├── .gitignore ├── Makefile ├── Procfile ├── README.md ├── form.py ├── main.py ├── requirements.txt ├── runtime.txt ├── templates ├── _formhelpers.html ├── test_data_upload.html └── test_parameters.html ├── tests └── test_train.py ├── tox.ini └── wine_quality ├── __init__.py ├── data └── winequality-red.csv ├── softmax_regression.py └── tf_model.py /.gitignore: -------------------------------------------------------------------------------- 1 | .cache 2 | htmlcov 3 | .coverage 4 | .tox 5 | .envrc 6 | *.pyc 7 | 8 | -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- 1 | deploy: 2 | git push heroku HEAD:master 3 | 4 | -------------------------------------------------------------------------------- /Procfile: -------------------------------------------------------------------------------- 1 | web: gunicorn main:app --log-file - 2 | 3 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # TensorFlowFlask 2 | This is the project for the TensorFlow on Flask presentation for PyBay 3 | 4 | -------------------------------------------------------------------------------- /form.py: -------------------------------------------------------------------------------- 1 | from flask_wtf import Form 2 | from wtforms import DecimalField, FileField, StringField 3 | from wtforms.validators import DataRequired 4 | 5 | 6 | class TestParameterForm(Form): 7 | alcohol = DecimalField('Alcohol Percentage') 8 | volatile_acidity = DecimalField('Fixed Acidity') 9 | citric_acid = DecimalField('Citric Acid') 10 | residual_sugar = DecimalField('Residual Sugar') 11 | chlorides = DecimalField('Chlorides') 12 | free_sulfur_dioxide = DecimalField('Free Sulfur Dioxide') 13 | total_sulfur_dioxide = DecimalField('Total Sulfur Dioxide') 14 | density = DecimalField('Density') 15 | ph = DecimalField('pH') 16 | sulphates = DecimalField('Sulphates') 17 | 18 | 19 | class TrainingDataForm(Form): 20 | training_data = FileField('Training Data CSV File') 21 | learning_rate = DecimalField('Learning Rate') 22 | batch_size = DecimalField('Batch Size') 23 | model_name = StringField('Model Name', validators=[DataRequired()]) 24 | -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | # import sys 2 | # sys.path.append('wine_quality') 3 | import pandas as pd 4 | from flask import Flask 5 | from flask import request, Response, render_template 6 | from flask_wtf.csrf import CsrfProtect 7 | # restore trained data 8 | from wine_quality.tf_model import tf_model, simple 9 | from form import TestParameterForm, TrainingDataForm 10 | from werkzeug.utils import secure_filename 11 | 12 | csrf = CsrfProtect() 13 | app = Flask(__name__) 14 | csrf.init_app(app) 15 | 16 | my_model = tf_model() 17 | 18 | 19 | @app.errorhandler(401) 20 | def custom_401(error): 21 | return Response('Access Unauthorized', 401, {'WWWAuthenticate': 'Basic realm="Login Required"'}) 22 | 23 | 24 | @app.route('/') 25 | def hello_world(): 26 | return 'Hello World!' 27 | 28 | 29 | @app.route('/test/', methods=['GET', 'POST']) 30 | def test_parameters(): 31 | form = TestParameterForm(request.form) 32 | if request.method == 'POST' and form.validate(): 33 | print(form.__dict__) 34 | # simple([[0.7, 0, 1.9, 0.076, 11, 34, 0.99780, 3.51, 0.56, 9.4]]) 35 | results = simple([[0.7, 0, 1.9, 0.076, 11, 34, 0.99780, 3.51, 0.56, 9.4]]) 36 | return render_template('test_parameters.html', form=form, result=results[0]) 37 | 38 | return render_template('test_parameters.html', form=form) 39 | 40 | 41 | @app.route('/train/', methods=('GET', 'POST')) 42 | def upload(): 43 | form = TrainingDataForm() 44 | if form.validate_on_submit(): 45 | model_name = form.model_name.data 46 | learning_rate = float(form.learning_rate.data) 47 | batch_size = int(form.batch_size.data) 48 | filename = secure_filename(form.training_data.data.filename) 49 | print(form.