsQEU3YzJE7kSL2cWff/m/luF7SZczfWrVVWdn5kn6fc6clYc6d4WOKkubcKS3fFCz7aNf/mHMHEWOpSTgtCzH+clrWwOC0LESMi5yWFS1iH3d++uWaHNfTy2+sVUtLq2rr7il3YonyJs+V9PuEy2+t2qqwq2W9vnyjho8pUvX126qr52pZiBhfTULcQYy/xJ2BQdxBxLhI3IkWsY87UtcVrnInligrO19Z2fn666wlulp9M1i+69PDclwv8N21O4Nld+81Km/y3GDZ6PHFqr5+O1hue0AhIprSJMQdxPhL3BkYxB1EjIvEnWiREXHHp/pGjZqaw/+Bbm/v0E+/XEs6PSuRmtp6XbtZ0+N22wMKEdGUJiHuIMZf4s7AIO4gYlwk7kSLjIo7DwPbAwoR0ZQmIe4gxl/izsAg7iBiXCTuRAviTprYHlCIiKY0CXEHMf4SdwYGcQcR4yJxJ1oQd9LE9oBCRDSlSYg7iPGXuDMwiDuIGBeJO9GCuJMmtgcUIqIpTULcQYy/xJ2BQdxBxLhI3IkWxJ00sT2gEBFNaRLiDmL8Je4MDOIOIsZF4k60IO6kie0BhYhoSpMQdxDjL3FnYBB3EDEuEneiBXEnTWwPKEREU5qEuIMYf4k7A4O4g4hxkbgTLYg7aWJ7QCEimtIkxB3E+EvcGRjEHUSMi8SdaEHcSRPbAwoR0ZQmIe4gxt++4s6DtL3u/ZG4g4gYLnEnWhB30sT2gEJENKVJiDuI8Ze4MzCIO4gYF4k70YK4kya2BxQioilNQtxBjL/EnYFB3EHEuEjciRbEnTSxPaAQEU1pEuIOYvwl7gwM4g4ixkXiTrQg7qSJ7QGFiGhKkxB3EOMvcWdgEHcQMS4Sd6IFcSdNbA8oRERTmoS4gxh/iTsDg7iDiHGRuBMtiDtpYntAISKa0iTEHcT4S9wZGMQdRIyLxJ1oQdxJE9sDChHRlCYh7iDGX+LOwCDuIGJcJO5EC+JOmtgeUIiIpjQJcQcx/hJ3BgZxBxHjInEnWhB30sT2gEJENKVJiDuI8Ze4MzCIO4gYF4k70YK4kya2BxQioilNQtxBjL/EnYFB3EHEuEjciRbEnTSxPaAQEU1pEuIOYvwl7gwM4g4ixkXiTrQg7qSJ7QGFiGhKkxB3EONvOnFnKIUf4g4iYrjEnWhB3EkT2wMKEdGUJiHuIMZf4s7AIO4gYlwk7kQL4k6a2B5QiIimNAlxBzH+EncGBnEHEeMicSdaEHfSxPaAQkQ0pUmIO4jxl7gzMIg7iBgXiTvRgriTJrYHFCKiKU1C3EGMv8SdgUHcQcS4SNyJFsSdNLE9oBARTWkS4g5iPHxYAYe4Y3+7EBHTlbgTLYg7aWJ7QCEimtIkxB3EeEjcIe4gIvYmcSdaEHfSxPaAQkQ0pUmIO4jxkLhD3EFE7E3iTrQg7qSJ7QGFiGhKkxB3EOMhcYe4g4jYm8SdaEHcSRPbAwoR0ZQmIe4gRsd0Qgpxh7iDiNibxJ1oQdxJE9sDChHRlCYh7iBGR+JOehJ3EBHDJe5EC+JOmtgeUIiIpjQJcQcxOhJ30pO4g4gYLnEnWhB30sT2gEJENKVJiDuI0ZG4k57EHUTEcIk70YK4kya2BxQioilNQtxBjI7EnfQk7iAihkvciRbEnd/o6OjU1eqbam0L30Hr7jboVk1dj9ttDyhERFOahLiDGB2JO+lJ3EFEDJe4Ey1iH3cuXLkqx/V6mJWdH9xnT8URZWXnB8tWrNsVLLvX0KQJRfODZTkTZurazZpgue0BhYhoSpMQdxCjI3EnPYk7iIjhEneiRezjTmtrmy5cuZrkrJff1YixUyVJjU3NysrOV9nKLWpta9f2vV/KcT1dqayWJJWWb9LwMUX69dot1d1tUO7EEk2ZvTR4ftsDChHRlCYh7iBGR+JOehJ3EBHDJe5Ei9jHne7cvdeorOx8rd9WIanrqB3H9XS/pTW4z4ixU7Vs9XZJ0qi8GXp9+cZg2ZbdB+S4njo7OyURdxAxPpqEuIMYHYk76UncQUQMl7gTLTIu7iwsW6cRY6eqrb1rR3xv/e7gKB6fCUXzNWfRSklSVna+tu45ECw7euKCHNfTnbp6ScQdRIyPJiHuIEZHG4GGuNM7xB1EjIvEnWiRUXHn+s07clxPO/Z9FdxWWr5Jo/JmJN3vmRmvadqcMnV2dspxPe2pOBIsO3PhZzmup8qqG5KkpvvtiIix0CT32zqsbw8idmk71vRX2+9Xdxvvm/352BiBbUJENOH91g6jPx8hPTIq7pQsKNfo8cXBKVVSakfubPvkYLCs+5E7d+61ICLGQpM0t7Zb3x5E7NJ2rOmvtt+v7t5tbDP68/FuY5v1bUJENGFzK0fuRImMiTuXK6vluJ4qDh5Nut2fc6clYc6d4WOKkubcKS3fFCz7aNf/mHMHEWOpSTgtCzE62o41/dX2+9VdTstCRAyX07KiRcbEnYKZpfrDn2f3uL2hsVmO6+mtVVtDr5b1+vKNGj6mSNXXb6uunqtlIWJ8NQlxBzE62o41xJ1kiDuIGBeJO9EiI+LOiTOX5bieDn93KnT5rk8Py3G9wHfX7gyW3b3XqLzJc4Nlo8cXq/r67WC57QGFiGhKkxB3EKOj7VhD3EmGuIOIcZG4Ey0yIu6kQnt7h3765VrS6VmJ1NTW69rNmh632x5QiIimNAlxBzE62o41xJ1kiDuIGBeJO9GCuJMmtgcUIqIpTULcQYyOtmMNcScZ4g4ixkXiTrQg7qSJ7QGFiGhKkxB3EKOj7VhD3EmGuIOIcZG4Ey2IO2lie0AhIprSJMQdxOhoO9YQd5Ih7iBiXCTuRAviTprYHlCIiKY0CXEHMTrajjXEnWSIO4gYF4k70YK4kya2BxQioilNQtxBjI62Yw1xJxniDiLGReJOtCDupIntAYWIaEqTEHcQB1fbQYa4kzrEHUSMi8SdaEHcSRPbAwoR0ZQmIe4gDq62gwxxJ3WIO4gYF4k70YK4kya2BxQioilNQtxBHFxtBxniTuoQdxAxLhJ3ogVxJ01sDyhERFOahLiDOLjaDjLEndQh7iBiXCTuRAviTprYHlCIiKY0CXEHcXC1HWSIO6lD3EHEuEjciRbEnTSxPaAQEU1pEuIO4uBqO8gQd1KHuIOIcZG4Ey2IO2lie0AhIprSJMQdxMHVdpAh7qQOcQcR4yJxJ1oQd9LE9oBCRDSlSYg7iIOr7SBD3Ekd4g4ixkXiTrQg7qSJ7QGFiGhKkxB3EAdX20GGuJM6xB1EjIvEnWhB3EkT2wMKEdGUJiHuIA6utoMMcSd1iDuIGBeJO9GCuJMmtgcUIqIpTULcQRxcbQcZ4k7qEHcQMS4Sd6IFcSdNbA8oRERTmoS4gzi42g4yxJ3UIe4gYlwk7kQL4k6a2B5QiIimNAlxB3FwtR1kiDupQ9xBxLhI3IkWxJ00sT2gEBFNaRLiDuLgajvIEHdSh7iDiHGRuBMtiDtpYntAISKa0iTEHcTB1XaQIe6kDnEHEeMicSdaEHfSxPaAQkQ0pUmIO4iDq+0gQ9xJHeIOIsZF4k60IO6kie0BhYhoSpMQdxAHV9tBhriTOsQdRIyLxJ1oQdxJE9sDChHRlCYh7iAOrraDDHEndYg7iBgXiTvRgriTJrYHFCKiKU1C3EEcXG0HGeJO6hB3EDEuEneiBXEnTWwPKEREU5qEuIM4uNoOMsSd1CHuIGJcJO5EC+JOmtgeUIiIpjQJcQdxcLUdZIg7qUPcQcS4SNyJFsSdNLE9oBARTWkS4g7i4Go7yBB3Uoe4g4hxkbgTLYg7aWJ7QCEimtIkxB3EwdV2kCHupA5xBxHjInEnWhB30sT2gEJENKVJiDuIg6vtIEPcSR3iDiLGReJOtCDupIntAYWIaEqTEHcQB1fbQYa4kzrEHUSMi8SdaEHcSRPbAwoR0ZQmIe4gDq62gwxxJ3WIO4gYF4k70YK4kya2BxQioilNQtxBHFxtBxniTuoQdxAxLhJ3ogVxJ01sDyhERFOahLiDOLjaDjLEndQh7iBiXCTuRAviTprYHlCIiKY0CXEHcXC1HWSIO6lD3EHEuEjciRYZF3fq6htUWXVDHR2dSbd3dHTqavVNtbaF76B1dxt0q6aux+22BxQioilNQtxBHFxtBxniTuoQdxAxLhJ3okXGxJ1PPj+iEWOnynE9Oa6nk+euBMv2VBxRVnZ+sGzFul3BsnsNTZpQND9YljNhpq7drAmW2x5QiIimNAlxB3FwtR1kiDupQ9xBxLhI3IkWGRF3dld8Lcf19FLp+zp/+apu1dSpsalZktTY1Kys7HyVrdyi1rZ2bd/7pRzX05XKaklSafkmDR9TpF+v3VLd3QblTizRlNlLg+e2PaAQEU1pEuIO4uBqO8gQd1KHuIOIcZG4Ey1iH3c6Ozv16OPTVTCzNHT5noojclxP91tag9tGjJ2qZau3S5JG5c3Q68s3Bsu27D4gx/XU2dl1WpftAYWIaEqTEHcQB1fbQYa4kzrEHUSMi8SdaBH7uHPzdq0c19OEovn6419e1GNPzdIrb65VY9N9SdJ763drxNipSY+ZUDRfcxatlCRlZedr654DwbKjJy7IcT3dqauXRNxBxPhoEuIO4uBqO8gQd1KHuIOIcZG4Ey1iH3eOn7oox/U0bU6Ztn1yUO9v/ERZ2fmaNqdMUtdpV6PyZiQ95pkZr2nanDJ1dnbKcT3tqTgSLDtz4Wc5rqfKqhuSpPqmNkTEWGiS+60d1rcHMZO0HWRMavu97O69JrM/H+9FYJsQEU14v7XD6M9HSI+MiTs3b9cGt63evFdZ2fnq7OxM6cidbZ8cDJZ1P3KnvrEVETEWmuR+a4f17UGMon1GjQE+Lm7a/oy629BsNu40NLdZ3yZERBMSd6JF7OPOnbp6Oa6nb46dDW5bsW6XHNdTR0dnMOdOS8KcO8PHFCXNuVNavilY9tGu/zHnDiLGUpNwWhZiuAM9Hcl2cBlMbX9G3eW0LETEcDktK1rEPu5I0h//8qIen/SC7jU06dLPv2r0+GI99bdXJEkNjc1yXE9vrdoaerWs15dv1PAxRaq+flt19VwtCxHjq0mIO4jhEneIO8QdRIyLxJ1okRFx50pltUblzZDjenJcT2O953XtZk2wfNenh4Nljuvp3bU7g2V37zUqb/LcYNno8cWqvn47WG57QCEimtIkxB3EcIk7xB3iDiLGReJOtMiIuONTff120tw7ibS3d+inX64lnZ6VSE1tfVIQ8rE9oBARTWkS4g5iuLbDyVDQ9mfUXeIOImK4xJ1okVFx52Fge0AhIprSJMQdxHBth5OhoO3PqLvEHUTEcIk70YK4kya2BxQioilNQtxBDNd2OBkK2v6MukvcQUQMl7gTLYg7aWJ7QCEimtIkxB3EcG2Hk6Gg7c+ou8QdRMRwiTvRgriTJrYHFCKiKU1C3EEM13Y4GQra/oy6S9xBRAyXuBMtiDtpYntAISKa0iTEHcRwbYeToaDtz6i7xB1ExHCJO9GCuJMmtgcUIqIpTULcQQzXdjgZCtr+jLpL3EFEDJe4Ey2IO2lie0AhIprSJMQdxHBth5OhoO3PqLvEHUTEcIk70YK4kya2BxQioilNQtxBDNd2OBkK2v6MukvcQUQMl7gTLYg7aWJ7QCEimtIkxB3EcG2Hk6Gg7c+ou8QdRMRwiTvRgriTJrYHFCKiKU1C3EEM13Y4GQra/oy6S9xBRAyXuBMtiDtpYntAISKa0iTEHcRwbYeToaDtz6i7xB1ExHCJO9GCuJMmtgcUIqIpTULcwUzVdhiJ7RBW3gAAIABJREFUg7Y/w+4SdxARwyXuRAviTprYHlCIiKY0CXEHM1XbYSQO2v4Mu0vcQUQMl7gTLYg7aWJ7QCEimtIkxB3MVG2HkTho+zPsLnEHETFc4k60IO6kie0BhYhoSpMQdzBTtR1G4qDtz7C7xB1ExHCJO9GCuJMmtgcUIqIpTULcwUzVdhiJg7Y/w+4SdxARwyXuRAviTprYHlCIiKY0CXEHM1XbYSQO2v4Mu0vcQUQMl7gTLYg7aWJ7QCEimtIkxB3MVG2HkTho+zPsLnEHETFc4k60IO6kie0BhYhoSpMQdzBTtR1G4qDtz7C7xB1ExHCJO9GCuJMmtgcUIqIpTULcwUzVdhiJg7Y/w+4SdxARwyXuRAviTprYHlCIiKY0CXEHM1XbYSQO2v4Mu0vcQUQMl7gTLYg7aWJ7QCEimtIkxB3MVG2HkTho+zPsLnEHETFc4k60IO6kie0BhYhoSpMQdzBTtR1G4q6Nz5S4g4gYLnEnWkQm7kybU6Zlq7f3uP3Emct6JLdQt2rqLKzVg7E9oBARTWkS4g4OllELAbbjR9y18ZkSdxARwyXuRIvIxJ0JRfO1sGxdj9urb9TIcT0dP3XRwlo9GNsDChHRlCYh7uBgGbUQYDt+xF0bnylxBxExXOJOtLAed46dvKBvjp1V7sQSTZm9VN8cOxv41bcnVTx3mRzXU2NTs+1VDcX2gEJENKVJiDs4WNoIAbYDRyZrYx8j7iAihkvciRbW486wnAI5rterw3IK9OZ7W2yvZq/YHlCIiKY0CXEHB0viTmZpYx8j7iAihkvciRbW486ZCz/rh9OX9NhTs/T3F8r0w+lLgWcvVqqjo9P2KvaJ7QGFiGhKkxB3cLAk7mSWNvYx4g4iYrjEnWhhPe74NDQ2q6nZ7D+eg4HtAYWIaEqTEHdwsCTuZJY29jHiDiJiuMSdaBGZuONz/vJV7dv/bQ9b26K549geUIiIpjQJcQcHS+JOZmljHyPuICKGS9yJFpGJO9//eF7DxxT1OvdOTW297VUMxfaAQkQ0pUmIOzhYEncySxv7GHEHETFc4k60iEzcmVA0X8PHFGn/oeO69POvqqy6kWRU596xPaAQEU1pEuIODpbEnczSxj5G3EFEDJe4Ey0iE3ceyS3UwrJ1tlej39geUIiIpjQJcQdNaSsE2I4YSNxBRIy6xJ1oEZm4M+nZxXp6+qu2V6Pf2B5QiIimNAlxB01J3EHiDiJiNCXuRIvIxJ1PPj8ix/W067PDOn7qYg/b2zse6ut3dHTqavXNXidurrvboFs1dT1utz2gEBFNaRLiDpqSuIPEHUTEaErciRaRiTsTiub3OplyuhMqz3r53R7PlzuxJFi+p+KIsrLzg2Ur1u0Klt1raEpat5wJM3XtZk2w3PaAQkQ0pUmIO2hK4g4SdxARoylxJ1pEJu5cuHJV3x4/26tt7QPfcUoWlOuJwnm6cOVq4NXqm5KkxqZmZWXnq2zlFrW2tWv73i/luJ6uVFZLkkrLN2n4mCL9eu2W6u42KHdiiabMXho8t+0BhYhoSpMQd9CUxB0k7iAiRlPiTrSITNx5mJQsKFfBzNLQZXsquk4Hu9/SGtw2YuxULVu9XZI0Km+GXl++MVi2ZfcBOa6nzs6uq3fZHlCIiKY0CXEHTUncQeIOImI0Je5Ei8jEna17Duj15Rt7tal54P+wliwo1yO5hSosWaLZC1fo4JETwbL31u/WiLFTk+4/oWi+5ixaKUnKys7X1j0HgmVHT1yQ43q6U9d1mpjtAYWIaEqTEHfQlMQdJO4gIkZT4k60iEzcKZhZqqzs/B76c93U1t0b8HOv31ahef/6QIvf2aAnpyyQ43rasrsr2JSWb9KovBlJ939mxmuaNqdMnZ2dclxPeyqOBMvOXPhZjuupsuqGJOlOfQsiYiw0SXNru/XtwXiYTgiw9br48LSxD95tbDP68/FuY5v1cYWIaMLmVuJOlIhM3OmNScXmL5FeMLNUf/zLi5JSO3Jn2ycHg2Xdj9xpamlHRIyFJrnf1mF9ezAephMCbL0uPjyt7If3zf58bLpvf1whIprwftvDvaI19I/Ix50jx87IcT39eu2Wsed8qfR9PfbULEm/z7nTkjDnzvAxRUlz7pSWbwqWfbTrf8y5g4ix1CRNLZyWhWZMJwQ8rOdFe9rYBzktCxEx3KYWjtyJEpGPO6fP/yTH9XT0xIUBP8cLi1fpzIWf1drapu9/PK+s7HwtemeDJKmhsVmO6+mtVVtDr5b1+vKNGj6mSNXXb6uunqtlIWJ8NQlxB01J3EHiDiJiNCXuRIvIxJ3PvzyqtR/9N3DNh/v01qqtevTx6Xokt1Dt7QM/5Gv0+OJg7h7H9fTXWUvU2HQ/WL7r08NJy99duzNYdvdeo/Imzw2WjR5frOrrt4PltgcUIqIpTULcQVMSd5C4g4gYTYk70SIycWdC0fykwOL7p2kLtf/Q8bSfv+5ugy79VKXGpubQ5e3tHfrpl2tJp2clUlNbr2s3a3rcbntAISKa0iTEHTQlcQeJO4iI0ZS4Ey0iE3daW9vU2HQ/ybb26O8stgcUIqIpTULcQVMSd5C4g4gYTYk70SIycSeRG7dqVVl1Xa1t0d9ZbA8oRERTmoS4g6Yk7iBxBxExmhJ3okWk4s6aD/dpWE5B0mlZf3+hTDW19bZXrVdsDyhERFOahLiDpiTuIHEHETGaEneiRWTizobtFXJcT3/482y9vnyjVm/aq0nFi+W4nvImzw0uPR41bA8oRERTmoS4g6Yk7iBxBxExmhJ3okVk4k7uxBLlTizpcfvKDXvkuJ4qq65bWKsHY3tAISKa0iTEHTQlcQeJO4iI0ZS4Ey0iE3eG5RToX+9u7nF7ZdUNOa6nA1//YGGtHoztAYWIaEqTEHfQlMQdJO4gIkZT4k60iEzc+eNfXtTIcdPU0ZF8+tXidzbIcT1VX79tac36xvaAQkQ0pUmIO2hK4g4SdxARoylxJ1pEJu4cPHJCjutpWE6BCmaW6p+vrtCjj0+X43qaMnup7dXrFdsDChHRlCYh7qApiTtI3EFEjKbEnWgRmbgjSV99e1LjnpmjrOx8Oa6nkeOm6e1V29TS0mp71XrF9oBCRDSlSYg7aEriDhJ3EBGjKXEnWkQq7iQS1atjdcf2gEJENKVJiDtoSuIOEncQEaMpcSdaWI87U2Yv1fAxRbp5u7bHsu9+OKdHcgv15ntbLKxZatgeUIiIpjQJcQdNSdxB4g4iYjQl7kQLq3Hnxq1aOa6nhWX/6fU+T09/VcNyCiJ7JI/tAYWIaEqTEHfQlMQdJO4gIkZT4k60sBp39u3/putKWDdqer3Ppwe+k+N6uvTzr4O4Zqlje0AhIprSJMQdNCVxB4k7iIjRlLgTLazGndWb9yorO7/P+1RW3ZDjevr66OlBWqv+YXtAISKa0iTEHeyPNkKA7UiB5j/ThyVxBxExXOJOtLB85M63clxPTc29/6N59MQFOa6nK5XVg7hmqWN7QCEimtIkxB3sjzZCgO1IgeY/04clcQcRMVziTrSwGnf8o3L+/Z+dvd6n6LmlclxPbe3R3HFsDyhERFOahLiD/dF2MMCho439k7iDiBgucSdaWL9a1j9efFuO62nxOxt0+85dSV2XQa+suq5pc/7/9s79uYr6/v+fv2dnMsMPDjPMdNwhTGaQTsahA2XUtms00oDUL5SBolAvtHgBa6UWUIrXqmBF8SMXrR+s4gWpFrVQUVBQJCQQCISQC7md5/eH06w5ySGXs7t5vXf38Zh5zGg2gXOS93s3rwfnsl6eH+iPm182vpVXx3pDISLGZZwQd3AiWgcDTI8W65O4g4hYXuKOW5jHnbb2Dv3ijvvl+YE8P1BVdV34354faPHdj6m3t8/6Zl4V6w2FiBiXcULcwYloHQwwPVqsT+IOImJ5iTtuYR53Bvng48Nat2mbfrn8YS1auV7rt2zXp4ePWd+sMbHeUIiIcRknxB2ciNbBANOjxfok7iAilpe44xbOxJ20Yr2hEBHjMk6IOzgRrYMBpkeL9UncQUQsL3HHLYg7EbHeUIiIcRknxJ38aT30Yz60WNvEHUTE8hJ33IK4ExHrDYWIGJdxQtzJn9ZDP+ZDi7VN3EFELC9xxy2IOxGx3lCIiHEZJ8Sd/Gk99GM+tFjbxB1ExPISd9yCuBMR6w2FiBiXcULcyZ/WQz/mQ4u1TdxBRCwvccctiDsRsd5QiIhxGSfEnfxpPfRjPrRY28QdRMTyEnfcwqm409h8Tk+/9IbuXvfUCDu7rljfvLJYbyhExLiME+JO/rQe+jEfWqxt4g4iYnmJO27hTNzZvmufPD+Q5weaUlOva2bOL7HtUof1TSyL9YZCRIzLOCHu5E/roR/zocXaJu4gIpaXuOMWzsSdGXOXqDa4Sx2d3dY3ZUJYbyhExLiME+JO/rQe+jEfWqxt4g4iYnmJO27hTNz50fWLtGb9X61vxoSx3lCIiHEZJ8Sd/Gk99GM+tFjbxB1ExPISd9zCmbhz5/2bNfPGZdY3Y8JYbyhExLiME+JO/rQe+jEfWqxt4g4iYnmJO27hTNx5/pW35PmB7rx/szY889oIr/T0Wt/EslhvKETEuIwT4k7+tB76MR9arG3iDiJO1P/518aran3b4pS44xbOxJ2bbv99+ILK5bzQ1m59E8tivaEQEeMyTog7+dN66Md8aLG2iTuIOFGJO2CBM3EnrVhvKETEuIwT4k7+tB76MR9arG3iDiJOVOIOWEDciYj1hkJEjMs4Ie7kT+uhH/Ohxdom7iDiRCXugAVOxZ239n2iu9c9pSX3bBhhZ5ebb5FuvaEQEeMyTog7+dN66Md8aLG2iTuIOFGJO2CBM3Fn22tvy/MDVVXXyfMDTatdqGtn3yHPDzSlpl5t7R2J/v0DAwWdampRb1/5Bdp2qUPnWttGfNx6QyEixmWcEHfyp/XQj/nQYm0TdxBxohJ3wAJn4s6Pf75CP1u0Rq0X2+X5gU42npEk3bPuadXMWxrL33Glp1fX3bRc0+csLvn47r0Hwqjk+YE2P78zPHa5o0vzGu4Lj9XMW6rmltbwuPWGQkSMyzgh7uRP66Ef86HF2ibuIOJEJe6ABc7EnamzGvTU1j0aGCjI8wN9dPALSdLhr07I8wMdPX4q0p9fKBT0y+UPy/ODkrjT2dWtquo6rd+yXb19/drxxvvy/EAnTjZJktZt2qapsxp0uvmc2i51aOaNy7RgxSPh11tvKETEuIwT4k42tR7sES3WPXEHEScqcQcscCbu/Oj6Rfrj5pclSdPnLNbDm16SJB08dEyeH+jjz76M9Oev3bBV186+Qw9veqkk7uzee0CeH+hKT2/4sWm1C7Xh6R3hbVm7cWt4bPuuffL8QIVCQRJxBxGzY5wQd7Kp9WCPaLHuiTuIOFGJO2CBM3Hnp/Pv1U/n3ytJWrP+r/L8QMt/97iunX2HptTUX/W1cMbDq3ve05Saep1qatHm53eWxJ2/vLBL02oXlnz+vIb7tPLBLZKkquo6vbJ7X3hsMDZdaGuXJLVcvIKImAnjpLun3/z+YPxaD/aIJuu+o3fsk94EuNjRa76XETFZR4s71rctTruJO07hTNz57D9fa/feA5KKr41zy68fkucHuu6m5Xr7/YMV/7mffP6Vqqrr9MnnX0nSiLizbtO2Ea/Bc/PiB7Ro5XoVCsWniA3eLkk6cuy7/74m0FlJUm//ACJiJoyTnj77+4Pxaz3YI1qs+7iHl+6efvO9jIjJOlrcsb5tcdrTF+/vjxANZ+JOOQYGCpH/jMV3P6ZptQv1mzVP6DdrntCPf75CVdV1+s2aJ9R2qWNcj9x5dc974bHhj9yxfigcImJcxglPy8qm1oM9osW652lZiDhReVoWWOBU3Onq7tEzf3tTy1Zv0u13Pqq1G7fq+H9f2LhS3nznn3rozy+G/nT+vZpSU6+H/vyiLnd0ha+50zPkNXemzmooec2ddZu2hcde3vkur7mDiJk0Tog72dR6sEe0WPfEHUScqMQdsMCZuNPc0qqpsxrCtxwf+tbkQ1/zJirDn5bV0dktzw/0pydfKftuWWs3btXUWQ1qOnNebe28WxYiZtc4Ie5kU+vBHtFi3RN3EHGiEnfAAmfizoIVj6iquk77PvpcXd3Fi+iXX5/UT+ffK88P1NnVHcvfMzzuSNLOt/aHIcnzAz3+3OvhsUuXOzXntnvCYzPmLlHTmfPhcesNhYgYl3FC3Mmm1oM9osW6J+4gptfRIkuSoWWsvzcr4Ye44xbOxJ1rZs4PX+dmKJ9/8Y08P9C//n000b+/v39A337fXPL0rKG0XmxXc0vriI9bbyhExLiME+JONrUe7BEt1j1xBzG9RokpUSIMcQcscCbuXDv7Di1auX7Ex9/d//mkxJ1Ksd5QiIhxGSfEnWxqPdgjWqx74g5ieiXuJCtxxy2ciTsrH9wizw+05cXdOnbilFovtmvnW/s1Y+4STampV29vn/VNLIv1hkJEjMs4Ie5kU+vBHtFi3RN3ENMrcSdZiTtu4Uzc6ezq1uxbVpW89o3nB5pSU68PPj5sffOuivWGQkSMyzgh7mRT68Ee0WLdE3cQ0ytxJ1mJO27hTNwZZP8n/9Hm53fqj5tf1o433tfljngHjrix3lCIiHEZJ8SdbGo92CNarHviDmJ6Je4kK3HHLZyLO8N578C/5fmBLrS1W9+UslhvKETEuIwT4k42tR7sES3WPXEHMb0Sd5KVuOMWzseddz78TJ4fqPUicQcRMUnjhLiTTa0He0SLdU/cQYxHi6hB3ElW4o5bEHciYr2hEBHjMk6IO9nUerBHtFj3xB3EeCTuEHcgWYg7EbHeUIiIcRknxJ1saj3YI1qse+IOplEXI4KLcSepCGP19062xB23IO5ExHpDISLGZZwQd7Kp9WCPaLHuiTuYRl2MBEndnqRCCnFnbIk7bmEadw4eOqprZs4f1Sk19cQdRMRJME6IO9nUerBHtFj3xB1Moy5GAuIOcQeSxTTufH2iUb9atX5cdnZ1W97Uq2K9oRAR4zJOiDvZ1HqwR7RY98QdTKMuRoIsxR0rrdfVcIk7buH807Jcx3pDISLGZZwQd7Kp9WCPaLHuiTuYRl2MBMQd4g4kC3EnItYbChExLuOEuJNNrQd7RIt1T9zBNOpiJCDuEHcgWYg7EbHeUIiIcRknxJ1saj3YI1qse+IOptEokcAiwiR5X7Ok9boaLnHHLYg7EbHeUIiIcRknxJ1saj3YI1qse+IOplHiTja1XlfDJe64BXEnItYbChExLuOEuJNNrQd7RIt1T9zBNJq2uJPU7c2a1utquMQdtyDuRMR6QyEixmWcEHeyqfVgjziWSax74g6mUeJONrVeV8Ml7rgFcSci1hsKETEu44S4k02tB3fEsUxi3RN3MI0Sd7Kp9boaLnHHLYg7EbHeUIiIcRknxJ1saj24I45lEuueuINplLiTTa3X1XCJO25B3ImI9YZCRIzLOCHuZFPrwR1xLJNY98QdjKrFsE7cyabWa3m4xB23IO5ExHpDISLGZZwQd9w1ynBsPbgjjmUSe4a4g1El7ozvNhF3iDsQDeJORKw3FCJiXMYJccddrYdvxCRNYs8QdzCqxJ3x3SbiDnEHokHciYj1hkJEjMs4Ie64q/XwjZikSewZ4g6OR9eGdeJONrVe58Ml7rgFcSci1hsKETEu44S4467WwzdikiaxZ4g7OB5dG9aJO9nUep0Pl7jjFsSdiFhvKETEuIwT4o6t1gM2opVJ7CfiDo5H14Z14k42tV7nwyXuuAVxJyLWGwoRMS7jhLhjq/WAjWhlEvuJuIPj0bVh3SqWpO3PTZvW63y4xB23IO5ExHpDISLGZZwQd2y1HrARrUxiPxF38PT55AKC1e1N6r6m7c9Nm9b7YLjEHbcg7kTEekMhIsZlnBB3bLUesBGtTGI/EXfw9Hm7uJNU8Ejqvqbtz02b1vtguMQdtyDuRMR6QyEixmWcEHdstR6wEa1MYj8Rd/D0eeKOtWm7vVbrZbIl7rgFcSci1hsKETEu44S4Y6v1gI1oZRL7ibiDp88nFxCi/L1Rbq/FfU3q+2R921z5PlhI3HEL4k5ErDcUImJcxglxx1brARvRyiT2E3EHT59PLiBE+Xuj3F6L+5rU98n6trnyfbCQuOMWxJ2IWG8oRMS4jBPijq3WAzailUnsJ+IOnj6fXECI8vdGub0W9zWp75P1bXPl+2AhccctiDsRsd5QiIhxGSfEHVutB2xEK5PYT8QdPH0+uYAQ5e+Ncnst7mtS3yfr2+bK98FC4o5bEHciYr2hEBHjMk6IO7ZaD9iIViaxn4g7ePp8cgEhyt8b5fZa3Nekvk/Wt82V74OFxB23yE3c6eru0YmTTWo5f7Hs8YGBgk41tai3r/wCbbvUoXOtbSM+br2hEBHjMtZzLnHHVOsBG9HKJPYTcQdPn08uILj491oHjCzcXqv1MtkSd9wiF3Gn4TePyPOD0OtuWl4SanbvPaCq6rrw+Obnd4bHLnd0aV7DfeGxmnlL1dzSGh633lCIiHEZJ8QdW60HbEQrk9hPxB08fT57ASFt9zVtt9fi+2AhccctchF3Hvzzizp46Kh6e/v0zbeNmlJTr4f+/KIkqbOrW1XVdVq/Zbt6+/q144335fmBTpxskiSt27RNU2c16HTzObVd6tDMG5dpwYpHwj/bekMhIsZlnBB3bLUesBGtTGI/EXeyJQEhnfc1bbfX4vtgIXHHLXIRd4bS09OrKTX14aNzdu89IM8PdKWnN/ycabULteHpHZKk6XMWa+3GreGx7bv2yfMDFQoFScQdRMyOcULcsdV6wEa0Mon9RNzJlgSEdN7XtN1ei++DhcQdt8hN3LnS06sHHntBNfOW6oYFq9XW3iFJ+ssLuzStdmHJ585ruE8rH9wiSaqqrtMru/eFxw4eOibPD3ShrV0ScQcRs2OcEHdstR6wEa1MYj8Rd7IlASGd9zVtt9fi+2AhccctchN3Oru69Ys77te02oX68c9X6GTjWUnFp11Nn7O45HNvXvyAFq1cr0KhIM8PtHvvgfDYkWPfyfOD8OsBAGAkPX0D1jch11gP2IhWJkFPb7zns7j/PJgYow3OlX5dGk3bfU3b7bX4PljA73tukZu4M0ihUND1N69Uw2+Kr5sznkfuvLrnvfAYj9xBxKwaJzxyJ3mth2hEF01ir/HInWw52uBc6del0Tzd1yxpvX+GyyN33CJ3cUeSfn3vBl1/80pJP7zmTs+Q19yZOquh5DV31m3aFh57eee7vOYOImbSOCHuJK/1EI3ooknsNeJOuiR4YJa13l/DJe64RebjTlt7h1Y+uEVfffO9env7dODTI6qqrtOD/323rI7Obnl+oD89+UrZd8tau3Grps5qUNOZ82pr592yEDG7xglxJ3mth2hEF01irxF30mVSg7P1UI/4P/8afY1aSNxxi8zHnUuXOzV9zmJ5fhD6y+UPq6v7hwv1zrf2lxx//LnXS75+zm33hMdmzF2ipjPnw+PWGwoRMS7jhLiTvNZDNKKLJrHXiDvpMqnB2XqoR/yff42+Ri0k7rhF5uPOIJcud+qbbxvV0dld9nh//4C+/b655OlZQ2m92K7mltYRH7feUIiIcRknxJ3ktR6iEV00ib1G3EmX1sM3YpJa76/hEnfcIjdxJymsNxQiYlzGCXEnea2HaEQXTWKvEXfSpfXwjZik1vtruMQdtyDuRMR6QyEixmWcEHeS13qIRnTRJPYacSddWg/fiElqvb+GS9xxC+JORKw3FCJiXMYJcSd5rYdoRBdNYq8Rd9Kl9fCNaKXFfiPuuAVxJyLWFzBExLiME+JO8loP0YgumsReI+6kS+sBG9FKi/1G3HEL4k5ErC9giOiut97Re1Wtb1s544S4k7zWQzSiiyax14g76dJ6wEa00mK/EXfcgrgTEesLGCK6K3HH/j5lWeshGtFFk9hrxJ10aT1gI1ppsd+IO25B3ImI9QUMEd2VuGN/n7Ks9RCN6KJJ7DXiTrq0HrARrbTYb8QdtyDuRMT6AoaI7krcsb9PWdZ6iEZ00ST2GnEnXVoP2IhWWuw34o5bEHciYn0BQ0R3Je7Y36csaz1EI7poEnuNuJMurQdsRCst9htxxy2IOxGxvoAhorsSd+zvU5a1HqIRXTSJvUbcSZfWAzailRb7jbjjFsSdiFhfwBDRXYk79vcpy1oP0YgumsReI+6kS+sBG9FKi/1G3HEL4k5ErC9giOiuxB37+5RlrYdoRBdNYq8Rd9Kl9YCNaKXFfiPuuAVxJyLWFzBEdFfijv19yrLWQzSiiyax14g76dJ6wEa00mK/EXfcgrgTEesLGCK6K3HH/j5lWeshGtFFk9hrxJ10aT1gI1ppsd+IO25B3ImI9QUMEd2VuGN/n7Ks9RCN6KJJ7DXiTrq0HrARrbTYb8QdtyDuRMT6AoaIRUcLKVYxxbXbM5ZxQtxJXushGtFFk9hrxJ10aT1gI1ppsd+IO25B3ImI9QUMEYsSd6IbJ8Sd5LUeohFdNIm9RtxJl9YDNqKVFvuNuOMWxJ2IWF/AELFoUnEnyp9L3LG/T1nWeohGdNEk9hpxJ11aD9iIVlrsN+KOWxB3ImJ9AUPEosSd6MYJcSd5rYdoRBdNYq8Rd9Kl9YCNaKXFfiPuuAVxJyLWFzBELErciW6cEHeS13qIRnTRJPYacSddWg/YiFZa7DfijlsQdyJifQFDxKLEnejGCXEnea2HaEQXTWKvEXfSpfWAjWilxX4j7rgFcSci1hcwRCxK3IlunBB3ktd6iEZ00ST2GnEnXVoP2IhWWuw34o5bEHciYn0BQ8SixJ3oxglxJ3mth2hEF01irxF30qX1gI1opcV+I+64BXEnItYXMEQsahV3KtX6+1XOOCHuJK/1EI3ooknsNeJOurQesBGttNhvxB0YC1ZYAAAgAElEQVS3IO5ExPoChohFk3qEDXGnMog7yWs9RCO6aBJ7jbiTLq0HbEQrLfYbccctiDsRsb6AIWJR4k5044S4k7zWQzSiiyax14g76dJ6wEa00mK/EXfcgrgTEesLGCIWJe5EN06IO8lrPUQjumgSe424ky6tB2xEKy32G3HHLYg7EbG+gCFiUeJOdOOEuJO81kM0oosmsdeIO+nSesBGtNJivxF33IK4ExHrCxgiFrUINFmLP3FC3Ele6yEa0UWT2GvEnXRpPWAjWmmx34g7bkHciYj1BQwRi1rHGOJOKcSd5LUeohFdNIm9RtxJl9YDNqKVFvuNuOMWxJ2IWF/AEPOkdXAh7owf4k7yWg/RiC6axF4j7qRL6wEb0UqL/UbccQviTkSsL2CIedI6uBB3xg9xJ3mth2hEF01irxF30qX1gI1opcV+I+64BXEnItYXMMQ8aR1ciDvjh7iTvNZDNKKLJrHXiDvJmNSgaj1gI1ppsY+JO25B3ImI9YURMU9aBxfizvgh7iSv9RCN6KJJ7DXiTjJGGVSth2hEF7XYx8Qdt8hN3Ons6tbJxjMaGCiUPT4wUNCpphb19pVfoG2XOnSutW3Ex60vjIh50jq4EHfGD3Enea2HaEQXTWKvEXeSMcqgaj1EI7qoxT4m7rhFLuLOvIb75PmBPD/QlJp6rXxwS8nx3XsPqKq6Lvyczc/vDI9d7ugq+fqaeUvV3NIaHre+MCLmSevgQtwZP8Sd5LUeohFdNIm9RtxJxiiDqvUQjeiiFvuYuOMWuYg7qx95Voe/OqHOrivatfcjeX6gjz/7UlLxET1V1XVav2W7evv6teON9+X5gU6cbJIkrdu0TVNnNeh08zm1XerQzBuXacGKR8I/2/rCiJgnrYMLcWf85CnuWAyb4/l7EfNoEnuNuJOMUQZV6yEa0UUt9jFxxy1yEXeGc83M+Xrozy9KKj5qx/MDXenpDY9Pq12oDU/vkCRNn7NYazduDY9t37VPnh+oUCg+vcv6woiYJ62DC3Fn/BB3kh02x/P3IubRJPYacScZowyq1kM0oota7GPijlvkLu4cO3FKnh9o994DkqS/vLBL02oXlnzOvIb7wqduVVXX6ZXd+8JjBw8dk+cHutDWLom4gziZWgcX4s74Ie4kO2yO5+9FzKNJ7DXiTjJGGVSth2jEtJnUPibuuEWu4s6ly526dvYduu6m5ervH5BUfNrV9DmLSz7v5sUPaNHK9SoUCiUhSJKOHPtOnh/oZONZSVJf/wAiTpLWwWUytfj+xklPn/16mSzHGjYr/dqofy9iHk1ij3fHPLx09/Sbn7dccKxhNMrXImKpSe3jnr54f3+EaOQm7nR2dWv2Lav0o+sXlbzr1XgeufPqnvfCY8MfuXP24hVEnCStg8tkavH9jZPunn7z9TJZjjVsVvq1Uf9exDyayB6/3Dv2SW8CXLxsc453zbGG0Shfi4ilJrWP447fEI1cxJ2LbZf145+v0Iy5S0a8nfnga+70DHnNnamzGkpec2fdpm3hsZd3vstr7iAmqHVUcUWL732c8LSsH4zytYg4MZPY4zwtKxnHGkajfC0ilprUPuZpWW6R+bjT0dmtH12/SNNqF+rQkeP69vtmfft9c/i0qo7Obnl+oD89+UrZd8tau3Grps5qUNOZ82pr592yEJPWOqq4osX3Pk6IO+MbNq0HYcSsmcQeJ+4kY5Rh1HpQRkybSe1j4o5bZD7uNDafk+cHI5xSUx9+zs639pcce/y518Njly53as5t94THZsxdoqYz58Pj1hdGxKxpHVVc0eJ7HyfEnfENm9aDMGLWTGKPE3eSMcowaj0oI6bNpPYxccctMh93xkt//4C+/b655OlZQ2m92K7mltYRH7e+MCJmTeuo4ooW3/s4Ie6Mb9i0HoQRs2YSe5y4k4zWwy5inkxqHxN33IK4ExHrCyNi1rSOKq5o8b2PE+IOIlqYxB4n7lSu9UCLiEWT2uPEHbcg7kTE+qKJ6KJRooV1VHFFi59bnBB3ENHCJPY4cadyrQdaRCya1B4n7rgFcSci1hdNRBcl7hB3iDuIaGESe5y4U7nWAy0iFk1qjxN33IK4ExHriyaiixJ3iDvEHUR0zUr3OHGncq0HWkQsmtQeJ+64BXEnItYXTUQXtQ4jWdDi5xYnxB1EdM1K9zhxp3KtB1pELJrUHifuuAVxJyLWF01EF7UOI1nQ4ucWJ8QdRHTNSvc4cadyrQdaRCya1B4n7rgFcSci1hdNRBe1DiNZ0OLnFifEHUR0zUr3OHGncq0HWkQsmtQeJ+64BXEnItYXTUQXtQ4jWdDi5xYnxB1EdM1K9zhxp3KtB1pELJrUHifuuAVxJyLWF01EF7UOI1nQ4ucWJ8QdRHTNSvc4cadyrQdaRCya1B4n7rgFcSci1hdNRBe1DiNZ0OLnFifEHUR0zUr3OHGncq0HWkQsmtQeJ+64BXEnItYXTUQrreNH1rX4mcZJ1uKO9VCKiNGtdP8TdyrXeqBFxKJJ7XHijlsQdyJifdFEtNI6fmRdi59pnBB3ENE1K93/xJ3KtR5oEbFoUnucuOMWxJ2IWF80Ea20jh9Z1+JnGifEHUR0zUr3f97jTpSh0XqgRcSiSZ0fiDtuQdyJiPUFF9FK6/iRdS1+pnFC3EFE16x0/xN3Kh8arQdaRCya1PmBuOMWxJ2IWF9wEa20jh9Z1+JnGifEHUR0zUr3P3Gn8qHReqBFxKJJnR+IO25B3ImI9QUX0Urr+JF1LX6mcZLGuGM9eCJislZ6biDuVD40Wg+0iFg0qfMDccctiDsRsb7gIlppHT+yrsXPNE6IO4jompWeG4g7lQ+N1gMtIhZN6vxA3HEL4k5ErC+4iFZax488m9TPNE6IO4jompWeG4g7lQ+N1gMtIhZN6vxA3HEL4k5ErC+4iFZaB448m9TPNE6IO4jompWeG4g7lQ+N1gMtIhZN6vxA3HEL4k5ErC+4iFZaB448m9TPNE6IO4jompWeG4g7lQ+N1gMtIhZN6vxA3HEL4k5ErC+4iFGMEhCsA0eeTWo9xAlxBxFds9JzA3Gn8qHReqBFxKJJnR+IO25B3ImI9QUXMYrWkQKJOy5pPXgiYrJWem4g7lQ+NFoPtIhYNKnzA3HHLYg7EbG+4CJG0TpSIHHHJa0HT0RM1krPDcSdyodG64EWEYsmdX4g7rgFcSci1hdcxChaRwok7rik9eCJiMla6bmBuFP50Gg90CJi0aTOD8QdtyDuRMT6gosYRetIgcSduI0y2FkPnoiYrJWeV/IQd5IaGq0HWkQsmtS5g7jjFsSdiFhfjBGjaB0pkLgTt1EGO+vBExGTtdLzCnEHEdNuUucO4o5bEHciYn0xxnyY1KBvHSmQuBO3UQY768ETEZO10vNKVuKO9XCJiHYmdV4h7rgFcSciFhdnzJ/EHSTujM8og5314ImIyVrpeYW4g4hpN6nzCnHHLYg7EbG4OGP+JO4gcWd8RhnsrAdPREzWSs8rxB1ETLtJnVeIO25B3ImIxcUZ8ydxB4k74zPKYGc9eCJislZ6XnEp7kQZ3qyHS0S0M6nfu4g7bkHciYjF8IL5k7iDxJ3xGWWwsx48ETFZKz2vEHcQMe0m9XsXccctiDsRsRheMH9GGfStQwQSdyZT6+EREd210vMKcQcR025Sv3cRd9yCuBMRi+EF8ydxB4k749N6eEREd630vELcQcS0m9TvXcQdtyDuRMRieMH8SdxB4s74tB4eEdFdKz2vEHcQMe0m9XsXccctchV3BgYK6u8fuOqxU00t6u0rv0DbLnXoXGvbiI9bDC+YTqMM7FEGfesQgfGb1BqNE+IOIrpmpecV4g4ipt2kfu8i7rhFbuJOoVDQ7Xc+qtvvfHTEsd17D6iquk6eH8jzA21+fmd47HJHl+Y13Bceq5m3VM0treFxi+EF02mUgT3KoG8dIjB+k1qjcULcQUTXrPS8QtxBxLSb1O9dxB23yEXc2b5rn6bU1MvzgxFxp7OrW1XVdVq/Zbt6+/q144335fmBTpxskiSt27RNU2c16HTzObVd6tDMG5dpwYpHwq+3GF4wnUYZ2KMM+tYhAuM3qTUaJ8QdRHTNSs8rkx13khrerIdLRLQzqd+7iDtukYu409HZrVNNLbrl1w+NiDu79x6Q5we60tMbfmxa7UJteHqHJGn6nMVau3FreGz7rn3y/ECFQkEScQfHr9Wgbx0icPJ/5pUaJ8QdRHTNSs8raYk7iIhXM6nfu4g7bpGLuDPI//vtYyPizl9e2KVptQtLPjav4T6tfHCLJKmquk6v7N4XHjt46Jg8P9CFtnZJxB0s1cVB3zpE4OT/zCs1Tog7iOialZ5XiDuImHUrPT8Sd9wi93Fn3aZtmj5nccnHbl78gBatXK9CoSDPD7R774Hw2JFj38nzA51sPCtJ6rrSjxlzrME6ytcmYdT7g+kzqbUfJ1f6BhK7ndYDIiKm00rPOZ0xnx87x/j7rIc8RMyflZ4fr/SVf7MisCH3cWc8j9x5dc974bHhj9y5cLkHM6b14D5Rs3Z/MPrPvFLjpLu3v+LbYT0AImI2rfScdKmzL9bz46XOvlH/PushDxHzZ6Xnx+5eHrnjErmPO4OvudMz5DV3ps5qKHnNnXWbtoXHXt75Lq+5k3GtB/eJmrX7g9F/5pUaJ1GelmU9ACJiNq30nMTTshAx61Z6fuRpWW6Ri7jT3z+gnp5e3X7no/rl8ofV09OrgYFinOno7JbnB/rTk6+UfbestRu3auqsBjWdOa+2dt4tKw9aD+5xD/rWtw8n/2deqXFC3EFE16z0nBR33Pn9yYPmgxwi4lArPT8Sd9wiF3Fn8/M75flBiU+/9EZ4fOdb+0uOPf7c6+GxS5c7Nee2e8JjM+YuUdOZ8+Fx6xCB8Ws9uCOOZVJrP06IO4jompWek4g7iJh1Kz0/EnfcIhdxZzz09w/o2++bS56eNZTWi+1qbmkd8XHrEIHxaz24I45lUms/TsaKO9ZDHiLmz0rPjcQdRMy6lZ4fiTtuQdyJiHWIwPi1HtwRxzKptR8nxB1EdM1Kz43EHUTMupWeH4k7bkHciYh1iMD4tR7cEccyqbUfJ8QdRHTNSs+NxB1EzLqVnh+JO25B3ImIdYjA+LUe3BHHMqm1HyfEHUR0zUrPjcQdRMy6lZ4fiTtuQdyJiHWIwPi1HtwRoxhl7ccJcQcRXbPScyNxBxGzbqXnR+KOWxB3ImIdIjB+rYdzxChGWftxQtxBRNes9NxI3EHErFvp+ZG44xbEnYhYhwiMX+vhHDGKUdZ+nHT19JsPcoiIQ6303EjcQcSsW+n5kbjjFsSdiFiHCIxf6+EcMYpR1n6cEHcQ0TUrPTcSdxAx61Z6fiTuuAVxJyLWIQIr03oAR0zKKPsiTog7iOialZ4biTuImHUrPT8Sd9yCuBMR60iBlWk9gCMmZZR9ESfEHUR0zUrPjcQdRMy6lZ4fiTtuQdyJiHWkyLNRhlzrARwxKaPsqTgh7iCia1Z6biTuIGLWrfT8SNxxC+JORKwDR561HqIRXTTKnooT4g4iumal50biDiJm3UrPj8QdtyDuRMQ6cORZ6yEa0UWj7Kk4Ie4gomtWem4k7iBi1q30/EjccQviTkSsA0fWtR6UEdNmlP0WJ8QdRHTNSs+NxB1EzLqVnh+JO25B3ImIdfzIutaDMmLajLLf4oS4g4iuWem5kbiDiFm30vMjccctiDsRsY4fWdd6UEZMm1H2W5wQdxDRNSs9NxJ3EDHrVnp+JO64BXEnItbxI+taD8qIaTPKfosT4g4ipkniDiLmWeJONiDuRMQ6fmRd60EZMW0SdxARJy5xBxHzLHEnGxB3ImIdP7Ku9aCMmDaJO4iIE5e4g4h5lriTDYg7EbGOH1nXelBGTJvEHUTEiUvcQcQ8S9zJBsSdiFjHj6xrPSgjpk3iDiLixCXuIGKeJe5kA+JORKzjR9a1HpQR0yZxBxFx4hJ3EDHPEneyAXEnItbxI+taD8qIaZO4g4g4cYk7iJhniTvZgLgTEev44UpoIe4guiFxBxFx4hJ3EDHPEneyAXEnItbBhbiDiEMl7iAiTlziDiLmWeJONiDuRMQ6uBB3EHGoxB1ExIlL3EHEPEvcyQbEnYhYBxdX4g4iuiFxBxFx4hJ3EBHLS9xJD8SdiFgHF+IOIg6VuIOIOHGJO4iI5SXupAfiTkSsgwtxBxGHStxBRJy4xB1ExPISd9IDcSci1sGFuIOIQyXuICJOXOIOImJ5iTvpgbgTEevgQtxBxKESdxARJy5xBxGxvMSd9EDciYh1cCHuIOJQiTuIiBOXuIOIWF7iTnog7kTEOrgQdxBxIhJ3EBFHStxBRCwvcSc9EHciYh1ciDuIOBGJO4iIIyXuICKWl7iTHog7EbEOLsQdRJyIxB1ExJESdxARy0vcSQ/EnXHSdqlD51rbRnzcOrjEGWGIO4jZl7iDiDhS4g4iYnmJO+mBuDMGlzu6NK/hPnl+IM8PVDNvqZpbWsPjFoGGCIOIlUrcQUQcKXEHEbG8xJ30QNwZg3WbtmnqrAadbj6ntksdmnnjMi1Y8Uh43LVH3yAijiZxBxFxpMQdRMTyEnfSA3FnDKbPWay1G7eG/7991z55fqBCoSBJFQ9RBBxEtJC4g4g4UuIOImJ5iTvpgbgzBlXVdXpl977w/w8eOibPD3ShrV3S6HEHEdE1iTuIiBPzwoN3xnp+JO4gYpok7qQH4s4oFAoFeX6g3XsPhB87cuw7eX6gk41nJRF3EDE7xklP34D5QIaIGIft6+6K9fy4rukz82ENETEOe/oGYj0/QjSIO2NQVV2nV/e8F/7/8EfuAAAAAAAAAABYQtwZg+lzFmvdpm3h/7+8892S19wBAAAAAAAAALCEuDMGazdu1dRZDWo6c15t7SPfLQsAAAAAAAAAwBLizhhcutypObfdI88P5PmBZsxdoqYz561v1qj09PTq2++bdaVnYq+hcaWnV43N53L/qKS2Sx0619p21ePNLa3q6OyexFuUPsb6HmaFyx1dFa8V9psNbe0dOtl4VgMDE/u+52VNjwVrOjp5uYacabmgzq4rZY+NtVbYb5PPwEBBJxvPqu1Sx4S/Ni9rejRY09HJyzWkt69fjc3nrnqcOQSiQNwZJ60X29Xc0mp9M0bl6PFTuu6m5WGIeuKvr4fHlv/u8fDjg868cZmk4gtHr1n/1/DjU2rqdeDTI1Z3IzHmL3t4xPfA8wNtfn6npOKgPq/hvvDjNfOWlvzMvz7RqGm1C8PjC1Y8ot7ePqu7kwjHTpwq+z2qqq6TJLWcv1j2+D8+/FTS2N/DrNDYfE7zGu5TVXWdqqrrNPPGZfrsP1+Hx0dbK3nZb66x5+0DJT+Tw1+dkMSaHmRKTX3Z78MXR7+VxJqWxr6GvPbmB2WPd3UX30Y7D9cQSXpr3yeqmbdUU2rqVVVdpxsWrFZbezEYjLVW8rLfXKLtUofql64Lv+c/W7QmPMaaHvv3ItZ0kbGuIcwhUl9/vxbf/Ziqqus0paZe02oX6qX//Ud4nDkE4oC4kxEam8/J8wPdvPgBffDxYXV2dZdU32WrN+mn8+/VsROnQk81tUiSPvrXF/L8QB98fFg9Pb1a+eAWXTNz/oT/Zdt1mltaS+7/5198I88Pwre6X7dpm6bOatDp5nNquzTyKXizb1mlny1ao86ubn31zfeqqq7TC6/utbo7idDb21fyPTp24pSW/+5xTatdKEk6e644CL/5zscln9PZVfwXhLG+h1nhliUPafYtq9TT06u+/n4tWPGIfnLrb8Pjo62VvOw3l9i19yN5fqC71z2lo8dP6VxrW7hmWdNFjp9sKrn/f9v5jjw/CP91kTU99jVkxxvvq6q6bsQ5dPBfoXNxDenrl+cHWrP+eRUKBV3u6NK02oX6w+MvSRp7reRlv7nCwEBB0+cs1oy5S7R91z51dHaXPDqdNT3270Ws6SJjXUOYQ6Sntu5RVXWdWs5flCQ9+7c3VVVdp8sdXZKYQyAeiDsZ4TdrntCUmnr19feXPb5s9SbVL11X9tjKB7fo+ptXhv/fdOa8PD/Qp4ePJXJbXeGPm1/W1FkN6u0rfs+mz1mstRu3hse379oXvnh268V2eX6g/Z/8Jzy+5J4Nmtdw36Tf7snk0uXOkovH4CB89Pipsp8/2vcwS8y8cZl+ufzh8P+f/dubumbmfEkac63kdb9ZUSgUdO3sO656/mNNl+cnt/42/KWSNV2e4deQHW+8ryk19WU/Ny/XkI7Obnl+oGf/9mb4sfnLHg7X0lhrJa/7zYqdb+2X5wc6dqL8+Y81PZLhvxexpssz9BoiMYdI0u8ffU5TZzWUPPLN8wN9+32zJOYQiAfiTkb40fWLNGPuEt10++81Y+4SLVq5PiziUvGkes3M+Zq/7GGtWLNZ7x04FB67efEDWnLPhpI/z/MD7d57YNJu/2TTerFdVdV1ennnu+HHqqrrwn+BlUrf9v7Ise/k+YGazv7w8MjHnnxV0+csntTbPdmsWf+8ptUuDKPh4CA8r+E+NfzmEf3pyVd0oa09/PzRvodZ4vW/fyjPD3TDgtXa+X/7Na12oZ7aukeSxlwredxvlgw+7Wpew336ya2/1XU3LdfvH30ufC0Q1vRI9n30uTw/0MnGM5JY0+Uodw3Z8cb78vxA85c9rF+tWq9tr70dhp88XUNWPrhFnh/ozvs3a9trb2tKTX04pI21VvK43yxZ/rvHVVVdpwUrHlHNvKW6YcFqfXTwi/A4a3okw38vYk2PZPg1RGIOkYoxZ0pNva6dfYf+tvMd3bBgdUnwYg6BOCDuZATPD1Qb3KXnX/k/vbzzXU2fs1jTaheq578vqvzCq3t17x+e0UN/flE3LFgtzw+0fVfxBDL7llVa+eCWkj+vqrpO2157e9Lvx2Rx97qndO3sO8KHfBYKhREXksET6cnGs+FDRodejP/ywq7w0RpZ5EzLBXl+oNfe/CD8WFt7h5bcs0FrN2zVyge3hBepKz29Y34Ps8S33zdrWu1C3XT778PnTg8+r3ystZLH/WbJZ//5Wp4faNHK9Xp1z3vhw6IXrVwviTU9nEKhoBlzl2j57x4PP8aaHsnwa4gkffL5V7rz/s1au3GrfrVqvTw/CAeWPF1D/vHhp5pSU6+fzr9Xnh9o9i2r1HqxeL9HWyt53G/W3LBgtabOatDjz72u1//+oW5Z8lDJIxlZ06WU+72INV1KuWuIxBwiSZ1d3bphwWpdf/NKXTNzfslaYg6BuCDuZIThF5ujx4svAHfoyPGyn1+/dF34GiE3L35Av743+8V8kFNNLfL8QHveLr1/VdV1enXPe+H/lyvmQ1/YLOvFfNnqTZoxd8moDx0eXGf//PRLSaN/D7PEjLlLtGb9XyUVX4zyF3fcr6rqOvX194+5VvK236wZjDuDz3GXpKdfekNV1XVl13Ze1/Qgg/9SP3T9sqZLudo1ZDhPv/SGPD9Qb9/Y54WsMPjUgXc+/ExS8V+qf3T9Iv3ijvsljb1W8rbfrLlhweqSIby/f0BTauq16dn/Lfv5eVzTQyn3exFrupRy15By5HEOWfXQk/rxz1doYKCg/v4B/XHzy/L8H97ggTkE4oC4kxGmz1msP25+Ofz/wZPAJ59/Vfbz7173lK67abmk4kOoZ9+yKjx2+r8vzpy157oOsmjletXMWzri49PnLNa6TdvC/39557sjnuv60b9+eLjy4rsfy+xzXY+fbJLnB9r73sFRP+/S5c6SX+RH+x5mhcH7/PrfPww/dvDQ0fACPdZaydt+s+ZCW3tJrJGkzc/vlOcHZV+sMY9repDevn5Nq12oe//wTMnHWdOlXO0aMpw33/lYnh+os+tKbq4hg/d56Bs6/OnJV8J3FhprreRpv7nAyge3lLwZQH//gKqq6/ToX7aX/fw8rulBrvZ7EWv6B652DSlHHueQ4Y9oGhgoPlpn8B0XmUMgDog7GeEPj7+kKTX1+vb7ZrVebNeiles1paY+fMeXVQ89qSPHvlNvb5/+9e+jqqqu04N/flGStP+T/8jzi69S39vbpzvv35zJV6mXpC+/PinPD/Tu/s9HHFu7caumzmpQ05nzamsf+Sr119+8Ur+44351dnXr6PFTqqqu0/Ov/N9k3vxJo37pOv345ytGfHzP2we0fdc+tV5s1+WOLi29b6OqquvCf4Ea63uYFabOatBPbv2tWi+2q6enVyvWbC55Dv5oayVP+80VfnLrbzX7llW63NGlb747Hb4+mcSaHsrgI5oGn0IzFNZ0kdGuIRuffU3vHTikzq5unWpq0XU3LVdtcFd4PA/XkG+/b5bnB/rdH59TT0+vLrZd1swbl2nObfdIGnut5Gm/ucBHB4tP9Xhr3yfq6enVlhd3y/MDffafryWxpodytd+LWNM/MNo1hDlE+tWq4mz2zXenVSgU9Oqe9+T5P7ygMnMIxAFxJyNc6enVzYsfkOcH8vxA18ycX/Iv1TPmLgmPeX6gXy5/OHxB0UKhoHv/8Ex4rKq6ruTV2LPEzxatKXlF/qFcutypObfdE34fZsxdUvKWoEePn9LUWQ0l38PB1zTKEoeOHJfnB2XXwODbog5+D6bU1Ovt93/4V6yxvodZ4dPDx8LnjFdV12nObffo489+2G+jrZU87TdXOHGySdPnLA6/57XBXeFDm1nTRbq6ezSlpr7knTqGwpouMto1ZPCFhAetmbdUJ042hcfzcg3ZvmufZt64TFXVdaqqrtMvlz8cvsHDWGslL/vNJQafGjLoM0Pe6Yw1XWS034tY00XGuoYwh0jnWtu0aOX68Nw4fc5ivbjjh7cyZw6BOCDuZIyLbZd1svFs2Yd7tl3q0DffNoaP5hlOZ9cVnWw8k7lSPlFaL7aP+lzhxuZzunS5cxJvkVv09vWrsfmcGpvPXfVhxWN9D7PCpcudOg7qxXkAAAsMSURBVH/h0lWPj7ZW2G+TT9OZ8yWvvTMIa3r8sKZHp7Prio6fbCp5WtJw8nINaTrbGr7l73DGWivst8llcN329vZd9RhrenRY02PDHFKkt6+/5B2Nh8McAlEg7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOwCSwe+8Bvf73D0f48Wdf6mTj2ZKPffDx4ZKvLRQK+te/j+q5l/+uhze9pBd37NXJxjMj/o5zrW3a+dZ+rd2wVVte3K1/fvrlZN09AICK+Oa702XPja///UO1tXforX2flHys5fzFkq/v7Lqid/d/rif++rrWb9muHW+8r7ZLHWX/nm2vva0HHntBL+7Yq2MnTk3WXQQAqIh/fvpl2XPjnrcPqLOre8THBwYKJV/fcv6i9rx9QI/+Zbue+Ovrevv9g+rt6x/x93zy+Vd6auserd2wtex5FgDSA3EHYBLw/KCsP1u0Rjvf2q+psxrk+YGqqut0y68fCr/uZONZzb5lVXhs8PM8P9CilevDz9v51n5VVdfJ8wNNq10Y/vcNC1brXGubxV0GABiTDc+8dtXz4+GvTqg2uKvk3Hbg0yPh137w8eHwnHjNzPmaUlMffu2zf3tTkjQwUNADj70QfvxH1y8K/3v1I8+qv3/A6q4DAIzKDQtWlz03VlXXqbH5nKbVLgw/Nq12oXp6esOvfWrrnpJjg+fRKTX1+uw/X0uSLrS16xd33B/+mYN/XlV1nV7d857V3QaACBB3ACYBzw+06qEn1dvbV2Jff/FfUC5d7pTnB9r07P+GX9PfP6AZc5eoqrpOb77zz/Djlzu6tG7TNl1303JJ0jffNsrzA11303I1nW0NP+/FHXvl+YHql66bpHsJADAxBuPOhbb2EefHQe5e95Q8Pyj5uqYz5+X5gabPWayjx394FE5j8zn9cvnDunvdU5J+OA/++t4NuvLfwaenp1e/WfOEPD/QM/+NQAAArnHDgtWaMXfJiHPj0EffzJi7RDfd/vuSr3vjH/+U5we6ZclDuth2WVLxUeAHDx1TzbylevOdjyVJt9/5qDw/0HMv/12FQvFRP2daLqg2uEueH+jLr09O0j0FgLgg7gBMAp4f6N6Hn77q8XJx56XX35HnB3rh1b1lv6ajs1uS9MvlD8vzAzWdOT/icwaHoiPHvot2BwAAEmAw7gyez8pRLu78atV6eX6gb75tLPs1HZ3dKhQKmlJTr2tn3zHi6QqFQkEz5i7RlJp6Hr0DAE5yw4LVqpm3dNTPKRd3ps5q0LTahSWRfJD+/gF1dl3R1yeK/zD4mzVPjPics+cuyvMD3bz4gWh3AAAmHeIOwCQw+AiaDz4+HPrRwS/C4+XizvLfPS7PD8YcPKbVLtQNC1aXPXbk2Hfy/EDbXns7njsCABAjg3Fn73sHS86Pp5vPhZ9TLu786PpFmnPbPaP+2U1nW+X5gTY++1rZ4395YZc8P9DJxrNR7wYAQOzcsGC1ptUuLDk3fvDxYV3u6Ao/Z3jcaTlfDDN/3PzyqH/2K7v3yfMDff7FN2WP37z4AV0zc348dwQAJg3iDsAkcLXXlBikXNyZfcsq/ej6RaP+uX39/fL8QCvWbC57/HJHlzw/0Jr1f43lfgAAxMnVXnPnT0++En7O8LgzeN5b/rvHR/2zP/rXF/L8QDv/b3/Z42++U3zqwrv7P4/lvgAAxMnVXnPn4KGj4ecMjzsfHSye917/+4ej/tnrNm2T5wc6f+FS2eOrHnpSnh+ET2cFgHRA3AGYBDw/0NL7NupMy4XQs+d+eDeCcnHnptt/P+a/mhQKBXl+oMV3P1b2+OC/4Dz6l+3x3BEAgBgZjDvffHe65PzY2fXD07TKPXKnqrpOC1Y8Muqf/fkX38jzA728892yx1978wN5fqBPPv8q8v0AAIibGxas1vQ5i0vOjWdaLoz6mjuHjhwf9Sn9g2x8tnjuHfooyaEMPnp8+FNaAcBtiDsAk0Alr7mz+pFnR/1XlUFmzF2imTcuK3vsvQOHRv2XawAASyp9zZ2ZNy7TtbPvGPXPbmvvCN8VqxwP/vnFcZ1jAQAsqOQ1dzq7ukd9RPcgb77zsTw/0NvvHyx7vDa4a8xzLAC4B3EHYBKoJO588PHh8F1ehtPX3x9ekAcHlH0flT61oFAo6Ce3/lZV1XW8HToAOEmlcWftxq3y/KDs2/W2XerQPz/9UpLCt1IfHnDaLnWoqrruqmEcAMCaSl9Q+fqbV/739cTOjPj8r0806sTJJl1oa1dVdZ1qg7tGPDpn8Kldv3/0ueh3AgAmFeIOwCQwWty50Nau/Z/8R54faOWDW/TNd6fDYwtWPBK+neU/PvxUBw8d1fOvvKUZc5doxtwlkor/SnPNzPny/EBP/PV1HTpyXO/u/1zzGu4b9cVEAQCsGSvufPn1yfAdAQ8dOR6+kGhXd4+m1S4MB5ADnx7RBx8f1oZnXtOUmvrwrdAHn5o1dVaDdrzxvg5/dUI739offu3Q164AAHCJ0eJOb2+fDh05rmm1C1Ub3KVDR46Hb2d+9PgpeX6gquo6Pb3tDX16+Jje2veJ7ln3tDw/CN8KffPzO+X5gX5y62/1zoef6dCR49ry4m5VVddpSk19yQs3A0A6IO4ATAKeH+jePzxT9tgLr+4teaG8625aHh7r6+/Xpmf/V1Nq6ks+p2beUr2ye1/4eeda23TLkodKPmdKTb3+tvOdpO8aAEDFDMadoa+xM5TBcD3oOx9+Fh672HZZS+7ZMOLFRuc13KdPDx8LP+/QkeOqmbe05HOmz1lc8jkAAK4xWtz59vvmEee+oS9+fPT4Kf3k1t+WHK+qrtOSezboTMuF8PN2vPH+iPPszxatKXldSABID8QdgJTQerFdX59oVFt7x1U/p7evX1+faFTLeS7KAJAPCoWCms6c1/GTTaO+s0tnV7e++ub7UZ8CBgCQJXr7+nXiZJNONbWM+uLI51rb9PWJRvX29k3irQOAuCHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKQY4g4AAAAAAAAAQIoh7gAAAAAAAAAApBjiDgAAAAAAAABAiiHuAAAAAAAAAACkGOIOAAAAAAAAAECKIe4AAAAAAAAAAKSY/w/db/pLkzW/PQAAAABJRU5ErkJggg==", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# final histogram with all parameters and layout options we want integrated\n", "lender_fico_hist = (\n", " px.histogram(\n", " # data frame containing the data for this plot\n", " data_frame = vizready_top_3_lender_df,\n", " # variable to be plotted on the x-axis\n", " x = 'cscore_min',\n", " # variable to be used to determine color of the bars\n", " color = 'Lender',\n", " # variable to split on for facets; in this case, we'll facet across columns\n", " facet_col = 'Lender',\n", " # number of bins to use--somewhat arbitrary; google \"histogram binning bias\" to learn more\n", " nbins = 100,\n", " # title for the entire chart\n", " title = \"FICO Histogram by Lender (January 2017)\",\n", " # figure output height and width in pixels\n", " height = 600,\n", " width = 900\n", " )\n", " # making edits to layout\n", " # specifying x-axis label\n", " .update_xaxes(\n", " title = \"FICO\"\n", " )\n", " # specifiying y-axis label and ensuring we only show the 1st axis label\n", " .update_yaxes(\n", " title = \"Loan Count\",\n", " row=1, \n", " col=1\n", " )\n", " # specifying location of the legend (under general layout)\n", " .update(\n", " layout = dict(\n", " legend = dict(\n", " # pick the x and y coords manually (bounded between [-2,3])\n", " x = 0.75,\n", " y = 1.25\n", " )\n", " )\n", " )\n", ")\n", "\n", "# implementing fix recommended by Plotly's dev to drop facet labels\n", "# can't yet do this inside the update, so we'll just do it at the end of the cell, prior to outputting the figure\n", "lender_fico_hist.layout.annotations = []\n", "\n", "# calling the figure so it will display inline\n", "# we can also save out the png as shown above with plotly.io\n", "lender_fico_hist" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# the figure can also be saved out in html format, as can all Plotlys...\n", "# using the plotly.offline function \"plot\"\n", "plot(\n", " figure_or_data = lender_fico_hist, \n", " filename = \"../media/lender_fico_hist.html\", \n", " auto_open = False\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Base Plotly.\n", "\n", "Now that we've explored the wonders of Plotly Express, a logical question would be: why bother returning to base Plotly given all the functionality of Plotly Express? Well, there are two mains answers to that question:\n", "\n", "- Access to certain figure types that are non achievable (yet, to my knowledge) with Plotly Express\n", " - Some figure varieties are so domain-specific or otherwise niche that there simply isn't yet a Plotly Express API built to produce that particular variety of viz, for example, the [quiver plot](https://plot.ly/python/v3/quiver-plots/)\n", " - The example we'll go over pertaining to this justification entails exploring the creation of [distribution plots (aka distplots)](https://plot.ly/python/distplot/) with Plotly's [figure factory](https://plot.ly/python/figure-factory-subplots/#plotlys-figure-factory-module), where chart types go prior to being integrated into the broader Plotly.js library of plot types. \n", "- Less abstraction in syntax = more granular control over all details of the viz\n", " - Think about how, as we went through the Plotly Express examples, we had to dig into the skeletal structure of the plot (Data and Layout) in order to find what parameters we might be able to pass to an `update()` method call to get our desired plot. With base plotly, we start out at this level of detail, which is both more work, but also more all-encompassing from the get-go. \n", " - The example we'll go over pertaining to this justification entails creating a custom heatmap.\n", "\n", "\n", "**Note of Clarification:** When mentioning \"base Plotly\", I am referring to everything in the Plotly ecosystem that is not Plotly Express. Generally, this entails Plotly [\"Graphical Objects\" (aka \"Go\")](https://plot.ly/python/creating-and-updating-figures/#figures-as-graph-objects) and the aforementioned Plotly [\"Figure Factory\" (aka \"FF\")](https://plot.ly/python/figure-factory-subplots/). If Plotly Express is mostly used as the quickest way to interact with Plotly visualizations, you can think of Go as the largest overarching granular framework for making most any plot type with Plotly, and Figure Factory as a more experimental branch of the Plotly API, as previously described. \n", "\n", "With all that context in mind, let's jump into exploring these aforementioned example use cases for base Plotly, below." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# building a distribution plot of FICO distributions by lender using the Plotly figure factory\n", "\n", "# transforming the data in the manner that the figure factory (ff) API prefers\n", "# making one vector for each lender's FICO distribution, downsampling (5%) for speed purposes, and dropping any NAs\n", "jpm_fico_distro = (\n", " vizready_top_3_lender_df\n", " .loc[vizready_top_3_lender_df['Lender'] == 'JPMorgan','cscore_min']\n", " .dropna()\n", " .sample(frac = 0.05)\n", ")\n", "wells_fico_distro = (\n", " vizready_top_3_lender_df\n", " .loc[vizready_top_3_lender_df['Lender'] == 'Wells','cscore_min']\n", " .dropna()\n", " .sample(frac = 0.05)\n", ")\n", "quick_fico_distro = (\n", " vizready_top_3_lender_df\n", " .loc[vizready_top_3_lender_df['Lender'] == 'Quicken','cscore_min']\n", " .dropna()\n", " .sample(frac = 0.05)\n", ")\n", "\n", "# grouping the data into an array, per the API's preferences\n", "fico_distro_data = [jpm_fico_distro, wells_fico_distro, quick_fico_distro]\n", "# adding labels positionally, again per the API's preferences\n", "group_labels = ['JPM', 'Wells', 'Quicken']\n", "\n", "# create distplot containing a PDF curve and rug plot\n", "lender_fico_distplot = (\n", " ff.create_distplot(\n", " # array of data\n", " hist_data = fico_distro_data, \n", " # positional labels to match to data array\n", " group_labels = group_labels, \n", " # tell Plotly what kind of curve you want (in this case, kernel density)\n", " curve_type = 'kde',\n", " # just going to go with base colors, but you can get fancier if you want\n", " colors = None,\n", " # pick to show what of the 3 distplot components to display\n", " show_hist = False,\n", " show_curve = True,\n", " show_rug = True\n", " )\n", " # specifiying x-axis label\n", " .update_xaxes(title = \"FICO\")\n", " # specifiying y-axis label\n", " .update_yaxes(title = \"Concentration\")\n", " # adding a title to the chart\n", " .update(\n", " layout = dict(\n", " title = dict(\n", " text = \"Distribution Plot of FICO by Lender\"\n", " )\n", " )\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "legendgroup": "JPM", "marker": { "color": "rgb(31, 119, 180)" }, "mode": "lines", "name": "JPM", "showlegend": true, "type": "scatter", "x": [ 623, 623.4, 623.8, 624.2, 624.6, 625, 625.4, 625.8, 626.2, 626.6, 627, 627.4, 627.8, 628.2, 628.6, 629, 629.4, 629.8, 630.2, 630.6, 631, 631.4, 631.8, 632.2, 632.6, 633, 633.4, 633.8, 634.2, 634.6, 635, 635.4, 635.8, 636.2, 636.6, 637, 637.4, 637.8, 638.2, 638.6, 639, 639.4, 639.8, 640.2, 640.6, 641, 641.4, 641.8, 642.2, 642.6, 643, 643.4, 643.8, 644.2, 644.6, 645, 645.4, 645.8, 646.2, 646.6, 647, 647.4, 647.8, 648.2, 648.6, 649, 649.4, 649.8, 650.2, 650.6, 651, 651.4, 651.8, 652.2, 652.6, 653, 653.4, 653.8, 654.2, 654.6, 655, 655.4, 655.8, 656.2, 656.6, 657, 657.4, 657.8, 658.2, 658.6, 659, 659.4, 659.8, 660.2, 660.6, 661, 661.4, 661.8, 662.2, 662.6, 663, 663.4, 663.8, 664.2, 664.6, 665, 665.4, 665.8, 666.2, 666.6, 667, 667.4, 667.8, 668.2, 668.6, 669, 669.4, 669.8, 670.2, 670.6, 671, 671.4, 671.8, 672.2, 672.6, 673, 673.4, 673.8, 674.2, 674.6, 675, 675.4, 675.8, 676.2, 676.6, 677, 677.4, 677.8, 678.2, 678.6, 679, 679.4, 679.8, 680.2, 680.6, 681, 681.4, 681.8, 682.2, 682.6, 683, 683.4, 683.8, 684.2, 684.6, 685, 685.4, 685.8, 686.2, 686.6, 687, 687.4, 687.8, 688.2, 688.6, 689, 689.4, 689.8, 690.2, 690.6, 691, 691.4, 691.8, 692.2, 692.6, 693, 693.4, 693.8, 694.2, 694.6, 695, 695.4, 695.8, 696.2, 696.6, 697, 697.4, 697.8, 698.2, 698.6, 699, 699.4, 699.8, 700.2, 700.6, 701, 701.4, 701.8, 702.2, 702.6, 703, 703.4, 703.8, 704.2, 704.6, 705, 705.4, 705.8, 706.2, 706.6, 707, 707.4, 707.8, 708.2, 708.6, 709, 709.4, 709.8, 710.2, 710.6, 711, 711.4, 711.8, 712.2, 712.6, 713, 713.4, 713.8, 714.2, 714.6, 715, 715.4, 715.8, 716.2, 716.6, 717, 717.4, 717.8, 718.2, 718.6, 719, 719.4, 719.8, 720.2, 720.6, 721, 721.4, 721.8, 722.2, 722.6, 723, 723.4, 723.8, 724.2, 724.6, 725, 725.4, 725.8, 726.2, 726.6, 727, 727.4, 727.8, 728.2, 728.6, 729, 729.4, 729.8, 730.2, 730.6, 731, 731.4, 731.8, 732.2, 732.6, 733, 733.4, 733.8, 734.2, 734.6, 735, 735.4, 735.8, 736.2, 736.6, 737, 737.4, 737.8, 738.2, 738.6, 739, 739.4, 739.8, 740.2, 740.6, 741, 741.4, 741.8, 742.2, 742.6, 743, 743.4, 743.8, 744.2, 744.6, 745, 745.4, 745.8, 746.2, 746.6, 747, 747.4, 747.8, 748.2, 748.6, 749, 749.4, 749.8, 750.2, 750.6, 751, 751.4, 751.8, 752.2, 752.6, 753, 753.4, 753.8, 754.2, 754.6, 755, 755.4, 755.8, 756.2, 756.6, 757, 757.4, 757.8, 758.2, 758.6, 759, 759.4, 759.8, 760.2, 760.6, 761, 761.4, 761.8, 762.2, 762.6, 763, 763.4, 763.8, 764.2, 764.6, 765, 765.4, 765.8, 766.2, 766.6, 767, 767.4, 767.8, 768.2, 768.6, 769, 769.4, 769.8, 770.2, 770.6, 771, 771.4, 771.8, 772.2, 772.6, 773, 773.4, 773.8, 774.2, 774.6, 775, 775.4, 775.8, 776.2, 776.6, 777, 777.4, 777.8, 778.2, 778.6, 779, 779.4, 779.8, 780.2, 780.6, 781, 781.4, 781.8, 782.2, 782.6, 783, 783.4, 783.8, 784.2, 784.6, 785, 785.4, 785.8, 786.2, 786.6, 787, 787.4, 787.8, 788.2, 788.6, 789, 789.4, 789.8, 790.2, 790.6, 791, 791.4, 791.8, 792.2, 792.6, 793, 793.4, 793.8, 794.2, 794.6, 795, 795.4, 795.8, 796.2, 796.6, 797, 797.4, 797.8, 798.2, 798.6, 799, 799.4, 799.8, 800.2, 800.6, 801, 801.4, 801.8, 802.2, 802.6, 803, 803.4, 803.8, 804.2, 804.6, 805, 805.4, 805.8, 806.2, 806.6, 807, 807.4, 807.8, 808.2, 808.6, 809, 809.4, 809.8, 810.2, 810.6, 811, 811.4, 811.8, 812.2, 812.6, 813, 813.4, 813.8, 814.2, 814.6, 815, 815.4, 815.8, 816.2, 816.6, 817, 817.4, 817.8, 818.2, 818.6, 819, 819.4, 819.8, 820.2, 820.6, 821, 821.4, 821.8, 822.2, 822.6 ], "xaxis": "x", "y": [ 0.0003675003430053554, 0.00037466804825033183, 0.0003817963262099795, 0.000388879995551431, 0.00039591397104478897, 0.0004028932724756795, 0.0004098130331808543, 0.0004166685082036571, 0.0004234550820691888, 0.00043016827618183503, 0.0004368037558504582, 0.00044335733694881495, 0.00044982499222082843, 0.0004562028572420593, 0.00046248723605006126, 0.00046867460645739746, 0.00047476162506171384, 0.0004807451319676816, 0.0004866221552355721, 0.000492389915070901, 0.0004980458277689648, 0.0005035875094271029, 0.0005090127794363242, 0.0005143196637625067, 0.0005195063980256713, 0.0005245714303840418, 0.00052951342422761, 0.0005343312606838978, 0.0005390240409365085, 0.0005435910883549606, 0.0005480319504322827, 0.0005523464005248585, 0.0005565344393872317, 0.0005605962964929345, 0.0005645324311309817, 0.0005683435332665399, 0.0005720305241533699, 0.0005755945566851313, 0.0005790370154723978, 0.0005823595166323858, 0.0005855639072789301, 0.0005886522647010988, 0.000591626895220147, 0.0005944903327161188, 0.0005972453368174122, 0.0005998948907489388, 0.0006024421988371502, 0.0006048906836730901, 0.000607243982937811, 0.0006095059458977649, 0.0006116806295813247, 0.0006137722946510796, 0.0006157854009901993, 0.000617724603024687, 0.000619594744806832, 0.0006214008548885088, 0.0006231481410160471, 0.0006248419846812609, 0.0006264879355657198, 0.0006280917059174499, 0.000629659164900935, 0.0006311963329624636, 0.000632709376253511, 0.0006342046011549432, 0.000635688448944314, 0.0006371674906474013, 0.0006386484221133795, 0.0006401380593506445, 0.0006416433341573255, 0.000643171290076887, 0.0006447290787050652, 0.0006463239563696405, 0.0006479632811993277, 0.0006496545105923766, 0.0006514051990894454, 0.0006532229966488945, 0.0006551156473160748, 0.0006570909882713805, 0.0006591569492350259, 0.00066132155219968, 0.0006635929114554106, 0.0006659792338649088, 0.0006684888193408151, 0.0006711300614712284, 0.0006739114482342038, 0.0006768415627374975, 0.0006799290839157434, 0.0006831827871141633, 0.0006866115444854968, 0.0006902243251254177, 0.0006940301948712119, 0.0006980383156889682, 0.0007022579445761034, 0.0007066984319086087, 0.0007113692191660127, 0.0007162798359718172, 