__dict__) 50 | # Save to Redis here 51 | form.training_data.data.save('wine_quality/data/' + filename) 52 | dataframe = pd.read_csv('wine_quality/data/' + filename, sep=',') 53 | my_model.train(dataframe, learning_rate, batch_size, model_name) 54 | else: 55 | filename = None 56 | 57 | return render_template('test_data_upload.html', form=form, filename=filename) 58 | 59 | 60 | if __name__ == '__main__': 61 | app.config['DEBUG'] = True 62 | app.config['SECRET_KEY'] = "SOME SECRET KEY HERE" 63 | app.config['WTF_CSRF_ENABLED'] = True 64 | app.run() 65 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | flask == 0.11.1 2 | bokeh == 0.11.1 3 | numpy == 1.11.0 4 | pandas == 0.18.0 5 | matplotlib==1.5.1 6 | seaborn==0.7.0 7 | scikit-learn==0.17.1 8 | six == 1.10.0 9 | flask-debugtoolbar 10 | gunicorn 11 | redis 12 | Flask-WTF 13 | boto 14 | https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-0.10.0rc0-py3-none-any.whl 15 | -------------------------------------------------------------------------------- /runtime.txt: -------------------------------------------------------------------------------- 1 | python-3.5.2 2 | -------------------------------------------------------------------------------- /templates/_formhelpers.html: -------------------------------------------------------------------------------- 1 | {% macro render_field(field) %} 2 |
{{ field.label }} 3 |
{{ field(**kwargs)|safe }} 4 | {% if field.errors %} 5 | 10 | {% endif %} 11 |
12 | {% endmacro %} 13 | 14 | -------------------------------------------------------------------------------- /templates/test_data_upload.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 |
5 |

Input

6 | {% from "_formhelpers.html" import render_field %} 7 |
8 | {{ form.csrf_token }} 9 |
10 | {{ render_field(form.training_data ) }} 11 | {{ render_field(form.learning_rate ) }} 12 | {{ render_field(form.batch_size ) }} 13 | {{ render_field(form.model_name ) }} 14 |
15 |

16 |

17 |
18 | 19 | 20 | -------------------------------------------------------------------------------- /templates/test_parameters.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 |
6 |

Input

7 | {% from "_formhelpers.html" import render_field %} 8 |
9 | {{ form.csrf_token }} 10 |
11 | {{ render_field(form.alcohol ) }} 12 | {{ render_field(form.volatile_acidity ) }} 13 | {{ render_field(form.citric_acid ) }} 14 | {{ render_field(form.residual_sugar ) }} 15 | {{ render_field(form.chlorides ) }} 16 | {{ render_field(form.free_sulfur_dioxide ) }} 17 | {{ render_field(form.total_sulfur_dioxide) }} 18 | {{ render_field(form.density ) }} 19 | {{ render_field(form.ph ) }} 20 | {{ render_field(form.sulphates ) }} 21 |
22 |

23 |

24 |
25 |
26 |

Result

27 |

{{result}}

28 |
29 | 30 | -------------------------------------------------------------------------------- /tests/test_train.py: -------------------------------------------------------------------------------- 1 | from wine_quality.tf_model import tf_model 2 | import pandas as pd 3 | 4 | 5 | def test_train(): 6 | model = tf_model() 7 | dataframe = pd.read_csv('wine_quality/data/winequality-red.csv', sep=',') 8 | model.train(dataframe, learning_rate=0.5, batch_size=126, model_name='model_name') 9 | -------------------------------------------------------------------------------- /tox.ini: -------------------------------------------------------------------------------- 1 | [tox] 2 | envlist=py34, flake8 3 | skipsdist=True 4 | 5 | [testenv] 6 | passenv = AWS_ACCESS_KEY_ID AWS_SECRET_ACCESS_KEY DEBUG 7 | deps= 8 | -rrequirements.txt 9 | pytest 10 | coverage 11 | commands= 12 | python -m coverage run --source wine_quality -m pytest --strict {posargs} tests/ 13 | python -m coverage report -m 14 | python -m coverage html 15 | 16 | [testenv:travis] 17 | passenv = TRAVIS TRAVIS_JOB_ID TRAVIS_BRANCH AWS_ACCESS_KEY_ID AWS_SECRET_ACCESS_KEY DEBUG 18 | deps= 19 | -rrequirements.txt 20 | pytest 21 | coverage 22 | commands= 23 | python -m coverage run --source api,apikit,email_filter,emails,graph,phone_filter,fdw,services,matviews,pgfunctions,lib -m pytest --strict {posargs} tests/unit 24 | python -m coverage report -m 25 | python -m coverage html 26 | 27 | 28 | [testenv:flake8] 29 | basepython = python3.4 30 | deps = 31 | flake8 32 | commands = 33 | flake8 --max-line-length 120 --ignore=E731 --exclude=.tox,.direnv,setup.py,build,dist,migrations 34 | 35 | [flake8] 36 | exclude = migrations/* 37 | 38 | -------------------------------------------------------------------------------- /wine_quality/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PythonWorkshop/TensorFlowFlask/4d939e8fd59969543e29842e6068a081a797d36c/wine_quality/__init__.py -------------------------------------------------------------------------------- /wine_quality/data/winequality-red.csv: -------------------------------------------------------------------------------- 1 | "fixed_acidity","volatile_acidity","citric_acid","residual_sugar","chlorides","free_sulfur_dioxide","total_sulfur_dioxide","density","pH","sulphates","alcohol","quality" 2 | 7.4,0.7,0,1.9,0.076,11,34,0.9978,3.51,0.56,9.4,5 3 | 7.8,0.88,0,2.6,0.098,25,67,0.9968,3.2,0.68,9.8,5 4 | 7.8,0.76,0.04,2.3,0.092,15,54,0.997,3.26,0.65,9.8,5 5 | 11.2,0.28,0.56,1.9,0.075,17,60,0.998,3.16,0.58,9.8,6 6 | 7.4,0.7,0,1.9,0.076,11,34,0.9978,3.51,0.56,9.4,5 7 | 7.4,0.66,0,1.8,0.075,13,40,0.9978,3.51,0.56,9.4,5 8 | 7.9,0.6,0.06,1.6,0.069,15,59,0.9964,3.3,0.46,9.4,5 9 | 7.3,0.65,0,1.2,0.065,15,21,0.9946,3.39,0.47,10,7 10 | 7.8,0.58,0.02,2,0.073,9,18,0.9968,3.36,0.57,9.5,7 11 | 7.5,0.5,0.36,6.1,0.071,17,102,0.9978,3.35,0.8,10.5,5 12 | 6.7,0.58,0.08,1.8,0.097,15,65,0.9959,3.28,0.54,9.2,5 13 | 7.5,0.5,0.36,6.1,0.071,17,102,0.9978,3.35,0.8,10.5,5 14 | 5.6,0.615,0,1.6,0.089,16,59,0.9943,3.58,0.52,9.9,5 15 | 7.8,0.61,0.29,1.6,0.114,9,29,0.9974,3.26,1.56,9.1,5 16 | 8.9,0.62,0.18,3.8,0.176,52,145,0.9986,3.16,0.88,9.2,5 17 | 8.9,0.62,0.19,3.9,0.17,51,148,0.9986,3.17,0.93,9.2,5 18 | 8.5,0.28,0.56,1.8,0.092,35,103,0.9969,3.3,0.75,10.5,7 19 | 8.1,0.56,0.28,1.7,0.368,16,56,0.9968,3.11,1.28,9.3,5 20 | 7.4,0.59,0.08,4.4,0.086,6,29,0.9974,3.38,0.5,9,4 21 | 7.9,0.32,0.51,1.8,0.341,17,56,0.9969,3.04,1.08,9.2,6 22 | 8.9,0.22,0.48,1.8,0.077,29,60,0.9968,3.39,0.53,9.4,6 23 | 7.6,0.39,0.31,2.3,0.082,23,71,0.9982,3.52,0.65,9.7,5 24 | 7.9,0.43,0.21,1.6,0.106,10,37,0.9966,3.17,0.91,9.5,5 25 | 8.5,0.49,0.11,2.3,0.084,9,67,0.9968,3.17,0.53,9.4,5 26 | 6.9,0.4,0.14,2.4,0.085,21,40,0.9968,3.43,0.63,9.7,6 27 | 6.3,0.39,0.16,1.4,0.08,11,23,0.9955,3.34,0.56,9.3,5 28 | 7.6,0.41,0.24,1.8,0.08,4,11,0.9962,3.28,0.59,9.5,5 29 | 7.9,0.43,0.21,1.6,0.106,10,37,0.9966,3.17,0.91,9.5,5 30 | 7.1,0.71,0,1.9,0.08,14,35,0.9972,3.47,0.55,9.4,5 31 | 7.8,0.645,0,2,0.082,8,16,0.9964,3.38,0.59,9.8,6 32 | 6.7,0.675,0.07,2.4,0.089,17,82,0.9958,3.35,0.54,10.1,5 33 | 6.9,0.685,0,2.5,0.105,22,37,0.9966,3.46,0.57,10.6,6 34 | 8.3,0.655,0.12,2.3,0.083,15,113,0.9966,3.17,0.66,9.8,5 35 | 6.9,0.605,0.12,10.7,0.073,40,83,0.9993,3.45,0.52,9.4,6 36 | 5.2,0.32,0.25,1.8,0.103,13,50,0.9957,3.38,0.55,9.2,5 37 | 7.8,0.645,0,5.5,0.086,5,18,0.9986,3.4,0.55,9.6,6 38 | 7.8,0.6,0.14,2.4,0.086,3,15,0.9975,3.42,0.6,10.8,6 39 | 8.1,0.38,0.28,2.1,0.066,13,30,0.9968,3.23,0.73,9.7,7 40 | 5.7,1.13,0.09,1.5,0.172,7,19,0.994,3.5,0.48,9.8,4 41 | 7.3,0.45,0.36,5.9,0.074,12,87,0.9978,3.33,0.83,10.5,5 42 | 7.3,0.45,0.36,5.9,0.074,12,87,0.9978,3.33,0.83,10.5,5 43 | 8.8,0.61,0.3,2.8,0.088,17,46,0.9976,3.26,0.51,9.3,4 44 | 7.5,0.49,0.2,2.6,0.332,8,14,0.9968,3.21,0.9,10.5,6 45 | 8.1,0.66,0.22,2.2,0.069,9,23,0.9968,3.3,1.2,10.3,5 46 | 6.8,0.67,0.02,1.8,0.05,5,11,0.9962,3.48,0.52,9.5,5 47 | 4.6,0.52,0.15,2.1,0.054,8,65,0.9934,3.9,0.56,13.1,4 48 | 7.7,0.935,0.43,2.2,0.114,22,114,0.997,3.25,0.73,9.2,5 49 | 8.7,0.29,0.52,1.6,0.113,12,37,0.9969,3.25,0.58,9.5,5 50 | 6.4,0.4,0.23,1.6,0.066,5,12,0.9958,3.34,0.56,9.2,5 51 | 5.6,0.31,0.37,1.4,0.074,12,96,0.9954,3.32,0.58,9.2,5 52 | 8.8,0.66,0.26,1.7,0.074,4,23,0.9971,3.15,0.74,9.2,5 53 | 6.6,0.52,0.04,2.2,0.069,8,15,0.9956,3.4,0.63,9.4,6 54 | 6.6,0.5,0.04,2.1,0.068,6,14,0.9955,3.39,0.64,9.4,6 55 | 8.6,0.38,0.36,3,0.081,30,119,0.997,3.2,0.56,9.4,5 56 | 7.6,0.51,0.15,2.8,0.11,33,73,0.9955,3.17,0.63,10.2,6 57 | 7.7,0.62,0.04,3.8,0.084,25,45,0.9978,3.34,0.53,9.5,5 58 | 10.2,0.42,0.57,3.4,0.07,4,10,0.9971,3.04,0.63,9.6,5 59 | 7.5,0.63,0.12,5.1,0.111,50,110,0.9983,3.26,0.77,9.4,5 60 | 7.8,0.59,0.18,2.3,0.076,17,54,0.9975,3.43,0.59,10,5 61 | 7.3,0.39,0.31,2.4,0.074,9,46,0.9962,3.41,0.54,9.4,6 62 | 8.8,0.4,0.4,2.2,0.079,19,52,0.998,3.44,0.64,9.2,5 63 | 7.7,0.69,0.49,1.8,0.115,20,112,0.9968,3.21,0.71,9.3,5 64 | 7.5,0.52,0.16,1.9,0.085,12,35,0.9968,3.38,0.62,9.5,7 65 | 7,0.735,0.05,2,0.081,13,54,0.9966,3.39,0.57,9.8,5 66 | 7.2,0.725,0.05,4.65,0.086,4,11,0.9962,3.41,0.39,10.9,5 67 | 