0.0007214398963927673, 0.0007268590944470835, 0.0007325471987793726, 0.000738514046468447, 0.0007447695359436017, 0.0007513236189948323, 0.0007581862918731562, 0.0007653675854882529, 0.0007728775547220444, 0.0007807262668886921, 0.0007889237893830196, 0.0007974801765713419, 0.00080640545599006, 0.0008157096139286115, 0.0008254025804840702, 0.0008354942141846304, 0.0008459942862885083, 0.0008569124648730228, 0.0008682582988358069, 0.0008800412019361489, 0.0008922704370089991, 0.0009049551004875685, 0.0009181041073720486, 0.0009317261767821415, 0.0009458298182296479, 0.0009604233187439769, 0.0009755147309787243, 0.0009911118624206826, 0.001007222265814352, 0.0010238532309051651, 0.001041011777592752, 0.0010587046505728497, 0.001076938315531623, 0.0010957189569404924, 0.001115052477482557, 0.0011349444991236059, 0.0011554003658219834, 0.0011764251478519527, 0.001198023647695271, 0.001220200407435542, 0.0012429597175693835, 0.0012663056271287353, 0.0012902419549886493, 0.0013147723022159804, 0.0013399000652963657, 0.0013656284500595478, 0.001391960486107628, 0.0014188990415364522, 0.001446446837727903, 0.0014746064639803752, 0.0015033803917361202, 0.001532770988157984, 0.0015627805288043798, 0.0015934112091496933, 0.0016246651546989923, 0.00165654442944941, 0.0016890510424575687, 0.001722186952281528, 0.0017559540690778345, 0.0017903542541491042, 0.0018253893167545687, 0.001861061008016057, 0.0018973710117739914, 0.001934320932272198, 0.001971912278577018, 0.002010146445664041, 0.002049024692136088, 0.0020885481145668876, 0.0021287176184974174, 0.0021695338861449677, 0.0022109973409185375, 0.0022531081088679786, 0.0022958659772283055, 0.0023392703502535038, 0.0023833202025671063, 0.0024280140302879007, 0.002473349800219579, 0.0025193248974212405, 0.0025659360715021787, 0.002613179382008532, 0.002661050143290553, 0.0027095428692585372, 0.0027586512184504383, 0.0028083679398473115, 0.0028586848198813046, 0.002909592631086412, 0.0029610810828442856, 0.003013138774675086, 0.003065753152517841, 0.003118910468435233, 0.003172595744164038, 0.00322679273891602, 0.0032814839218125963, 0.003336650449313166, 0.0033922721479690654, 0.003448327502804376, 0.003504793651591755, 0.0035616463852547954, 0.003618860154590144, 0.00367640808346226, 0.0037342619885807962, 0.0037923924059278667, 0.00385076862385699, 0.003909358722841071, 0.003968129621800958, 0.004027047130900897, 0.0040860760106527895, 0.004145180037127383, 0.0042043220730279916, 0.004263464144342276, 0.004322567522248355, 0.004381592809916076, 0.004440500033810578, 0.0044992487390747475, 0.004557798088540875, 0.004616106964897278, 0.004674134075516621, 0.004731838059436542, 0.004789177595971111, 0.004846111514424269, 0.004902598904372319, 0.004958599225983397, 0.005014072419846421, 0.005068979015790563, 0.005123280240189387, 0.005176938121259651, 0.005229915591885262, 0.005282176589520143, 0.005333686152750151, 0.005384410514124088, 0.005434317188894832, 0.0054833750593465715, 0.005531554454419574, 0.005578827224381046, 0.005625166810329636, 0.0056705483083595324, 0.005714948528249762, 0.005758346046583354, 0.00580072125423971, 0.005842056398241169, 0.005882335617971176, 0.005921544975816312, 0.005959672482317161, 0.0059967081159434145, 0.0060326438376370846, 0.006067473600291884, 0.006101193353359892, 0.0061338010427951185, 0.006165296606559004, 0.006195681965925566, 0.006224961012831959, 0.006253139593525895, 0.006280225488762728, 0.006306228390803526, 0.0063311598774603685, 0.00635503338342684, 0.006377864169120936, 0.006399669287253455, 0.006420467547318816, 0.006440279478186892, 0.006459127288953665, 0.006477034828187246, 0.006494027541682151, 0.006510132428811037, 0.006525377997538927, 0.006539794218140032, 0.006553412475633569, 0.0065662655209313935, 0.006578387420667652, 0.006589813505659904, 0.006600580317931745, 0.006610725556209693, 0.0066202880197922635, 0.006629307550676712, 0.006637824973819608, 0.006645882035400589, 0.006653521338955562, 0.006660786279245375, 0.006667720973729165, 0.00667437019151833, 0.006680779279696936, 0.006686994086907515, 0.006693060884117837, 0.00669902628250356, 0.0067049371484041095, 0.006710840515334116, 0.006716783493060194, 0.006722813173782425, 0.006728976535491349, 0.006735320342603935, 0.006741891044016288, 0.006748734668745421, 0.006755896719367556, 0.006763422063495664, 0.006771354823573443, 0.006779738265297001, 0.006788614685007979, 0.0067980252964330995, 0.0068080101171741165, 0.006818607855378923, 0.006829855797048947, 0.006841789694458873, 0.00685444365618306, 0.00686785003923739, 0.006882039343856217, 0.006897040111431314, 0.006912878826142541, 0.006929579820809263, 0.00694716518748638, 0.0069656546933194894, 0.0069850657021607475, 0.0070054131024291965, 0.00702670924167846, 0.007048963868309291, 0.007072184080836085, 0.007096374285084024, 0.007121536159658488, 0.007147668629990061, 0.007174767851217733, 0.007202827200129716, 0.007231837276336316, 0.0072617859128025295, 0.007292658195820176, 0.007324436494450478, 0.00735710049941871, 0.007390627271392831, 0.00742499129852896, 0.0074601645631174815, 0.007496116617116165, 0.007532814666309556, 0.0075702236627893955, 0.007608306405407348, 0.007647023647810419, 0.007686334213630989, 0.007726195118367322, 0.007766561697457351, 0.007807387740018515, 0.00784862562769962, 0.007890226478066925, 0.00793214029192695, 0.007974316103971063, 0.008016702136114523, 0.008059245952892386, 0.008101894618268638, 0.008144594853212499, 0.008187293193395794, 0.008229936146369903, 0.00827247034758753, 0.008314842714644678, 0.008357000599131512, 0.008398891935496283, 0.008440465386345141, 0.0084816704836211, 0.008522457765128603, 0.008562778905895064, 0.008602586843887051, 0.008641835899627649, 0.008680481889290775, 0.00871848223087903, 0.008755796043123864, 0.008792384236778939, 0.0088282095980109, 0.008863236863625569, 0.008897432787901012, 0.0089307662008333, 0.008963208057634191, 0.008994731479354125, 0.009025311784537093, 0.009054926511846768, 0.009083555433636354, 0.00911118056046594, 0.009137786136602747, 0.009163358626570394, 0.009187886692842756, 0.009211361164807764, 0.00923377499915407, 0.009255123231861714, 0.009275402922004338, 0.009294613087596507, 0.009312754633745075, 0.009329830273387596, 0.009345844440924782, 0.009360803199076975, 0.009374714139316278, 0.00938758627624823, 0.00939942993633723, 0.0094102566413901, 0.009420078987231672, 0.009428910518025031, 0.00943676559670685, 0.009443659272025567, 0.009449607142686715, 0.00945462521912517, 0.009458729783438724, 0.009461937248031481, 0.009464264013527648, 0.00946572632652864, 0.009466340137795915, 0.009466120961451581, 0.009465083735795684, 0.009463242686345453, 0.009460611191705518, 0.009457201652880462, 0.00945302536664126, 0.009448092403555099, 0.00944241149128367, 0.00943598990374837, 0.009428833356751367, 0.009420945910629114, 0.009412329880500229, 0.009402985754651547, 0.009392912121584714, 0.009382105606222322, 0.009370560815744439, 0.00935827029549611, 0.009345224495372735, 0.009331411747052905, 0.009316818252408139, 0.009301428083375782, 0.009285223193534772, 0.009268183441574925, 0.009250286626798514, 0.009231508536738311, 0.009211823006919738, 0.00919120199273595, 0.009169615653344067, 0.00914703244742914, 0.009123419240619091, 0.009098741424270236, 0.0090729630452789, 0.009046046946510641, 0.00901795491737498, 0.008988647854010804, 0.008958085928486554, 0.00892622876635956, 0.008893035631881954, 0.008858465620085944, 0.00882247785492983, 0.008785031692638712, 0.008746086929329513, 0.00870560401197135, 0.008663544251696874, 0.008619870038451723, 0.008574545055943981, 0.008527534495838492, 0.008478805270127477, 0.008428326220603398, 0.008376068324359739, 0.008322004894251868, 0.008266111773263352, 0.00820836752174248, 0.008148753596499445, 0.008087254520787485, 0.008023858044229167, 0.007958555291793866, 0.007891340900983108, 0.007822213146435816, 0.007751174051226921, 0.00767822948419871, 0.007603389242734192, 0.007526667120456694, 0.007448080959416861, 0.007367652686409786, 0.007285408333147314, 0.007201378040095918, 0.007115596043877404, 0.007028100648215768, 0.0069389341785015, 0.006848142920131143, 0.006755777040865405, 0.0066618904975339005, 0.0065665409274958154, 0.006469789525345529, 0.006371700905428501, 0.006272342950803983, 0.006171786649360971, 0.006070105917855892, 0.00596737741469996, 0.005863680342377203, 0.005759096240421473, 0.005653708769923267, 0.005547603490571999, 0.0054408676312690755, 0.005333589855370622, 0.005225860021633811, 0.005117768941952708, 0.005009408136971577, 0.004900869590661608, 0.004792245504937965, 0.004683628055378562, 0.0045751091490856145, 0.00446678018570398, 0.004358731822578176, 0.004251053744994036, 0.00414383444240703, 0.004037160991516313, 0.003931118846990721, 0.003825791640601042, 0.0037212609894560376, 0.003617606313979695, 0.003514904666206736, 0.0034132305689092276, 0.003312655866002852, 0.003213249584616144 ], "yaxis": "y" }, { "legendgroup": "Wells", "marker": { "color": "rgb(255, 127, 14)" }, "mode": "lines", "name": "Wells", "showlegend": true, "type": "scatter", "x": [ 620, 620.4, 620.8, 621.2, 621.6, 622, 622.4, 622.8, 623.2, 623.6, 624, 624.4, 624.8, 625.2, 625.6, 626, 626.4, 626.8, 627.2, 627.6, 628, 628.4, 628.8, 629.2, 629.6, 630, 630.4, 630.8, 631.2, 631.6, 632, 632.4, 632.8, 633.2, 633.6, 634, 634.4, 634.8, 635.2, 635.6, 636, 636.4, 636.8, 637.2, 637.6, 638, 638.4, 638.8, 639.2, 639.6, 640, 640.4, 640.8, 641.2, 641.6, 642, 642.4, 642.8, 643.2, 643.6, 644, 644.4, 644.8, 645.2, 645.6, 646, 646.4, 646.8, 647.2, 647.6, 648, 648.4, 648.8, 649.2, 649.6, 650, 650.4, 650.8, 651.2, 651.6, 652, 652.4, 652.8, 653.2, 653.6, 654, 654.4, 654.8, 655.2, 655.6, 656, 656.4, 656.8, 657.2, 657.6, 658, 658.4, 658.8, 659.2, 659.6, 660, 660.4, 660.8, 661.2, 661.6, 662, 662.4, 662.8, 663.2, 663.6, 664, 664.4, 664.8, 665.2, 665.6, 666, 666.4, 666.8, 667.2, 667.6, 668, 668.4, 668.8, 669.2, 669.6, 670, 670.4, 670.8, 671.2, 671.6, 672, 672.4, 672.8, 673.2, 673.6, 674, 674.4, 674.8, 675.2, 675.6, 676, 676.4, 676.8, 677.2, 677.6, 678, 678.4, 678.8, 679.2, 679.6, 680, 680.4, 680.8, 681.2, 681.6, 682, 682.4, 682.8, 683.2, 683.6, 684, 684.4, 684.8, 685.2, 685.6, 686, 686.4, 686.8, 687.2, 687.6, 688, 688.4, 688.8, 689.2, 689.6, 690, 690.4, 690.8, 691.2, 691.6, 692, 692.4, 692.8, 693.2, 693.6, 694, 694.4, 694.8, 695.2, 695.6, 696, 696.4, 696.8, 697.2, 697.6, 698, 698.4, 698.8, 699.2, 699.6, 700, 700.4, 700.8, 701.2, 701.6, 702, 702.4, 702.8, 703.2, 703.6, 704, 704.4, 704.8, 705.2, 705.6, 706, 706.4, 706.8, 707.2, 707.6, 708, 708.4, 708.8, 709.2, 709.6, 710, 710.4, 710.8, 711.2, 711.6, 712, 712.4, 712.8, 713.2, 713.6, 714, 714.4, 714.8, 715.2, 715.6, 716, 716.4, 716.8, 717.2, 717.6, 718, 718.4, 718.8, 719.2, 719.6, 720, 720.4, 720.8, 721.2, 721.6, 722, 722.4, 722.8, 723.2, 723.6, 724, 724.4, 724.8, 725.2, 725.6, 726, 726.4, 726.8, 727.2, 727.6, 728, 728.4, 728.8, 729.2, 729.6, 730, 730.4, 730.8, 731.2, 731.6, 732, 732.4, 732.8, 733.2, 733.6, 734, 734.4, 734.8, 735.2, 735.6, 736, 736.4, 736.8, 737.2, 737.6, 738, 738.4, 738.8, 739.2, 739.6, 740, 740.4, 740.8, 741.2, 741.6, 742, 742.4, 742.8, 743.2, 743.6, 744, 744.4, 744.8, 745.2, 745.6, 746, 746.4, 746.8, 747.2, 747.6, 748, 748.4, 748.8, 749.2, 749.6, 750, 750.4, 750.8, 751.2, 751.6, 752, 752.4, 752.8, 753.2, 753.6, 754, 754.4, 754.8, 755.2, 755.6, 756, 756.4, 756.8, 757.2, 757.6, 758, 758.4, 758.8, 759.2, 759.6, 760, 760.4, 760.8, 761.2, 761.6, 762, 762.4, 762.8, 763.2, 763.6, 764, 764.4, 764.8, 765.2, 765.6, 766, 766.4, 766.8, 767.2, 767.6, 768, 768.4, 768.8, 769.2, 769.6, 770, 770.4, 770.8, 771.2, 771.6, 772, 772.4, 772.8, 773.2, 773.6, 774, 774.4, 774.8, 775.2, 775.6, 776, 776.4, 776.8, 777.2, 777.6, 778, 778.4, 778.8, 779.2, 779.6, 780, 780.4, 780.8, 781.2, 781.6, 782, 782.4, 782.8, 783.2, 783.6, 784, 784.4, 784.8, 785.2, 785.6, 786, 786.4, 786.8, 787.2, 787.6, 788, 788.4, 788.8, 789.2, 789.6, 790, 790.4, 790.8, 791.2, 791.6, 792, 792.4, 792.8, 793.2, 793.6, 794, 794.4, 794.8, 795.2, 795.6, 796, 796.4, 796.8, 797.2, 797.6, 798, 798.4, 798.8, 799.2, 799.6, 800, 800.4, 800.8, 801.2, 801.6, 802, 802.4, 802.8, 803.2, 803.6, 804, 804.4, 804.8, 805.2, 805.6, 806, 806.4, 806.8, 807.2, 807.6, 808, 808.4, 808.8, 809.2, 809.6, 810, 810.4, 810.8, 811.2, 811.6, 812, 812.4, 812.8, 813.2, 813.6, 814, 814.4, 814.8, 815.2, 815.6, 816, 816.4, 816.8, 817.2, 817.6, 818, 818.4, 818.8, 819.2, 819.6 ], "xaxis": "x", "y": [ 0.0006769658791955762, 0.0006954618754256499, 0.0007139349742742848, 0.0007323625328939894, 0.0007507220637837877, 0.0007689913318513643, 0.0007871484520099847, 0.000805171986755714, 0.0008230410431585807, 0.0008407353686932769, 0.00085823544533118, 0.0008755225813152913, 0.000892579000044126, 0.0009093879254989585, 0.0009259336636614257, 0.0009422016793855531, 0.000958178668209035, 0.0009738526226138607, 0.0009892128922752762, 0.0010042502378707617, 0.001018956878057176, 0.001033326529263614, 0.0010473544379904012, 0.001061037405350058, 0.0010743738036339354, 0.0010873635847384524, 0.0011000082803364537, 0.0011123109937325921, 0.0011242763833957132, 0.0011359106382159614, 0.0011472214445893483, 0.0011582179454870194, 0.0011689106917205407, 0.001179311585667365, 0.0011894338177719378, 0.001199291796187463, 0.0012089010699703369, 0.0012182782462838392, 0.0012274409021090073, 0.0012364074909987546, 0.001245197245445663, 0.0012538300754643267, 0.0012623264640154637, 0.001270707359920832, 0.0012789940689353677, 0.0012872081436555386, 0.0012953712729506736, 0.001303505171606998, 0.0013116314708720303, 0.0013197716105801613, 0.0013279467335284467, 0.0013361775827551183, 0.0013444844023521897, 0.0013528868424178418, 0.0013614038687243684, 0.0013700536776434244, 0.0013788536168324618, 0.0013878201121449195, 0.0013969686011820527, 0.0014063134738568608, 0.0014158680202904794, 0.0014256443863091342, 0.0014356535367558102, 0.0014459052267752563, 0.0014564079811745928, 0.001467169081904765, 0.0014781945636508317, 0.001489489217462261, 0.0015010566022979946, 0.0015128990643059424, 0.0015250177636027642, 0.0015374127082678774, 0.001550082795216051, 0.0015630258575657717, 0.0015762387180765305, 0.0015897172481872527, 0.0016034564321507302, 0.001617450435725527, 0.0016316926788572982, 0.0016461759117564637, 0.0016608922937585116, 0.0016758334743372158, 0.0016909906756299741, 0.0017063547758280522, 0.0017219163927832712, 0.0017376659671862363, 0.001753593844679697, 0.0017696903562842143, 0.0017859458965314406, 0.0018023509987234285, 0.001818896406763841, 0.0018355731430387513, 0.0018523725718608513, 0.0018692864580305774, 0.0018863070201112372, 0.0019034269780618114, 0.0019206395949206356, 0.0019379387122853487, 0.001955318779388545, 0.001972774875624554, 0.001990302726439828, 0.002007898712557256, 0.002025559872563032, 0.0020432838989426286, 0.002061069127709901, 0.002078914521829572, 0.002096819648687939, 0.002114784651919324, 0.002132810217945695, 0.002150897537634063, 0.0021690482635198724, 0.0021872644630844184, 0.002205548568610196, 0.0022239033241691444, 0.0022423317303253607, 0.0022608369871552104, 0.0022794224362038457, 0.0022980915020080223, 0.002316847633820114, 0.0023356942481679043, 0.002354634672878557, 0.0023736720931833402, 0.002392809500502485, 0.002412049644486616, 0.002431394988863238, 0.0024508476716035865, 0.0024704094698870817, 0.002490081770298323, 0.0025098655446447317, 0.0025297613317326367, 0.002549769225385722, 0.002569888868932894, 0.002590119456333546, 0.002610459740046748, 0.0026309080456883567, 0.0026514622934562504, 0.0026721200262397114, 0.002692878444265086, 0.0027137344460662735, 0.0027346846755064336, 0.002755725574516682, 0.0027768534411589537, 0.0027980644925646235, 0.0028193549322475557, 0.002840721021241284, 0.002862159152464765, 0.0028836659276802504, 0.002905238236370817, 0.002926873335833806, 0.0029485689317607284, 0.002970323258553803, 0.0029921351586146756, 0.003014004159832316, 0.003035930550494258, 0.0030579154508489103, 0.003079960880556176, 0.0031020698212791986, 0.0031242462736919612, 0.0031464953082050422, 0.003168823108745532, 0.0031912370089663593, 0.0032137455203049103, 0.003236358351360967, 0.0032590864181186586, 0.0032819418445968456, 0.0033049379535759487, 0.0033280892471168203, 0.003351411376658431, 0.0033749211025549215, 0.0033986362429892793, 0.003422575612279241, 0.0034467589486708887, 0.003471206831796409, 0.0034959405900533763, 0.0035209821982440364, 0.0035463541658930006, 0.003572079416740268, 0.0035981811599832443, 0.0036246827539150664, 0.0036516075626774193, 0.0036789788069127283, 0.0037068194091629896, 0.003735151834920154, 0.0037639979302847865, 0.0037933787572359784, 0.0038233144275550877, 0.0038538239364785862, 0.003884924997181173, 0.003916633877208172, 0.003948965237986792, 0.0039819319785480934, 0.004015545084585573, 0.004049813483962541, 0.004084743909757873, 0.004120340771909503, 0.004156606038476388, 0.004193539127493082, 0.004231136810337202, 0.004269393127468397, 0.004308299317329283, 0.004347843759123845, 0.004388011930107875, 0.004428786377940024, 0.004470146708550651, 0.004512069589890742, 0.004554528771824404, 0.0045974951223269065, 0.004640936680047213, 0.004684818723189081, 0.004729103854560147, 0.004773752102533758, 0.004818721037564761, 0.00486396590379931, 0.004909439765219674, 0.0049550936656699105, 0.005000876802016972, 0.005046736709615108, 0.0050926194591606475, 0.0051384698639486874, 0.0051842316964747365, 0.005229847913262289, 0.005275260886742512, 0.005320412642965484, 0.005365245103882653, 0.0054097003329093675, 0.005453720782452923, 0.005497249542076512, 0.005540230585962978, 0.005582609018343243, 0.005624331315563897, 0.005665345563485439, 0.005705601688927277, 0.0057450516839079166, 0.0057836498214675165, 0.005821352861906036, 0.005858120248322072, 0.005893914290395314, 0.005928700335419247, 0.005962446925658807, 0.005995125941181061, 0.006026712727383982, 0.006057186206529132, 0.006086528972668422, 0.006114727369441548, 0.006141771550310237, 0.006167655520886136, 0.006192377163101685, 0.006215938241066833, 0.006238344388548332, 0.006259605078102679, 0.006279733571987727, 0.006298746855071252, 0.006316665550047378, 0.00633351381536261, 0.006349319226342648, 0.006364112640098388, 0.006377928044874187, 0.006390802394583559, 0.006402775429356138, 0.00641388948299512, 0.006424189278315682, 0.006433721711401997, 0.006442535625883039, 0.006450681578384844, 0.006458211596369191, 0.006465178929615165, 0.006471637796640604, 0.006477643127394667, 0.006483250303580217, 0.006488514897985278, 0.006493492414216122, 0.00649823802823024, 0.006502806333065531, 0.006507251088152052, 0.006511624974574708, 0.006515979357628963, 0.006520364057977202, 0.0065248271326705945, 0.006529414667250292, 0.006534170580082741, 0.006539136440016778, 0.00654435129837556, 0.006549851536214149, 0.006555670727684594, 0.006561839520254659, 0.006568385532424719, 0.006575333269480267, 0.006582704057705684, 0.006590515997368957, 0.006598783934668022, 0.006607519452707724, 0.006616730881453269, 0.006626423326482356, 0.006636598716234546, 0.006647255867334389, 0.006658390567444816, 0.006669995674990569, 0.006682061234979081, 0.0066945746100387895, 0.006707520625693876, 0.006720881728800144, 0.006734638157980523, 0.006748768124821108, 0.006763248004520356, 0.006778052534625916, 0.006793155020445937, 0.006808527545685068, 0.00682414118683039, 0.006839966229798844, 0.006855972387356276, 0.006872129015828382, 0.006888405329645832, 0.006904770612299562, 0.006921194422327061, 0.006937646793006341, 0.006954098424500356, 0.0069705208672704196, 0.006986886695662046, 0.007003169670659434, 0.00701934489090507, 0.007035388931187243, 0.007051279967709829, 0.007066997889574409, 0.007082524396023379, 0.007097843079113145, 0.007112939491607545, 0.007127801200001973, 0.007142417822707576, 0.007156781053540536, 0.007170884670773418, 0.007184724532112341, 0.007198298556064384, 0.007211606690253642, 0.007224650867330172, 0.007237434949193787, 0.007249964660322901, 0.007262247511057321, 0.007274292711732569, 0.007286111078601446, 0.007297714932506318, 0.00730911799128264, 0.007320335256880808, 0.007331382898189726, 0.007342278130531672, 0.0073530390927748004, 0.007363684722977234, 0.007374234633435925, 0.0073847089859651206, 0.0073951283681738846, 0.007405513671450966, 0.007415885971298874, 0.007426266410588682, 0.00743667608623362, 0.007447135939703986, 0.007457666651729512, 0.007468288541458876, 0.007479021470270627, 0.007489884750356621, 0.007500897058128555, 0.0075120763524318445, 0.007523439797489172, 0.00753500369043961, 0.007546783393288824, 0.007558793269042031, 0.007571046621754572, 0.007583555640205592, 0.007596331344878399, 0.007609383537917113, 0.007622720755722769, 0.007636350223853434, 0.007650277813901613, 0.0076645080020381175, 0.007679043828934189, 0.007693886860802603, 0.007709037151332936, 0.0077244932043357886, 0.007740251936954558, 0.0077563086433507285, 0.007772656958818761, 0.0077892888243385715, 0.0078061944516266265, 0.00782336228879968, 0.007840778986817688, 0.007858429366923228, 0.007876296389343217, 0.007894361123564075, 0.007912602720532897, 0.007930998387174131, 0.007949523363643183, 0.007968150903764315, 0.007986852259120584, 0.008005596667276979, 0.008024351344625081, 0.00804308148433773, 0.00806175025991536, 0.00808031883479213, 0.008098746378449595, 0.008116990089458723, 0.008135005225837984, 0.00815274514307611, 0.008170161340123995, 0.008187203513610481, 0.008203819620483523, 0.008219955949221005, 0.00823555719969485, 0.00825056657171014, 0.00826492586217624, 0.008278575570802743, 0.00829145501414753, 0.008303502447780345, 0.008314655196262368, 0.008324849790581413, 0.008334022112624292, 0.008342107546213449, 0.008349041134183752, 0.008354757740929291, 0.008359192219808149, 0.008362279584756889, 0.008363955185435442, 0.008364154885197934, 0.008362815241165498, 0.008359873685663696, 0.0083552687082795, 0.008348940037790983, 0.008340828823226775, 0.008330877813321475, 0.008319031533647842, 0.008305236460725621, 0.008289441192430682, 0.008271596614055842, 0.008251656059405805, 0.008229575466343089, 0.008205313526238678, 0.008178831826819673, 0.008150094987947082, 0.008119070789897622, 0.008085730293765891, 0.00805004795364442, 0.008012001720281117, 0.007971573135953746, 0.00792874742034031, 0.007883513547202025, 0.007835864311731444, 0.007785796388451263, 0.007733310379581682, 0.0076784108538218415, 0.0076211063755184175, 0.007561409524216991, 0.007499336904614198, 0.007434909146946738, 0.007368150897869974, 0.007299090801893366, 0.007227761473452757, 0.0071541994597091995, 0.007078445194175128, 0.007000542941275083, 0.0069205407319576535, 0.006838490290480507, 0.0067544469524990405, 0.00666846957459529, 0.006580620435391597, 0.006490965128402265, 0.006399572446786427, 0.006306514260174783, 0.0062118653837575834, 0.00611570343983294, 0.006018108712033083, 0.0059191639924616535, 0.0058189544219973185, 0.005717567324039354, 0.005615092031995009, 0.005511619710834181, 0.005407243173064494, 0.005302056689506831, 0.00519615579528355, 0.005089637091459383, 0.004982598042808958, 0.004875136772213306, 0.004767351852221261, 0.004659342094340413, 0.004551206336651944, 0.004443043230371756, 0.00433495102600659, 0.004227027359775613, 0.004119369040991336, 0.004012071841108322, 0.0039052302851650743, 0.0037989374463516714, 0.003693284744444154, 0.0035883617488463664, 0.003484255986977003, 0.0033810527587316667, 0.0032788349577368547, 0.003177682900092933, 0.003077674161282243, 0.002978883421887349, 0.0028813823227339, 0.0027852393300317854, 0.0026905196110480613, 0.0025972849207966777 ], "yaxis": "y" }, { "legendgroup": "Quicken", "marker": { "color": "rgb(44, 160, 44)" }, "mode": "lines", "name": "Quicken", "showlegend": true, "type": "scatter", "x": [ 620, 620.406, 620.812, 621.218, 621.624, 622.03, 622.436, 622.842, 623.248, 623.654, 624.06, 624.466, 624.872, 625.278, 625.684, 626.09, 626.496, 626.902, 627.308, 627.714, 628.12, 628.526, 628.932, 629.338, 629.744, 630.15, 630.556, 630.962, 631.368, 631.774, 632.18, 632.586, 632.992, 633.398, 633.804, 634.21, 634.616, 635.022, 635.428, 635.834, 636.24, 636.646, 637.052, 637.458, 637.864, 638.27, 638.676, 639.082, 639.488, 639.894, 640.3, 640.706, 641.112, 641.518, 641.924, 642.33, 642.736, 643.142, 643.548, 643.954, 644.36, 644.766, 645.172, 645.578, 645.984, 646.39, 646.796, 647.202, 647.608, 648.014, 648.42, 648.826, 649.232, 649.638, 650.044, 650.45, 650.856, 651.262, 651.668, 652.074, 652.48, 652.886, 653.292, 653.698, 654.104, 654.51, 654.9159999999999, 655.322, 655.728, 656.134, 656.54, 656.946, 657.352, 657.758, 658.164, 658.57, 658.976, 659.382, 659.788, 660.194, 660.6, 661.006, 661.412, 661.818, 662.224, 662.63, 663.0360000000001, 663.442, 663.848, 664.254, 664.66, 665.066, 665.472, 665.878, 666.284, 666.69, 667.096, 667.502, 667.908, 668.314, 668.72, 669.126, 669.532, 669.938, 670.344, 670.75, 671.156, 671.562, 671.968, 672.374, 672.78, 673.186, 673.592, 673.998, 674.404, 674.81, 675.216, 675.622, 676.028, 676.434, 676.84, 677.246, 677.652, 678.058, 678.4639999999999, 678.87, 679.276, 679.682, 680.088, 680.494, 680.9, 681.306, 681.712, 682.118, 682.524, 682.93, 683.336, 683.742, 684.148, 684.554, 684.96, 685.366, 685.772, 686.178, 686.5840000000001, 686.99, 687.396, 687.802, 688.208, 688.614, 689.02, 689.426, 689.832, 690.238, 690.644, 691.05, 691.456, 691.862, 692.268, 692.674, 693.08, 693.486, 693.892, 694.298, 694.704, 695.11, 695.516, 695.922, 696.328, 696.734, 697.14, 697.546, 697.952, 698.358, 698.764, 699.17, 699.576, 699.982, 700.388, 700.794, 701.2, 701.606, 702.012, 702.418, 702.824, 703.23, 703.636, 704.042, 704.448, 704.854, 705.26, 705.6659999999999, 706.072, 706.478, 706.884, 707.29, 707.696, 708.102, 708.508, 708.914, 709.3199999999999, 709.726, 710.1320000000001, 710.538, 710.944, 711.35, 711.756, 712.162, 712.568, 712.974, 713.38, 713.7860000000001, 714.192, 714.598, 715.004, 715.41, 715.816, 716.222, 716.628, 717.034, 717.44, 717.846, 718.252, 718.658, 719.064, 719.47, 719.876, 720.282, 720.688, 721.094, 721.5, 721.906, 722.312, 722.718, 723.124, 723.53, 723.936, 724.342, 724.748, 725.154, 725.56, 725.966, 726.372, 726.778, 727.184, 727.59, 727.996, 728.402, 728.808, 729.2139999999999, 729.62, 730.026, 730.432, 730.838, 731.244, 731.65, 732.056, 732.462, 732.8679999999999, 733.274, 733.6800000000001, 734.086, 734.492, 734.898, 735.304, 735.71, 736.116, 736.522, 736.928, 737.3340000000001, 737.74, 738.146, 738.552, 738.958, 739.364, 739.77, 740.176, 740.582, 740.988, 741.394, 741.8, 742.206, 742.612, 743.018, 743.424, 743.83, 744.236, 744.642, 745.048, 745.454, 745.86, 746.266, 746.672, 747.078, 747.484, 747.89, 748.296, 748.702, 749.108, 749.514, 749.92, 750.326, 750.732, 751.138, 751.544, 751.95, 752.356, 752.762, 753.168, 753.5740000000001, 753.98, 754.386, 754.792, 755.198, 755.604, 756.01, 756.4159999999999, 756.822, 757.2280000000001, 757.634, 758.04, 758.446, 758.852, 759.258, 759.664, 760.0699999999999, 760.476, 760.8820000000001, 761.288, 761.694, 762.1, 762.506, 762.912, 763.318, 763.7239999999999, 764.13, 764.5360000000001, 764.942, 765.348, 765.754, 766.16, 766.566, 766.972, 767.3779999999999, 767.784, 768.19, 768.596, 769.002, 769.408, 769.814, 770.22, 770.626, 771.032, 771.438, 771.844, 772.25, 772.656, 773.062, 773.468, 773.874, 774.28, 774.686, 775.092, 775.498, 775.904, 776.31, 776.716, 777.1220000000001, 777.528, 777.934, 778.34, 778.746, 779.152, 779.558, 779.9639999999999, 780.37, 780.7760000000001, 781.182, 781.588, 781.994, 782.4, 782.806, 783.212, 783.6179999999999, 784.024, 784.4300000000001, 784.836, 785.242, 785.648, 786.054, 786.46, 786.866, 787.2719999999999, 787.678, 788.0840000000001, 788.49, 788.896, 789.302, 789.708, 790.114, 790.52, 790.9259999999999, 791.332, 791.738, 792.144, 792.55, 792.956, 793.362, 793.768, 794.174, 794.58, 794.986, 795.392, 795.798, 796.204, 796.61, 797.016, 797.422, 797.828, 798.234, 798.64, 799.046, 799.452, 799.858, 800.264, 800.67, 801.076, 801.482, 801.888, 802.294, 802.7, 803.106, 803.512, 803.918, 804.3240000000001, 804.73, 805.136, 805.542, 805.948, 806.354, 806.76, 807.1659999999999, 807.572, 807.9780000000001, 808.384, 808.79, 809.196, 809.602, 810.008, 810.414, 810.8199999999999, 811.226, 811.6320000000001, 812.038, 812.444, 812.85, 813.256, 813.662, 814.068, 814.4739999999999, 814.88, 815.2860000000001, 815.692, 816.098, 816.504, 816.91, 817.316, 817.722, 818.1279999999999, 818.534, 818.94, 819.346, 819.752, 820.158, 820.564, 820.97, 821.376, 821.782, 822.188, 822.594 ], "xaxis": "x", "y": [ 0.0009743670457686773, 0.0009971412437303397, 0.001020030141734432, 0.0010430239674431017, 0.0010661130476415429, 0.0010892878283490473, 0.0011125388942909555, 0.0011358569876923034, 0.0011592330263599524, 0.0011826581210247706, 0.0012061235919211353, 0.0012296209845854495, 0.001253142084860496, 0.0012766789330967325, 0.0013002238375455163, 0.0013237693869433645, 0.0013473084622890826, 0.0013708342478190203, 0.001394340241187582, 0.0014178202628626008, 0.0014412684647460694, 0.0014646793380323154, 0.0014880477203158262, 0.001511368801961255, 0.0015346381317479776, 0.0015578516218004907, 0.0015810055518154526, 0.0016040965725943605, 0.0016271217088896478, 0.0016500783615699154, 0.0016729643091082144, 0.0016957777083951057, 0.0017185170948761438, 0.0017411813820114603, 0.0017637698600526841, 0.001786282194131, 0.0018087184216479346, 0.0018310789489593003, 0.0018533645473412187, 0.0018755763482264033, 0.0018977158376982143, 0.0019197848502299233, 0.0019417855616569468, 0.0019637204813704595, 0.0019855924437221493, 0.002007404598631449, 0.0020291604013890365, 0.0020508636016527276, 0.0020725182316355395, 0.002094128593488779, 0.002115699245887598, 0.002137234989830519, 0.0021587408536693927, 0.0021802220773915024, 0.0022016840961804926, 0.0022231325232888624, 0.002244573132259958, 0.002266011838543653, 0.0022874546805551187, 0.0023089078002322774, 0.002330377423152664, 0.0023518698382759074, 0.0023733913773831637, 0.0023949483942891092, 0.002416547243906817, 0.002438194261249068, 0.0024598957404533208, 0.0024816579139195754, 0.0025034869316528092, 0.002525388840902426, 0.0025473695661918654, 0.0025694348898312584, 0.0025915904330046347, 0.0026138416375217606, 0.0026361937483216, 0.0026586517968112925, 0.0026812205851200954, 0.002703904671342947, 0.002726708355842531, 0.002749635668672452, 0.0027726903581773766, 0.002795875880818084, 0.0028191953922619543, 0.002842651739770535, 0.002866247455907517, 0.0028899847535811896, 0.002913865522426478, 0.002937891326522346, 0.002962063403431175, 0.002986382664537673, 0.003010849696655813, 0.0030354647648638236, 0.0030602278165187857, 0.003085138486394849, 0.003110196102881397, 0.0031353996951713086, 0.0031607480013628587, 0.003186239477394074, 0.0032118723067234302, 0.0032376444106672923, 0.003263553459301814, 0.0032895968828346453, 0.0033157718833513685, 0.003342075446840878, 0.003368504355405322, 0.003395055199561266, 0.0034217243905419513, 0.0034485081725133247, 0.003475402634621315, 0.00350240372279217, 0.0035295072512137537, 0.0035567089134318415, 0.003584004293001998, 0.0036113888736454213, 0.0036388580488641155, 0.0036664071309793797, 0.0036940313595652144, 0.0037217259092569037, 0.003749485896923147, 0.0037773063881982806, 0.00380518240337948, 0.003833108922701247, 0.0038610808910073662, 0.003889093221847262, 0.003917140801030476, 0.00394521848967878, 0.0039733211268210816, 0.004001443531580772, 0.00402958050500913, 0.004057726831621882, 0.004085877280698015, 0.004114026607401963, 0.004142169553790769, 0.004170300849767987, 0.004198415214045061, 0.00422650735516954, 0.004254571972676754, 0.004282603758418787, 0.0043105973981205446, 0.004338547573208287, 0.0043664489629512155, 0.004394296246950779, 0.004422084108006982, 0.00444980723538398, 0.004477460328491381, 0.004505038100990263, 0.00453253528532649, 0.004559946637686668, 0.004587266943365302, 0.004614491022525061, 0.004641613736325201, 0.0046686299933874345, 0.004695534756561965, 0.004722323049951604, 0.004748989966146214, 0.004775530673615911, 0.004801940424206901, 0.004828214560681022, 0.004854348524237343, 0.0048803378619519475, 0.004906178234071325, 0.004931865421093576, 0.004957395330572465, 0.004982764003579628, 0.005007967620762246, 0.005033002507935353, 0.005057865141150972, 0.005082552151189554, 0.005107060327423256, 0.005131386621005038, 0.005155528147342435, 0.0051794821878202515, 0.005203246190741961, 0.005226817771465712, 0.0052501947117168084, 0.005273374958064924, 0.005296356619560669, 0.005319137964532515, 0.005341717416551547, 0.005364093549577617, 0.005386265082306798, 0.005408230871745689, 0.005429989906044116, 0.005451541296622698, 0.005472884269637219, 0.0054940181568259045, 0.005514942385790231, 0.005535656469763589, 0.005556159996925233, 0.005576452619320155, 0.005596534041447401, 0.005616404008581653, 0.005636062294893844, 0.005655508691437887, 0.005674742994070532, 0.005693764991371689, 0.0057125744526319265, 0.0057311711159727784, 0.005749554676664555, 0.00576772477570421, 0.005785680988714259, 0.005803422815221017, 0.005820949668368261, 0.005838260865119153, 0.005855355616996618, 0.005872233021408993, 0.005888892053604424, 0.005905331559294268, 0.00592155024798198, 0.005937546687030773, 0.005953319296499536, 0.005968866344773254, 0.005984185945010527, 0.005999276052427513, 0.006014134462434394, 0.006028758809637071, 0.006043146567714114, 0.006057295050175617, 0.006071201412008299, 0.006084862652208196, 0.00609827561720008, 0.0061114370051403, 0.006124343371097572, 0.006136991133104318, 0.006149376579069206, 0.006161495874539796, 0.006173345071302619, 0.006184920116806493, 0.006196216864393371, 0.0062072310843198295, 0.00621795847555084, 0.0062283946783064075, 0.006238535287340257, 0.006248375865928733, 0.006257911960546688, 0.006267139116206023, 0.006276052892431199, 0.006284648879844644, 0.006292922717333651, 0.006300870109768718, 0.006308486846241793, 0.00631576881879096, 0.006322712041576424, 0.006329312670470467, 0.006335567023022008, 0.006341471598754081, 0.006347023099750047, 0.006352218451481878, 0.006357054823831006, 0.006361529652249535, 0.006365640659006469, 0.0063693858744607165, 0.006372763658299323, 0.006375772720676267, 0.006378412143183821, 0.006380681399585217, 0.006382580376234065, 0.006384109392102752, 0.006385269218338873, 0.006386061097265705, 0.006386486760739841, 0.006386548447776379, 0.00638624892134961, 0.006385591484274926, 0.006384579994075826, 0.006383218876738339, 0.006381513139254127, 0.006379468380852849, 0.006377090802824221, 0.006374387216830595, 0.0063713650516118315, 0.006368032357985857, 0.006364397812050445, 0.006360470716494761, 0.006356260999932794, 0.0063517792141751205, 0.00634703652936062, 0.0063420447268755925, 0.006336816189994355, 0.006331363892182871, 0.006325701383015106, 0.006319842771660769, 0.006313802707912762, 0.006307596360733116, 0.006301239394307187, 0.006294747941607666, 0.0062881385754822465, 0.006281428277291594, 0.006274634403137672, 0.006267774647736086, 0.006260867006000244, 0.006253929732419323, 0.006246981298326587, 0.006240040347169011, 0.006233125647903617, 0.00622625604666036, 0.00621945041682527, 0.006212727607711474, 0.006206106391998746, 0.006199605412135029, 0.006193243125905179, 0.006187037751383398, 0.006181007211495961, 0.0061751690784299885, 0.0061695405181321035, 0.006164138235147492, 0.0061589784180554105, 0.00615407668576115, 0.006149448034907053, 0.006145106788666029, 0.006141066547180447, 0.006137340139906844, 0.006133939580122802, 0.006130876021846585, 0.006128159719412418, 0.006125799989935039, 0.006123805178885957, 0.006122182628991077, 0.006120938652644783, 0.0061200785080194504, 0.006119606379031653, 0.0061195253593071385, 0.006119837440266096, 0.006120543503428416, 0.0061216433170157005, 0.00612313553690278, 0.0061250177119467255, 0.00612728629369579, 0.006129936650454691, 0.006132963085656279, 0.0061363588604630296, 0.006140116220495332, 0.006144226426557189, 0.006148679789204065, 0.006153465706972386, 0.0061585727080656376, 0.006163988495268644, 0.006169699993839336, 0.006175693402106367, 0.006181954244481807, 0.006188467426580395, 0.0061952172921212936, 0.006202187681274598, 0.00620936199010348, 0.006216723230743577, 0.00622425409195464, 0.006231936999675043, 0.006239754177208125, 0.006247687704670216, 0.006255719577333637, 0.006263831762504137, 0.006272006254580967, 0.006280225127959118, 0.006288470587447038, 0.0062967250158894915, 0.00630497101870376, 0.006313191465058281, 0.006321369525445744, 0.006329488705427432, 0.006337532875352301, 0.006345486295882346, 0.006353333639185436, 0.006361060005687368, 0.006368650936306534, 0.0063760924201268455, 0.006383370897497281, 0.006390473258579338, 0.006397386837396534, 0.006404099401472612, 0.0064105991371772005, 0.006416874630928851, 0.006422914846435551, 0.0064287090981818415, 0.006434247021399006, 0.006439518538780732, 0.006444513824230432, 0.006449223263948416, 0.006453637415186628, 0.0064577469630161255, 0.006461542675467214, 0.006465015357414472, 0.006468155803588573, 0.006470954751103613, 0.006473402831892961, 0.006475490525447956, 0.006477208112252485, 0.006478545628302405, 0.0064794928210920285, 0.006480039107440536, 0.006480173533519385, 0.006479884737427443, 0.006479160914644114, 0.00647798978667201, 0.00647635857316009, 0.006474253967775707, 0.006471662118069911, 0.006468568609554823, 0.006464958454185069, 0.006460816083407442, 0.006456125345914276, 0.006450869510206678, 0.006445031272043999, 0.006438592766825996, 0.006431535586924059, 0.006423840803948114, 0.006415488995906335, 0.006406460279185852, 0.006396734345254469, 0.006386290501956155, 0.006375107719246658, 0.0063631646791906735, 0.006350439830018113, 0.006336911444014663, 0.006322557679001073, 0.006307356643136278, 0.006291286462762071, 0.006274325352991129, 0.006256451690726338, 0.006237644089787193, 0.006217881477808611, 0.006197143174569422, 0.006175408971400813, 0.006152659211320693, 0.006128874869536763, 0.006104037633960206, 0.006078129985372419, 0.006051135276889741, 0.006023037812375076, 0.0059938229234507414, 0.005963477044774476, 0.005931987787248477, 0.005899344008841929, 0.005865535882717991, 0.005830554962369458, 0.00579439424348003, 0.005757048222243379, 0.005718512949887401, 0.00567878608316727, 0.005637866930608714, 0.00559575649429996, 0.005552457507050021, 0.005507974464749389, 0.005462313653789013, 0.005415483173412971, 0.005367492952900486, 0.005318354763493094, 0.005268082225002844, 0.005216690807058589, 0.005164197824966783, 0.005110622430184432, 0.005055985595421164, 0.0050003100944078, 0.004943620476387981, 0.004885943035408867, 0.004827305774505424, 0.0047677383648912, 0.004707272100285904, 0.004645939846527731, 0.004583775986634138, 0.0045208163614905445, 0.004457098206361928, 0.004392660083435149, 0.004327541810614369, 0.004261784386803138, 0.004195429913918517, 0.004128521515892586, 0.004061103254926551, 0.0039932200452701795, 0.003924917564806596, 0.003856242164729115, 0.003787240777600374, 0.0037179608240893217, 0.0036484501186829776, 0.003578756774671946, 0.0035089291087085487, 0.003439015545236269, 0.0033690645210864055, 0.0032991243905349625, 0.0032292433311091845, 0.0031594692504265487, 0.003089849694344239, 0.003020431756688535, 0.002951261990825712, 0.002882386323326905, 0.0028138499699689183, 0.002745697354302461, 0.0026779720290068428, 0.002610716600238647, 0.002543972655167884, 0.002477780692882021, 0.002412180058824057, 0.0023472088829157175, 0.0022829040215023235, 0.0022193010032401546, 0.0021564339790319333, 0.0020943356760996577, 0.0020330373562690235, 0.001972568778522906, 0.001912958165866229, 0.0018542321765283357 ], "yaxis": "y" }, { "legendgroup": "JPM", "marker": { "color": "rgb(31, 119, 180)", "symbol": "line-ns-open" }, "mode": "markers", "name": "JPM", "showlegend": false, "type": "scatter", "x": [ 793, 734, 795, 780, 790, 688, 783, 812, 768, 796, 713, 764, 743, 787, 757, 785, 806, 698, 806, 785, 803, 801, 805, 623, 799, 823, 775, 734, 749, 647, 808, 758, 774, 758, 771, 710, 804, 785, 767, 723, 810, 700, 745, 790, 718, 814, 776, 696, 796, 741, 736, 726, 718, 774, 762, 718, 646, 773, 782, 760, 739, 753, 743, 797, 767, 727, 772, 798, 757, 798, 766, 690, 793, 734, 822, 711, 718, 749, 759, 774, 706, 665, 767, 764, 778, 706, 784, 816, 767, 803, 809, 805, 669, 680, 751, 712, 791, 813, 795, 739, 780, 789, 735, 744, 802, 754, 718, 808, 800, 737, 780, 691, 755, 809, 708, 790, 639, 747, 784, 773, 811, 804, 696, 809, 804, 711, 768, 758, 757, 799, 718, 783, 708, 740, 787, 761, 786, 759, 801, 661, 709, 718, 749, 787, 800, 798, 767, 735, 717, 791, 808, 778, 815, 685, 710, 717, 763, 753, 721, 722, 802, 721, 777, 778, 728, 726, 732, 728, 736, 767, 758, 733, 761, 720, 776, 767, 742, 710, 806, 744, 720, 770, 706, 732, 755, 694, 726, 790, 630, 733, 810, 734, 734, 765, 731, 780, 770, 808, 782, 688, 787, 715, 771, 773, 735, 779, 806, 772, 768, 763, 815, 782, 741, 771, 790, 772, 722, 788, 721, 802, 800, 814, 817, 778, 803, 753, 754, 787 ], "xaxis": "x", "y": [ "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM", "JPM" ], "yaxis": "y2" }, { "legendgroup": "Wells", "marker": { "color": "rgb(255, 127, 14)", "symbol": "line-ns-open" }, "mode": "markers", "name": "Wells", "showlegend": false, "type": "scatter", "x": [ 809, 793, 680, 682, 732, 796, 789, 678, 730, 726, 715, 790, 785, 762, 802, 655, 720, 796, 730, 696, 719, 798, 664, 764, 787, 745, 757, 738, 750, 764, 767, 669, 806, 695, 714, 729, 761, 628, 713, 699, 650, 692, 720, 629, 705, 771, 797, 801, 802, 762, 769, 683, 741, 681, 754, 770, 783, 639, 700, 741, 650, 704, 723, 781, 801, 646, 659, 694, 764, 731, 672, 784, 729, 728, 780, 717, 783, 774, 725, 773, 711, 677, 804, 815, 728, 819, 690, 801, 697, 715, 792, 717, 694, 783, 803, 799, 686, 723, 728, 727, 810, 766, 793, 696, 801, 725, 779, 661, 715, 642, 784, 777, 721, 798, 719, 769, 748, 758, 789, 751, 706, 722, 734, 710, 790, 798, 731, 750, 740, 753, 788, 807, 634, 721, 695, 758, 785, 664, 790, 749, 782, 711, 765, 631, 785, 719, 680, 819, 754, 803, 688, 812, 708, 753, 810, 784, 727, 690, 744, 803, 793, 790, 778, 669, 745, 781, 790, 756, 782, 794, 787, 795, 783, 748, 745, 657, 791, 766, 780, 790, 777, 769, 751, 749, 775, 689, 672, 749, 769, 629, 805, 747, 779, 703, 775, 683, 737, 732, 661, 673, 775, 719, 655, 733, 780, 716, 707, 746, 681, 713, 792, 792, 724, 809, 770, 808, 756, 753, 750, 742, 760, 741, 785, 787, 731, 776, 791, 765, 783, 739, 767, 798, 757, 819, 750, 696, 757, 716, 792, 711, 724, 769, 753, 801, 795, 677, 777, 723, 720, 786, 783, 798, 747, 753, 711, 734, 742, 754, 771, 707, 737, 788, 709, 679, 724, 690, 677, 769, 722, 795, 742, 799, 752, 806, 685, 763, 786, 797, 762, 782, 770, 738, 792, 766, 730, 753, 761, 800, 768, 745, 801, 733, 805, 754, 733, 686, 700, 659, 778, 712, 660, 774, 794, 722, 693, 771, 635, 786, 740, 748, 798, 765, 736, 660, 717, 718, 712, 729, 684, 705, 802, 770, 788, 791, 810, 761, 726, 624, 711, 742, 807, 762, 757, 795, 767, 667, 786, 797, 771, 776, 811, 723, 693, 716, 809, 790, 746, 796, 789, 805, 797, 726, 735, 747, 776, 807, 725, 678, 798, 712, 743, 729, 811, 723, 714, 685, 637, 725, 788, 681, 786, 780, 793, 788, 694, 710, 785, 810, 763, 666, 794, 725, 800, 692, 742, 690, 788, 773, 751, 791, 716, 775, 734, 800, 