7.2,0.725,0.05,4.65,0.086,4,11,0.9962,3.41,0.39,10.9,5 68 | 7.5,0.52,0.11,1.5,0.079,11,39,0.9968,3.42,0.58,9.6,5 69 | 6.6,0.705,0.07,1.6,0.076,6,15,0.9962,3.44,0.58,10.7,5 70 | 9.3,0.32,0.57,2,0.074,27,65,0.9969,3.28,0.79,10.7,5 71 | 8,0.705,0.05,1.9,0.074,8,19,0.9962,3.34,0.95,10.5,6 72 | 7.7,0.63,0.08,1.9,0.076,15,27,0.9967,3.32,0.54,9.5,6 73 | 7.7,0.67,0.23,2.1,0.088,17,96,0.9962,3.32,0.48,9.5,5 74 | 7.7,0.69,0.22,1.9,0.084,18,94,0.9961,3.31,0.48,9.5,5 75 | 8.3,0.675,0.26,2.1,0.084,11,43,0.9976,3.31,0.53,9.2,4 76 | 9.7,0.32,0.54,2.5,0.094,28,83,0.9984,3.28,0.82,9.6,5 77 | 8.8,0.41,0.64,2.2,0.093,9,42,0.9986,3.54,0.66,10.5,5 78 | 8.8,0.41,0.64,2.2,0.093,9,42,0.9986,3.54,0.66,10.5,5 79 | 6.8,0.785,0,2.4,0.104,14,30,0.9966,3.52,0.55,10.7,6 80 | 6.7,0.75,0.12,2,0.086,12,80,0.9958,3.38,0.52,10.1,5 81 | 8.3,0.625,0.2,1.5,0.08,27,119,0.9972,3.16,1.12,9.1,4 82 | 6.2,0.45,0.2,1.6,0.069,3,15,0.9958,3.41,0.56,9.2,5 83 | 7.8,0.43,0.7,1.9,0.464,22,67,0.9974,3.13,1.28,9.4,5 84 | 7.4,0.5,0.47,2,0.086,21,73,0.997,3.36,0.57,9.1,5 85 | 7.3,0.67,0.26,1.8,0.401,16,51,0.9969,3.16,1.14,9.4,5 86 | 6.3,0.3,0.48,1.8,0.069,18,61,0.9959,3.44,0.78,10.3,6 87 | 6.9,0.55,0.15,2.2,0.076,19,40,0.9961,3.41,0.59,10.1,5 88 | 8.6,0.49,0.28,1.9,0.11,20,136,0.9972,2.93,1.95,9.9,6 89 | 7.7,0.49,0.26,1.9,0.062,9,31,0.9966,3.39,0.64,9.6,5 90 | 9.3,0.39,0.44,2.1,0.107,34,125,0.9978,3.14,1.22,9.5,5 91 | 7,0.62,0.08,1.8,0.076,8,24,0.9978,3.48,0.53,9,5 92 | 7.9,0.52,0.26,1.9,0.079,42,140,0.9964,3.23,0.54,9.5,5 93 | 8.6,0.49,0.28,1.9,0.11,20,136,0.9972,2.93,1.95,9.9,6 94 | 8.6,0.49,0.29,2,0.11,19,133,0.9972,2.93,1.98,9.8,5 95 | 7.7,0.49,0.26,1.9,0.062,9,31,0.9966,3.39,0.64,9.6,5 96 | 5,1.02,0.04,1.4,0.045,41,85,0.9938,3.75,0.48,10.5,4 97 | 4.7,0.6,0.17,2.3,0.058,17,106,0.9932,3.85,0.6,12.9,6 98 | 6.8,0.775,0,3,0.102,8,23,0.9965,3.45,0.56,10.7,5 99 | 7,0.5,0.25,2,0.07,3,22,0.9963,3.25,0.63,9.2,5 100 | 7.6,0.9,0.06,2.5,0.079,5,10,0.9967,3.39,0.56,9.8,5 101 | 8.1,0.545,0.18,1.9,0.08,13,35,0.9972,3.3,0.59,9,6 102 | 8.3,0.61,0.3,2.1,0.084,11,50,0.9972,3.4,0.61,10.2,6 103 | 7.8,0.5,0.3,1.9,0.075,8,22,0.9959,3.31,0.56,10.4,6 104 | 8.1,0.545,0.18,1.9,0.08,13,35,0.9972,3.3,0.59,9,6 105 | 8.1,0.575,0.22,2.1,0.077,12,65,0.9967,3.29,0.51,9.2,5 106 | 7.2,0.49,0.24,2.2,0.07,5,36,0.996,3.33,0.48,9.4,5 107 | 8.1,0.575,0.22,2.1,0.077,12,65,0.9967,3.29,0.51,9.2,5 108 | 7.8,0.41,0.68,1.7,0.467,18,69,0.9973,3.08,1.31,9.3,5 109 | 6.2,0.63,0.31,1.7,0.088,15,64,0.9969,3.46,0.79,9.3,5 110 | 8,0.33,0.53,2.5,0.091,18,80,0.9976,3.37,0.8,9.6,6 111 | 8.1,0.785,0.52,2,0.122,37,153,0.9969,3.21,0.69,9.3,5 112 | 7.8,0.56,0.19,1.8,0.104,12,47,0.9964,3.19,0.93,9.5,5 113 | 8.4,0.62,0.09,2.2,0.084,11,108,0.9964,3.15,0.66,9.8,5 114 | 8.4,0.6,0.1,2.2,0.085,14,111,0.9964,3.15,0.66,9.8,5 115 | 10.1,0.31,0.44,2.3,0.08,22,46,0.9988,3.32,0.67,9.7,6 116 | 7.8,0.56,0.19,1.8,0.104,12,47,0.9964,3.19,0.93,9.5,5 117 | 9.4,0.4,0.31,2.2,0.09,13,62,0.9966,3.07,0.63,10.5,6 118 | 8.3,0.54,0.28,1.9,0.077,11,40,0.9978,3.39,0.61,10,6 119 | 7.8,0.56,0.12,2,0.082,7,28,0.997,3.37,0.5,9.4,6 120 | 8.8,0.55,0.04,2.2,0.119,14,56,0.9962,3.21,0.6,10.9,6 121 | 7,0.69,0.08,1.8,0.097,22,89,0.9959,3.34,0.54,9.2,6 122 | 7.3,1.07,0.09,1.7,0.178,10,89,0.9962,3.3,0.57,9,5 123 | 8.8,0.55,0.04,2.2,0.119,14,56,0.9962,3.21,0.6,10.9,6 124 | 7.3,0.695,0,2.5,0.075,3,13,0.998,3.49,0.52,9.2,5 125 | 8,0.71,0,2.6,0.08,11,34,0.9976,3.44,0.53,9.5,5 126 | 7.8,0.5,0.17,1.6,0.082,21,102,0.996,3.39,0.48,9.5,5 127 | 9,0.62,0.04,1.9,0.146,27,90,0.9984,3.16,0.7,9.4,5 128 | 8.2,1.33,0,1.7,0.081,3,12,0.9964,3.53,0.49,10.9,5 129 | 8.1,1.33,0,1.8,0.082,3,12,0.9964,3.54,0.48,10.9,5 130 | 8,0.59,0.16,1.8,0.065,3,16,0.9962,3.42,0.92,10.5,7 131 | 6.1,0.38,0.15,1.8,0.072,6,19,0.9955,3.42,0.57,9.4,5 132 | 8,0.745,0.56,2,0.118,30,134,0.9968,3.24,0.66,9.4,5 133 | 5.6,0.5,0.09,2.3,0.049,17,99,0.9937,3.63,0.63,13,5 134 | 5.6,0.5,0.09,2.3,0.049,17,99,0.9937,3.63,0.63,13,5 135 | 6.6,0.5,0.01,1.5,0.06,17,26,0.9952,3.4,0.58,9.8,6 136 | 7.9,1.04,0.05,2.2,0.084,13,29,0.9959,3.22,0.55,9.9,6 137 | 8.4,0.745,0.11,1.9,0.09,16,63,0.9965,3.19,0.82,9.6,5 138 | 8.3,0.715,0.15,1.8,0.089,10,52,0.9968,3.23,0.77,9.5,5 139 | 7.2,0.415,0.36,2,0.081,13,45,0.9972,3.48,0.64,9.2,5 140 | 