774, 702, 710, 808, 807, 748, 803, 705, 713, 772, 786, 768, 712, 778, 724, 793, 797, 807, 799, 805, 799, 754, 725, 794, 698, 711, 635, 681, 728, 754, 737, 648, 693, 711, 812, 784, 765, 690, 723, 795, 716, 754, 811, 753, 809, 748, 769, 743, 777, 732, 659, 781, 732, 726, 719, 769, 793, 774, 755, 712, 797, 766, 798, 790, 768, 724, 624, 733, 796, 685, 772, 790, 751, 746, 633, 796, 708, 620, 793, 731, 779, 757, 771, 663, 780, 786, 775, 800, 749, 717, 680, 747, 759, 779, 735, 713, 807, 683, 635, 722, 758, 733, 801, 710, 711, 815, 805, 717, 791, 809, 808, 634, 814, 757, 814, 657, 781, 737, 626, 674, 773, 770, 756, 793, 800, 735, 746, 767, 667, 766, 799, 679, 775, 684, 712, 796, 755, 707, 763, 648, 799, 774, 687, 764, 778, 754, 763, 726, 747, 739, 679, 757, 722, 792, 813, 790, 703, 707, 722, 770, 808, 778, 760, 747, 745, 757, 709, 694, 671, 800, 748, 743, 742, 683, 770, 749, 747, 703, 788, 661, 726, 741, 767, 668, 625, 776, 663, 693, 763, 654, 728, 787, 711, 723, 756, 650, 674, 742, 795, 735, 736, 778, 738, 746, 689, 784, 791, 694, 756, 787, 722, 647, 730, 792, 820, 766, 786, 767, 641, 786, 706, 716, 803, 721, 773, 715, 702, 695, 623, 708, 753, 667, 686, 799, 772, 770, 700, 785, 707, 772, 803, 768, 776, 740, 765, 704, 751, 785, 708, 776, 768, 813, 725, 716, 772, 765, 773, 758, 803, 632, 747, 661, 716, 635, 750, 666, 663, 792, 757, 731, 735, 781, 802, 809, 781, 676, 715, 754, 633, 700, 759, 792, 814, 793, 651, 639, 745, 773, 755, 678, 734, 728, 741, 654, 718, 791, 681, 730, 773, 781, 725, 777, 772, 763, 801, 812, 768, 753, 731, 710, 795, 626, 808, 749, 814, 756, 809, 797, 811, 754, 742, 798, 767, 775, 778, 801, 734, 695, 762, 712, 744, 628, 736, 786, 721, 747, 748, 686, 719, 705, 750, 755, 759, 749, 794, 731, 797, 791, 712, 767, 715, 750, 692, 763, 717, 804, 794, 798, 724, 787, 715, 744, 787, 802, 804, 663, 657, 755, 722, 786, 667, 745, 814, 775, 807, 786, 812, 755, 814, 778, 781, 800, 784, 722, 744, 674, 742, 742, 812, 790, 742, 814, 712, 752, 723, 757, 718, 793, 701, 802, 805, 696, 720, 721, 669, 761, 803, 713, 715, 807, 810, 781, 698, 760, 761, 649, 707, 688, 791, 729, 782, 789, 747, 794, 777, 745, 690, 809, 766, 762, 690, 698, 737, 742, 805 ], "xaxis": "x", "y": [ "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells", "Wells" ], "yaxis": "y2" }, { "legendgroup": "Quicken", "marker": { "color": "rgb(44, 160, 44)", "symbol": "line-ns-open" }, "mode": "markers", "name": "Quicken", "showlegend": false, "type": "scatter", "x": [ 656, 715, 733, 802, 756, 770, 769, 757, 689, 742, 778, 781, 717, 681, 819, 715, 713, 801, 799, 777, 702, 635, 672, 804, 777, 720, 742, 765, 787, 735, 639, 786, 771, 682, 732, 785, 795, 680, 763, 732, 724, 658, 633, 740, 701, 791, 718, 789, 705, 697, 772, 728, 680, 753, 695, 731, 694, 642, 656, 790, 752, 706, 703, 639, 755, 694, 739, 711, 804, 714, 718, 754, 684, 727, 711, 752, 641, 795, 668, 770, 767, 785, 676, 624, 790, 761, 733, 808, 765, 802, 644, 763, 800, 768, 675, 680, 731, 743, 743, 769, 805, 696, 738, 751, 794, 726, 778, 650, 809, 783, 736, 650, 797, 733, 748, 813, 743, 746, 620, 818, 808, 759, 765, 719, 813, 724, 753, 714, 695, 765, 709, 692, 695, 689, 795, 667, 803, 724, 759, 716, 626, 767, 767, 726, 728, 782, 714, 784, 748, 791, 788, 790, 806, 772, 667, 788, 719, 698, 745, 741, 774, 685, 779, 689, 700, 671, 761, 794, 717, 699, 793, 706, 793, 772, 740, 629, 741, 660, 709, 778, 769, 740, 661, 693, 684, 729, 755, 676, 787, 751, 795, 722, 669, 676, 788, 783, 820, 711, 642, 666, 641, 812, 758, 807, 773, 657, 717, 639, 745, 681, 766, 672, 648, 794, 800, 718, 757, 667, 688, 717, 783, 741, 764, 784, 689, 727, 703, 721, 776, 806, 795, 802, 697, 764, 716, 767, 762, 766, 653, 677, 775, 732, 660, 629, 792, 673, 652, 740, 758, 668, 689, 713, 726, 712, 792, 728, 789, 705, 802, 719, 734, 779, 766, 787, 738, 735, 730, 799, 727, 640, 693, 758, 800, 803, 799, 727, 676, 771, 702, 784, 774, 689, 739, 806, 767, 819, 718, 788, 727, 718, 705, 705, 702, 776, 767, 745, 692, 737, 704, 669, 660, 753, 808, 808, 809, 778, 765, 662, 776, 752, 781, 705, 767, 763, 786, 704, 726, 812, 708, 653, 785, 749, 620, 649, 666, 679, 693, 801, 748, 798, 704, 704, 723, 722, 745, 714, 638, 735, 792, 751, 727, 687, 699, 755, 781, 663, 755, 739, 743, 697, 744, 800, 716, 790, 630, 659, 688, 737, 734, 779, 768, 767, 652, 803, 742, 723, 773, 624, 813, 805, 724, 699, 713, 620, 740, 640, 721, 756, 753, 702, 814, 732, 704, 746, 799, 809, 720, 706, 736, 800, 798, 681, 765, 647, 792, 730, 690, 772, 765, 770, 682, 790, 689, 789, 808, 735, 675, 698, 811, 709, 774, 727, 759, 752, 801, 622, 790, 710, 799, 662, 631, 658, 756, 802, 798, 670, 674, 677, 803, 704, 767, 820, 651, 769, 720, 745, 700, 688, 724, 644, 788, 693, 793, 621, 780, 687, 799, 791, 703, 665, 795, 754, 773, 655, 632, 748, 733, 719, 685, 759, 784, 696, 713, 737, 667, 693, 705, 709, 722, 734, 718, 668, 723, 748, 730, 727, 643, 667, 691, 761, 781, 684, 809, 719, 790, 665, 780, 823, 692, 711, 700, 766, 690, 803, 781, 672, 771, 747, 789, 758, 794, 774, 786, 751, 705, 717, 728, 773, 643, 684, 811, 807, 816, 677, 685, 740, 747, 668, 707, 772, 664, 815, 739, 738, 738, 774, 731, 683, 787, 689, 648, 708, 780, 684, 763, 737, 769, 729, 701, 684, 709, 728, 675, 675, 785, 744, 715, 802, 710, 756, 690, 772, 686, 752 ], "xaxis": "x", "y": [ "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken", "Quicken" ], "yaxis": "y2" } ], "layout": { "autosize": true, "barmode": "overlay", "hovermode": "closest", "legend": { "traceorder": "reversed" }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Distribution Plot of FICO by Lender" }, "xaxis": { "anchor": "y2", "autorange": true, "domain": [ 0, 1 ], "range": [ 607.7102177554439, 835.2897822445561 ], "title": { "text": "FICO" }, "type": "linear", "zeroline": false }, "yaxis": { "anchor": "free", "autorange": true, "domain": [ 0.35, 1 ], "position": 0, "range": [ -0.00013799075670523135, 0.009971831237506503 ], "title": { "text": "Concentration" }, "type": "linear" }, "yaxis2": { "anchor": "x", "autorange": true, "domain": [ 0, 0.25 ], "dtick": 1, "range": [ -0.26760563380281693, 2.267605633802817 ], "showticklabels": false, "title": { "text": "Concentration" }, "type": "category" } } }, "image/png": "iVBORw0KGgoAAAANSUhEUgAABHcAAAHCCAYAAABlkCV6AAAgAElEQVR4nOy9+VNU98Kve/6C/cutOnXr7v1WbtU9VbfuyqbKuuVRec+u9A2GN8R93MaUw4kxtigSNG5fiBHNxohoQI04IlFBxQEHIBgjRDBCQMVAGAJOSDs0IpPMYzM03f25P5C17Ka7oRd0s3rRn6fqqUpg0b16WGI/fof/AkIIIYQQQgghhBCiWv6L0idACCGEEEIIIYQQQiYP4w4hhBBCCCGEEEKIimHcIYQQQgghhBBCCFExjDuEEEIIIYQQQgghKoZxhxBCCCGEEEIIIUTFMO4QQgghhBBCCCGEqBjGHUIIIYQQQgghhBAVw7hDCCGEEEIIIYQQomIYdwghhBBCCCGEEEJUDOMOIYQQQgghhBBCiIph3CGEEEIIIYQQQghRMYw7hBBCCCGEEEIIISqGcYcQQgghhBBCCCFExTDuEEIIIYQQQgghhKgYxh1CCCGEEEIIIYQQFcO4QwghhBBCCCGEEKJiGHcIIYQQQgghhBBCVAzjDiGEEEIIIYQQQoiKYdwhhBBCCCGEEEIIUTGMO4QQQgghhBBCCCEqhnGHEEIIIYQQQgghRMUw7hBCCCGEEEIIIYSoGMYdQgghhBBCCCGEEBXDuEMIIYQQQgghhBCiYhh3CCGEEEIIIYQQQlQM4w4hhBBCCCGEEEKIimHcIYQQQgghhBBCCFExjDuEEEIIIYQQQgghKoZxhxBCCCGEEEIIIUTFMO4QQgghhBBCCCGEqBjGHUIIIYQQQgghhBAVw7hDCCGEEEIIIYQQomIYdwghhBBCCCGEEEJUDOMOIYQQQgghhBBCiIph3CGEEEIIIYQQQghRMYw742AcMaG7px9Dw8Zpub++/gF09/RL/z88bMT+41dwLbdoWu7fYrGgu6cf/YbBabm/yWIcMWH/8Sv4Ieeu0qfikJrnr3D0dCai9p7Ct4mXp/35bOvoRs3zV+jq7pvwWOOICboX9XhR1wSTySzrfqb7/elNGAYGsf/4FfyUV6L0qRBCCCGEEEKI78SdJ8/qIGi0Ns5ZEIYPPolE7JELqGt4bfczqZm3IGi02LH/jKz7SkrNkv0zADA7KBSCRouePgMAoLu3H4JGi1Wb4mTf1mTOT1/XBEGjxfylEW69P1dx9BrNCgzByo2xKPm9WjrOMDAIQaPFx+t3yb4Pk8mMqL2ncDY9152nLvHLvd/tHkNDc5vDYx09XmtnB4UCAPwCgu2+19TSYXNbLW1d+Cwy3u7YWYEh2H3oPOoaWuzu+++fbrO73WWhO+2OdYan3p+OEJ+r9dsOevy+XOF1aycEjRafRcYrfSqEEEIIIYQQ4jtx57GuVgo6X+xMRNjWg1iyLtrmw3Bx+WObn/nl3u9Ysi4a5zNuyrqvDz6JhKDRyj7HzyLjsWRdNAwDQwA89+HZ2fm9bu3EknXRiNx9wq335ypjX6P12w5i/tII6fXJv1sBYGpxZ3jYKEUMTyAGk/y7FTCOmNDZ3et0RIz4eGcHheKzyHg7t8aeBAAkX8xG2NaDEDRaLFkXje/OXYNh4M1ooLKqGul9/MEnkdh37BISz17D+m0HMSswBIJGi+j9KdLxOb/8Jj2ny8NicPR0Jg6cSMNC7b8gaLTwCwhGaeWTCR/rdMYd8bnylpjCuEMIIYQQQgjxJnwu7oz9MNbXP4Bvv7ssfah9Xtsw5fuabNwZy3THHXdjsVhkHe/sNTp+7kebEUXeHHf8AoIRtGKLS8fKCRbXb96DoNEi/niazdfNZosUwHYeOAuz2fY57+zuxZov9klxxzhiwpwFYRA0Wpw4f93utnbsPyNFoonwxbgjvqddiTty3/+EEEIIIYQQMll8Pu6IxB5JtftQW/noGZasi0bWrV+lrw0NG3Hk1PeYvzQCfgHBmB0UimWhO/F99m0AQER0ojSKYsm6aMnaV80wDAxhybpofPvdZXR09eJQUgZWbozF518dBgBsi03CJ59/I92X+OF55cZYXPohT4oyf1u0ESlpOTbn/925a1iyLhptHd02X8/55TcsWReNsqqaCc9veNiIJeuisSfhos1t1DW0YE3EPmkUyN8/3Yafb5fZHGP92G7kl0ijQGYHhWL/8St20UHOa2SxWKRzNhpHnMadic6zr38Ai9dsl0Ke+NhdiRMT3bZxxIQl66Ltbjs185bsx+sIZ3Hnh5y7UvgaLyZ0dvcCAC79kAdBo8XiNdsdHmc2W/C3RRshaLQouFc57jm5+v7MyCrEknXRyM4rtruNkt+rsWRdNM5NME1OznOVnVeMhdp/wS8gGH4BwVgeFoOn+nqbYyJ3n8CqTXF48qwOqzbFSceu33bQZt0rkSvX8qWINjsoFGu+2OfwfDq7exERnQj/hRsgaLR4Z/EmHD2daTN6q+KBDkvWReNGfgmePKvDzvgULA+LwXfnrk342AghhBBCCCHEEYw7Vohr3gwMDgMA8u9WQNBokXj2zYeuz786/OYDXsQ+BK3YYrM+ypqIfdKUl3eXhEs+r22QPgzPDgqVIoG4LgoA6bZExONF/QKC8e6ScOn/UzN/lo795/YjEDRa1De12jym5IvZEDRa3MgvmfD8HEWT5y8bpbCyeM12rA7fI/2/9f07OlfrKVUXr+ZN6TUSn6/hYeOkz7O7tx/vLN5k9/j//um2cc/Llds2GkdsXhvxtpNSsyb1eMfiLO5E7j4BQaN1eXHpiOhECBotcgt+c3rMmcs3IGi02H/8yri35er7s+b5KwgarcMRTeL7seLB03Hvy9Xn6lBShnT/KzfG2pxPo9XaR9bvTTGOia/p2HV9xJF9gkaLRaujpHA59nxa2rqkP0PmLAizudai9p6Sjsst+E16j1ifQ8jm/eM+NkIIIYQQQghxBuOOFas2xUHQaKX1RsbGnb7+ASnOWO+g1djcZvNB2Nm0J+sPwx+v34U7JffR2t4ljSpwFndmBYYg6+c3o4eKyx9LHyDFETGuxp3xzs9RNBE/oF65li99rfZVszTSobu33+Zc/QKCcfFqnnRe4gLDH6392sEzbouz1+jn22XSh+GpnudkpmW5etsAXJ7SZP14xRA21hGTSTrWWdz5aO3XEDRaPHlW59J9LlodBUGjxfOXjU6PuVPywGHkGIuc96cYRB7W6KXjxKlNgcs3T3jerly/4oLg7y4JtxnBdi49F4JGK61hBMBmKpu4flFLW5cUeMSRNnUNLdJj1Nc12d2X9fmE70iQopY4iqqvf0AaxdPcOroIthh3BI0W2/edRuWjZ2hp63J5IWtCCCGEEEIIGQvjjhW7Dp6zGXHgLO7MCgwZ98PxRHHHWehwFnccTRsSP9SLMccTcWfEZIKgGZ1mM5ZvDp+3uV1n5ypOqfJfuMHhY7ZGfI0++CQS32ffRlJqFv7z6wTpg7A4DWoq5yk37si5bWBycUd8T1k7OyjUpbgjrp/jaCqRI8TjxR3ZHCHuTLVoddS4tyXn/Xn1xh0IGq3NYt3iKBvraOYMV67fw8nfS7dnMpklO7t77V4XcaTOWFZujIWgebMb2Ynz1+3OG7Bfc8dstkhByzhisrn/nQfOQtBoUfhrFYA3cedQUsaEj5sQQgghhBBCXIFxx4rPIuMhaLQoKn0IwPG0LHGtDXHEwdbYk/j9oe2UkonijrM1XuTEna/ikiBotPjt99FRRp6IO7Wvmp1OFxHXehHXCRnvXOcsCJOmrY2HdeywdnZQKPLuVLjlPOXGHTm3DUwu7kxlWpY4Ikb3ot7JT9oi7uZV+6rZ6THiyJvQLeOfl5z35/CwURrpZBgYhNlswZwFYfALCJamQY6HK8+VeA040/o96CzuiLdR1/AaALA55ju76wewjzviCJ/xvPTD6NREMe6MN2WPEEIIIYQQQuTAuGOFuJCsOE3DUdwZMZlw8sJ1u/UyvopLko6ZzrgjTiF786HUdmrHVOKOOILD0fScrFu/2ow+cGfcWbQ6Cr/c+x3F5Y+lqSzuOk+5cUfObQPTH3fENXQcLVbsiI1Ro++T8RZLvnh1dNHlvccujXtbct6fgPXIuFvStbXzwFmXztuV50qcPrcn4SLOXL5hZ9r1AulYZ3FHnFolxh0x5o7dRW9s3BHfJ/OXRji87zOXb+CZfvQ2GHcIIYQQQggh7oZx5w/EdTmsF311FHes6esfQEZWobTYr7gj0XTEHXH6SGt7FwBI05fGjuCYStwR/9/RgsPidBVxlzB3xp2JYsdUzlOMO66sAST3toHpjzspV3Kcnp81xpHRKV7i+2HlxlinxwYu3wxBo0XOL84XXQbkvT+BN+vUBC7fLH1fjCgT4cpzJU6Ty79b4fQYEVfjzvZ9pyFo3ozmExkbdwwDQ3Z/fjiDcYcQQgghhBDibnw+7gwMDuPsH2HHLyDYZmHasXGntb0LuQWldrf98fpdEDRaaXqW+P9Nr9ttjnNX3Hnxx4dk63VsxK3c07MKpK8ZBgYRsnm/Xdxxdn6OFioWRyhZPy/GEZO069SLPxaZVTLuyDlPAHbP3UTIve3pjDtDw0ZpHZ19xy7ZbLkNAP2GQWyNPSmNkDEMDEk7Oo3dwcxisUjr4Ey0tTog7/0pIm4XP/b1mwhXnitx4e2gFVtgNI7YfK+vf8Am+rgad8St4/+5/YjNcTfyS+zOZ7woVlz+GC1to6GLcYcQQgghhBDibnwu7sxZEIaI6ER8FhmPj9Z+Le2OI2i0KC5/bPMzY+NO9dOXEDRaLNT+C0dOfY+MrELs2H9G+kAv7gz0beJlaTTFifPXsWP/GdQ1tEw67vgFBCNq7ymkZt7CgRNp0kihn/LeBJvbxVXSsbFHUhG195T0IX5s3HF2fo6iifiBeVZgCE5euI6LV/OkdV7CdyTYnatSccfV8wTe7Bi1fttBnDh/3WabakfIuW1PxJ3ki9kI23oQgkaLJeui8d25a9LUQQAo/LVKep3nL41A7JELOHLqe3wWGS+9V6L3p0jH/5RXYhNYjpz6HoeSMqTnxS8g2GY6lTPkvD8d3bcrI2zGPlezg0IRuiXezl0HzwEAlofFQNCMLoB99HQmUq7kICI6EbMCQ2zeL67GnYHBYenxrA7fg2+/u4xloTulx2D92lU80ElfD9+RgHPpudh37BIWr9kOQaNF5aNnABh3CCGEEEIIIe7HZ+KOGGasnR0UiqAVW7D32CW7hYiBN3Hn+LkfAQBtHd3SdBJrF62Oshm90d3bj4joRJtwVP30JXr6DLLijnj8rMAQm9sSNG8WZ7VGnEJifV6Ru09A0GiRW/BmNIGz8xOjySeff2Nzuz/k3LW7/6/ikmy2gx/vsfkv3IA5C8KcvDJvEF+jibbgnsp5ivdj/To6+pA/FldvW4xmruDq4x37fhM0b3ZzEqlraHH43pwVGILt+07bvb+fPKuTFle2dsm6aJe35Jb7/gTe7DhnvU26Kzi6fq19d0k4gNGRSbFHUu3Ox3/hBmkXPMB53BHXMLJ+Dh5Uv7AJpX4BwVIgDdtq+9qV39dJ17G1ayL2SSN3xFjIuEMIIYQQQghxFz4Td9yJccSE2lfNeFijR0dXr9PjhoeNeKZvQF//wJTvc2BwGA9r9Kh++lJaP8URbR3d+P3hU7R39kx4m3LOz2y24PnLRjys0bu0u5FSyDnPru4+6OuaMDwm0LjjtpXCYrGgobkND6pf2E27c8TwsBHVT1+i5vmrcd9XE+Hq+/N8xk2b0XCewmKxoKmlA491tS5vEz8eZrMFT/X10L2ot5v65gjDwBCePKtDXUOLzZb2hBBCCCGEEOIJGHcIIdOCxWKRdqQTFx8nhBBCCCGEEDJ1GHcIIdOCOB1p7OLEhBBCCCGEEEKmBuMOIWRa+O33J0hJy3F5+3NCCCGEEEIIIa7BuEMIIYQQQgghhBCiYhh3CCGEEEIIIYQQQlQM4w4hhBBCCCGEEEKIimHcIYQQQgghhBBCCFExjDuEEEIIIYQQQgghKoZxhxBCCCGEEEIIIUTFMO4QQgghhBBCCCGEqBjGHUIIIYQQQgghhBAVw7hDCCGEEEIIIYQQomIYdwghhBBCCCGEEEJUDOMOIYQQQgghhBBCiIph3CGEEEIIIYQQQghRMYw7hBBCCCGEEEIIISqGcYcQQgghhBBCCCFExTDuEEIIIYQQQgghhKgYxh1CCCGEEEIIIYQQFcO4QwghhBBCCCGEEKJiGHcIIYQQQgghhBBCVAzjDiGEEEIIIYQQQoiKYdwhhBBCCCGEEEIIUTGMO4QQQgghhBBCCCEqhnGHEEIIIYQQQgghRMUw7hBCCCGEEEIIIYSoGMYdQgghhBBCCCGEEBXDuEMIIYQQQgghhBCiYhh3CCGEEEIIIYQQQlQM4w4hhBBCCCGEEEKIimHcIYQQQgghhBBCCFExjDuEEEIIIYQQQgghKoZxhxBCCCGEEEIIIUTFMO4QQgghhBBCCCGEqBjGHUIIIYQQQgghhBAVw7hDCCGEEEIIIYQQomIYdwghhBBCCCGEEEJUDOMOIYQQQgghhBBCiIph3CGEEEIIIYQQQghRMYw7hBBCCCGEEEIIISqGcYcQQgghhBBCCCFExTDuEEIIIYQQQgghhKgYxh1CCCGEEEIIIYQQFcO4QwghhBBCCCGEEKJiGHcIIYQQQgghhBBCVAzjDiGEEEIIIYQQQoiKYdwhhBBCCCGEEEIIUTGMO4QQQgghhBBCCCEqhnGHEEIIIYQQQgghRMUw7kyRxvYBSlVlV98wDEMmxc+DUjXZNzCCHoNR8fOgVE0ODpvQ0Tus+HlQqiaNJgtauwYVPw+qbolvwrgzRZS+cCmVK+MOpfJl3KFUvow7lMqXcYe6Q+KbMO5MEaUvXErlyrhDqXwZdyiVL+MOpfJl3KHukPgmjDtTROkLl1K5Mu5QKl/GHUrly7hDqXwZd6g7JL4J484UUfrCpVSujDuUypdxh1L5Mu5QKl/GHeoOiW/CuDNFlL5wKZUr4w6l8mXcoVS+jDuUypdxh7pD4psw7kwRpS9cSuXKuEOpfBl3KJUv4w6l8mXcoe6Q+CaMO1NE6QuXUrky7lAqX8YdSuXLuDOzza5sslHX0Kv4Oc0EGXeoOyS+CePOFFH6wqVUrow7lMqXcYdS+TLuqEfrSHPoZx12Xa/GruvVWH+hHB8eu4cPj93De/GFeGtr9pScF5cn3Z4jxfu9XPIK2ZVNKNN3Kv7cTLeMO9QdEt+EcWeKKH3hUipXxh1K5cu4Q6l8GXe8xzJ9Jy6XvMKu69VSSJlqqFmUUGSjsCNnyrc5URT6NLkEu65X49DPOilGKf3culvGHeoOfZXhYSPqGl7DaByR9XMmkxn9hsEJj/u17BEeVL+Y7Ol5HMadKaL0hUupXBl3KJUv4w6l8mXcUcaC6lYkF+qxJe2+yxFnfnyBFGnCzpcj5tojxFx7hKTbemRVNiGrsgkF1a1TPrcyfad0e44U73dlcgkWJRRhbmyeywFIjFZb0u5L8Ufp12IyMu5Qd+hrtLR1YeXGWAgareSaL/ahvbPHpZ/Pv1sBQaNFW0f3uMet2hSHnfEpbjhjz8C4M0WUvnAplSvjDqXyZdyhVL6MO55XnEa1/kL5uNOm5sbmYVFCEWKuPcKl4jpkqSx8iFEo6bYeMdce4cu0KixKKML8+IIJo8978YXYknYfyYV6twQqT8u4Q92hL2E2WzB/aQTeXRKOB9UvYDSOoOLBU/xt0Ub8/dNtLt1Gd28/Kh7oMGIyjXsc484MR+kLl1K5Mu5QKl/GHUrly7jjXnUNvUgu1GP9hXLMi3M+omV+fAFWJpcg5tojZPnQQsfWo3/Czpc7DT9v78iR1ve5XPLK654fxh3qDn2Jn/JKIGi0eKZvsPn6g+oXEDRaFP5aBQDYGHUE6VkF0vezbv2KNV/sAwA8eVaH+UsjYDKZAQB1DS1YtSkOswJDMDsoFF/sTARgG3dGTCb8c/sRhGzeD+OICRaLBUmpWfBfuAGzAkOwfd9p1De1AgAuXs3D6vA9CN+RAL+AYHzwSSQK7lW6/blg3JkiSl+4lMqVcYdS+TLuUCpfxp2pW1DdikM/65yOyhGnUR28qVPdaJzpUgw+K5NLnE7zmheXh0+TS7xiOhfjDnWHnqS+rx6JlYnT7o/Pf3R4PvuOXcI7izc5/N6cBWFIPHsNAPDBJ5H47tw16Xvn0nOln6t4oIOg0WLEZMLwsBH+Czfg759uQ27Bb7iRX4KgFVsAvIk7ZrMF67cdhP/CDWhu7QAAXLmWD7+AYKRdL8DvD5/i4/W7sH7bQQDAoaQMCBotvopLwi/3fsfnXx3Gu0vC3fOCWMG4M0WUvnAplSvjDqXyZdyhVL6MO5Mzu7IJW9LuOxydszK5BAdv6lQxvchbLdN34lJxHWKuPRp3IWhxOtd0P9eMO9QdepLipmL89exfp921N9c6PJ/wHQn4aO3XDr8XtGILduw/A8D1uCOuv/NUX293e6s2xSF6fwq27DqOOQvC0PS63ea+PouMR+WjZ6h89AwpaTnwCwiGccSEQ0kZWLQ6Sjq25vkrCBqty2sCuQrjzhRR+sKlVK6MO5TKl3GHUvky7rimrqEXl0teYf2Fcrw9JjQIO3IQdr4cl4rrFD/PmWxBdSuSbuvxZVqVw+lc8+Lypi30MO5Qd+hJvG3kzreJl52O3JkdFIq06wUAXI87KVdGo4wjVm2Kg19AMASNFuczbtp8b1ZgCOYsCEPQii02vm7ttIs7Ta/bIWi00rQtd8G4M0WUvnAplSvjDqXyZdyhVL6MO84t03ciuVCPT5NLHC5+/GVaFUfnKGxWZRO+TKuym8rl6dDDuEPdoS9xI390zR3dC9uRNpWPnkHQaFHX8BoAsFD7LxxKypC+7yzuZOcVQ9Bo8bq10+6+Vm2Kw/ylEdh54CwEjRZlVTXS995dEo6E01cdniPjjkpQ+sKlVK6MO5TKl3GHUvky7thapu/EruvVDtfPmR9fgIM3dSjTdyp+ntTegurWaQs9jDvUHfoS4m5Z7yzehKrHz2E0jqD8vg7+Czdg1aY46bjYIxfw90+3oaOrFxUPnuKDTyIdxp22jm74BQTjn9uPoOl1O1rbuxC9PwWA7YLKW3Ydh19AMGqevwIwuvbPrMAQlFY+gclkxvOXjYjaewoA445qUPrCpVSujDuUypdxh1L5Mu682eFqbNARduRgZXIJkm7rvW63Jjq+ng49jDvUHfoaLW1dWLkxFoJGKxkRnSjtfgUAuhf1eGfxJggaLfwCgvHR2q+lRY0rHjyV4g4A5N2pwOygUOm2PvgkEgCwOnwPdh44CwAwmcxYHb4Hs4NC0dzagaFhIyJ3n7A5B3Er9sPJ32Pxmu3SuTS1dEDQaNHQ3ObW54FxZ4oofeFSKlfGHUrly7hDqXx9Oe6U6TuxJe2+zRo6XD9n5jlR6JnMSCzGHeoOfZWhYSOe6usxKzAEh5IyYLFYYDSO2BxT39QqRZyJaGnrQk+fQdY5jJhMaGhug2FgUNbPuQPGnSmi9IVLqVwZdyiVL+MOpfL1xbiTVdlkt47OooQiJN3WK35u1LM6Cz0fHrsna5t6xh3qDn2dpNQsaYTOQu2/lD6daYNxZ4oofeFSKlfGHUrly7hDqXx9Je6IU6/Gbl0edr6ciyL7qFmVTQg7X26zzfqHx+4huXDiyMe4Q90hAbq6+1BwrxLP9A1Kn8q0wbgzRZS+cCmVK+MOpfJl3KFUvjM97jiaejU3Ng8x1x5xHR2KxvbR8Bdz7ZFN5JkXlzdu5GHcoe6Q+CaMO1NE6QuXUrky7lAqX8YdSuU7U+MOp17RyZh0W28zZctZ5GHcoe6Q+CaMO1NE6QuXUrky7lAqX8YdSuU7k+IOp15Rd+ko8uy6Xi2N9mLcoe6Q+CaMO1NE6QuXUrky7lAqX8YdSuU7E+JOmb4T6y+Uc+oVdbtJt/WYH18gva/e3pGDXder0d43zLhDpyzxTRh3pojSFy6lcmXcoVS+jDuUylfNcedyySt8eOye3dQrbmNO3W1WZRMWJRRJ7zO/6FzEZlUrfl5U3RLfhHFniih94VIqV8YdSuXLuEOpfNUWd3QNvTj0s85m6pWwIwdh58tRpu9U/Pxmus2NzWi/n4ee/CPovbEbvTd2w3AlBENJQQ41x/0FiP6TU40J/hhKCsLguWXS7bXfz0P7/Ty8rq1R/PGOdWzkmReXJ2sLdUqtJb6J6uNOc2sH+g2DbjnebLagvqkVxhGTw+/39Q+graPb5mtKX7iUypVxh1L5Mu5QKl+1xB1nU68O3tRx6pWHbL+fh667Z9F7Y7dLocZTmuP+gqGkIBiuhKAn/4hXRJ+7z9pt1uRZf6Gc70MqWzI52jt7kHa9ABaLBQDwffZttLR1KXxWrqPauPNM3wD/hRsgaLQQNFqs33YQRuPIpI//Ka8EfgHB0veTUrOk7zU0t2F5WAz8AoLhFxCMoBVbUPnoGQDGHao+GXcolS/jDqXy9fa4w6lXnvd1bQ06Sq+i98ZuDJ5bBmOC/7ixZejk++jL/AK92THozY5BV1GKNNpmrM2NzePed2tN6WhEKkqRbm/o5PsYOvk+zLF/dnoOpgNvw3AlBF13z054H55QXFA55tojm/V4+L6kcvQl1kTsQ8jm/dL/d3T1QtBocSgpQ/pacfljCBot+vrHf24qHuggaLQYMY0O9hA0WtwpeeCZE/cAqo07i9dsx8qNsTAMDKLm+Sv4BQTj4tW8SR1vGBiEX0Awjpz6HsYRE37IuQtBo4W+rgnA6Btm8ZrtGB42YsRkwvptB/HR2q8BMO5Q9cm4Q6l8GXcola83xh1OvfKM1lOqxKlU406ZOjoPg2eXojc7RtFpUm/O+zAMl9c6jD7GBH/0Xd2MjtKr03JO1rtllek7baZqfXjsHt+n1CV9iTOXb2BWYIg02ibnl98gaLRYsi5aOib+eBoCl2+e8LYYdxRArHG/lj2SvhYRnYjlYTGTOv6nvBIIGi2Gho3S9/0XbkBiyg8AgKAVW/BZZAw6I6EAACAASURBVLz0vXPpuZgdFAqAcYeqT8YdSuXLuEOpfL0p7nDqlfuUM6XKFC9g6OT70iic1ppSxc9/IltrStGTfxiDZ5c6fEyD55Z5dFSPo63Qk27rIfzx3hV31VL6eaLerS/xVF8PQaOF7kU9AGD7vtP4eP0uCBqttNzKR2u/xu5D5wEAFosFSalZ8F+4AbMCQ7B932nUN7UCGD/u5N+twPylEfALCIb/wg34NvHydD/UCVFl3Kl++hKCRoumlg7pawmnr+LdJeGTOj75Yjb8F26w+ZnlYTGI2nsKAHD95j0IGi0+Xr8LWbd+hf/CDThz+QYAxh2qPhl3KJUv4w6l8vWGuMOpV5N3slOqevIPuzRtSi22389DX+YXMB6dZ7deT++N3W4fdeQo7jS2j446CztfLr2P34sv5ILL1KkepbMW+CVu+q265PSUZgWG4Gx6LgBg/tII/HLvd/gFBKPiwVMYjSMQNFr8cu93AMCVa/nwCwhG2vUC/P7wKT5evwvrtx0E4DzuGAaGIGi02BmfguqnL3EttwgR0YmefZ4ngSrjjjhnrrO7V/pa8sVsaTSN3OP3H79iF4ZWh+/BxqgjAIDaV83wX7gBn3z+DfwCgjErMASPdbUAgPbeYUpVZf/gCIaMZsXPg1I1OThsgmHIpPh5zGh7hpQ/B+pWh0fM6B0Ymfb7rW3tR0L+M/hbTb16e0cuPk+twIP6HsWfF2+zo60FPY8LYChMwFD6OhhPjT+laiTBH8Pnl8GQsxs91b+gq+GZ4o9hOp+r/uJzMCa/bxu20tehp/oXt9yHyQx09zv/fu6j15hnteDytu8foLa1X/HnhnqXHuVFgSILoOPsQqentH7bQYRs3o/u3n4IGi36DYNYHb4HiSk/oKyqBoJGC8PA6KZK4qycykfPUPnoGVLScuAXEAzjiMlp3BFvd++xSxOu26Mkqow74kic5lZ5I3ecHT/RyJ35SyMQe+QCAKC7px+rNsXBLyAYIyYThoYpVZfGETNMZovi50GpmhwxWTBiMit+HjNZw5Dy50Ddq9lsgXFk+q6b5y39CL9caTNKxz8uHycLX6Cte1Dx58MbND67jZHyCzDlxcF8+gNgz785/SBlOfA2zKeCMHLrG4yUX4DxVaXi5+9NGl9VwpQRajua5/QHGCm/MKXbNVssGDaOf920dQ/i25wn0vvcLzoXt3Wtij8n1Hv0KF44cufKtXzMCgxB3p0KBK3YAgBISs3Cx+t34ejpTPz9023SsbMCQzBnQRiCVmyx8XVr57jTsr47d03afCloxRbcKbnvued4kqgy7ohr6BSXP5a+Fr4jYcI1d5wdL665M2y15s6cBWFITPkBPX0GCBotrt+8J31PfNEf1ugVH3JHqVw5LYtS+XJaFqXyna5pWY6mXq1MLvHpqVecUjW9z3VvdozNYsymA2+j98buST2PzqZlObKgutVmwWWuxUNFfY2G5jYIGi0++fwb7IxPAQA81tXCLyAYS9ZFY++xN2Ho3SXhSDh91eHtTLSgsmFgCMUVj7FqUxxmBYbAZDJ77kFNAlXGHQBYtDoKqzbFwTAwCN2LevgFBCM185b0/VWb4vBVXJJLx/cbBiFotDh6OtPhbllzFoTho7Vfo6OrF8PDRmyLTYL/wg0YMfEDMlWfjDuUypdxh1L5ejLulOk7set6tc/veiVu9917Y7eqdqmaiTY3NqOrKAWmeMFuXR45kUdO3BG13jb90+QSLhJOp/eDuZfgv3ADBI0WuQWlAACz2QK/gGAIGi2KSh9Kx+07dgmzAkNQWvkEJpMZz182SjN2nMWduoYW7Em4iLaObpjNFhw/9yP8AoJtBod4A6qNO7oX9ZizIEwaGvVZZLzNk/vO4k1YuTHW5eOzfv5V+p6g0eLE+evS98SFlgSNVqp/pZVPAHBBZao+GXcolS/jDqXy9UTcuVzyCp8ml9iM0pnJu169rq2x2Z1q8NyyCXeoUusuVTPJ9vt5GDr5vk3k6ck/4tLPTibuNLYPIKuySdpRa15cHgqqWxV/Hqhy+iKbY76DoNGiq7tP+tqqTXEQNFoMDL5Zh2ho2IjI3SdsPvuL07YqHjy1iztFpQ/R1NIhxSNBo8W7S8JxI79keh+gC6g27og0NLehp8/gluNNJjNqXzU7LXA9fQa0d/bYfE3pC5dSuTLuUCpfxh1K5euuuKNr6MWhn3U2o3Te2pqNsPPlqt8tqLmxGe3386QpVH1XN2MoKQimA2+7tMCo8eg8TqnyYsdGnqGkoAlD22TjTmP76Ii2+fEF0pbpSbe5hISvSiZmxGRCQ3ObtNCyK3R196Gto9uDZzU1vCLu6F7UI7eg1E5xX3pvRukLl1K5Mu5QKl/GHUrlO9W4k1XZhPUXyu1G6cRce6SqUTrWU6d6b+zGUFLQhNOnpBEfsX/G0Mn3Ybi8VhqFw+lU6rOjNNNmulbf1c1OI9xU4k5ju/2W6VvS7iv++On0S3wTReNO+X2dzVSpsXZ09U58Iwqj9IVLqVwZdyiVL+MOpfKdTNzRNfQiuVBvN0rHmxdInuzUKevFjMUpVOLoG06jmnk2NzajL/MLm0WXO0oz7Y6batwRPXhTJ10/Hx67p6ogSqcu8U0UjTvLw2IwZ0EYCu5V4vnLRtQ1tNhoNluUPD2XUPrCpVSujDuUypdxh1L5yok7BdWtWH+hHG//sWaI9SgdpRdIdufUqd7sGHSUZqL9fp7irw9VxtaaUrupWtYjsdwVdxrbuQ6PL0t8E0XjzuygUMQeSVXyFKaM0hcupXJl3KFUvow7lMp3orgjjtJ5L77QZpTOooSiaV8rhFOn6HTbk39Y2j5d3FWrsd29caexffQ64zo8vifxTRSNO2u+2IdVm+KUPIUpo/SFS6lcGXcolS/jDqXydRZ3HI3SEXbk4Mu0Ko+N0uHUKeqNNjc2w3B57ZtRXgn+GGmscmvcEeU6PL4l8U0UjTs38ksgaLTIuvUrKh89s9NkMit5ei6h9IVLqVwZdyiVL+MOpfK1jjuXS15hS9p9u7V05scXuGUkAadOUTXbfj/PZsHl/l+OeuR+km7ruQ6Pj0h8E8XX3HG2mDIXVKbUMzLuUCpfxh1K5alr6MWl3+qw8WKFzQgdcS2dL9OqZK//walTdCY7dsFlw5UQj2xrX1DdynV4fEDimygad57q61Fa+cSpIyZuhU6pu2XcoVS+jDuUTmyZvhPJhXp8mlxiE3PEETquBB1x+pT16BtOnaK+pOlxFix/rMVjTPD3SIAcuw6Pt+5ERycv8U0UjTszAaUvXErlyrhDqXwZdyh1bEF1Kw79rLNbFPmtrdlY8t09HM175nAdHespVIPnlsGY4M+pU5S2jy6o3Pm0DMaj86TFlj31Prdeh4cLLc8siW+ieNx58qwOIZv342+LNmJ2UCgWrY5C2o+/qGIbdIBxh6pPxh1K5cu4Q+kbC6pbHa6f89bWbKxMLkHSbT10Db0YatWj93EBevKPuLwGjjh9qi/zC2n0DadOUV9S3C2rubEZg2eXStdGT/4Rj9zfl2lVDDwzUF/DLyBYWtrlsa4WALB+20GbJV+WrItGzfNXAIDUzFsQNFpE70+xuZ3ElB8gaLT49rvL0/wI3IOicaesqkZ6shetjsKaiH2YFRgCQaPFjv1nlDw1l1H6wqVUrow7lMqXcYf6qrqGXmRXNmHX9Wp8mlxit36OsCMHB06exp0fbXehcmUUzuDZpTbr3yj9WCn1Bsduhd6bHePxdXisF1pm4JkZ+ho9fQboXtTbxZ2VG2NR1/AapZVPsGh1FGYHhcJstkhxR9Bo0dk9us6v0TgitYhvExl3ZLMsdCfmLAiDYWBQ+prFYkHU3lMQNFq0dXQreHauofSFS6lcGXcolS/jDvUFx4Yc65E5/2NbCpZ9tR8x/9qIyzEf4/m+dzD47f8zbsCxxP0FxuQ306g4CofSiR0bdxrbB9BRmgmzh9fhYeCZWfoiza0ddnEnbOtB6fvl93UQNFro65qQmnkL7y4JxwefRGL/8SsAgLQff8H8pREIWrGFcWcyzAoMcTjkqfZVMwSNFkWlDxU4K3kofeFSKlfGHUrly7hDZ5rOQs4HXx3Dsq/241DUGmRs/58o/nrupEfhWG+FTil1TUdxp7F9dLc4T6/DYx14dl2vVvy5oJPXk7zqMODgz7pp9/uK+nHPa6K4k5FVCEGjRXdPvxR3buSXwC8gGP2GQbyzeBN+yLnLuDNZglZsweI12+2+Lg6TevKsToGzkofSFy6lcmXcoVS+jDtUzRZUt9qFnGVf7UfIVztxKGoNbm5/F4+/9pO1lbgro3AYdyiVr7O409g+MC3r8FgHnvUXyhV/Pujk9CRFz9rs1lubDj9OKh73vBzFnflLI3D0dCY2x3wHQaPFttgkAJDijtlswd8WbcSSddGYsyAMJpOZcWeynLr0EwSNFmsi9uFsei6y84qxLTYJswJDMH9pBCwW719UWekLl1K5Mu5QKl/GHeqNluk7kV3ZJIWbXdersf5COT48dg8fHrsHv21p0lSqQ1FrUPz1XNTv+L/GjTimeEHaTlwchTPZNT4YdyiV73hxR9TT6/Aw8KhfT6KmkTuzg0KxalMcInefwLXcIulYMe6I/y1otEhJywEAxp3JYrFY8O13l21WsRY0WiwPi0FDc5uSp+YySl+4lMqVcYdS+TLu0OlUnDKVXdmEQz/rsOt6Nbak3ZeizdhFjcX1cKynUvXs+N9dnkrlqS3FGXcola8rcaex3X4dHgYeaq0vUtfQAkGjlXbEGjstyxrruDM8bMTO+BQMDA4DYNyZMoaBQTzW1aL8vg4tbV1Kn44slL5wKZUr4w6l8mXcoZPVenSN9QibsaNsPjx2b8Ih6WOnUj2JHn8qFaL/ZDeVqrWmdNoeO+MOpfJ1Ne40to+uw2OKFzwWeAqqWyH8EZMZeNSlr2AymVHz/BV6+gw4nPw95iwIk2b/uBp3xsK4I4MRkwl9/QOqmHLlCkpfuJTKlXGHUvky7lB3RpqxwUZUDDeHotbg8r4NKIn9Dzzf9w66Yv9vl6ZS9WV+gZ78w1OaSuVOGXcola+cuNPYProOj7jQMgMPFfUVevoM0uyfdxZvQtatX6XvMe5MA9l5xRA0WjzV12Plxli7KVnWinvOezNKX7iUypVxh1L5Mu7MXMUpUJdLXtmFGlcDjbi2jai4xs2hqDVI3hWKh9/8D8mJQs1kdqXyVhl3KJWv3LjT2G4beMxxf3H7CD0GHvXpSxgGhtDW0a30aXgF0x53njyrw874FLR1dCPr1q9IOH3VqeK8N29G6QuXUrky7lAqX8YddSsGnORCvbRjlKN4I24DLioGmkNRa5Ads8gm0gzu+j8mHWnGBpuhk+9j6OT7UrgRFdfCmc6pVO6UcYdS+U4m7jS2T2/g+fDYPegaehV/rqhziW+i6Jo7LW1d6Orus/u6YWAIta+aVTF1S+kLl1K5Mu5QKl/GHXUoBpxzF1MReywJUYdO4It/RdpEmpvb30Xx13NR/PXcCbf/dlVxm3BRcY0b0fb7eZITbR8+k2Tc8T5znxZNq0o/XjU62bjT2D69gee9+EIGHi+W+CaKxp3lYTGIPZJq9/XHuloIGi3qGloUOCt5KH3hUipXxh1K5cu44x2+rq15E0qux+Bh6ld4FL8AVbv+fcItvl1RXLtG1DrQiNOgRL1hTRtvl3HH/VbUP7eJJ2erMrCv+KhkaO7nWJGllfzr2b96jfPTA6XzisjfKp1zYvkZBiErpxJ3GtsZeOioxDfxyrgjbmP2oPqFAmclD6UvXErlyrhDqXwZdzyjrrlF+kB38/FNpBbE4eD1z3D4+/+Fw9//LySc+XcknPl3JB77b/ju8L+57J7v/jv2n5yLA0nzcDjl/8PhjOWSB278EwdubsGBm1sQn7/d5oOx6NmqDLsRCLrmFsWfL7XJuOPYO/oqm/dWYvkZm/efdZz5x9XFbg0sH19fNa1O9Xz/cXWxwyCU+7QIFfXPFX8tPeFU446o4fJaBh4flvgmisSdpNQsHErKgP/CDVi0OgqHkjIk9x27hPlLIzArMAQmk1mJ05OF0hcupXJl3KFUvow7zh37QXVsKPHkB1WltX5sYz98imY8zvHZqSozPe44CzTbb39j876Ynx7otvfcnNS5NvEkPC8Se+8dlkx/dAM5uiJJpZ8ja+/oq6TzSqlKl845qnD3pIPQ3IvzsCJLi+23v5GirNKPc6q6K+40tk9f4OEiy94n8U0UiTtzFoQ53SHLLyAYayL24Zd7v7t0W82tHeg3DLp83+MdbzZbUN/UCuOIyenPDw8bUfuqGUPDRgCMO1R9Mu5QKl9fijvitA9xusfYD6pzL85z2wfVeacFrD7+3yT/88T/i+0J/lh7OAifHvgPvBu/Au/Gr8Bf4zfg7UMReO/0V1h2ORr/mbPX5gOtuw3Pi7QbgTAnda7HIpH16ARnkWhsIFLDqAW1xB3rqU4Zj3OcTnNyV6QJSHvP5r0VVbjb5v1nHWfu6KsUf36U1FEQEmPQeNfk/PRAhOZ+LgVWNT2P7ow7je0MPL4q8U0UnZa1NfYkTl36aVI/+0zfAP+FG6QotH7bQRiNI5M+/qe8EvgFBEvfT0rNsvl53Yt6fPBJpPT9kxeuA2DcoeqTcYdS+c6kuDM23kTkb53SB9eFmR/afFDdd2cf9uduxsH05Thy6t/x24H/E6V7/itK9/xXPIn932x2iWo7txqF53bis2/P2O1cJezIwcrkEhy8qUNBdaviz9tYdc0tNh/Cx45GEF2Xs8Hm+VmY+aFiI4nGrm3i6elmSsQdV0fTuOP5dhZojpWdtnlfqCHEqdWK+ufI0RVJUXai60u8LsRrwRunW7o77jS2T1/g+TJNPRFtpkt8E0XjzlRYvGY7Vm6MhWFgEDXPX8EvIBgXr+ZN6njDwCD8AoJx5NT3MI6Y8EPOXQgaLfR1TQCAhuY2CBotVofvQVHpQxgGBtHW0Q2AcYeqT8YdSuWrprgz1XgjjioQp3uM/aDq6MNQR+lV9F3dDGOCv9PdpMRtvuvLbuJcXpXdVuRizEm6rffKmONJrUcnOItEY0cSBaS955FAJE5zsXb77W8mjESOvNfwG37RFzv9/thRMq7q7ilPY0fSOJvmpKbRH77uHX0V0h/dkK6d8a6X+emBiMjfiozHOV4RezwRdxrbbQNPV1GKW2/7UnGd9Gd50m294s8hZdzxVRSPOz/fLsOO/WcQEZ1op2HA8fSpjq5eCBotfi17JH0tIjoRy8NiJnX8T3klEDRaaaoVAPgv3IDElB8AjI4wmhUYghGT/XQtpS9cSuXKuEOpfL0p7rg73qRUpU9qdEFH6VUYroTAHPcXu5gzdPJ99GV+gY7STGnr78slr/BpcondCJ2w8+W4VFyn+PM6Exw7kuhY2WmbUDF2bRNPTzdTQldH0yj9WlHlrpFjZaela8HReyg093Mklp9RbMSVp+JOY/ubwIPoP7k98CTd1jPweJHEN1E07ly5li+tsyNotPBfuAHvLN4EQaPFrMAQdPf2O/y56qcvIWi0aGrpkL6WcPoq3l0SPqnjky9mw3/hBpufWR4Wg6i9pwAAf1u0EfOXRuCTz7/B/KUR2Bh1BPVNrQAYd6j6ZNyhVL7THXfu6KukUQ1KxRtHOgs6pngBfZlfoP1+ns3xWZVNWH+hHG//MWRfVByhwx1WvE9H081ciUSOXPWTFp9kO//+upwNk1oTiVOeqDu9o6/CsbLTDqd0zU8PxPbb30zrQs2ejDuN7dMXeLIqmxR/bX1Z4psoGnf+/uk2rNwYK42sqWt4DQCI3p+CwOWbnf5ccfljCBotOrt7pa8lX8zG7KDQSR2///gVuzC0OnwPNkYdAQAIGi0Wav+F1MxbyMgqxLtLwuG/cAOGh43oGxihVFUODZtgNJkVPw9K1eTwiBlDRpPbb/dpWx3u1JXgcPkxRBZ+hcXXPpp42kzqPHz6kxZbCrbhUGkCrlRn4nZdMZ621XnksQ/evw5jRigscf9mO9XqgIDh61/C8PJ3m+NL9Z2IuvoQ/nvybILOfxwsxHe/PEdNU5/D++n1gteZutcRkxmDw+6/bij1lE09HbhSnYktBdswN9V28fh5F/2x4dZGpD256rE/b/sGRmAyW2AY8uzjNKavezPSsvS8W2/7nxd/x1tbs/HXHbko1Xcq/pr6qsQ3UTTuzFkQhjOXb8BstkDQaFFc8RgA8LBGD0Gjhe5FvcOfE0fiNLfKG7nj7PiJRu4IGi2u5RZJ39O9qIeg0eJB9Qv0GIyUqsqBYROMJovi50Gpmhw2mjFkNE/pNm7XFePU/XOIuReLT39ajXkX/cdZA+I9rMzW4mDpUSRXnUXhy2KUNz6ctsc7UPUjhp0EnaEfN6O/tsLm+IYOA74reG4XdObF5eGrzPuobuyd8D67+5V/nal7HTFZYBgyKX4elE7WwpfF2Fn0DRb9sNjuz+kPr32EQ2XH3P5ns9kC9A+MePyxDf24WfqzfaDqmltve6NV4PntRYfir6MvSnwTRePO3xZtxKGkDADAu0vCEX88DQBQ8eApBI0WpZVPHP6cONKnuPyx9LXwHQkTrrnj7HhxzZ1hqzV35iwIk9bceXdJuHSewJtYVFZVo/iQO0rlymlZlMq3b8D1aVnWU6ommk41J3WutDaIOH1KqcfYWlM67pQrRzuslOk7sf5Cud3CyF+mVfncosjUXrVshU6pK1bUP0dKVTrW5WxwOH1rX/FRtyzI7OlpWdZ6chetlX+ssfZefCGn4Cog8U0UjTvLQndiWehOAEDskQsQNFpE7j6BdxZvwqzAEBhH7BcwFlm0OgqrNsXBMDAI3Yt6+AUEIzXzlvT9VZvi8FVckkvH9xsGIWi0OHo60+FuWQdOpGFWYAhqXzWjo6sXG6OOYFZgCAwD0/MHL6XulHGHUvk6ijviwsbiujj/uGr/L7tjF3oV18FxtuuUEnbdPQvTgbddDjqN7Y6jzsrkEi6MTG1k3KEz2fRHNxBVuNtuJ66I/K1TCvXTGXca2z0XeHQNvZgfX8DAo5DEN1E07lQ+eoaf8koAAEPDRqz5Yh8EjRYffBKJ/LsV4/6s7kU95iwIg6DRQtBo8VlkvM3Im3cWb8LKjbEuH5/186/S9wSNFifOX5e+NzRsxOrwPdL3ZgeF4rffR0cVKX3hUipXxh1K5alrbsGduhKcun8O229/gxVZWsy9OM9pxAlIe09aKDb90Q2v3D65ubEZvTd220SdiYJOY/voAsljtzAPO1+OMn2n4o+Jep+MO9RXTH90w25Ez/z0QJytypAd8qc77jS22wae5sZmt93u2MCj9OvkSxLfRNG4k3+3AhlZhTZfM5stsm6jobkNPX0GtxxvMplR+6rZJvpY09Xdh7qGFlgsb85R6QuXUrky7lDq3Ir657KnVFnvSKX0+U/k69oa9N7YbTP1yhQvTLhjytioI+zIYdShE8q4Q33Nivrn2HvvsM1onrkX5yEif6vLoV+JuNPc2Azj0XlA9J9gTPB3a+Ap03dC+GPHxPUXyhV/jXxF4psoGndWbozF4jXblTyFKaP0hUupXBl3KH2jOK1qotE4n/6kxZcF23Cs7LRXTaly1de1NTBcCbGZejV08n27rcvHmlyox3vxhTZRJ+baIw6vpy7JuEN92ZSqdHx8fZXN75IVWVqcrcoY9+eUiDuN7Z4NPAXVrQw80yzxTRSNO7FHLmDOgjAlT2HKKH3hUipXxh3qq1bUP8fZqgxsv/2N0/Vxxk6pqqh/jsZ2eQsqe5Pt9/MweG6ZTdQxXF7rUtSZF/dm56u5sXmMOlS2jDuUjv7uiSrcjTmpc21G82y//Y30O8ZapeJOY/to4DHH/nn0d8WVELfetnXgibn2SPHXZaZLfBNF487r1k74BQQj55fflDyNKaH0hUupXBl3qK8ojsoJzf3c6agccacq65DjSLXFnY7SqxhKCnqzhXnsn2G4vBava53v8qhr6MWhn3V2USfptl7xx0PVKeMOpW/UNbcgpSodCzM/tPk9FJr7uc20XiXjTmP76M6Jngo8Sbf10u8X/m7xrMQ3UTTuWC9S7MjO7l4lT88llL5wKZUr4w6diYpr5YgLHjtbI0cclSN3fRy1xJ2xO1+ZY/+M3uyYcYfX6xp6set6Nd7+419UGXWou2TcodSxd/RVCM+LtPkd9Y+ri5GjK1I87jS22wae3uwYt942A8/0SHwTRePOtdwiHErKcOrA4LCSp+cSSl+4lMqVcYfOBHOfFiGx/AxCcz93uujxwswPEVW4GylV6eOOynFFb447zna+6ipKkR11FiUUIauySfHHRGeGjDuUjq+uuQV77x22mbK1OicYt54pv0B/R2mm9DtlokX35Xrwpk76vVNQ3ar4Y52JEt9E0bjT0taFru4+u68bBoZQ+6rZZlcqb0XpC5dSuTLuULWpa27x6KgcV/TGuPO6tgZ9Vzfb7HxlPDrPpb+EXyqus5l+xahDPSHjDqWuOzbyhOZ+PuV/mJiqXUUpHgs8YefL8dbWbLy9I4eBxwMS30TRuLM8LAaxR1Ltvv5YVwtBo0VdQ4sCZyUPpS9cSuXKuEO93Tv6KiSWn0FE/tZxR+WE50UipSrd5e1lp6I3xZ3J7nzV2D66Ja31luaMOtSTMu5QKk9dcwuOVhzDXKvIE5G/VdEdGnvyD0u/a1prSt162ww8npP4Jl4Zd+oaWiBotHhQ/UKBs5KH0hcupXJl3KHepDgqR9yO3NmonI+vr5JG5Sjxl1xviDvt9/NsFkkWd75y5S/b4hQs6y3NudYB9bSMO5TK12iy4EHjC5s1eeZenId9xUcVizyGy2tH13GL+4vbA8+ihCK8tTUb78UXckdGN0p8E0XiTlJqFg4lZcB/4QYsWh1ls87OvmOXMH9pBGYFhsBkMitxerJQ+sKlVK6MO1RJKwlQsAAAIABJREFUdc0tOFuVMe6onIC09xCeF4ljZaenZVSOKyoZd7runpW985W1Y6dgfZlWxb9A02mRcYdS+VovqFxR/xzrcjbYRJ7E8jOKnJd14HH1948r6hp6MT++gIHHzRLfRJG4M2dBmNMdsvwCgrEmYh9+ufe7EqcmG6UvXErlyrhDp1txS/J/XF3sdDvyvfcOI/3RDUWHno+nEnFnMjtfWetoChaHvdPplHGHUvk62i0rR1eEj6+vkn5vzk8PxNmqjOk/t6PzRtd3S/B3+XeRK44NPEq/BjNB4psoOi1ra+xJnLr0k5KnMGWUvnAplSvjDvW0FfXPcbYqA6G5n2PuxXl2MWddzgavGpXjitMVd8Sdr6wXSRZ3vnL1NjgFi3qLjDuUyne8rdBzdEUISHvPbvv06Tq35sZmjwWeMn0nhD92b1x/oVzx10HtEt9E0bgzE1D6wqVUrow71BPmPi3C9tvfOBydE5D2HqIKdyP90Q3Fz3OyejruiIskW0edoZPvy96dhFOwqDfJuEOpfMeLO6IpVek2kWdFlnbaIo914Bk8t8ytt11Q3SoFni/T1PMPQN4o8U0UjTuGgSFkZBUiZPN+zF8aYWd3b7+Sp+cSSl+4lMqVcYe6w4r650gsP4PQ3M+dbkueUpWu+Dau7tJTcae1pnTSO19ZyylY1Btl3KFUvq7EHdGx26dH5G+dlt+7rTWlMMf+eXRh/yshbr3trMom6XcZR51OXuKbKBp3DiVlQNBo8cEnkfgsMh4bo47YaBgYVPL0XELpC5dSuTLu0Mko7mq1/fY3DhdCXpj5IaIKd0/r8PDp1N1xx9nOV3IXqeQULOrNMu5QKl85caexffT3s3XkEXfW8vR5ejLwJN3WM/BMUeKbKBp35iwIw/ptB5U8hSmj9IVLqVwZd6ir3tFXIbH8jMMtyuekzkV4XuSMGp0znu6KO113z8KY4G+zSHJf5heT2nmEU7Cot8u4Q6l85cYd0bE7a/3j6mKPr23Xfj9P+n0mdxrxRB68qZN+v3EkqnyJb6Jo3Alcvhk79p9R8hSmjNIXLqVyZdyhzhRH5zjbpnxh5ofYe++wqhZCdpdTiTvNjc1T3vnKWk7BomqRcYdS+U427oiOXXTZ06N4uopSPBZ4ws6X462t2Xh7Rw5/z8mU+CaKxp3j537EnAVhGBgcVvI0poTSFy6lcmXcodbe0Vc53aY8IO09hOdFevUW5dPlZOLO69qaKe98ZS2nYFG1ybhDqXynGnca20f/sSaqcPe07aplHXjkrhk3kdaBp0zfqfjroxaJb6Jo3Ik9kgpBo0Xg8s34eP0uO/v6vf+NqfSFS6lcGXd8W3Gb8oj8rQ63Kf/4+irVbVM+HcqJO84WSZ7Kv2hyChZVo4w7lMrXHXFHdOwonu23v/HYP9YYLq8dHZka9xe01pS69bbnxxfgra3ZeC++kL/7XJT4JorHnSXrop3KuEOp+2Xc8T1n+jbl06Ercafr7lmHiyRP5V8xC6pbOQWLqlbGHUrl6864I7r33mHp9/789ECPjeKxDjyTWUvOmbqGXgYemRLfRNG4MxNQ+sKlVK6MOzNf623KHY3OWZezAcfKTvvEQsju0lncaW5sRu+N3Q7X05nKX2x1Db3YknafU7CoqmXcoVS+nog7je2j07AXZn7o8VE8QyffB6L/BGOC/6TWlXOmrqEXc2NHR7Cuv1Cu+Ovk7RLfRPG4Y7FYoHtRj7w7FWhobgMAPK9tQHNrh8Jn5hpKX7iUypVxZ2bqy9uUT4dj487r2hq7qVfiejpT/ctscqEeb+/I4RQsqnoZdyiVr6fijujYUTzuHrnb3NgM49F5Hgk8BdWtEP74/cjAM77EN1E07vT0GfDBJ5EQNFoIGi1SM28BAD5evwt/W7RRyVNzGaUvXErlyrgzMxS3KQ/N/dzhNuXrcjb4zDbl06EYdzpKr9pNvRo8u9QtC0hyChadaTLuUCpfT8edxvbRv0N8fH2V9PeG0NzP3TqKp7mxGaZ4YfR35Lllbj1368ATc+2R4q+Xt0p8E0XjTvLFbMwKDMHFq3mYvzRCijuFv1ZB0GjR9LpdydNzCaUvXErlyrijTrlNuXI2NzZj+M4xmA/aTr0yXF7rljUFOAWLzlQZdyiV73TEHdFjZacxJ3Uu/nr2r5h7cZ5bR/G01pTCHPvn0fXnroS49bwvFddJvzP5+9KxxDdRNO68s3gT9iRcBAAsXrNdijut7V0QNFqUVdUoeXouofSFS6lcGXfUo7hN+YosrcPROeF5kUipSvf5bco95evaGvRd3Wy3lXlP/mG3DTPnFCw6k2XcoVS+0xl3GttH1+kbO4rHXaN+PRl4km7rGXjGkfgmisadvy3aiAMn0gDYxp3qpy8haLSofdU84W00t3ag3zDo8n2Od7zZbEF9UyuMIyaXb0/pC5dSuTLueK+65hZuU+4Ftt/Pw+C5Zbbr6ZwKwkDVNbfdB6dgUV+QcYdS+U533BEdO4onsfyMW263/X6e9Lu0qyjFreccc+0R3tqajbd35PB36BiJb6Jo3AnfkYA5C8JQ39QqxZ1+wyCWhe7ErMAQmExmpz/7TN8A/4UbpPV61m87CKNxZNLH/5RXAr+AYOn7SalZDm9n+77TEDRadHX3AWDcoeqTcce7zH1ahH3FR51uUx6eF4n0Rzc4OsfDNjc2o+vuWZtdr8StzFtrSl3aCt0VOQWL+pKMO5TKV6m409g++o9M63I2SH8PWZGldcsonq6iFI8FnrDz5Qw8DiS+iaJxp62jG7ODQqWgMmdBmBRYsm79Ou7PLl6zHSs3xsIwMIia56/gFxCMi1fzJnW8YWAQfgHBOHLqexhHTPgh5y4EjRb6uiab2ziXniudK+MOVauMO8paUf8cZ6syuE25l9h196z9KJ14Ab3ZMTZTr9wRdzgFi/qajDuUylfJuCOa/uiG29fisQ48HaWZbj1f68DD36ujEt9E8a3QDQODOHLqe6yJ2Icl66KxNfYkHtbox/2Zjq5eCBotfi17JH0tIjoRy8NiJnX8T3klEDRaDA0bpe/7L9yAxJQfpP+/XVwFv4BgpGcVMO5QVcu4M/2K25Q7Gp0jblPu7q1IqXM7Sq/CcCXEZi0dcdcrZ/+iOJW4wylY1Fdl3KFUvt4Qdxrb7UfxuGNHrb7ML0Y3JYj7C1prSt13rg29mB9fgLe2ZuO9+EIGnnbGHV9F0bjzurUTN/JL8Lq10+bruQWl+P3hU6c/J67J09TSIX0t4fRVvLskfFLHJ1/Mhv/CDTY/szwsBlF7TwEAnurr4RcQjJ9vl+GxrpZxh6paxh3PW1H/nNuUe5nOgo7x6Dz05B+ecNerycQdTsGivi7jDqXy9Za4Izp2LZ4cXdGUbs9wee20BB6lnzelJb6JonEnau8pzAoMQXdPv83XI3efwKzAEIyYHC9sXFz+GIJGi87uXulryRezMTsodFLH7z9+xS4MrQ7fg41RR9De2YM5C8Jw/NyPAGAXd0ZMZkpVpclsgdliUfw8ZpIdA1249TIPX939FwK//w+7oLP42mLEFsehuPE3xc/VlzQ1VsH8UySw599sgo4l0R/mX4/B1KF3+bbMZgvMZtevm7TSV/CLzpXCzo5rD9HRN6T4c+LNDg4rfw7UvVosFphkXDeUUjMsFsBk8q7rpq7nFbQ33uzcGVeyBx0DXZO+PXNm6Ojv5D3/hpH+DredZ0ffEP76x+/eiLRKxZ83JSW+iaJxZ/7SCETvT7H7uu5FPQSNFk/19Q5/ThyJ09wqb+SOs+PHG7mTkVUIQaNF5O4T2Bp7EiGb90PQaPGfXyfg94dP0dI1RKmq7DUYMThsVvw81O69lw9wvCIFn2Tbb1M+N3UeIvK34vz9DDxvbVP8XH3JjqflMFz70m5hZFO8gP4bu9BeN7k/tw1DJvQNjkx43J2adixOfDMF68NjRbhT067480KpEg4ZzejuNyp+HpSqyRGzBR29yp+HI78tPiL9XWfRDx/h3ssHk7qd1tctGEnwB6L/hJFj/47W1y1uO8c7Ne14e8do4NmQWqH4c6aUxDdRfCv0bw6ft/v6k2d1EDRaVD1+7vDnxDV0issfS18L35Ew4Zo7zo4X19wZtlpzZ86CMCSm/IDqpy+x79glyS92JkLQaLEzPgXVT18qPuSOUrlyWtbktN6mfH56oMNtyvfeO8xtyhXwdW0N+q5udhh0+jK/cMuw74mmZXEKFqX2cloWpfL1tmlZY72jr8LCzA+lv//sKz46qdtpbmyG8ei80SnSCf42mxhM1YLqVgh/bGBw8KZO8edMCYlvomjcWfPFPswKDIFhwLYubtl1HIJGi54+g9OfXbQ6Cqs2xcEwMAjdi9E1cVIzb0nfX7UpDl/FJbl0fL9hEIJGi6OnM8fdLQuwn5al9IVLqVwZd1z3jr6K25R7qa9ra9CTfwTGP/7lzxNBx9rx4g53waLUsYw7lMrX2+OOaFThbunvRP+4unhS6wg2NzbDFC+Mbmpwbplbzy/ptl76veyL/9hCfBNF4444XUrQaLFqUxwid5/AnAVhEDRaaTFjZ+he1EvHChotPouMtxl5887iTVi5Mdbl47N+/lX6nqDR4sT56w7vl3GHql3GHeeK25RH5G91uE35x9dX4VjZaY7OUciO0qvou7rZLuiYY/8Mw+W1bt9a1VpHcYe7YFE6vow7lMpXLXGnsX0AOboiBKS9Jy22nFh+RvZttNaUwhz7ZyD6TzBcCfn/2TvzvyiufP3/A9HJTGa7N7mTmbmzfC+LW4xbTEjcYkxck2gSNURjEk2ME6NGkxgREVyDu4krq2wKKCCgoriAIqCAC4ILirKJLLJv3f18f8CuqtN0A6WtRdvP83q9f/hQTdenP3VO16mnq86xan5KgyfoTL7m9XqSUPYpzZdCz7h0DRM+/QnOQ6bBwcUVg8fOxhafSDS3mJ9M2VQFxffavcNHzet1Oj1u3i4WTJ+OpHXHJUQtNHdE4q8mWVymfEjoMC5TriFlWQmojvVA4/aRgpnzpAwdJUpzh49gEdI5aO4Qoh5bMncKy9oumf5RtKvqO5ofp8Hjvv8SXlwYA8clcXb1Awxln9Lc3FFKrzdonYJqad1xCVGLvZs7J/MyLS5T7uTrhM/ivsTmtF1cplwDSnNSUXV0Axr8JrZZsty4bHl1jDvKshKeeG5Gc2fd4Vw+gkVIJ6G5Q4h6bM3cMRJ2KVZYMl3tD2NlWQnS+b4yycequc30T7c7g4eyT3UJcyf3xh3EJ6a2obN372gprTsuIWqxN3Ono4mQR4ePw4/HPRCXm6R5rvZGyc0cVJ7yRV3IDItmTk34tyhPDbfqRIsPw9ErdzHC+4TwCFZaXoXmNSSkK0NzhxD12Kq5U1jWOub6MOpjaYw19+hCVXfxVCb5PDaDZ8qOFLy4MAYDvBLs4kcZyj6lqbmTnpUrzINjSnlltZbpdUpad1xC1GIP5k781aQOJ0L2yQzjRMhPmOLCYmneHNOVrYyTIdcFf4rKJB+U3MzRPN/Csnqk5VVg6oMB4YsLY9DfM8Huntsn5GGhuUOIemzZ3DGyOW2XdBfP0LDhqn5AUxo81nz0OregGkPXJuLFhTEYtvb4U2/wUPYpTc2dSTPd0W/UTCQmZ+D6rULkF9wVsIXHtLTuuISo5Wk0d87duS49asWJkLsWZVkJZidBNs6b0+D7PqqOrrf66laPSm5BNZZFZUumjuOSeKw4mK15XoTYEjR3CFHP02DuFJa1js2US6YvPrG80/9bE/5t6zjB6wWrjg9MDR6ta/Q4oexTmpo7fUd+Ds8NgVqm8MjSuuMSopanwdzJLb6LvZfjOnzUihMhP3lKc1ItToIMt+5o3PYmqmPcu5yZo2TH8TwM8EqQjJ2Z/unIKaqxuBQ6IcQ8NHcIUc/TYu4YWZm8XlgyvbM/tNUFf/pYDJ60vAo4PJg7b1ZAuub1eVxQ9ilNzZ3p367Cx3O8tEzhkaV1xyVELbZq7pzMy8SqMxvxUbRrGzOnX2B/6VErToT8ZCm5mdPhJMg14d9qMgmyWqIzitosbR6dUYTCMvNLoRNC2ofmDiHqedrMncKy1jGcccl0J1+nTi+ZrjR4rDn3XmJ26VNv8FD2KU3NndijKXBwcUX0kdPIuHStDTqdXsv0OiWtOy4harEVc+fcnevwzdzb7qNWK5PX81GrJ4xyEuT25s3pCpMgd5bcgmrMCkhvd2lzmjuEqIfmDiHqeRrNncKy1ruufzzuISyZ3tEPcsWFxWjeOKD1x6JNA61u8BjP+6bn/KcByj6l+Zw7liZT5oTKhDweurK5s/dyHBafWG5xImTjo1acCPnJUZaVIN2ZY87M0Xs+3+UmQVbDsqhsYWlz9/2XzE6ySHOHEPXQ3CFEPU+ruWMkLjdJWDLdJzOs3dc/ToNn+4k86fxvvFP3aYGyT2lq7lzNu4PUjCsWadFxKXRCrE1XMndO5mViS/pui49afRb3JTan7eKjVk8I42pW7c2Z05UnQVZD0Jl8YV6dKTtS2l3anOYOIeqhuUOIep52c6ewrPUuns/ivpTGfJ/Hf9XuD3fFhcXQrXUA3LqjwW+iVXPZfiIPM/2fvkezKPuUpubO0yCtOy4hatHS3MktvgvfzL2Ye3Sh2UetRoePw8rk9aqWzCQPT2lOKqqObrD4iJVxzhxbvjPHlLS8CmFenf6eCZ36tY7mDiHqoblDiHrswdwxEnYpVriLp72FMEpzUqH3fB5w6466kBma597VoexTmps7V67lY8a8NRg8djb6jvwcYz/5EaEHjtnEMugAzR1iezxJc8e4qlV7j1p9k/AdH7V6AhQXFqMsK0G6K8fc5MfK1azKshJsZs6czpBbUI0FoVnCvDreh3I7/f80dwhRD80dQtRjT+ZOYVnrHIsfRn0sLJluaUxIg6fzUPYpTc2dtMwcaX6dsZ/8iOlzV6HX8BlwcHHFkjW7tUyt09K64xKilsdp7hgnQba0RLmTr5P0qBUnQn68GCc+romYh+ZNA80aOcbJj239EauO2HE8T5hXZ35optl5ddqD5g4h6qG5Q4h67M3cMbI5bZc0VhwaNtziOLEsK0Eax1Qm+Wied1eFsk9pau5M/Hwp+o2aibr6BulvBoMBP67cCQcXV9wrv69hdp2T1h2XELVY09wxzpnTnpljXNWKj1o9XpQTH7d3V05N+LcoTw1/Kh6x6ojojCIMW3tcWNo8Mbv0od6L5g4h6qG5Q4h67NXcKSxrHVeODh8njSFXndlo9nWVST40eDqAsk9pau70Gj4Dq7cGt/n7zdvFcHBxRVLqRQ2yUietOy4hankUc8do5lhanlw5CTLvzHl8GCc+romY1+HEx8ZHrLTO+UkSnVHUZl6doDP5j/SeNHcIUQ/NHULUY8/mjpGVyeulseWYiPFmx5Q0eNqHsk9pau6M/GgBxk9f3ObvgeFH4ODiiivX8jXISp207riEqEWNuRN/NQmrzmw0u5qVcs4cmjmPF3uc+PhhMDV1HJbEWVzaXC00dwhRD80dQtRDc6eVuNwkDAkdJk22vCV9d5vX1IR/S4PHApR9SlNzZ2fQQTi4uGL63FXwDYtHTMIZLPLcjl7DZ2Do+3NhMHT9SZW17riEqMWSuWOc/Lg9M2d0+Dh8k/AdfDLDuDz5Y8LeJz5+GB6nqWOE5g4h6qG5Q4h6aO7I5BbfxY/HPaRx6EfRrm3Gn3XBn9LgMQNln9LU3DEYDFi9NViaVNnIpJnuKCi+p2VqnZbWHZcQtRjNnXN3rre7kpXRzPnxuAdXs3qMcOLjh+dJmDpGaO4Qoh6aO4Soh+ZOWzpaMp0GT1so+5TmS6EDQF19Ay7n3kR6Vi7u3qvUOh1V0rrjEtJZjCtZLUhchOF7R3Q4+THNnMcDJz5+dJ6kqWOE5g4h6qG5Q4h6aO6YJ7f4Lj6L+1Ias34e/5UwVqXBI0LZpzQxd1LOZ2NPRALKK6vbbLuRX4Q9EQnIvXFHg8zUS+uOS4gllJMfm1vJql9gf65k9ZgpzUmV7srpaOLjqqPr7W7iY7VoYeoYoblDiHpo7hCiHpo77bM5bZd0F8/QsOHCGNZo8DRvHKB5nlpD2aeeuLmj1xvQb9RMvPHeN2jR6dpsL6uogvOQaZj4+dInndpDSeuOS4iR+KtJnVrJaluGDzJKLmue79NGZ4wc44CjJvxbu574WC1amjpGaO4Qoh6aO4Soh+ZOx5y7cx0fRn0sjXEXn1gu3cVTHeNu93MRFpbR3LFXPXFzJy0zBw4urjiZcsHia7YHRsPBxRX3q2ufYGYPJ607LrFPOjP5sXElK5/MMGElq0dZCp20Yny0qiMjR7fWQViOnIMNdXQFU8cIzR1C1ENzhxD10NzpPJ1ZMt1eoexTT9zcCY1KhIOLKxqbmi2+JuPSNTi4uOL8xatPMLOHk9Ydl9gHxvlyOjP5cUcrWdHcUYfRyKkLmWFxwmMaOdalK5k6RmjuEKIemjuEqIfmjjpO5mVidPg4aTy86sxGzXPqClD2qSdu7uyJSIDzkGntvubm7WI4uLji3AWaO8Q+6Wi+HOXkx2pXsqK5Y5nOGjnNGwdIq1dxnhzr0RVNHSM0dwhRD80dQtRDc0c9pkumj4kY3+4PnfYAZZ964uZOelYuHFxc250w2Xh3z/0qPpZF7IP4q0nSI1btzZdjjcmPae7Uo7iwGGVZCaiO9UCD30QaORqz43helzV1jNDcIUQ9NHcIUQ/NnYcnLjcJQ0KHSUumb0nfrXlOWkHZp564uVPf0IS+Iz/HyI8WoOJ+29Wyrt8sQK/hM/DW5O869X7FpeWorWvo9P7be71eb8CdolI0t7Sd6Lm5uQX5BXdR39Ak/F3rjktsD+N8Oe09YmVpvhxrYG/mjqmRo/vZ0aKR07jtTRo5T4i0vAosi8rGAK8EydTp75nQ5UwdIzR3CFEPzR1C1ENz59HoaMl0e4GyT2myFPrRU+fg4OIK5yHTsMhzO3YGHcRWv/346vv1cHBxhYOLKy7m5LX7HtfyCjBw9JfS62ct8kZzc8tDv/5gQgqch0yTtm8PjJa2rd4aLP3dwcUVU2Z7oqyiCgDNHdIxxvly5h5daPERK+N8OWGXYh/7baRPs7mj1sgxrlpVmpOqee72QnRGEabuSJEMHaOps/1Enua5tQfNHULUQ3OHEPXQ3LEOYZdipSXT++8ZgLBLsZrn9CSh7FOamDsAcCH7Bka7/iCYJg4urvhw1jLk5Rd1+P/jpy/GlNmeqKtvQM7123AeMg17IhIe6vV19Q1wHjING3buQ3OLDpFxp+Dg4irlsTPoII4ln0ddfQMu5uSh1/AZWLd9LwCaO6QtHS1Jrpwv51EfsXoYnhZzp+RmDspTI1Ad64HG7SOh93qBRk4XJbegGusO5wp36by4MAYz/dMRnVGkeX6dgeYOIeqhuUOIemjuWI/c4rvCkulzjy60m7t4KPuUZuaOUc0tOly/WYD8grvQ6w2d+p/yymo4uLjidNol6W9z3bZg0kz3h3r9wYSUNit4DRz9Jbb4RJp9v1mLvDHa9QcANHfsndziu8J8OeaMHON8OZvTdnWJJRpt0dzprJGj93wejdveRHWMO42cLkB0RhFmBaS3uUvHff8lpOVVaJ6fGmjuEKIemjuEqIfmjvXZnLZLuotnaNhwTX5cfdJQ9inNzZ2HUfbVW3BwcUXR3XLpb5t2ReCN9755qNfv2BODgaO/FP5n0kx3/LhyZ5v3am5uQd+Rn0vbSioaiB2RWXAD/hf2YsnJ5RgbaX6+nDER4zA3YSH8ssKQWXBD85xNqaprRn2TTvM8LFGem4aqZF/UxnmgacdIGCwYOQbP59G0/U3UHFyG++kRuHcrV/PcSQOuF9Vg18m8NnfpTN2RgtCztzXP72Gpa9Chpr5F8zyebhq7QA7EmjQ261BZ26x5HoTYEi06A8qr+H1obZJvZmFMhLxk+pKTyzXP6XFC2ads0tw5k34ZDi6uwoTMO/bEoO/Izx/q9Wt+CWljDH3yzQrM/nFDm/f66vv1cB4yDUUlZQAAnd5AnmIul2XD/3IAfjj1A0bsG2HWzHGN/QSeKV44fCsBFQ33Nc+5I/R6AwyGLtB26yqgzzsJw+mt0Md+B8PuURYfq4LXCzDsegv6o57QZ0dDX35T+/yJwIWC+/g2NAPObvGSoePkFo+1h3Jwq6xO8/weFb2hFa3zeJppbNZrngOxLgZD62IVWudBiC1h4PXFY2XT+c3SGH7CgXdxuSxb85weB5R9yibNHeOdOMWl6u7csfT6zt65s3y9PxxcXJGWmSP9Tetb7oh1MT5iZWm+HGsuSa4VT/qxLOMkx1VHN6AmYl6H8+Po1jqgwfd9VMe4oywrAcWFxZrXjJgnt6AaO47nYdja48JdOmM3JXX5CZLVwseyCFEPH8siRD18LOvxczIvU1oy3cnX6alcMp2yT9mkuWOcQ+dM+mXpb98s2dThnDuWXm+cc6dJMedOv1EzpTl39HoDFnluh/OQaTh34arw3lp3XPLwKJcktzRfjnFJ8q4yX441eFzmjloTR7n0OI0c2yItrwILQrPguCROMnQclsRhfmimzc2l01lo7hCiHpo7hKiH5s6TIbf4Ln487iH9ePu0TbRM2ads0twBgLGf/IiP53ihrr4BuTfuwHnINASGH5G2fzzHC997be/U62vrGuDg4oqNu8LNrpY1c6E3HFxcEZ+Yipu3iyWaW2xrUlp7R7kk+ZgI8/PlPMklybXiUc0da5g4JTdzNK8DUUdaXoXd3KVjDpo7hKiH5g4h6qG582SJy016KpdJp+xTNmvu5N64g36jZkpLqH/x3VrhzpvXxs/BlNmenX599OHTwpLsv/pHSduU/6fkat4dzTsusczJvExVS5I/bY69JTpr7tDEIWl5FVh3OLeNoeOwJA4z/dORmF2qeY5PCpo7hKiH5g4h6qG5Q6wBZZ8hcwq9AAAgAElEQVSyWXPHqILie6iqqbPK63U6PW7eLhZMn46kdcclMmqWJLfV+XKsgam5QxOHKEnMLjVr6Ly4MAZTdqRg+4k85BZUa57nk4bmDiHqoblDiHpo7hBrQNmnbN7c0Vpad1x75dyd69J8OZYesTLOl+OTGfbUPmKlhtKcVJRlJaD+xCY0xyygiUMkErNLsSA0q83y5cY7dILO5NuloaOE5g4h6qG5Q4h6aO4Qa0DZp2juPKK07rj2wsm8TGm+nKFhwy0+YmWcL8deHrEqLKtHyc0clGUloCwrAdWxHqiO9UCD30Q0bh+J5k0D2zVvaOLYLzEZRR0aOlrn2JWguUOIemjuEKIemjvEGlD2KZo7jyitO+7TSmeWJFfOl6N1vo8Lo2lTdXQDqmM9pMemGreP7JRpo6R54wA0bnsTjfvnofnwcpo4dkhwym3MCkgXVrl6cWEM+nsmYH5oJqIzijTPsatCc4cQ9dDcIUQ9NHeINaDsUzR3HlFad9ynAeOS5O3NlzMkdJg0X87TsCS58RGp8tQI6W4bo2mj+9lRlWmjW+vQatpsexPVMe6ojnFHZZIPyrISUJqT2mbfj2spdNL1yC2o7tDQsadJkR8FmjuEqIfmDiHqoblDrAFln6K584jSuuPaIsYlydubL8e4JLmtzZdjnJxY+YhUXciMh77bxmjaGB+Zqjq6Xnr/4sLih8qR5s7TTUxGEZZFZWPc5uQ2EyIPXZsI70O5NHQeApo7hKiH5g4h6qG5Q6wBZZ+iufOI0rrj2gLKJcnbmy9nZfL6Lj1fjtFUqTzl2+YRqY4mJrZ0t02D7/vS3TblqeFP5FEpmjtPD8Y7cyyZOUpDJy2vQvN8bRmaO4Soh+YOIeqhuUOsAWWfornziNK643ZFlEuSW5ovpystSW6ckNgaj0jpPZ+X7rapCf9WeESqLCtB889aWEZzx5ZJy6vAjuN5mBWQbnapcqOZMz80026XLH9c0NwhRD00dwhRD80dYg0o+xTNnUeU1h1Xa4zz5XR2SfInPV9Oe8aN2rttjBMSGx+RMq4s9SiPSGkBzR3bITG7FOsO52LqjpQ2q1oZGbspCe77LyE6o4hmzmOE5g4h6qG5Q4h6aO4Qa0DZp2juPKK07rhPGuN8Oe0tSW6cLyfsUuxjnS/HOCmxucekbOURKS2gudN1Uc6XYzoBsnGZ8ik7UuB9KJcrWz1haO4Qoh6aO4Soh+YOsQaUfYrmziNK6477uIm/miTNl2PuESvlfDnWfsSqNCdVuuPGmsaNLd5tY01o7nQNYjKKsON4HhaEZll8xKq/ZwJm+qdj+4k8zpmjMTR3CFEPzR1C1ENzh1gDyj5Fc+cRpXXHtSa5xXeF+XKe1JLkxhWmlCtL0bh5fNDceXKk5VUgJqMI6w7nYkFoFsZtTrb4eJVyvpygM/l8xKqLQXOHEPXQ3CFEPTR3iDWg7FM0dx5RWndca7E5bZfFR6yM8+VY4xEr42NUxjtx2pv3xmjeWGsJcNIKzR3rY7wLZ1lUNqbuSLF4J46pkTNlR4o0X47Wn4G0D80dQtRDc4cQ9dDcIdaAsk/R3HlEad1xrUXYpVjpESvjfDmPsiS58pGqjladMq4wVRP+rWTiaF2PpxmaOw9HYnapNCfOrIB0i/PimM6RM3ZTEuaHZkomDh+vsk1o7hCiHpo7hKiH5g6xBpR9iubOI0rrjmstHtbIMa5GZXykqnnTwA5XnDKuNvW0Tljc1aG5I5JbUI2YjCLEZBQhOOU2lkVlY1lUtvQYVWfuwhm7KUm6CyfoTD7vxHkKoblDiHpo7hCiHpo7xBpQ9imaO48orTvuk6QsKwFVRzeofqSqPDUcpTmpmudPWnnazR3jHTbGuW6MZo3xbpuO5r2xRH/PBGnZceNqVbwLx36guUOIemjuEKIemjvEGlD2KZo7jyitO+7joDQnVVpeXM0jVZVJPnykygbo6uaO0pwxxWjUGJcLN9LR41GdeXRKefeN0sBJzC7VvCZEe2juEKIemjuEqIfmDrEGlH2K5s4jSuuOay0qk3w6fKSqcdubwiNVnNjYNqmsaUJuSa1FA0WJ8s6X9lAaLZbozONN1mDo2kTJrJnpny6ZNdtP5CE6o4iGDXkoaO4Qoh6aO4Soh+YOsQaUfYrmziNK645rLSqTfIRHqozLi/ORqkdHOaeLJYwrLbXH1B0pXcZAeVLmjClGo8Y4ObERLhtOHjc0dwhRD80dQtRDc4dYA8o+RXPnEaV1x7UWxYXFT/0jVWl5FaoNlafVTBnoddSigaLEuMpTRyiNFktwfhpiy9DcIUQ9NHcIUQ/NHWINKPsUzZ1HlNYd154wvQNGubKRcnWjR5k093GgnNPFEsrHhyyhfKzIEp153Kirz7lDSFeE5g4h6qG5Q4h6aO4Qa0DZp2juPKK07ri2hulkuaZzupjeGWNNk8W42pG5yXMf9o4UW5y7heYOIeqhuUOIemjuEKIemjvEGlD2KZo7jyitO66WmHu0Sbnc9KOuYmSO9swZ4+pGtmy8PAlo7hCiHpo7hKiH5g4h6qG5Q6wBZZ+iufOI0rrjasnDmDOmk+WazuliemeM1p/xaYTmDiHqoblDiHpo7hCiHpo7xBpQ9imaOyp0v6oW98rvC3/TuuNqibm5YkznheEkul0PmjuEqIfmDiHqoblDiHpo7hBrQNmnaO50QjW19Zg00x0OLq5wcHHF8EnzUFxaDsC+zR1im9DcIUQ9NHcIUQ/NHULUQ3OHWAPKPkVzpxNa80sI+o2aicLie7hfVYuRHy3ArEXeAGjuENuD5g4h6qG5Q4h6aO4Qoh6aO8QaUPYpmjud0BvvfYPVW4OleF/MCTi4uMJgMGjecQlRC80dQtRDc4cQ9dDcIUQ9NHeINaDsUzR3OiHnIdMQfvCEFJ+7cBUOLq6ouF+tecclRC00dwhRD80dQtRDc4cQ9dDcIdaAsk/R3OlABoMBDi6uOJiQIv0t++otOLi4Ir/groaZURRFURRFURRFURRF0dzplJyHTENE7EkpVt65Q1EURVEURVEURVEUpaVo7nRCb7z3Ddb8EiLFe6OPc84dYrPwsSxC1MPHsghRDx/LIkQ9fCyLWAPKPkVzpxNavTUY/UbNRFFJGe5Xi6tlVdc1E2JT1Da0oL6xRfM8CLEl6hpaUNfAfkOIGuobW1Bbr30ehNgSDU061LDfkEeEsk/R3OmEqmrq8N5nbnBwcYWDiyuGvj8XRSVlWqdFURRFURRFURRFURRFc0eNyiurUVxarnUaFEVRFEVRFEVRFEVRkmjuUBRFURRFURRFURRF2bBo7lAURVEURVEURVEURdmwaO5QFEVRFEVRFEVRFEXZsGjuUBRFURRFURRFURRF2bBo7lAURVEURVEURVEURdmwaO5QFEVRFEVRFEVRFEXZsGjuUBRFURRFURRFURRF2bBo7lAURVEURVEURVEURdmwaO5QFEVRFEVRFEVRFEXZsGjuUBRFURRFURRFURRF2bBswtypq2/E3ujjmDFvDYa+P7cN96trtU6RoiiKoiiKoiiKoihKE9mEubNu+144uLjircnf4Yvv1mL2jxsE6uobtE6RoiiKoiiKoiiKoihKE9mEudNv1EzMWuStdRoURVEURVEURVEURVFdTjZh7gyfNA9L1uzWOg2KoiiKoiiKoiiKoqguJ5swd37xO4B+o2aivqFJ61QoiqIoiqIoiqIoiqK6lGzC3PHcEAgHF1cMnzQPH85a1oaa2nqtU6QoiqIoiqIoiqIoitJENmPuvPeZm0Vo7lAURVEURVEURVEUZa+yCXOHoiiKoiiKoiiKoiiKMi+bMneu5t1BZNwp7IlIwOm0S2hu0WmdEkVRFEVRFEVRFEVRlKayCXOnqakZny9YCwcXV4GBo7/ExZw8rdOjKIqiKIqiKIqiKIrSTDZh7nhuCICDiys8NwTidNolXLmWj93BsRg4+ksMHP0l7+ChKIqiKIqiKIqiKMpuZRPmzuCxszF97qo2f487dhYOLq7IvnpLg6woiqIoiqIoiqIoiqK0l02YO/1GzYTHOv82f79yLR8OLq5ISr2oQVYURVEURVEURVEURVHayybMnRnz1sB5yDRcuZYPg8EAALhXfh/T566Cg4srqmrqNM6QoiiKoiiKoiiKoihKG9mEuZNfcBfOQ6bBwcUVvYbPwGvj50iTKm8LiNI0t+q6ZkJsitqGFtQ3tmieByG2RF1DC+oa2G8IUUN9Ywtq67XPgxBboqFJhxr2G/KIUPYpmzB3AKDifjVWbw3Gx3O88N5nbliw7Becu5CrdVooLKsnxKaorGlCXaNO8zwIsSVq6ltQVdeseR6E2BINTTqUVzdpngchtkSzzoDSygbN8yC2DWWfshlzp6tK645LiFpo7hCiHpo7hKiH5g4h6qG5Q6wBZZ/qsubOlWv5cFvjg3vl9xF9+DQ27gq3SH1Dk2Z5at1xrcXrIUOQcuuKFG84ux3nbl+X4t3nQ3DyRobF/9+UugtuJ1dY3J555ybWn92mKqcpMZ8g6eYFKd6a7ouU/Gwp9s8KR8L1VCmOzD6CiMuHpfjItRQEZEVYfP/sokKsOr1BVU7rz25Dxp08KZ50YDK8z/wixUtPrsKm1F2K12+H+6nVUhx08QDmJiyU4qPXUjE99gspzirIx/sHPlSVk2ldFiYuwc6MYIt18bkQBLekZVJ85tZl/JruL8VJNy9gSswnUnyjtAJjIye0m4P32V+QWXBLiuccmY/gi9FSHHrxIGJzT1msy/Hr57A7I0SKQy5FY+S+t6X4Wsk9LE9aK+xzTMR45JdWS/HK0xtwpahYirek+eDsrRyLdVmZvB5rUjbL7S12Gl4Lfl2KV5xeh9eDh0jxqRuZ+DhmuhTfKq3CkpNeQk4eSWtwo6RcikfsewvhitpvOx+I5JsXpTj4YjTicpOkeFrsF5iwf6Kc87GfMHzvm1IckBmJUeFj2j0Wi0944M69WikeGjocx66lS/Ho8PHYdV6u9YJji+GTESbFEZcP48CVo1I8LuJdDAp+Rf4M5/wxLuJdKb5YcBtrz2xRHKsyjIt8T8hpcNBrQr9x9HPC3KPfS/H4A+9jc9puuZ9cOIBDV09L8bxj32PmoTlS/EXcbAwKHizFsTmnMCPuSyk+cSMDb4QOE3J4J3ysEJvW5bO4rxCbI7fRj6I/xorkdVI8O+EbLDr+o1yH9AAsPuEhxctOrcaQkOFSHHPlOEaEjVS08fNw8nEScnD0ccTBayelePjeNxF15ZjF9rL4hAd+SfeT+0DkBIwKHy3Ffln7sODYYinedHYXBge/JsU5xSVYcXq9kENv/95C3DewH2IVbfLtfWMRkBlpsS4j943ChMj3Fe1rHAbtkdvLvKPfY2DgICkOv3wYw/fKdckpKhH+v7CsHoODX0O2oi+b1mXAnkFYdNzNYh+YcnAaPoiaIsXD9o5ED/+eUrz01Er029NfitNvX8MH0VOF9xi4Z5AQu4QMwQnFOXBQ0GBsTfWR4hF7R2LhsZ+keOahOZh39Ac5jv8aY8Ll79HgC9GYc2S+FO/OCMMAxT6T8y7hpYC+Qg4vBfRFVsFtKe7h3wMb03bK/SjyfWw7J3+XTz34KZYmrbRYl90ZofguUc7ZtC4p+dmYHO0qxXfKajEmYryQU0//Xth3+ZAUm44dTM2dCfsn4pPYz6T4w6ipGBIi99WfTnhiaKjcj0zPkebq0se/Dy6XFMmf02Ts4BLyOlamyOf6tyPGYnbCtxbbj2eyNz6KkT93an6u8P0UeeUI+u8ZIMXmzpHOPs4IuRBjsb308OmB4YrvB9Oxw8QDkzEsbIQUrz+7He/unyTF+y7F46298jky8nICnP2c261L74A+2KU4z5qOHSbHfAKPZPk8u+r0BqxIlr8vZid8i1H75O+bneeDhPZw5HoKhobJxy6r+Dac/XoIOZmeI9/a+zbCLh2U+1HYW/gxUR6fTIiYiM/ivpLiBcd+wmfxcrz45HIMD5PPkevPbENff7l9JF4/j5cDXxZycPJ1wpXCEikeEjoMR66nWGwvpnX5MPpjfBAlf1+MO/Ae+gcOEPah5FLhHaw5s0mKc++WCuevwrJ6OPs5Iz43WYpfCnwJmxV9+939k7A+dbsUD97zGt7eJ5/TJuyfJHyv+mfuw7dHF0nx4WtnhH6UcusKXELeEHIwHVP19u+D0Cz52LwW/IZwrjfFdEy1/XwgFiXK39MdjR06M6YyxfQcueSkl9BXTceaHZFbcheeyd6dfn1Xh7JPdVlz52BCChxcXHE17w4+nuMlzbFjjor71ZrlqXXHtRaOvo6IuXJcit878AGOXDsrxbMOzREu1k35PH52m0GfksTr6RhvcsHXEb38eyMy+4gUT42ZjuicRCmee3QRfDJCpXjV6Q1YqTBrdp0PxrxjP1h8/7T8q8KFc2eYEPk+Em+ck+Le/n0wPW6mFI+NnCAMRKbHfoHxigsXt5Mr4BIiGwi+mXuFgWrSzQtw9nVWlZNpXYbvHYl5igtn07rMT1yEt8JHSfGBK0fhenCGFEdeOYJefr2kOLekFI6+ju3mMCZygmD+vRbiIpxQfzq5XBi4mtYl6MIBfHV4rhR7JK8V6nCp8A5eDXZp02ZvlFZI8dCw4cJFxeRoV8FQMq3LxKjJgon1StBgOPrJF99TDk6Dk68ch12KRS/FhfCNknL0NRk0DgoajOyiQil28nMSzL/psV8gQnEh9MNxd2xN9xX+X9kexkSORw9feXDsdmJFmwG8KT39eiL/njxAc/R1RFDWAWH794lLpXhY6AjhAs8z2VsYiPYOfEmowzdHv0NPP/lCOfnmRbytMJwuFxYIrzfmoLwwdvR1FMyWnn69hOO/MHEJtp0LlOIR+94Sjv+QsGHCPralB+DlwH5SHHIpuk2bNZeTsi4vB/YTjJO+AS8LF3ivh72BkfvekuLZCfMwat87UvxR1FTh2GxO2y3sMzi7bU6Ovo7Yfi5IyFF5sW7aXkaFj8bsw/OkuI9/H/RUmBYLE5cIF1dfHZor7PP8nRsYYmJ6mavLzkw5J2c/Z/x00tNiXXr690Jv/z5ye/HvI+zznX1jhH2sS/1ViM8X3DCbQ9rtXIt1cfR1xOhwy+ebAXsGCn2zh38PIadJ0VOFfR6+dgY9TC5CTXNy8nXC3uw4IVaaM87+zhgdPk6KXwt5XbjYcgl5A70D5O8Pj+Q1QptefHK5kGNU9jGz7eXUzUwhh68V7aGnf0/858gCKe4X2B/vH/jAYl3mH/tBuDA2rcvBnJPo4S/X5WbpfbM5eafJ33GmYwdTc+cl/74YHPyqkKOy37wX9YHw3W96jrRUl/RbV6XYdOzg5OsE19hP5Tr59RSME1M+iJ6CvgFyneJyk/BR9MdSvOHsDiEHc+dIR19HeJ3yFnJQthdHX0fBcDQdO/Tb01+owxeHvxaM2JWn1wt125i202w/UtbFydcJ3ye6S7Hp2OHlwH6YFDVZiidHuwqfe3jYm0LO84/9iB6Kc4F/ZrhQh9TbOW3qYnqOdPZ1xqozG4V4bKRsAPQO6INXg+R+MnLf24JhPS7yPaEOM+K/FPYZeumg2bqcLbwqxD6Zey22F9O69N8zQDBzXg54GQ7tjJFS8rMxUmHEXSoqMH8uyAgU4q+PyOfE3gG9BVPL0c8Jvfzk9tAnoK9wXl58wgNvhAyV4p0ZwUKbjs09ZbYuyjGVo68jVibJ5p6Tr5PQRk0xHVPNTViIEYpzZkdjh86MqUwxPUe+Ez5W+CHIdKzZEZkFt/C6ielly1D2qS5r7uh0etTWNUirY3VVad1xrQXNnc5Bc8c8NHdaoblDc8cY09xpjWnutMY0d1pjmjvydpo7NHeUOdDcobljbSj7VJc1d5Ta6rcf0UdOt/n71bw7mLXIG3X1DRpk1SqtO661oLnTOWjumIfmTis0d2juGGOaO60xzZ3WmOZOa0xzR95Oc4fmjjIHmjs0d6wNZZ+yCXNn0kx3eG4IbPP3orvlcHBxxcWcPA2yapVOb3gqcPR1RHLBGSn+6OBHOFeSIcXfJM5FXF68xf+fc2wOJhx41+L2rNKLmBg9UVVOvQN6IzH/hBR/emgGkgqSpfiHUz8i/GqEFG/O2ILN57dI8d7cfVic9JPF9795Px8jw0eqymlS9CRklV6U4j4BfTAr4UspfjfqPXx99GspnpXwpfC5V6euwRthb0hx5LX96BvYV4pzynPh7OusKifTurwV/hYWJy22WJcfTv2AURGjpPjknVP47PDnUpx45wR6+feS4vtN1XD0dWw3h3ej3sWle9lS/HrY61ib9rMUrzi7Er6X/CzW5WBeLOYlzpdi73PrhTrcrbsHlxCXNm22tqVeikfsG4H8qjtS/En8NKQUnrVYlymxUzH90HQpfjXkVTj5Ocl1PfwpnHzl+PCtBPQO6C3FNU11eDnwZSGnwcGDca++XIqd/JywPXOH8LmP5SdK8fIzngjIDpT/P+RVoT1MiHoXPfx6SPGqs6vh7Nd+++jp1xONumY5B18nxNyIlbf794THaQ8pfnPfm3A7vVSKN5zbiK2Zv0jxSw/MHWP8fdL36OnXU9Fmr2Ls/rFSXFpXJrzeeKyU7cPR1xHj94+X4l7+vTDvuHz83U8vQ/CVECkeFTkKr4e+LsXD9w0X9hGUHYx+e/pJcdzNQ23arGlOpnXpv6c/ArODpPjlwJfxSfw0KX4j7A28Ff6WFM8/uQBjIsdIsWusq3Bs/C4HCO0p7nZ8m5wcfR0RmrNXyMn3sthPlO1lzP6xWHB8gXxsAl5CT3/5WLifdseIfSOkeF7ifGGft6sLMHzv8Hbr4ujriL3X9klxD78eWHF2lcW69PLvhT4BfaS4T0AfYZ/jIscJ+9hxcZcQ364pkOLGZr2Uw82qfIt1aW0/Eyz2gUFBg/DyHrlv9gzoKeQ0Ne5jIYe0knNCP7PUXhJuHxXihScWSrGzvzPGH5DbtGl7GRI2RPj+8E73houiTXulrhRyPHknyWx7yS7PEXJYkPidcCwWnlgktOmPDn5ksS4/JS/ByH3yOdC0LqcLU4T2Vd/SaDannZd3SbHp2MFgAPSK1/cN6IvXQl6T4gF7Bgj95sPYD4XvftNzpKW63Kq6LcWmYwcnXyd8fkQ+x/X074k3w9+02H4+jnNFv0D5+ySlKBWfxH0ixbsu+gg5mDtHOvo6YkP6JovtxdHXET0D5Nqajh36B/UX6vKfxP+gt7/czzZnbDb5vvEz25eVdXHydYJH8nIpNh079NvTD1Njp0rxJ/HThM89Mnyk0B6WJC8R4v3XooQ65NXcalMX03Oks68zNmdslWM/Z7wX/b4U9wnsI3z3vxM5Gq+Fyu1nYvREoQ6zj84W9nn41mHzdam/LcQR1/ZbbC+mdRkYNBAD9wwUtrc3RrpWeQPvRLwjxaUNZWbbS0huiBDPV4yJ+gT0EdqHk58TevvL3yd9A/sKx8Lr7AoMCxsmxWG5+4TxSkrRWbN1UY6pHH0dsfH8ZmGfXyd8bfFzmo6pvjcZa3Y0dujMmMoU03Pk+P3j8U3iN8J2NdcehTXFGBI2pNOv7+pQ9imbNXdadDoEhh+Gg4srikvLNcoMKKlseCpw9HVE7NUTUvx+1Ac4duOsFH95+D8IvRxt8f+/ONx6546l7SdunsOE/e+ryqmXf28cuJIgxR8fnI6DV49L8bfHFsEvK0yKV6dsxOozG6TYJzME8xN/sPj+5wuuYfjeN1Xl9O7+iThx85wU9/Hvg0/jZ0rx2P0T8Hn8V1L8adxM4XMvPbUCLqFvSLH/hX14KaCvFJ+5fRHOvs6qcjKty4i9IzH/mPy5Teuy4Pj3eCtilBRH5x7DJ7EzpPhAbgJ6+fWS4uv37sHR17HdHMZGTkDSrUwpfi3kdXgkr5biJac8sSV9l8W6hFyKwuwjc6XY88xaoQ5XSgrwarBLmzZ7q7xSioeGDUdm4Q0pnhzjikPXkizWZVLUZEw9OE2KXwl6FY5+TlI8Nbb1zh1jHJ4dh17+vaX41r0K9A18WcjplaDByLlbJMVOfk5Yl/qL8Ln35xyW4h9PLMOv532F/1e2h7GRE9DDr4fQfpz92m8fPf16oqCiRqhTyKUoYfsPJ9yleFjYCCw88ZMUrzjtjbVnN8tt/IG5Y4znHluInn49pTgl/xLejhgjxTnFhcLrjTko20frnRdj5Zz8ewnH//sTbthxPlCK39w3Cq8pjv/QsOHCPrafb71zxxiHXolp02bN5aSsy8uB/bDtvL8U9w14GZMPukqx8c4dY/x1wjyMCh8txR9Ffywcm63nfIR9hl6JbpOTo68jdmUGCzluPrfTYnt5O2IM5hyZJx+bB3fuGONFx90wNGy4FM8+MlfYZ2ZRHoaGDuuwLruzgqTY2c8Zbqe8LNalp38v9PHvI+Sk3Oc74WOFfWxI2ybEWUV5Uny3olHK4VzBVYt1cfR1xOh2zjfGO1SMsfHOHWP8YcxUIYcjeSlCPzNXFydfJ0RciRPi/yTMl+vk74wx4eOk2CX0dYzYK7eX1x/cuWOMl59eI3ynLTm1XMgxKveY2faSnJ8l5DDniJxDT/+e+E/CAinuF9gf70d9YLEuC47/iOFh8jnQtC5xV0+hh79cl9vlVWZzWp8uf8eZjh0am/WorG2W4pcCWu/cMcb9H9y5Y4yNd+4YY9NzpKW6nL9zTYpNxw5Ovk74JF4+x/X064lhe0dYbD8fxkxF3wC5ToeuJ2Ny9MdSvDFtp5CDuXOko68jVpz2tthejHfuGGPTsYPxzh1jPPPBnTvGeFXKBqFuW87vMtuXlXVx8nXCj8eXSbHp2OHlwH74IGqKFE+OcRU+9/CwkULO3yX+KMQBFyKEOqQX5rapi+k50tnXGatTNgrxuP3vSnHvgD5CP3lr3zt4Nfg1KR7/4M4dY/zZoa+Efe67Emu2Lukl14TY/8Jei+3FtC7GOxxkaeIAACAASURBVHek7QH94NDOGCn1zhW8te9tKc6+W2i2vezM2iPEcxTnxN4BffDFIbl9GO/cUfYr5Xn5p5PLMSR0qBTvzgo2adNJZuuiHFM5+joKY0cnXyehjZpiOqb69ugivKk4Z3Y0dujMmMoU03Pk6IhxmHVkjrBdzbXHxaJbeD10SKdf39Wh7FNd2tzpNXxGuxMpO7i4YspsT01z1PqWO2vBx7I6Bx/LMg8fy2qFj2XxsSxjzMeyWmM+ltUa87Gs1piPZcnb+VgWH8tS5sDHsvhYlrWh7FNd2tzxC4vHVr/9GDx2NsZPX4ytfvsldgYdxJVr+VqnqHnHtRY0dzoHzR3z0NxpheYOzR1jTHOnNaa50xrT3GmNae7I22nu0NxR5kBzh+aOtaHsU13a3DEqLTMHuTfuaJ2GWWndca1FT7+eOHYtVYrnHJmPU3lZUrzkpBeiryRa/P+FiUvgGjvD4vbTNy8JF2+dYXDQq8LF+YJji4VBo2eyN/Zelgfb284F4Nd0fykOuxSLFafXW3z/jIKbmBb7uaqcvjo8F8k3L0rxK0GvYt5R2UCaFvuZcKE8/9gPmB77hRR7n/1FGLjsuxQvnIBTb10RBg2dwbQuE6MmwyN5jcW6eJ1Zgymx8oDtyNUULDwm5xyfm4zBQfLg+0ZJBfr4v9RuDrMOzUFKfrYUj4kYj/Vnt0vxurO/wi9rn8W67M9OwNKTK6V4/dntwoD+SlGRMMgsLGsd9N0svS/FrgdnIKsgX4q/Pfo9jl1Pt1iXmYfm4Osj8oXRiL1vCebN14fmCSbXwZyTeC1EHmTeuFuBCSaDhg+ipiCnuETO0b+PMGD7/vhSxOUmSfHalC0IzIqU4jf3vYVBQYOleHL0J3jJX66D95lf8HJAv3aPxZjICbh9r0aKe/r1ROTlo1L8cmA/rEheJ8XvH/hQiLem+2K7wlgZtOcVwWByP7ESAxRtNC3/Kj5XDDqzi4rwkkl76eHbAym3rkixo68jPjg4RYoHBg3CD8fli47Vpzci6IJsvEw6MBlv75PNoNHh44VB4p6s/RgeKl+kRl05JlyEtB6L3kJsWpdhYSMQmBUhxS4hbwjfWWP3j8cH0fIAf/GJ5ZgcLZscn8d/JbQX/8xw4WI+Jvd4W8PJxwkhF2KE9qK8yDBtL5OjXbH4hIdctz2DhPawMnk93lNczP+YuAw9feU6XCjIx8cHPxVyMGeChV46KMV9A/ti7ZnNFuvSb09/vKJoswP3DBL2OSlqsnCRuvN8EHoHyGbQxcLbgjFXWFYPJz9nZNzJs1gXZ78emBL9ifA/SoaGDsdrCuPkpYC+cPB1kOIvDs2Gk8LIPXEjAwODBrWpg2l7UZ6Pevj1wJKTXlLcx/8lTFbk9E7EOEw88KGizY7DwEB5HxtTdwg/iKw+s0m4SD10/YzZC8CUfEU/8nHEwuNLpHjAnoFwO7FCqMNnsV8JsbIuy5PX4v2ojyzWJeFGqnBs80urBSPPmNOujBApNh07mJo7g4IGY4TC9HojZCj6+MnfF5/GzRLON6bnSHN1cfJ1QlbBbSk2HTv09OspGCv9AwdgQsREi+1n5qE5cAmVL/ASb5zD3KOL5DacGSS0D3PnSCdfJ2xW/KBh2l4cfRzRz7+/FJuOHV4LcUGfQPk9FyYuEc4NW9N8hXPDrvPBZg1JZV0cfRyxPHmtFJuOHVxChuCLw19L8ezD3+KrQ99I8bv7J6FfoJyzR/JaId6bHSd8B2bdvg1HH/FYmZ4jX/Lvi81pu4V+9MnBzxTt5RWMDJeNkQ+ip2DkPjl2jf0UfRRtcsHRxUIdorKPmTUxMgvlsUIvv17YdyneYnsxrcsbocPwevAQKX412AXOJuawknO3r+PTWPlHwNyiUjiZ/Ijn6OOIAMVYwNHXET+ckn+EGRT0ChYoxmk9/Xqi3x659oNDXkUfxZhp9elNmBApt/HgC9GCsX/sWqpgzBWWtR1TOfo6YvNZH2Gf849a/sHUdEy17NRqfBA9VYo7Gjt0Zkxliuk5curB6fheMZYwHWt2xKXCO5gSM63Tr+/qUPYpmzB3jLpfXYuiu+Vt0HK5dK07LiFqqaxpQl2jTvM8CLElaupbUFXXrHkehNgSpuYOIaRjmnUGlFY2aJ4HsW0o+5RNmDsFxfcw9P25FufdKa+s1iw3rTsuIWqhuUOIemjuEKIemjuEqIfmDrEGlH3KJsydrxdvQK/hM7BxVzgcXFzhFxaPmIQz0lw8zc0tmuWmdcclRC00dwhRD80dQtRDc4cQ9dDcIdaAsk/ZhLnz2vg5WPtLKBqbmuHg4ipNpHwwIQUOLq6oqqnTLDetOy4haqG5Q4h6aO4Qoh6aO4Soh+YOsQaUfcomzJ1+o2Zix54YAIDzkGmIPnIaAJCXXwQHF1eknM/WLDetOy4haqG5Q4h6aO4Qoh6aO4Soh+YOsQaUfcomzJ3hk+Zhoec2AMCU2Z4Y7foD7pXflx7TKii+p1luWndcQtRCc4cQ9dDcIUQ9NHcIUQ/NHWINKPuUTZg7S9f6YOLnSwEAKeezhcmUp8z21DQ3rTsuIWqhuUOIemjuEKIemjuEqIfmDrEGlH3KJswdU13MycOmXRE4fjpT02XQAZo7xPaguUOIemjuEKIemjuEqIfmDrEGlH3KJsydmQu9MX76Yq3TMCutOy4haqG5Q4h6aO4Qoh6aO4Soh+YOsQaUfcomzJ1Zi7zx9tRFWqdhVlp3XELUQnOHEPXQ3CFEPTR3CFEPzR1iDSj7lE2YO9GHT8PBxRXlldVap9JGWndcQtRCc4cQ9dDcIUQ9NHcIUQ/NHWINKPuUTZg7MQln4DxkGiZ+vhRbfPe3obGpWbPctO64hKiF5g4h6qG5Q4h6aO4Qoh6aO8QaUPYpmzB3Jn+1XFghy5SK+9rd0aN1xyVELTR3CFEPzR1C1ENzhxD10Nwh1oCyT9mEudOVpXXHJUQtNHcIUQ/NHULUQ3OHEPXQ3CHWgLJP2YS5s9VvP6KPnG7z96t5dzBrkTfq6hs0yKpVWndcQtRCc4cQ9dDcIUQ9NHcIUQ/NHWINKPuUTZg7k2a6w3NDYJu/F90th4OLKy7m5GmQVau07riEqIXmDiHqoblDiHpo7hCiHpo7xBpQ9imbNXdadDoEhh+Gg4srikvLNcqM5g6xPWjuEKIemjuEqIfmDiHqoblDrAFln+rS5k6v4TPanUjZwcUVU2Z7apqj1h2XELXQ3CFEPTR3CFEPzR1C1ENzh1gDyj7Vpc0dv7B4bPXbj8FjZ2P89MXY6rdfYmfQQVy5lq91ipp3XGuh8+6B4tv5nX59zYEfcD9xixTXB05F01YXKS5LO4D6PR9LccXpPTB4/nf7X0JLu6OwoESKDR5/Qtm5gxZfX7t3NiqSA6S4Kn4FquK9FNu/RPOGflJ8/8h66Ff+TYorj6wD3Lq1X5efHVF8p8Dy9rWOqI76weL2+0c3oSb6JykuT41AfdC0RzpWzZsGouRGthQ3+LyLe1lHpLhlQ1/U7p1jsS4tO0fCsOJF+VhlxKPBb6KqHOD+W5RcuyQfK8//QnlKmOU6rfwnmrcMsri9we99GDz+LLeXJB8YPF+Q4ntn93d4rLCkGyqO/yLF+hV/w/2jmyy+vnHnKDT4jJPruqEPDO6/t1iXyuO/Am7PqmovpnWpD5iMsnPRco4r/46mra9ZfL/ys3tRFzxDPpZRi4Glv5Prci62TV3g1g2FReWKuDvKzu5V1Kk7Gn8dIcV1YbNQcTpIUbcXoF/5V3l7yGdo3jRAimtDZwLL5DpVxS4DlnSX4qLiMuhX/a+Y09JnUZyXa7EuWNINutV/Ff5HaPMbXoZuzf9JcdPWV4Glv5XrunscsESuQ8Xx7ebroohbNryMkptXFW36d6g+8L3FusDzBRhWy5+r8uRO1EZ8K9chzhP6Nf+y2F6Kb10Dlj7bJqe7Wcfluiz/M8rS9gt1afGWP7fB4w9o+dlZ7je7x6Nxx1uK9vd/gNtv5M+4+p9CXWp9JnVYF7j/DnevpAjbW9Y4CLHB/TlF/FsYlslx01YX4Xu25WdHYR9VBxYJOZVmxguxVJcT/kIbbvhlmFCX5vU9FdufgUFRW4P774S4NvxrtKx/Sc5x0yAhp/vxqzquy5JuuH9goZBTbfDnQtzys5Oijn+AYbn8nabzelE4/nWBrjB4/EmKa0I+A5Y8I8Ull88Abt3FHJb+BsX5txT7/A0qTuwUcmzaOlg8VoratqzrjZafHeV+tfEl4Vi2rP6XeKyifhLrcPt222PVpi7d0LShv2L7M9Cv+B/FZ3gOes/n5ToETUPzllekWO/+J2GfLWv+Jezz3ik/s+2l8PJ5IafGTYMU27ujwe99eR8rXkTTNvk7sMW7B1rWyf1Kt+afQj8ybS81ga5iXW7lma1L+dGN7ddl+Z8U8W9gWC5/rxrcfiPsQ+/xvBDXBU4V9lmesMV8G76QIuRUHTFfyEG36u9CnfSef5FzWPpbGNzFfqXcZ73PRKGNtmkvF06ZPVal6XFC3LB9lJjT6n8o4u4wLFPksKS7WBfP/wHc5H7T+MvrYnsxM3aAWzcUZl8W6lK3403x2Hi9ILzesERuDwa37jAslT+3weOPwj6bvXsJ+6zfPkbMIfOY2bqUH9qkiJ9B47Y3hRz1y/7YTnt5VtiH6ZiqacsAYZ93czMB99+1yaHwep7YtxVjRyzpjpaV/1S8/jfQrfq3ol+JYwfd6n8I58CqQ6uhXyUf23qfCUJOxbdvC/3uYTAdU5mOwe0Nyj7Vpc0do9Iyc5B7447WaZiV1h3XWuhX/wPF+Tc7/frayHm4n7Beiuv9PhAuAMtTI9DgKw+mKk75CgNZs19Cbt1QWFAkx8ueQ1l6lMXX14V8hspTu6W4+uAyVB9cJm8PnoGWdb2kuOrQaui95EFmZfzqNifYNnVZ+VcU37ljefuaf6Fm/wKL26sO/4yayO/kuqSEocH/w0c6Vrp1PVFyXR6YNO58B2UZ8mCpxbsH6kK/sFiXlm1DAMXguuxcDBp3jVWVA5Z2R8m1C1Js8PgjKk7vabeOzRv7WdzeuGsMDIqBS8WJnUJ7KTsd1uGxgls3VB6TB0cGrxdwP2Gdxdc3/TocjTvlQWXLz86CcWJal8qEDW0utjpqL6Z1afCZgHLFxbt+xYto3jzA4vtVnA5CfeBU+VhGficMfu6lRVkwd0oVcXeUnwkWtjf9OkSK64OmoSJZvpA2LP9v6FfIA9u6Pa7ChXFd8KfAUvmCsOrAD8KxKSq6J1zUGnMozrtisS5wewa6FZbNnZZ1vaBTDCqbN/YXBo0N20eJ5s7RzWYGz+Kx0/3siJK8HEWbfhbVkXJfNq0Llv8ZhlXyhU/l8V9RF/aVXIcYd9E8NmkvxXm5bS/W3brh7oUEOV72e9GIc3sGLWv+n1w39+fQ8rMcN+58G00K00O36t9C+9Ct+Jto7uwc12FdsPRZ3L2cJOTYsvpfQk6iufMbGNxlo61500DoveQ6tax2EEyL6vC5ormTFmP2QufeyV1C3LD1VTEnhenVajgpLr6WPiu0j7rQmYIp1rT+ZWGf9w96dFwXt26oCv+PENcGfyq8XrdWvtCB++9g8PiDFOs9nxdyqvf/EFDUsTbwY/Hi62Ky2ZyU52m4dUfl8V+FuHlzPyFHw1K59i3eTtCtlnNsWddbMElbVvxd2GdVpGjEFebkmD1WYl2eQdOGl4Xteq//UrSv3wrfD/UBk4UfYfRLfy/swzSnssTd5s2dK2eFWMyhOxp2j5Hbh+fzaPrldXkfax2hWyObXrqV/yscf9P2Uuv/kZjD9atmc6o4tLr9uiguzuHWHYZlJuaOot/ol/1Z2Eed70TxOy/e23xdLp0U4hqTNqxb+RcxJ8WPcIalvwXcfquInxX20bBrrGjumLaX9AQL5k60EDfuGCbmtOqvQqz8fjEs6SbWZfl/C/to3DRIbC9mxg6t5k6qUPt6pZHi1g16T0WbdXsGhqVKc+c3gNLscX9ObLM/O4om2K9viTmcjTVv7hzxFtvwr6+LOS17TshZbC/dhbqYjqma1vcXtt+9kt7GSGk1d7LFvh3rbnJsRDNQp/ghx3TsoFvxV2EfVXGe0CvO8/Um5+3i/FsdjrE6wnRMZToGtzco+5RNmDtG5d64g/jE1DY0t+g0y0nrjmstaO5YqAvNHfPHiuZOp9oLzR05B5o7NHcKy2juSO2L5k5rHWjuSDnS3KG5I7RhmjuqobkjQtmnbMLcSc/KRb9RMy3Ou1NeWa1ZbmVVjU8FhtX/QHlRfqdf33BgPmoTN0hxU8AH0G0eKMXV5yLR5D9Rjk/7tz5m1c57wq0byu6WyPGy51CVGWPx9Y1hn6HmtK8U18V7oD7OQ94e+hl063pJcW3CWhi8/keKaxLWAEu6tV+XlX9FeUmhxe36Nf9GfdR3FrfXHvVGfdRCuQ5pe9EU+NEjHSv9up6oyL8ixc273kHVhUNSrFvXAw17Z1msi+6BuWOMq7Ji0bx7rKocsLQ7Km5ekmOPP6L6bFC7ddRt6mdxe5PPWBiWye2jJmlX6yMqD+L7afs6PFZw64aa45vlfXq9gNrE9RZf37JtOJp3jZLr4t1q7liqS82xTYBbd1XtxbQuTX7voiojSn79ihfRsmWgxferTg1G056P5WN5YCHg9hu5LuejW/uNSR3K7pUp4u6oTg0RtjdvHyrFjSHTUZMSIOf0YIAmbQ/+BLr1L8lxaKu5I+UUvVg8NvfKAcWxM+ZQcTvXYl3g9gz0K/9qsQ669b2gX/VP+dhtGgC4PSvXdcfbQg7Vx7e0aS+mx07v7YiK21cVbfpZ1B9YYLEuRnPHGNee2oaGfbPlOsQtg2Hl3yy2l4rb19rkALduuH/5mBwv+z2qzoULddGt/T85dn8O+p/luHnX22j5dZj8mVb/W2gfRnPHGDfsGtdhXbD0WVTmJgs56tb+S8jJsOw5RfwbGJb9Vj42WwbC4PWinMOaVnPHGNdHzhNyqMw4KMX37ivacPIuIYemX1zEnLwdhNjgLn9uo7kjfe69s6D3dpbrtrGfkENNnEfHdXHrhtr93whxQ+inwut1P/9bcax+B8PyP8g5PTB3pDYb0GruSDnucRXrcuW0+ZwKbwlxzaltQtyyub9Yl6Vy7XXeTtCvlnPUPTB3pHjV/wr7rI1eJOZw46qZnEzr8gyaN70sbNd7/Zeiff1W+G5v2jMZuo1yzkZzR2pPD8wdY1x9ysdsDmVX04S4eWM/RdwdTb7yd7nB83m0/PqG/Ll/doR+raOcwwNzx1J7qQ/8SMwh/7rZnKoT1rRfl+W/F3I0LJNjo7kj5fTA3JHai99EsS4J68zX5UqSENdHim1Yv/IvQmzw+m9FP2o1d4R+pdhHk894oU5t2kvmUbM53c88KPbtHcPEnFb9VczJXZHDA3NHqssDc0fK6YG5Y4zNjR3g1g1l19KF2jduf1PMwVPRZh+YO+KxUcQPzB1le1LGjdtGiTmcizObU81Rb7ENb3tdzEn43jVtL92FupiOqZo39Be2V1w/L5wrpLrk54h9O36ZmMPqvws56Ff/r5yDydhBv/Kvwj7qDnvBsEI+to3b3xHrUHi7wzFWR5iOqUzH4PYGZZ+yCXNn0kx39Bs1E4nJGbh+qxD5BXcF9HqDZrk1NuufCrDmH2isKOr063UHv0NL0mYp1gd9BMOWQVLcfDEK+j0fyPG5PYDHn9rPwa0bGqvL5XjZc2jOjrOcQ/gXaEkPkOKWBC/oEjzl7fu+gGF9b3n7CW9gxV+kuOlE62Co3ZxW/RWN90stb1/7b7TELrK4veXkBuhiv5frkBUBffCURzpWhg290FRyTa697xg05ybI29f3hC7yS4t1MewYBng+L+d05RD0fuPVtZel3dFYnCPHHn9Ec2ZYO3X8GwxbBljcrvcbJ7SP5lRfYPmf5ddk7u/4WLl1Q9PprXK84gW0JG2yXMedI6D3eUeO1/UAlv7OYl1akra2DgJVtBfTuugD30fz5YPy9pUvwvDLIIvv15y5F/oQVzmH2O+Bpc/Kr7kc19pvTOrQWFuliLujKXOvsF2/c5ic095P0Xw+WN7u+TwMK/5H3h42HYaNfaVYt+8zwP05Oaf4JeKxqa0Wj92DHBpL8yzWBW7PQL/qr+20+d7A6n/K8ZYBQh10Pu+IOSRva9NeTI+dYZ0TmpQ5LX1W6Mtt6rL8zzCselH+3Ck7ods/R46PLAdW/c1yeym91SYHuHVD4/VTirr8Hs0X94t1+fn/5HjZczB4y7HeZzQMO4bLn2lNq7kj1WXl38Q6+E3osC5Y+iwab6UKOep+/reQk2HZc4q41dyRctj6CrBCrpN+bau5I9UleoGYQ/YhKa5r0sl1SfcTcmjZ5iK24XWOQmxwlz+3wb3V3JHqEDkbhnU95HhTfzGHhBUd18WtGxqj54l12fe58HqD9/+TY/ffwbD8j3JOXs+LOQVNBpb9Xq5L6DQxh7xU8zlVFApxc8pOIdZvHSDkaFgq196wrgewVs7RsKEPsFQ+drpV/xD22RS3WMyh6KaZnEzr8gx0m/uLx8rrvxV1+S0MnvL3gz5kKgyb5Zz17r8X9tHywHCS9pkSYD6H2xlC3Ly5n1gX/3Fy7PU89DuGyHXwdgJ+ltuTYfU/hONv2l6agj8WcyjNN5/TiXXt12X5H8T24yG3B6O5I9XF489iXfZ8KO7zxCbzOeSliHWJ+lbMYeVfhNigOFZGc0eIFfvQ+48X6tSmvVw5aT6n7ENiP9o9Qsxp9d/EnNwVOTwwd6QcPP9brMvWweI+zYwd4NYNjQVZQu2bdo0Uc/D8L+HYGZYqvl8emDtSbNJm9d5OQty8c5SYw6UE8zmd3CjELYo2ajR3LLeX7mJdTMZUuk0DhO2Ndy4K5woph9IbQtx0dLmYw5r/FXNQxiZjB8PKvwn7aDm2Elgpn+dbdpuctyuKOxxjdYTpmMp0DG5vUPYpmzB3+o78vM1S6F1FWt9yZy34WJaFuvCxLPPHio9ldaq98LEsOQc+lsXHsgrL+FiW1L74WFZrHfhYlpQjH8viY1lCG+ZjWarhY1kilH3KJsyd6d+uwsdzvLROw6y07rjWguaOhbrQ3DF/rGjudKq90NyRc6C5Q3OnsIzmjtS+aO601oHmjpQjzR2aO0IbprmjGpo7IpR9yibMndijKXBwcUX0kdPIuHStDTqddreead1xrQXNHQt1oblj/ljR3OlUe6G5I+dAc4fmTmEZzR2pfdHcaa0DzR0pR5o7NHeENkxzRzU0d0Qo+5RNmDuTZrpbnExZ6wmVte641qLy+DYUFZd1+vX3so6iNDtFiitO78H9I7LZU3IjW7iIvZt7HrX75rT7nvUBH6Kw5L4U1+79EsUKE8OUsvOxuHs1Q4pLLyWh9NIpefvZcFQdXiVvv3gKNQcWyTllHRfMH/N1+RWFJRUWt1fFLsO9jEMWt5dmn8G9rGNyXa5fRlnagUc7Vqd8UFRYLMXlZ/eh5OY1Oaf4FShLi7RYl7rjm9Ac+aWcU14uylPDVeVQF/SJYMTVhn+Nu7mZFl9fEzEXVXGeFrdXnNiJuj3T5GNzJQ214XOluPhqJlrWOrabU4t3T9y9LH/Omv3fCRepbY/tNlQozMGqAz8IFwCmdSm5fEYwgzrTXkzrUp4WiZIbVxTb5+B+/CqL73f32kWUKQbC987FomH3eEV7ykbTL0OE/2neNBCFd2ukuOnXYShR9JOWn51QeXiNFJedi8Hda1nysd0zDbUKc7A8JQz3j6yVX38mBPX+k+QcMw6jeUNfOYfSatxP3GLSXj5GYUGJxbroV/wFNYGuFutQFbsU1YoB2v04LzRue0tuPwlb0LLWQc7p0mm0ePcQ3kO36p9CXHlyF4qK5Jwado/HvfMxFuvSHOSKpgi539zNSce9TLnv37twDNUxP1luL0WlglHXeiz+HwqvX5Xrsm82Sq5dknNe8y9U7/1aztFnPKojF8qf++RuVB7fJrf5vXMFk7068DPoFRfv5QlbhYuUwrLWiyPhWAXPEAwE/bLfo2qfbGLpPZ9Hw3b5Qqhp0yvCxdn9I2tQGy5/11dHzoVujWwOlaZHo3m9fJFbeCMHes8XhBwMS7uhMEu+WDe4P4eKGLmf6Fb/A1UR8+V45Yto3DRYiht/GYqmLS7ysUzbj6p4LznHaHfhArI04wh0CmPOXF0M7s/hXmqE3B429kfZadk0bd4wANWKnBq2j0K9/3vysQ2eJpiq5cn+qA+YIref00HQrZKNl8JbeWja8qqQQ33gFBQWyefpxh0jUXL5tNye1vXE/YMe8mdwexYtXvLFV1W0G6oPfC/Ejbvelo9V8EzBcChNixEu3gpvl7Uem3bqYvD4Eyqjl8g5rPo7GvbI7b5h+1uoC/hArkNKiGDC1+14E/qlsilWFToTBqWBfeUsDB5/FHPw+D0KbxUo2s9vUKnoJ01bXkPF8e3ysQidicqEDfI+on5CVdRiuR+FzUbzloEW20vZCR/BuCssKIVujfj9ovf4E4ovJFqui9cLqFN8lzdt7I+G7aMUcT+0rJAvpGt9x0O/TDYcyk75QLda3mfxhUToTX5AM7g/i8K8fKHflKbI5rF+2R9REyifd5t/dkZdwEdy+9o6FI2/vCEfuy0ughlUcXw7mhSma5v2cvVam/bS8rMDChXnQP2K/0H50Y2K7Y6oCZ2lyMkJjZvlfbR4/Rd0ih8XagOmQOcl992KOC+hfZgbOxiWdEdh/j05dnsWFXHyOU6/9DnU+sjnOL37c2ha31s+Nuv7C0Zd/fZRaFEc/6qI+dCt/ofcxuNXw+Au/3BUmJMjmK6FZfUwLPudYMQZPP+IqjjZHNQv+yPqFUZ+m/ayoTdaFD+AmI6pKqOXCD+YFd++jbqgaWIObs+isEAev+hW/h2lmfGKHP6A6hDZ0G7aNAg1YfI50XTsUBPyBZq28A3fCQAAIABJREFUyt/LpRcSUR31g9yGj20Vf/QtqWj9jlPkpBbTMZXpGNzeoOxTNmHuXM27g9SMKxZp0XEpdEI6S2VNE+oadZrnQYgtUVPfgqq6Zs3zIMSWaGjSoby6SfM8CLElmnUGlFY2aJ4HsW0o+5RNmDtdWVp3XELUQnOHEPXQ3CFEPTR3CFEPzR1iDSj7lM2YO4nJGZgxbw2GT5qH2KMpAIDvvbZj3fa9mualdcclRC00dwhRD80dQtRDc4cQ9dDcIdaAsk/ZhLlz7kIuHFxc0Xfk53AeMg2B4UcAAL/4HYCDiyvq6hs1y03rjkuIWmjuEKIemjuEqIfmDiHqobnz/9u78/emzjvv43/J4DbTSVvN45ZJU2Zo06hxhxnKU5pJm4Qm6URxSgkQmkB5YgMmrGExawhrCCQhIUDCjm0MXjEY42BswMb7gje87xtgjD/PD47PkWRLRmAsn/r9uq7PdfHV0XLr1rnloy9ayHAEY5MlmjuzFmzSK7NWqLe3Vy+8udho7uQVlctmdyinoNRvY/P3wiXE19DcIcT30NwhxPfQ3CHE99DcIcMRjE2WaO6MnzRdn30dLUkuzZ26hmbZ7A5lZBX4bWz+XriE+BqaO4T4Hpo7hPgemjuE+B6aO2Q4grHJEs2d598I05t/D5fk2tw5cDxONrtDLa0dfhubvxcuIb6G5g4hvofmDiG+h+YOIb6H5g4ZjmBsskRz53j0BdnsDs1bul3PPD9HYWv3aPPuw7LZHXorZINfx+bvhUuIr6G5Q4jvoblDiO+huUOI76G5Q4YjGJss0dyRpE++ilRgULBsdoeRN+eFq7G5za/j8vfCJcTX0NwhxPfQ3CHE99DcIcT30NwhwxGMTZZp7kjSnbvdyi0s05Xr+apvbPH3cCTR3CHWC80dQnwPzR1CfA/NHUJ8D80dMhzB2GSJ5s6JM8l67sW5yi+ucDn9zXnh+tviLX4aVR9/L1xCfA3NHUJ8D80dQnwPzR1CfA/NHTIcwdhkiebOtJnL9fKMZQNOP3X2omx2hxqaWv0wqj7+XriE+BqaO4T4Hpo7hPgemjuE+B6aO2Q4grHJEs2diVNn66O9RwecXt/YIpvdofRMfgqdkAcNzR1CfA/NHUJ8D80dQnwPzR0yHMHYZInmzv/93wV68a9LB5z+TUSibHaHyiprRn5Q3/H3wiXE19DcIcT30NwhxPfQ3CHE99DcIcMRjE2WaO5s2XNENrtDG3Z+rez8m6pvbNHhiHOaOHW2Jk6drfv3e/02Nn8vXEJ8Dc0dQnwPzR1CfA/NHUJ8D80dMhzB2GSJ5k73vR69/s5ql59Bt9kdGj9putKu5fl1bP5euIT4Gpo7hPgemjuE+B6aO4T4Hpo7ZDiCsckSzZ1+32bkavf+CG3efVinzl5US1uHv4fk94VLiK+huUOI76G5Q4jvoblDiO+huUOGIxibLNXcGY38vXD9lcTsWl0qaBjR2zx19ZYyy5r9ft+dc+Z6tTJujuyYvvm2XIVV7Q89L1Zs7pTUdOhgavkjXUdMVo3Sihof+vL5t9p05HKF3+fC5/0ltVxFTvvLoyaztFkRGVU+XWbRkUwVVnV43B51tUrXSs19OP5Gjb4tfPDHKru8RSfTK72e5/8duuZ1+8n0SmWXt3jcfqWkSVdLmx7rYzXj8ytKyq33uH1vUrFOpt8y6uS8eiXl1hn1F8llWnTshlGn5Ndr3elcoy6ubtfX37quo30Xbj7SvHyRXKpvnK7T8WmaJm9K9DyPRQ1aFZFj1DkV7frz7lSX8yw4kqXiGnN/OXK5Qnm32h54HrecLdCGM3lGnVbcpLNZNea85ddrfXTeA1/frYYuHUotV3G1Oabw07lKddpHd8QVKvp6tVFP/yxdcw9cNerdSSVadcp8bOKya/RRbIFR51W26mia9+cX93k5fLlCBVXmvGw+W6CknFqjjr1Ro8tOz3mHLpVrf0qpUUdeq9bOxGKjvlHeopMZtzzefmV93+PtbYxzvkpXbJY5BvfmTmJOrVK8HDscTitXyGFzrV4uatDqqGyjzq9q08JjmV7HMH3fFV0sMNfFa3tS9WWKuZ/vTipShNP9vJBXp/NO62ioeble1qLlJ83HsqyuSyFfX3cZw8HUcpU4PVYn0iuVU9Fq1M+GJ+rvTs9JayJztTOhyON9ct9fErJrNGt/mjmm0ha9vveyy2Ve+fiSbtZ6nhf3Y4ddicWK9DIvG8/k6e0DV4w6s6xZp66a50/MrdPz2y54fWz+95NUZVWYzydronJ1ucjcH7bHFSrGaa26z0tKQYMSs839a110nv64NcWocytbdeyKuY4GO3aY8EG8SqvNevnJG7pe5vk5zn1e3BORcUu7k8wxJuXUauMZ87EqqGrTYafnyJu1XfrTzksu1xF2NFP5Tmv53UNXdTHPvJ8fxRYoLtvzvGyLL9aaSPO5/mBKucKOmOsktbBR4U5/C9KKmvTbLd4fq99/lOzy+L9z4KrL3373eUnKrVNynvn363JRo2JvmGN2P3bIKGnSylM55rzUdGjBkSyXMRy4VKabteY6OppWobzKVq/j9iXuxw7F1R069IjHmqMpGJss0dzp7LqjwxHnNH3+ev3mpXkD4s938Ph74forId9c18Yz+SN6m3/ckaITQ7yAG+m8sfdbfXnR+8HucOeXa+NdXlT4Oi9WbO5kljXr31bEPNJ1zPoyXbvPFT/05S/k1enX6z2/aB2t+Y/VcUorHr6mxNG0Cr3sdmA6VAJCI3WlyPMLulc+vqRvnA6o3j2Qoa1xhQ98/dHXqvW7j7wfqAaERnrdPnXrBZ2+5rlptSIiW5tiHu9zXkBopDZ6aTrY1yXoL5+ZL+hWReRoyXHzReYft1/Uk2HRRr01tlA/et+srxQ36d9XxQ3rvEzZcl4v7TL3h39eGKmA0AiP5/88+ab+Jey0USfl1muc2xgCQiNdXmw9t/6cy4uMofKL1fH6+cpYo/7kXLFmfpFu1BvPFOhfl5zx6bF5emWsSyP/R4ujtT3BfD6ZsCpO851erD+xMEr/stic+0kbExW41LzNxcdvuDynJebU6jcbzw25fzjPy7PhCbpYYL6Y+smysy4vluZ8laGd8eYLwBe3p2iq0wu6OfvT9YvV8UYdkVGl/9mW7PH2y+s69f0F3veX74VGujQY3Zs7C45kem2svb73sn6wyNw/9iYVu+zTqYWNChhiDAGhEdoab764HhcaqWkfmw2AZ8ITNHOfuT+sOJmt5SfNBtJQ83Iy/ZaeWBBl1LmVbQoIcR3TUytilenUsJ7y4XmdyTRf6P5TSIR+7LQ2f7osRr9e7/nxd99fVp66oYBQcwwnMyoHrLuA0EhllrY41a7z4n7s8Is18Xr7qwyP8/KL1fH6Z6f7fTK9Un/YftGo10XlaVyI98dmXEiEzlw3n0+eDDutT86VGPXPVsYo9LDZKHOflw2n87TgsNm0mLgmweX5I/5Gjf5rU5JRD3bsMC40UtfLzQbBEwujdDzdc/PGfV7cM+uLK/rV2gSjXhWRo58sPWvUKQUNLtuvl7YMmKeA0Eil5Jtr+XuhUQo/ba6Tp1bEKOyoeb/d5+XX4Qn6t+Xm/Xx5R4qedHqe3ZlYrB85PR99mXJT47w8T/fP0+ZY8+/w9xdEae4hs2HtPi9LTtzQqghzf9mVUKQ5+83t7scOBy+V6geLzP0pq2zgvPxk2VmX/1z4z41JLs29R437scPV0mY97fS3w+rB2GSJ5s7m3Ydlszv029dC9FbIBs0J2+KSzq7bfhubvxeuv0Jzpy80d0YmNHcePjR3zDF4205z5+HmheZOX01zpy80d/pCc2fw0NyhudNf09x5/MHYZInmzoQpMzVrwSZ/D2NQ/l64/grNnb7Q3BmZ0Nx5+NDcMcfgbTvNnYebF5o7fTXNnb7Q3OkLzZ3BQ3OH5k5/TXPn8QdjkyWaO5OmzdeS9Z/6exiD6rxzb0zm/eNZ2pFYNKK3+aePLyk2p8bv9905f92XpmPpFSN6m78KT1BOVetDz8vd7h7d67nv97nzJaUNHXpqZcwjXce7B69qf2rpQ1/+WnmTfrPxnN/nwtf8Yk288mvahu36zt6o1qu7U326TEBopAqqWz1uf33vt4q6XmXUIYevae+Fkge+/gv59fqf7clDjsHb9hd2JOt8fp3H7aujcvRRfKHLaV3DnIDQSO1MKPS4PWhDomZ9ecWoN53N15qoHKOetitFP1x8xqj3JpXox+9HG3VhdZsmrokfcJvexvTCjmRdyK/zuP332y7o1U9Sjbq/uePp/EeulOvJsNNGfbWsWeO+G0NbV7cxptKGTuM8/7kxSdfKmh54Hp9Zm6B//yDWqL+6VKp3D1416p2Jxfo/S8488PV13bmnCaviVFLbbtQ/Xhytzy+WGvV/rInXomOZRv3Eoig9udic+8kfJumny84a9QeROfrZSnOM6aWN+u/NSUPuH87z8tz6RGVVNhv1+OUx2nAm36jnf31N+y7eNOo/fXxJL2xLNuq/f31Vz6xNMOpzuXV6cedFj7ff3tWt7y/wvr98PzRSKyNyjbqn577udPcY9bJTN7QtfvB9vPPOPU3fl6YfLDptrLGD35bqycXRRp19q1UBC7yv5YDQCO25WOyy9l/bYz5nPbsuUe8cyDDqddF5Co/ONer+eemvE7+bl/46PqdWTyyMMurqltsKCHEd089WxqqsvsOof7/1gi4WNhj1P4VEyPa+eb/GL4/x+velf3/pr9efyVXAAnMMcbk1CgiNGPCcV9rQ6XFe3I8dfhWeoHnfXPM4L79am6B/dr7NnBpN25Vi1NviijQuxPtjMy4kQskF5vPsDxdH60BqmVH//INYLTmR5XFetsUXatnJG0b9THhfc6e/vlzSoN9uOW/Ugx07jAuNVFlTl1E/sTBKsTm1HsfsPi/uefdghuzhiUa9MSZPP11m3mZWZYt+vS7RaUydA+YpIDRSWRXNRv290Chtji0w6qdXxmhFhHm/3eclaH2inlph7h+v7r6kJxeb62hfSql+5LS/Hc2o0Di3/WXAYxUaqV3nzf3liYVRCjl23eO8rD6do41n84z6i5Sb+vshc7v7scOpa5X6QZg5xrJB5mX88rOqaDT34f/efF5XbjZ6HbcvcT92KKlr189XxQ3b9fs7GJss0dzZue+kJkyZqa7bd/09lAGa2u6OySw6kqmP4gpH9DZf3nVJp69X+f2+O+cvn13W19+Wj+htPrM2XtdKmx96Xjpu39Od7vt+nztfUlDdpqdWxDzSdfztqwx9lnzzoS+fVtyo5zYk+n0ufM3ENfHKKm8ZtuuLuHpLf/o41afLBIRG6kZZs8ftf/4kVSfSbxn1/K+v6ePEoge+/oTsWv1+a/KQY/C2/fltyYrPrvG4/YPIHH0YW+ByWuMwJyA0Uh/FFnjc/tz6RM3Yl2bU607nacWpbKN+aUeKfrg42qh3JRTrx++bdVZ5i/5jdfyA2/Q2pue3JSsuu8bj9t99dEHTPk416v7mjqfzH0gt07+EnTbqS0WNGvfdGBpa7xhjyqtqN84TtOGcvi1qfOB5/OWaBP38g1ij/jz5pt7en2HUH8UV6l+XnPHpsfn5B3HKqWw16h8tjtYnSSVG/e+r4xRy+LpRP7Go7507/fV/bz6nnyw7a9RLT2XrqZUxRp1S2KBJm84NuX84z4t9XYLSbjYZ9U+XxWhNVK5Rv3vwqvY4jfHlnZf0+63JLtt/uSbBqM9m1egP2y96vP26ljv6/gLv+8v3QiO19IS5T969d1/tXfeMevHxLG2OGXwfb2q7q+DP+5o7/Wvsi4t9zZ3++mppswIWeF/LAaER2pVU5LL2X9l9yah/FZ6gt7/MMOrVkblaHZlj1P3z0l/HfDcv/fWZ69V6YmGUUZfWdSogxHVMP1sRq4KqNqP+3ZYLSsytM+r+5k5//dNlMQracM7jfVr23f7SX6+J6mvuGGO6UaWA0IgBz3kFVe0e58X92OGZtQl65+BVj/PyyzV9zZ3+Ovp6lV7amWLUm88WaFyI98dmXEiEErJrjfqHYdHal1xq1E+vjFXYsUyP87IlpkCLj2UZ9S/W9jV3+uvk/HpN/vC8UQ927DAuNFIFNR1G/cTCKJ2+Xu1xzO7z4p45+zP07Fpzfwk/naufLDNvM/1ms+zh5vb8qvYB8xQQGqn0kiaj/l5olDacyXPan2K09MQNj/Py3LpEPbXcvM1XdvW9c6e/3nOhRD9yWkdfp5VpnNv+MuCxCo3UtgRzf3liYZTmH77mcV5WRmQr/HSuUe89X6J3D5jb3Y8djqZV6Adh5v5UOMi8/HTZWRXXmPvwf21KUkpBg9dx+xL3Y4fcW636+Qdxw3b9/g7GJks0d1Zt2S+b3aFJ0+brlVkrBqS9w39vPfP3W+78FT6W1Rc+ljUy4WNZDx8+lmWOwdt2Ppb1cPPCx7L6aj6W1Rc+ltUXPpY1ePhYFh/L6q/5WNbjD8YmyzR3XvzrUo+huTPyobnTF5o7IxOaOw8fmjvmGLxtp7nzcPNCc6evprnTF5o7faG5M3ho7tDc6a9p7jz+YGyyRHNnNPP3wvVXaO70hebOyITmzsOH5o45Bm/bae483LzQ3Omrae70heZOX2juDB6aOzR3+muaO48/GJss1dwpKKnQ8egL+upYnFLSbqj7Xo+/h+T3heuvlNR0qKSmY0Rvs6iqXWV1nX6/784prm5Xae3Ijqmgqk0V9Q8/L1Zs7lTWdyn/VtsjPlYduln78PtsRX3f3Pt7Lh51f3nUlNV1qqiq3afLZJQ0qaLO83b3fdjXx6q8rlOFQ4zpSon3BldhVbvKvayjhra7qmu981gfq4sFdbpZ63l7Tnmb8p32Qffn4ZyKdqWXmI3fmzUdLs2AwdZR3hDraqh5yatsU26leR2JuTWKyqjxeP6yui5dLXV9LJJy611q98fK1334emmLy4va0tpOFVeb+4f7vDxI8m+1qdJpDNfLWnTTae6zy1tUWGXWKQUNuphnNjSzKlp0tcS8zeKaDmU5jeFBnl+GmpesshYVO43JfR3lVrYpz+mxKqzqcHnh9CDraKj9JbWo0eX5wb25M9SxQ35Vuy4Xed6HK+r6nk+8jcF9HZ3PrVO20/0eah0NNS+D7cPuj437/uK+jk5klCs512z+ZJa26Hqp533SfX8pqmpXqtM8ldd26YJbA9R9XbnPi/vz7lDzklHapNQC8366/y0orulS7I1qr4/Nhdw6lTuNYah15D4v7mO6UtyqhBzzNt0fq8Ge846kuTZyrpY2qczL3yf3eRm4z7Ypp9zc/iBr2/2xcf8bWVDXqbLaB58X9+e8of4WlNV06ex1749V7I1qFdeY9eWiRuU7ze1Q+8vN2g4VV5u1+/4yHOvoUfMg+4uVg7HJEs2du3e7NeO9DbLZHS6ZOHW2svJK/Do2fy9cQnyNFZs7hPg77V331NrZ7fdxEGKluDd3CCFDp7unV3XNt/0+DmLtYGyyRHNn1ZYvZbM7tGrLfqWk3VBuYZk+PXhaE6fO1sSps/36Dh5/L1xCfA3NHUJ8D80dQnwPzR1CfA/NHTIcwdhkiebOM8/P0ZvzwgecHp3wrWx2h3IKSv0wKgAAAAAAAP+zRHNnwpSZWrn5iwGn5xaWyWZ3KPlylh9GBQAAAAAA4H+WaO5Mn79egUHByi0sU29vrySpvrFFb84Ll83uUGt7p59HCAAAAAAA4B+WaO6UVdYqMChYNrtD4ydN17MvvGN8qfLHX57y9/CAUam2vlk1dU0+X666rlEdnbcfw4gA62pp7VB9Y8ug2+7f71VFVd2o+AVHwCpYNxir2ju6PP49kbwfh925263K6nrjP7sBwJklmjuS1NTSpnU7Dur1d1brxb8u1Xsrdio9M9/fwwJGlfv3e7Vu+0GNnzRdNrtDgUHBxrYTZ5IH/OKcze5Q1+27kqTCkkpNnDrbOH3Wgk3q7r7nr7sCjIjBfonRZndo9/4ISX0H4dNmLjdOnzRtvqrrGo3LR8WlGv/54Hw54B/ZUOsmZOWuAdsmv/qecXnWDcaiyup6TZu5XIFBwQoMCtbkV9/T1RuFxnZvx2G9vb3GD8z0/2d3akaOv+4KgFHKMs0dAEMLW7tH4ydN1/bPT6iuoVkVVXXGtuPRFxQYFKyCkgqX9P/vzwtvLtaf56xSZ9dt5RWVKzAoWF8di/PXXQFGRHVdo8t6uJZdJJvdoaNRSZKk9TsPacKUmbpVXa+W1g5NfvU9zVqwSZLU2XVbgUHB2rLniLrv9eh49AXZ7A6VlFX58y4Bj91Q6+a9FTv18oxlLufp/3vEusFY9ea8cL3w5mLdvdutez09mrVgk/7wl/eN7d6Owy5dyTa+Z/Tu3W6Frd2jpyfP0P37vIMHgGlUN3dmLdikCVNmqq6hecC2tGt5enryDH34yRE/jAwYfapqG2WzO/T5N2cG3X48+oLGT5o+6LbG5jbZ7A6lpN0wTpu3dLumzVz+WMYKjFabdx/WhCkzjY+KPPfiXK3bcdDYfiQySTa7Q729vYqKS5XN7tCdu93G9olTZ2v7Z8dHfNyAP7mvm/dW7NT0+esHPS/rBmPV5Fff01shG4x63zdn9PTkGZKGPg4LW7tHz78RZmyrqmmQze5QRlbBCI0egBWM2uZObX2zbHaHVm350uN5Xn9ntcZPms7nTgGZH7uau2SrfvtaiJ5/I0z7j8YY2/v/d3TGexv0t8VbdOhEvHEgnlNQKpvdoapa8+MmW/ce03Mvzh3x+wH4S2NzmwKDgnU44pxxWmBQsPFuBElKzyyQze5QU0ubPvkqUhOnzna5jmkzlyts7Z4RGzPgb4Otm/dW7NTTk2doxnsbtGDVbp1PzTS2sW4wVp06e1E2u0OvzFqhiNgUTZw6W58ePC1p6OOwN+au0byl212uz2Z3KCoudeTuAIBRb9Q2d84kfjvgSc5dTFKabHaHikpvjeDIgNFp++cnvmuI7tepsxe1ast+2ewOHToRL6nv3W4LV+/Wuh0H9bfFW2SzO4wDhf63+za1tBnX98lXkcb/KAFjwZL1n+rZF94x3ube29s74OC5/wC8rLJW63ceGtAAfWPuGs0J2zKi4wb8yX3dSNJXx+K0bOPnCt92QK/MWiGb3aEjkeZHHVk3GItulldr4tTZeu3tDxQYFKzxk6YrO/+mpKGPw154c/GABmhgULBxjAcA0ihu7nz2dbTLl8EOpqyyVja7Q5fSs0doVMDotf3zE3rm+Tkup02fv16vvf3BoOf/7Oto2ewOdd/rMV6wOn9RLO/cwVhSUVUnm92h0/Gu/wsaGBSsY6fPGzXv3AFMntaNu+nz1xvfLcK6wVj1m5fmGZ9IaGnt0OvvrFZgULDu9Qx9HPbG3DX6+zLeuQPAu1Hb3DmTeNnll3wG03+QzZfwAeb3GDj/wtUbc9fo5RnLBj1//xrr7LpjfNb70hWzUTp3yVa+cwdjxpywLZo0bf6A0597ca7W7zxk1Icjzg34zp27Tt8dMmHKTL47BGOGp3Xjbsn6T/Xb10IkiXWDMam1vVM2u0Onzl40TkvPzJfN7lBWXsmQx2Fha/fohTcXG9tuVdfznTsABhi1zZ3+d+V8/OUpj+eZGbpJNrtD93p6RnBkwOjU3NKuwKBgrdi0Tz0993Upve8tvjv3nZQk7dh3QudTM9XZdVsVVXX67WshmupYZFz++TfC9Po7q9XZdVv5xRUKDArW/qOx/ro7wIjJLSyTze7QuZRrA7at23FQE6bMVFVNg1raXH8tq6Pztmx2hz7ae5Rf/cGY423dLA7fq5yCUnV339OV6/kKDArW2m0HJLFuMHZNmDJTf/jL+2psbtPdu91asGq3Jk6dbbyO8XYclpJ2w/i1rO7ue1q4eje/lgVggFHb3JGkd9/fKpvdofBtB9TQ1Cqp7zsQyiprNCes7ztDNu8+7OdRAqNH3Pl0BQYFy2Z3GN+p03/QELZ2j3G6ze7QpGnzXQ6m84srNGHKTGP7WyEbXP5nFfhH9ec5q1x+hcRZa3unXvzrUmNd/OaleaqqaTC2R8SkuKyrXV94/g8J4B+Jt3Xzm5fmuayLt0I2qLPrjrGddYOxKCOrwPgOqsCgYL3416W6fDXX2O7tOKy3t1fLNn5ubAsMCnb5ZS0AkEZ5c6elre/zqM5PZM4HA3OXbHX5CAoA6V5Pj26WV6u9o2vAts6uOyouq1J9Y4vHy1dW16u1vfNxDhGwnMbmNpfvQnDW03NfN8uraYYCTlpaO1R0s1KdXbcH3c66wVjV2t5p/Kf1YLwdh3V23VFZZQ3v2AEwqFHd3OmXfDlL63ce0lshGzQnbIu27DnCZ0wBAAAAAABkkeYOAAAAAAAABkdzBwAAAAAAwMJo7gAAAAAAAFgYzR0AAAAAAAALo7kDAAAAAABgYTR3AAAAAAAALIzmDgAAAAAAgIXR3AEAAAAAALAwmjsAAAAAAAAWRnMHAAAAAADAwmjuAAAAAAAAWBjNHQAAAAAAAAujuQMAAAAAAGBhNHcAAAAAAAAsjOYOAAAAAACAhdHcAQAAAAAAsDCaOwAAAAAAABZGcwcAAAAAAMDCaO4AAAAAAABYGM0dAAAAAAAAC6O5AwAAAAAAYGE0dwAAAAAAACyM5g4AAAAAAICF0dwBAAAAAACwMJo7AAAAAAAAFkZzBwAAAAAAwMJo7gAAgEdWVHpLp85eHDQtbR2KSUpzOa2uodnl8nUNzTodn6oPPzmij788pfgL6eq+1zPgdtKu5enTg6e1bvvBQa8HAABgLKK5AwAAHtn2z0/IZncMmqy8Ek11LFJgULBsdocmTp2t1Iwc47KfHjxtnHfi1NnG+cZPmq6rNwolSU0tbXr9ndWy2R0KDArWxKmzjX8fO33eX3cbAABgVKC5AwAAHll/c6eppU3d3fdc0m/J+k9lsztcLhed8K1sdofenBeu5pZ2SVIUfgMSAAADb0lEQVRvb6/SMws0adp8nUm8LEl6e+GHstkd+uLwWfX29kqSauqaNNWxSDa7Q7mFZSNzRwEAAEYhmjsAAOCR9Td3OjpvezzPYM2dCVNmauLU2S5NoH49PffV2XVHhSWVstkdCl318YDz1NY3y2Z36I25ax75PgAAAFgVzR0AAPDI+ps7cefTlXw5y8it6nrjPO7NnbqGvsbM5t2HvV730agk2ewOXcsuGnT7G3PX6OnJM4blfgAAAFgRzR0AAPDIPH3nzkd7jxrncW/uXErPls3u0KmzF71e9/qdh2SzO9TQ1Dro9sXhe2WzO3Tnbvew3BcAAACrobkDAAAeWX9zp6j0lmrqmox0dpkf03Jv7mTmFMtmd+irY3Fer3vHvr7rdn4XkLOQlbtkszt0/37vsNwXAAAAq6G5AwAAHtnDfOdOZ9dt2ewOLVi12+t1n0m8LJvdofgL6YNun+pYpGdfeOehxg0AAPCPgOYOAAB4ZA/7hcrPvxEmm92hssqaAecvLKlUSVmVmlraFBgUrKmORQPendP/0a4PPvxiWO4HAACAFdHcAQAAj2yo5k5uYZneCtkgm92hzJxitXd0SZLyiytkszsUGBSszw5FKyOrQDFJaVq6/jPZ7A7jp9B374+Qze7QH/7yvhIvXlVmTrH2HIhSYFCwxk+ablwfAADAWERzBwAAPLL+5o7zd+w4e3ryDJcvWk68eNXYll9coT/85X2X7YFBwZq3dLtq6pqM8x2PvjDgev48Z5Vq65sf+/0DAAAYzWjuAACAUaH7Xo9KyqpUUVXn9cuR6xtbVFhSqe7ueyM4OgAAgNGL5g4AAAAAAICF0dwBAAAAAACwMJo7AAAAAAAAFkZzBwAAAAAAwMJo7gAAAAAAAFgYzR0AAAAAAAALo7kDAAAAAABgYTR3AAAAAAAALIzmDgAAAAAAgIXR3AEAAAAAALAwmjsAAAAAAAAWRnMHAAAAAADAwmjuAAAAAAAAWBjNHQAAAAAAAAujuQMAAAAAAGBhNHcAAAAAAAAsjOYOAAAAAACAhdHcAQAAAAAAsDCaOwAAAAAAABZGcwcAAAAAAMDCaO4AAAAAAABYGM0dAAAAAAAAC6O5AwAAAAAAYGE0dwAAAAAAACyM5g4AAAAAAICF0dwBAAAAAACwMJo7AAAAAAAAFvb/ARV4E8GyK0aFAAAAAElFTkSuQmCC", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# displays the interactive version of the distplot in the notebook\n", "iplot(\n", " figure_or_data = lender_fico_distplot\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# saves out the html version of the figure\n", "plot(\n", " figure_or_data = lender_fico_distplot, \n", " filename=\"../media/lender_fico_distplot.html\", \n", " auto_open=False\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've seen an example of the utility of base Plotly in building niche chart types via Plotly's Figure Factory, let's move to the other main use case of base Plotly: very granular control over your visualization. For this, we'll turn to Plotly Go figures. \n", "\n", "In this example we'll be able to see most clearly how Plotly works on the back end, creating a `figure` by combining a dictionnary specifying what `data` are to be included, and what `layout` is to be used. \n", "\n", "Let's imagine a business scenario where we want to see how much UPB (origination amount) we have concentrated across different LTV and FICO cohorts. Do we have large pockets of UPB at any modal points for FICO or LTV? We want a visualization to help us quickly identify these UPB hotspots across these two axes. There are many visuals we could build for this, but for this vignette, we'll turn to a heatmap (aka [Contour Plot](https://plot.ly/python/contour-plots/)). \n", "\n", "We'll start by preparing our data by rounding our FICO and LTV data (mainly for speed, given that super-precise granularity isn't important for a chart like this). Then we'll calculate UPB concentration within each FICO and LTV bucket, and finally, we'll build the heatmap. Let's dig in!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
orig_amtoltvcscore_min
10142211300079812.0
11238145100086754.0
5191611000069817.0
11379022100085744.0
4961712300048763.0
\n", "
" ], "text/plain": [ " orig_amt oltv cscore_min\n", "101422 113000 79 812.0\n", "112381 451000 86 754.0\n", "51916 110000 69 817.0\n", "113790 221000 85 744.0\n", "49617 123000 48 763.0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# making a subset df for this viz containing origination amount, LTV, and FICO only\n", "heatmap_base_df = (\n", " main_df\n", " # select columns of interest\n", " .loc[:,['orig_amt','oltv','cscore_min']]\n", " # could downsample for speed, but don't need to here\n", " .sample(frac = 1)\n", " # drop any rows with NAs\n", " .dropna()\n", ")\n", "\n", "# inspecting the df we'll be working with\n", "heatmap_base_df.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# making some convenience functions to round exactly as we want\n", "def round_to(n, precision):\n", " return np.round(n/precision) * precision\n", "\n", "def round_to_nearest_10(n):\n", " return int(round_to(n, 10))\n", "\n", "def round_to_nearest_5(n):\n", " return int(round_to(n, 5))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
orig_amtrounded_ltvrounded_fico
10142211300080810
11238145100085750
5191611000070820
11379022100085740
4961712300050760
\n", "
" ], "text/plain": [ " orig_amt rounded_ltv rounded_fico\n", "101422 113000 80 810\n", "112381 451000 85 750\n", "51916 110000 70 820\n", "113790 221000 85 740\n", "49617 123000 50 760" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# creating columns for our rounded LTV and FICO values using functions defined above\n", "heatmap_base_df['rounded_ltv'] = heatmap_base_df['oltv'].apply(round_to_nearest_5)\n", "heatmap_base_df['rounded_fico'] = heatmap_base_df['cscore_min'].apply(round_to_nearest_10)\n", "\n", "# dropping the no-longer-needed unrounded values\n", "heatmap_base_df.drop(columns = ['oltv','cscore_min'], inplace=True)\n", "\n", "# examining our dataset post-rounding\n", "heatmap_base_df.head()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
rounded_ltvrounded_ficoorig_amt
39295790338787000
39395800317042000
39495810134151000
3959582025937000
39695830146000
\n", "
" ], "text/plain": [ " rounded_ltv rounded_fico orig_amt\n", "392 95 790 338787000\n", "393 95 800 317042000\n", "394 95 810 134151000\n", "395 95 820 25937000\n", "396 95 830 146000" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# calculating sum of UPB within each FICO / LTV group\n", "viz_ready_heatmap_df = (\n", " heatmap_base_df\n", " .groupby(['rounded_ltv','rounded_fico'])\n", " .sum()\n", " .reset_index()\n", ")\n", "\n", "# inspecting data to be sure our aggregate function worked\n", "viz_ready_heatmap_df.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last preparatory step we'll want to take care of prior to building the heatmap is to figure out how we want our colors to scale. Plotly will automatically pick a color gradient for the heatmap if we don't pre-specify one, but seeing as Plotly gives us the power to control the gradient, let's take advantage of that functionality!" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# hard-coding our color start value at 10 million (arbitrary but useful)\n", "color_start_val = 10000000\n", "# we'll make the \"hottest\" color value the 95th percentile of the bucketted UPB sums\n", "color_end_val = np.percentile(viz_ready_heatmap_df['orig_amt'], 95)\n", "# and we'll specify that we want 10 steps in our color gradient\n", "num_color_steps = 10\n", "# and finally we'll calculate what size color \"step\" is needed to achieve the gradient we want\n", "color_step_val = color_end_val / num_color_steps" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# now we have everything we need to build the heatmap:\n", "\n", "# putting together the data component of the plotly figure\n", "data = [\n", " go.Contour(\n", " # specifying x, y, and z data (z = color)\n", " x = viz_ready_heatmap_df['rounded_fico'],\n", " y = viz_ready_heatmap_df['rounded_ltv'],\n", " z = viz_ready_heatmap_df['orig_amt'],\n", " # picking my favorite colorblind-friendly palette\n", " colorscale = 'Viridis',\n", " # labeling the colorbar\n", " colorbar = dict(\n", " title = \"UPB Concentration\"\n", " ),\n", " # customizing how the colors will scale\n", " contours = dict(\n", " start = color_start_val,\n", " end = color_end_val,\n", " size = color_step_val\n", " )\n", " )\n", "]\n", "\n", "# putting together the layout component of the plotly figure\n", "layout = go.Layout(\n", " # main title for the chart\n", " title = \"Heatmap of UPB Concentration by FICO & LTV\",\n", " # specifying the figure's output size manually\n", " autosize = False,\n", " width = 700,\n", " height = 700,\n", " # picking what kind of margin padding we want\n", " margin = go.layout.Margin(\n", " l = 25,\n", " r = 50,\n", " b = 150,\n", " t = 50\n", " ),\n", " # labeling the x-axis\n", " xaxis = go.layout.XAxis(\n", " title = go.layout.xaxis.Title(\n", " text = \"Rounded FICO\"\n", " )\n", " ),\n", " # labeling the y-axis\n", " yaxis = go.layout.YAxis(\n", " title = go.layout.yaxis.Title(\n", " text = \"Rounded LTV\"\n", " )\n", " )\n", ")\n", "\n", "# building the plotly figure\n", "heatmap_ltv_fico_upb_conct_fig = go.Figure(\n", " data = data,\n", " layout = layout\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "colorbar": { "title": { "text": "UPB Concentration" } }, "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "contours": { "end": 358610999.99999994, "size": 35861099.99999999, "start": 10000000 }, "type": "contour", "x": [ 710, 690, 730, 740, 750, 760, 770, 780, 800, 810, 630, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830 ], "y": [ 0, 5, 5, 5, 5, 5, 5, 5, 5, 5, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 20, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 30, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 55, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 60, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 70, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 75, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 80, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95, 95 ], "z": [ 9000, 13000, 44000, 160000, 50000, 276000, 245000, 415000, 1231000, 234000, 361000, 355000, 47000, 227000, 452000, 203000, 424000, 220000, 1316000, 540000, 1483000, 978000, 488000, 3707000, 2746000, 3827000, 1912000, 1642000, 457000, 373000, 1020000, 517000, 1321000, 1594000, 2107000, 854000, 1804000, 1982000, 4446000, 1651000, 2065000, 3580000, 5184000, 5898000, 8124000, 14587000, 5627000, 2862000, 70000, 168000, 1099000, 870000, 1038000, 2092000, 2349000, 2619000, 4533000, 4796000, 4648000, 6701000, 3541000, 5958000, 7441000, 6412000, 10550000, 18722000, 12491000, 28118000, 14864000, 4602000, 672000, 1382000, 2270000, 1060000, 3412000, 1505000, 4811000, 4951000, 7947000, 5954000, 9414000, 6241000, 9591000, 8865000, 12338000, 13539000, 24542000, 25701000, 34755000, 24658000, 7130000, 105000, 657000, 1807000, 3997000, 3275000, 6613000, 5762000, 8414000, 8125000, 10418000, 11609000, 17428000, 14800000, 15397000, 14697000, 25794000, 25579000, 36219000, 39138000, 60767000, 35821000, 8660000, 2443000, 4083000, 4496000, 5068000, 10797000, 8573000, 12952000, 12859000, 18033000, 21613000, 25217000, 18385000, 26382000, 21079000, 33333000, 37130000, 56470000, 61281000, 71577000, 43707000, 16106000, 903000, 4152000, 5407000, 6860000, 9663000, 14535000, 11624000, 17266000, 16914000, 27014000, 27594000, 36255000, 30022000, 36188000, 32445000, 47850000, 45263000, 56851000, 76645000, 92997000, 51737000, 14982000, 7988000, 8408000, 14361000, 10730000, 16475000, 20586000, 26581000, 30555000, 41155000, 40582000, 41592000, 42362000, 56083000, 46124000, 66759000, 64300000, 89012000, 95043000, 122914000, 63201000, 22099000, 228000, 6527000, 13246000, 16237000, 18037000, 28328000, 25652000, 39453000, 40082000, 60032000, 43508000, 69957000, 57445000, 68356000, 62236000, 94486000, 84096000, 128061000, 127316000, 155778000, 89620000, 26943000, 235000, 8989000, 21995000, 24343000, 26290000, 39278000, 41783000, 52268000, 58880000, 69369000, 65314000, 81386000, 71773000, 86477000, 67551000, 119556000, 111844000, 155419000, 150601000, 181531000, 96705000, 27729000, 370000, 15241000, 25057000, 38267000, 40665000, 58783000, 54030000, 79507000, 75630000, 112660000, 94852000, 114881000, 106367000, 112850000, 94665000, 145597000, 131225000, 187717000, 182005000, 217203000, 111942000, 29721000, 280000, 16831000, 23547000, 44797000, 43514000, 68028000, 57372000, 84814000, 84284000, 125378000, 109577000, 124745000, 115156000, 138908000, 122866000, 170698000, 155743000, 218146000, 194458000, 215883000, 118090000, 29864000, 461000, 25358000, 40462000, 56836000, 59119000, 89241000, 82825000, 130158000, 121232000, 167855000, 137562000, 182680000, 163038000, 188098000, 174691000, 237654000, 211210000, 269995000, 241941000, 264985000, 136099000, 33116000, 413000, 21257000, 39430000, 63211000, 64324000, 106446000, 110438000, 163822000, 176648000, 235551000, 204487000, 287098000, 216159000, 297481000, 266378000, 345952000, 319782000, 428238000, 357602000, 394651000, 181277000, 48523000, 1059000, 37200000, 68801000, 115757000, 130803000, 188971000, 185783000, 306871000, 299973000, 464523000, 403762000, 564063000, 469408000, 579754000, 527531000, 701849000, 594084000, 830325000, 705890000, 861498000, 391522000, 93821000, 592000, 4983000, 8420000, 16701000, 20112000, 28417000, 21070000, 45674000, 56839000, 76435000, 68527000, 90803000, 78434000, 103680000, 87247000, 107635000, 107086000, 128135000, 100749000, 102527000, 43603000, 10537000, 5398000, 13629000, 22392000, 31562000, 47252000, 47131000, 84619000, 98658000, 155044000, 126001000, 185967000, 149028000, 199814000, 169243000, 224333000, 205982000, 253492000, 208908000, 214649000, 101381000, 25152000, 117000, 14541000, 24964000, 57612000, 63302000, 104704000, 106506000, 201294000, 224157000, 316065000, 284478000, 388026000, 326100000, 424809000, 362647000, 459714000, 372029000, 445647000, 338787000, 317042000, 134151000, 25937000, 146000 ] } ], "layout": { "autosize": false, "height": 700, "margin": { "b": 150, "l": 25, "r": 50, "t": 50 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Heatmap of UPB Concentration by FICO & LTV" }, "width": 700, "xaxis": { "autorange": true, "range": [ 620, 830 ], "title": { "text": "Rounded FICO" }, "type": "linear" }, "yaxis": { "autorange": true, "range": [ 0, 95 ], "title": { "text": "Rounded LTV" }, "type": "linear" } } }, "image/png": "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", "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# output the interactive figure in the notebook\n", "iplot(heatmap_ltv_fico_upb_conct_fig)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# saves out the html version of the heatmap\n", "plot(\n", " figure_or_data = heatmap_ltv_fico_upb_conct_fig, \n", " filename = \"../media/heatmap_ltv_fico_upb_conct_fig.html\", \n", " auto_open = False\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hope You Enjoyed!\n", "\n", "It's my hope that over the course of this seminar (or just by reading these materials) you picked up some fresh insights into the theory and techniques behind practical data visualization. If you're looking for more material, check out the homework in this repository, and feel free to reach out with any feedback! \n", "\n", "Thank you, and happy visualizing!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 4 }