7.8,0.56,0.19,2.1,0.081,15,105,0.9962,3.33,0.54,9.5,5 141 | 7.8,0.56,0.19,2,0.081,17,108,0.9962,3.32,0.54,9.5,5 142 | 8.4,0.745,0.11,1.9,0.09,16,63,0.9965,3.19,0.82,9.6,5 143 | 8.3,0.715,0.15,1.8,0.089,10,52,0.9968,3.23,0.77,9.5,5 144 | 5.2,0.34,0,1.8,0.05,27,63,0.9916,3.68,0.79,14,6 145 | 6.3,0.39,0.08,1.7,0.066,3,20,0.9954,3.34,0.58,9.4,5 146 | 5.2,0.34,0,1.8,0.05,27,63,0.9916,3.68,0.79,14,6 147 | 8.1,0.67,0.55,1.8,0.117,32,141,0.9968,3.17,0.62,9.4,5 148 | 5.8,0.68,0.02,1.8,0.087,21,94,0.9944,3.54,0.52,10,5 149 | 7.6,0.49,0.26,1.6,0.236,10,88,0.9968,3.11,0.8,9.3,5 150 | 6.9,0.49,0.1,2.3,0.074,12,30,0.9959,3.42,0.58,10.2,6 151 | 8.2,0.4,0.44,2.8,0.089,11,43,0.9975,3.53,0.61,10.5,6 152 | 7.3,0.33,0.47,2.1,0.077,5,11,0.9958,3.33,0.53,10.3,6 153 | 9.2,0.52,1,3.4,0.61,32,69,0.9996,2.74,2.0,9.4,4 154 | 7.5,0.6,0.03,1.8,0.095,25,99,0.995,3.35,0.54,10.1,5 155 | 7.5,0.6,0.03,1.8,0.095,25,99,0.995,3.35,0.54,10.1,5 156 | 7.1,0.43,0.42,5.5,0.07,29,129,0.9973,3.42,0.72,10.5,5 157 | 7.1,0.43,0.42,5.5,0.071,28,128,0.9973,3.42,0.71,10.5,5 158 | 7.1,0.43,0.42,5.5,0.07,29,129,0.9973,3.42,0.72,10.5,5 159 | 7.1,0.43,0.42,5.5,0.071,28,128,0.9973,3.42,0.71,10.5,5 160 | 7.1,0.68,0,2.2,0.073,12,22,0.9969,3.48,0.5,9.3,5 161 | 6.8,0.6,0.18,1.9,0.079,18,86,0.9968,3.59,0.57,9.3,6 162 | 7.6,0.95,0.03,2,0.09,7,20,0.9959,3.2,0.56,9.6,5 163 | 7.6,0.68,0.02,1.3,0.072,9,20,0.9965,3.17,1.08,9.2,4 164 | 7.8,0.53,0.04,1.7,0.076,17,31,0.9964,3.33,0.56,10,6 165 | 7.4,0.6,0.26,7.3,0.07,36,121,0.9982,3.37,0.49,9.4,5 166 | 7.3,0.59,0.26,7.2,0.07,35,121,0.9981,3.37,0.49,9.4,5 167 | 7.8,0.63,0.48,1.7,0.1,14,96,0.9961,3.19,0.62,9.5,5 168 | 6.8,0.64,0.1,2.1,0.085,18,101,0.9956,3.34,0.52,10.2,5 169 | 7.3,0.55,0.03,1.6,0.072,17,42,0.9956,3.37,0.48,9,4 170 | 6.8,0.63,0.07,2.1,0.089,11,44,0.9953,3.47,0.55,10.4,6 171 | 7.5,0.705,0.24,1.8,0.36,15,63,0.9964,3,1.59,9.5,5 172 | 7.9,0.885,0.03,1.8,0.058,4,8,0.9972,3.36,0.33,9.1,4 173 | 8,0.42,0.17,2,0.073,6,18,0.9972,3.29,0.61,9.2,6 174 | 8,0.42,0.17,2,0.073,6,18,0.9972,3.29,0.61,9.2,6 175 | 7.4,0.62,0.05,1.9,0.068,24,42,0.9961,3.42,0.57,11.5,6 176 | 7.3,0.38,0.21,2,0.08,7,35,0.9961,3.33,0.47,9.5,5 177 | 6.9,0.5,0.04,1.5,0.085,19,49,0.9958,3.35,0.78,9.5,5 178 | 7.3,0.38,0.21,2,0.08,7,35,0.9961,3.33,0.47,9.5,5 179 | 7.5,0.52,0.42,2.3,0.087,8,38,0.9972,3.58,0.61,10.5,6 180 | 7,0.805,0,2.5,0.068,7,20,0.9969,3.48,0.56,9.6,5 181 | 8.8,0.61,0.14,2.4,0.067,10,42,0.9969,3.19,0.59,9.5,5 182 | 8.8,0.61,0.14,2.4,0.067,10,42,0.9969,3.19,0.59,9.5,5 183 | 8.9,0.61,0.49,2,0.27,23,110,0.9972,3.12,1.02,9.3,5 184 | 7.2,0.73,0.02,2.5,0.076,16,42,0.9972,3.44,0.52,9.3,5 185 | 6.8,0.61,0.2,1.8,0.077,11,65,0.9971,3.54,0.58,9.3,5 186 | 6.7,0.62,0.21,1.9,0.079,8,62,0.997,3.52,0.58,9.3,6 187 | 8.9,0.31,0.57,2,0.111,26,85,0.9971,3.26,0.53,9.7,5 188 | 7.4,0.39,0.48,2,0.082,14,67,0.9972,3.34,0.55,9.2,5 189 | 7.7,0.705,0.1,2.6,0.084,9,26,0.9976,3.39,0.49,9.7,5 190 | 7.9,0.5,0.33,2,0.084,15,143,0.9968,3.2,0.55,9.5,5 191 | 7.9,0.49,0.32,1.9,0.082,17,144,0.9968,3.2,0.55,9.5,5 192 | 8.2,0.5,0.35,2.9,0.077,21,127,0.9976,3.23,0.62,9.4,5 193 | 6.4,0.37,0.25,1.9,0.074,21,49,0.9974,3.57,0.62,9.8,6 194 | 6.8,0.63,0.12,3.8,0.099,16,126,0.9969,3.28,0.61,9.5,5 195 | 7.6,0.55,0.21,2.2,0.071,7,28,0.9964,3.28,0.55,9.7,5 196 | 7.6,0.55,0.21,2.2,0.071,7,28,0.9964,3.28,0.55,9.7,5 197 | 7.8,0.59,0.33,2,0.074,24,120,0.9968,3.25,0.54,9.4,5 198 | 7.3,0.58,0.3,2.4,0.074,15,55,0.9968,3.46,0.59,10.2,5 199 | 11.5,0.3,0.6,2,0.067,12,27,0.9981,3.11,0.97,10.1,6 200 | 5.4,0.835,0.08,1.2,0.046,13,93,0.9924,3.57,0.85,13,7 201 | 6.9,1.09,0.06,2.1,0.061,12,31,0.9948,3.51,0.43,11.4,4 202 | 9.6,0.32,0.47,1.4,0.056,9,24,0.99695,3.22,0.82,10.3,7 203 | 8.8,0.37,0.48,2.1,0.097,39,145,0.9975,3.04,1.03,9.3,5 204 | 6.8,0.5,0.11,1.5,0.075,16,49,0.99545,3.36,0.79,9.5,5 205 | 7,0.42,0.35,1.6,0.088,16,39,0.9961,3.34,0.55,9.2,5 206 | 7,0.43,0.36,1.6,0.089,14,37,0.99615,3.34,0.56,9.2,6 207 | 12.8,0.3,0.74,2.6,0.095,9,28,0.9994,3.2,0.77,10.8,7 208 | 12.8,0.3,0.74,2.6,0.095,9,28,0.9994,3.2,0.77,10.8,7 209 | 7.8,0.57,0.31,1.8,0.069,26,120,0.99625,3.29,0.53,9.3,5 210 | 7.8,0.44,0.28,2.7,0.1,18,95,0.9966,3.22,0.67,9.4,5 211 | 11,0.3,0.58,2.1,0.054,7,19,0.998,3.31,0.88,10.5,7 212 | 9.7,0.53,0.6,2,0.039,5,19,0.99585,3.3,0.86,12.4,6 213 | 8,0.725,0.24,2.8,0.083,10,62,0.99685,3.35,0.56,10,6 214 | 11.6,0.44,0.64,2.1,0.059,5,15,0.998,3.21,0.67,10.2,6 215 | 8.2,0.57,0.26,2.2,0.06,28,65,0.9959,3.3,0.43,10.1,5 216 | 7.8,0.735,0.08,2.4,0.092,10,41,0.9974,3.24,0.71,9.8,6 217 | 7,0.49,0.49,5.6,0.06,26,121,0.9974,3.34,0.76,10.5,5 218 | 8.7,0.625,0.16,2,0.101,13,49,0.9962,3.14,0.57,11,5 219 | 8.1,0.725,0.22,2.2,0.072,11,41,0.9967,3.36,0.55,9.1,5 220 | 7.5,0.49,0.19,1.9,0.076,10,44,0.9957,3.39,0.54,9.7,5 221 | 7.8,0.53,0.33,2.4,0.08,24,144,0.99655,3.3,0.6,9.5,5 222 | 7.8,0.34,0.37,2,0.082,24,58,0.9964,3.34,0.59,9.4,6 223 | 7.4,0.53,0.26,2,0.101,16,72,0.9957,3.15,0.57,9.4,5 224 | 6.8,0.61,0.04,1.5,0.057,5,10,0.99525,3.42,0.6,9.5,5 225 | 8.6,0.645,0.25,2,0.083,8,28,0.99815,3.28,0.6,10,6 226 | 8.4,0.635,0.36,2,0.089,15,55,0.99745,3.31,0.57,10.4,4 227 | 7.7,0.43,0.25,2.6,0.073,29,63,0.99615,3.37,0.58,10.5,6 228 | 8.9,0.59,0.5,2,0.337,27,81,0.9964,3.04,1.61,9.5,6 229 | 9,0.82,0.14,2.6,0.089,9,23,0.9984,3.39,0.63,9.8,5 230 | 7.7,0.43,0.25,2.6,0.073,29,63,0.99615,3.37,0.58,10.5,6 231 | 6.9,0.52,0.25,2.6,0.081,10,37,0.99685,3.46,0.5,11,5 232 | 5.2,0.48,0.04,1.6,0.054,19,106,0.9927,3.54,0.62,12.2,7 233 | 8,0.38,0.06,1.8,0.078,12,49,0.99625,3.37,0.52,9.9,6 234 | 8.5,0.37,0.2,2.8,0.09,18,58,0.998,3.34,0.7,9.6,6 235 | 6.9,0.52,0.25,2.6,0.081,10,37,0.99685,3.46,0.5,11,5 236 | 8.2,1,0.09,2.3,0.065,7,37,0.99685,3.32,0.55,9,6 237 | 7.2,0.63,0,1.9,0.097,14,38,0.99675,3.37,0.58,9,6 238 | 7.2,0.63,0,1.9,0.097,14,38,0.99675,3.37,0.58,9,6 239 | 7.2,0.645,0,1.9,0.097,15,39,0.99675,3.37,0.58,9.2,6 240 | 7.2,0.63,0,1.9,0.097,14,38,0.99675,3.37,0.58,9,6 241 | 8.2,1,0.09,2.3,0.065,7,37,0.99685,3.32,0.55,9,6 242 | 8.9,0.635,0.37,1.7,0.263,5,62,0.9971,3,1.09,9.3,5 243 | 12,0.38,0.56,2.1,0.093,6,24,0.99925,3.14,0.71,10.9,6 244 | 7.7,0.58,0.1,1.8,0.102,28,109,0.99565,3.08,0.49,9.8,6 245 | 15,0.21,0.44,2.2,0.075,10,24,1.00005,3.07,0.84,9.2,7 246 | 15,0.21,0.44,2.2,0.075,10,24,1.00005,3.07,0.84,9.2,7 247 | 7.3,0.66,0,2,0.084,6,23,0.9983,3.61,0.96,9.9,6 248 | 7.1,0.68,0.07,1.9,0.075,16,51,0.99685,3.38,0.52,9.5,5 249 | 8.2,0.6,0.17,2.3,0.072,11,73,0.9963,3.2,0.45,9.3,5 250 | 7.7,0.53,0.06,1.7,0.074,9,39,0.99615,3.35,0.48,9.8,6 251 | 7.3,0.66,0,2,0.084,6,23,0.9983,3.61,0.96,9.9,6 252 | 10.8,0.32,0.44,1.6,0.063,16,37,0.9985,3.22,0.78,10,6 253 | 7.1,0.6,0,1.8,0.074,16,34,0.9972,3.47,0.7,9.9,6 254 | 11.1,0.35,0.48,3.1,0.09,5,21,0.9986,3.17,0.53,10.5,5 255 | 7.7,0.775,0.42,1.9,0.092,8,86,0.9959,3.23,0.59,9.5,5 256 | 7.1,0.6,0,1.8,0.074,16,34,0.9972,3.47,0.7,9.9,6 257 | 8,0.57,0.23,3.2,0.073,17,119,0.99675,3.26,0.57,9.3,5 258 | 9.4,0.34,0.37,2.2,0.075,5,13,0.998,3.22,0.62,9.2,5 259 | 6.6,0.695,0,2.1,0.075,12,56,0.9968,3.49,0.67,9.2,5 260 | 7.7,0.41,0.76,1.8,0.611,8,45,0.9968,3.06,1.26,9.4,5 261 | 10,0.31,0.47,2.6,0.085,14,33,0.99965,3.36,0.8,10.5,7 262 | 7.9,0.33,0.23,1.7,0.077,18,45,0.99625,3.29,0.65,9.3,5 263 | 7,0.975,0.04,2,0.087,12,67,0.99565,3.35,0.6,9.4,4 264 | 8,0.52,0.03,1.7,0.07,10,35,0.99575,3.34,0.57,10,5 265 | 7.9,0.37,0.23,1.8,0.077,23,49,0.9963,3.28,0.67,9.3,5 266 | 12.5,0.56,0.49,2.4,0.064,5,27,0.9999,3.08,0.87,10.9,5 267 | 11.8,0.26,0.52,1.8,0.071,6,10,0.9968,3.2,0.72,10.2,7 268 | 8.1,0.87,0,3.3,0.096,26,61,1.00025,3.6,0.72,9.8,4 269 | 7.9,0.35,0.46,3.6,0.078,15,37,0.9973,3.35,0.86,12.8,8 270 | 6.9,0.54,0.04,3,0.077,7,27,0.9987,3.69,0.91,9.4,6 271 | 11.5,0.18,0.51,4,0.104,4,23,0.9996,3.28,0.97,10.1,6 272 | 7.9,0.545,0.06,4,0.087,27,61,0.9965,3.36,0.67,10.7,6 273 | 11.5,0.18,0.51,4,0.104,4,23,0.9996,3.28,0.97,10.1,6 274 | 10.9,0.37,0.58,4,0.071,17,65,0.99935,3.22,0.78,10.1,5 275 | 8.4,0.715,0.2,2.4,0.076,10,38,0.99735,3.31,0.64,9.4,5 276 | 7.5,0.65,0.18,7,0.088,27,94,0.99915,3.38,0.77,9.4,5 277 | 7.9,0.545,0.06,4,0.087,27,61,0.9965,3.36,0.67,10.7,6 278 | 6.9,0.54,0.04,3,0.077,7,27,0.9987,3.69,0.91,9.4,6 279 | 11.5,0.18,0.51,4,0.104,4,23,0.9996,3.28,0.97,10.1,6 280 | 10.3,0.32,0.45,6.4,0.073,5,13,0.9976,3.23,0.82,12.6,8 281 | 8.9,0.4,0.32,5.6,0.087,10,47,0.9991,3.38,0.77,10.5,7 282 | 11.4,0.26,0.44,3.6,0.071,6,19,0.9986,3.12,0.82,9.3,6 283 | 7.7,0.27,0.68,3.5,0.358,5,10,0.9972,3.25,1.08,9.9,7 284 | 7.6,0.52,0.12,3,0.067,12,53,0.9971,3.36,0.57,9.1,5 285 | 8.9,0.4,0.32,5.6,0.087,10,47,0.9991,3.38,0.77,10.5,7 286 | 9.9,0.59,0.07,3.4,0.102,32,71,1.00015,3.31,0.71,9.8,5 287 | 9.9,0.59,0.07,3.4,0.102,32,71,1.00015,3.31,0.71,9.8,5 288 | 12,0.45,0.55,2,0.073,25,49,0.9997,3.1,0.76,10.3,6 289 | 7.5,0.4,0.12,3,0.092,29,53,0.9967,3.37,0.7,10.3,6 290 | 8.7,0.52,0.09,2.5,0.091,20,49,0.9976,3.34,0.86,10.6,7 291 | 11.6,0.42,0.53,3.3,0.105,33,98,1.001,3.2,0.95,9.2,5 292 | 8.7,0.52,0.09,2.5,0.091,20,49,0.9976,3.34,0.86,10.6,7 293 | 11,0.2,0.48,2,0.343,6,18,0.9979,3.3,0.71,10.5,5 294 | 10.4,0.55,0.23,2.7,0.091,18,48,0.9994,3.22,0.64,10.3,6 295 | 6.9,0.36,0.25,2.4,0.098,5,16,0.9964,3.41,0.6,10.1,6 296 | 13.3,0.34,0.52,3.2,0.094,17,53,1.0014,3.05,0.81,9.5,6 297 | 10.8,0.5,0.46,2.5,0.073,5,27,1.0001,3.05,0.64,9.5,5 298 | 10.6,0.83,0.37,2.6,0.086,26,70,0.9981,3.16,0.52,9.9,5 299 | 7.1,0.63,0.06,2,0.083,8,29,0.99855,3.67,0.73,9.6,5 300 | 7.2,0.65,0.02,2.3,0.094,5,31,0.9993,3.67,0.8,9.7,5 301 | 6.9,0.67,0.06,2.1,0.08,8,33,0.99845,3.68,0.71,9.6,5 302 | 7.5,0.53,0.06,2.6,0.086,20,44,0.9965,3.38,0.59,10.7,6 303 | 11.1,0.18,0.48,1.5,0.068,7,15,0.9973,3.22,0.64,10.1,6 304 | 8.3,0.705,0.12,2.6,0.092,12,28,0.9994,3.51,0.72,10,5 305 | 7.4,0.67,0.12,1.6,0.186,5,21,0.996,3.39,0.54,9.5,5 306 | 8.4,0.65,0.6,2.1,0.112,12,90,0.9973,3.2,0.52,9.2,5 307 | 10.3,0.53,0.48,2.5,0.063,6,25,0.9998,3.12,0.59,9.3,6 308 | 7.6,0.62,0.32,2.2,0.082,7,54,0.9966,3.36,0.52,9.4,5 309 | 10.3,0.41,0.42,2.4,0.213,6,14,0.9994,3.19,0.62,9.5,6 310 | 10.3,0.43,0.44,2.4,0.214,5,12,0.9994,3.19,0.63,9.5,6 311 | 7.4,0.29,0.38,1.7,0.062,9,30,0.9968,3.41,0.53,9.5,6 312 | 10.3,0.53,0.48,2.5,0.063,6,25,0.9998,3.12,0.59,9.3,6 313 | 7.9,0.53,0.24,2,0.072,15,105,0.996,3.27,0.54,9.4,6 314 | 9,0.46,0.31,2.8,0.093,19,98,0.99815,3.32,0.63,9.5,6 315 | 8.6,0.47,0.3,3,0.076,30,135,0.9976,3.3,0.53,9.4,5 316 | 7.4,0.36,0.29,2.6,0.087,26,72,0.99645,3.39,0.68,11,5 317 | 7.1,0.35,0.29,2.5,0.096,20,53,0.9962,3.42,0.65,11,6 318 | 9.6,0.56,0.23,3.4,0.102,37,92,0.9996,3.3,0.65,10.1,5 319 | 9.6,0.77,0.12,2.9,0.082,30,74,0.99865,3.3,0.64,10.4,6 320 | 9.8,0.66,0.39,3.2,0.083,21,59,0.9989,3.37,0.71,11.5,7 321 | 9.6,0.77,0.12,2.9,0.082,30,74,0.99865,3.3,0.64,10.4,6 322 | 9.8,0.66,0.39,3.2,0.083,21,59,0.9989,3.37,0.71,11.5,7 323 | 9.3,0.61,0.26,3.4,0.09,25,87,0.99975,3.24,0.62,9.7,5 324 | 7.8,0.62,0.05,2.3,0.079,6,18,0.99735,3.29,0.63,9.3,5 325 | 10.3,0.59,0.42,2.8,0.09,35,73,0.999,3.28,0.7,9.5,6 326 | 10,0.49,0.2,11,0.071,13,50,1.0015,3.16,0.69,9.2,6 327 | 10,0.49,0.2,11,0.071,13,50,1.0015,3.16,0.69,9.2,6 328 | 11.6,0.53,0.66,3.65,0.121,6,14,0.9978,3.05,0.74,11.5,7 329 | 10.3,0.44,0.5,4.5,0.107,5,13,0.998,3.28,0.83,11.5,5 330 | 13.4,0.27,0.62,2.6,0.082,6,21,1.0002,3.16,0.67,9.7,6 331 | 10.7,0.46,0.39,2,0.061,7,15,0.9981,3.18,0.62,9.5,5 332 | 10.2,0.36,0.64,2.9,0.122,10,41,0.998,3.23,0.66,12.5,6 333 | 10.2,0.36,0.64,2.9,0.122,10,41,0.998,3.23,0.66,12.5,6 334 | 8,0.58,0.28,3.2,0.066,21,114,0.9973,3.22,0.54,9.4,6 335 | 8.4,0.56,0.08,2.1,0.105,16,44,0.9958,3.13,0.52,11,5 336 | 7.9,0.65,0.01,2.5,0.078,17,38,0.9963,3.34,0.74,11.7,7 337 | 11.9,0.695,0.53,3.4,0.128,7,21,0.9992,3.17,0.84,12.2,7 338 | 8.9,0.43,0.45,1.9,0.052,6,16,0.9948,3.35,0.7,12.5,6 339 | 7.8,0.43,0.32,2.8,0.08,29,58,0.9974,3.31,0.64,10.3,5 340 | 12.4,0.49,0.58,3,0.103,28,99,1.0008,3.16,1,11.5,6 341 | 12.5,0.28,0.54,2.3,0.082,12,29,0.9997,3.11,1.36,9.8,7 342 | 12.2,0.34,0.5,2.4,0.066,10,21,1,3.12,1.18,9.2,6 343 | 10.6,0.42,0.48,2.7,0.065,5,18,0.9972,3.21,0.87,11.3,6 344 | 10.9,0.39,0.47,1.8,0.118,6,14,0.9982,3.3,0.75,9.8,6 345 | 10.9,0.39,0.47,1.8,0.118,6,14,0.9982,3.3,0.75,9.8,6 346 | 11.9,0.57,0.5,2.6,0.082,6,32,1.0006,3.12,0.78,10.7,6 347 | 7,0.685,0,1.9,0.067,40,63,0.9979,3.6,0.81,9.9,5 348 | 6.6,0.815,0.02,2.7,0.072,17,34,0.9955,3.58,0.89,12.3,7 349 | 13.8,0.49,0.67,3,0.093,6,15,0.9986,3.02,0.93,12,6 350 | 9.6,0.56,0.31,2.8,0.089,15,46,0.9979,3.11,0.92,10,6 351 | 9.1,0.785,0,2.6,0.093,11,28,0.9994,3.36,0.86,9.4,6 352 | 10.7,0.67,0.22,2.7,0.107,17,34,1.0004,3.28,0.98,9.9,6 353 | 9.1,0.795,0,2.6,0.096,11,26,0.9994,3.35,0.83,9.4,6 354 | 7.7,0.665,0,2.4,0.09,8,19,0.9974,3.27,0.73,9.3,5 355 | 13.5,0.53,0.79,4.8,0.12,23,77,1.0018,3.18,0.77,13,5 356 | 6.1,0.21,0.4,1.4,0.066,40.5,165,0.9912,3.25,0.59,11.9,6 357 | 6.7,0.75,0.01,2.4,0.078,17,32,0.9955,3.55,0.61,12.8,6 358 | 11.5,0.41,0.52,3,0.08,29,55,1.0001,3.26,0.88,11,5 359 | 10.5,0.42,0.66,2.95,0.116,12,29,0.997,3.24,0.75,11.7,7 360 | 11.9,0.43,0.66,3.1,0.109,10,23,1,3.15,0.85,10.4,7 361 | 12.6,0.38,0.66,2.6,0.088,10,41,1.001,3.17,0.68,9.8,6 362 | 8.2,0.7,0.23,2,0.099,14,81,0.9973,3.19,0.7,9.4,5 363 | 8.6,0.45,0.31,2.6,0.086,21,50,0.9982,3.37,0.91,9.9,6 364 | 11.9,0.58,0.66,2.5,0.072,6,37,0.9992,3.05,0.56,10,5 365 | 12.5,0.46,0.63,2,0.071,6,15,0.9988,2.99,0.87,10.2,5 366 | 12.8,0.615,0.66,5.8,0.083,7,42,1.0022,3.07,0.73,10,7 367 | 10,0.42,0.5,3.4,0.107,7,21,0.9979,3.26,0.93,11.8,6 368 | 12.8,0.615,0.66,5.8,0.083,7,42,1.0022,3.07,0.73,10,7 369 | 10.4,0.575,0.61,2.6,0.076,11,24,1,3.16,0.69,9,5 370 | 10.3,0.34,0.52,2.8,0.159,15,75,0.9998,3.18,0.64,9.4,5 371 | 9.4,0.27,0.53,2.4,0.074,6,18,0.9962,3.2,1.13,12,7 372 | 6.9,0.765,0.02,2.3,0.063,35,63,0.9975,3.57,0.78,9.9,5 373 | 7.9,0.24,0.4,1.6,0.056,11,25,0.9967,3.32,0.87,8.7,6 374 | 9.1,0.28,0.48,1.8,0.067,26,46,0.9967,3.32,1.04,10.6,6 375 | 7.4,0.55,0.22,2.2,0.106,12,72,0.9959,3.05,0.63,9.2,5 376 | 14,0.41,0.63,3.8,0.089,6,47,1.0014,3.01,0.81,10.8,6 377 | 11.5,0.54,0.71,4.4,0.124,6,15,0.9984,3.01,0.83,11.8,7 378 | 11.5,0.45,0.5,3,0.078,19,47,1.0003,3.26,1.11,11,6 379 | 9.4,0.27,0.53,2.4,0.074,6,18,0.9962,3.2,1.13,12,7 380 | 11.4,0.625,0.66,6.2,0.088,6,24,0.9988,3.11,0.99,13.3,6 381 | 8.3,0.42,0.38,2.5,0.094,24,60,0.9979,3.31,0.7,10.8,6 382 | 8.3,0.26,0.42,2,0.08,11,27,0.9974,3.21,0.8,9.4,6 383 | 13.7,0.415,0.68,2.9,0.085,17,43,1.0014,3.06,0.8,10,6 384 | 8.3,0.26,0.42,2,0.08,11,27,0.9974,3.21,0.8,9.4,6 385 | 8.3,0.26,0.42,2,0.08,11,27,0.9974,3.21,0.8,9.4,6 386 | 7.7,0.51,0.28,2.1,0.087,23,54,0.998,3.42,0.74,9.2,5 387 | 7.4,0.63,0.07,2.4,0.09,11,37,0.9979,3.43,0.76,9.7,6 388 | 7.8,0.54,0.26,2,0.088,23,48,0.9981,3.41,0.74,9.2,6 389 | 8.3,0.66,0.15,1.9,0.079,17,42,0.9972,3.31,0.54,9.6,6 390 | 7.8,0.46,0.26,1.9,0.088,23,53,0.9981,3.43,0.74,9.2,6 391 | 9.6,0.38,0.31,2.5,0.096,16,49,0.9982,3.19,0.7,10,7 392 | 5.6,0.85,0.05,1.4,0.045,12,88,0.9924,3.56,0.82,12.9,8 393 | 13.7,0.415,0.68,2.9,0.085,17,43,1.0014,3.06,0.8,10,6 394 | 9.5,0.37,0.52,2,0.082,6,26,0.998,3.18,0.51,9.5,5 395 | 8.4,0.665,0.61,2,0.112,13,95,0.997,3.16,0.54,9.1,5 396 | 12.7,0.6,0.65,2.3,0.063,6,25,0.9997,3.03,0.57,9.9,5 397 | 12,0.37,0.76,4.2,0.066,7,38,1.0004,3.22,0.6,13,7 398 | 6.6,0.735,0.02,7.9,0.122,68,124,0.9994,3.47,0.53,9.9,5 399 | 11.5,0.59,0.59,2.6,0.087,13,49,0.9988,3.18,0.65,11,6 400 | 11.5,0.59,0.59,2.6,0.087,13,49,0.9988,3.18,0.65,11,6 401 | 8.7,0.765,0.22,2.3,0.064,9,42,0.9963,3.1,0.55,9.4,5 402 | 6.6,0.735,0.02,7.9,0.122,68,124,0.9994,3.47,0.53,9.9,5 403 | 7.7,0.26,0.3,1.7,0.059,20,38,0.9949,3.29,0.47,10.8,6 404 | 12.2,0.48,0.54,2.6,0.085,19,64,1,3.1,0.61,10.5,6 405 | 11.4,0.6,0.49,2.7,0.085,10,41,0.9994,3.15,0.63,10.5,6 406 | 7.7,0.69,0.05,2.7,0.075,15,27,0.9974,3.26,0.61,9.1,5 407 | 8.7,0.31,0.46,1.4,0.059,11,25,0.9966,3.36,0.76,10.1,6 408 | 9.8,0.44,0.47,2.5,0.063,9,28,0.9981,3.24,0.65,10.8,6 409 | 12,0.39,0.66,3,0.093,12,30,0.9996,3.18,0.63,10.8,7 410 | 10.4,0.34,0.58,3.7,0.174,6,16,0.997,3.19,0.7,11.3,6 411 | 12.5,0.46,0.49,4.5,0.07,26,49,0.9981,3.05,0.57,9.6,4 412 | 9,0.43,0.34,2.5,0.08,26,86,0.9987,3.38,0.62,9.5,6 413 | 9.1,0.45,0.35,2.4,0.08,23,78,0.9987,3.38,0.62,9.5,5 414 | 7.1,0.735,0.16,1.9,0.1,15,77,0.9966,3.27,0.64,9.3,5 415 | 9.9,0.4,0.53,6.7,0.097,6,19,0.9986,3.27,0.82,11.7,7 416 | 8.8,0.52,0.34,2.7,0.087,24,122,0.9982,3.26,0.61,9.5,5 417 | 8.6,0.725,0.24,6.6,0.117,31,134,1.0014,3.32,1.07,9.3,5 418 | 10.6,0.48,0.64,2.2,0.111,6,20,0.997,3.26,0.66,11.7,6 419 | 7,0.58,0.12,1.9,0.091,34,124,0.9956,3.44,0.48,10.5,5 420 | 11.9,0.38,0.51,2,0.121,7,20,0.9996,3.24,0.76,10.4,6 421 | 6.8,0.77,0,1.8,0.066,34,52,0.9976,3.62,0.68,9.9,5 422 | 9.5,0.56,0.33,2.4,0.089,35,67,0.9972,3.28,0.73,11.8,7 423 | 6.6,0.84,0.03,2.3,0.059,32,48,0.9952,3.52,0.56,12.3,7 424 | 7.7,0.96,0.2,2,0.047,15,60,0.9955,3.36,0.44,10.9,5 425 | 10.5,0.24,0.47,2.1,0.066,6,24,0.9978,3.15,0.9,11,7 426 | 7.7,0.96,0.2,2,0.047,15,60,0.9955,3.36,0.44,10.9,5 427 | 6.6,0.84,0.03,2.3,0.059,32,48,0.9952,3.52,0.56,12.3,7 428 | 6.4,0.67,0.08,2.1,0.045,19,48,0.9949,3.49,0.49,11.4,6 429 | 9.5,0.78,0.22,1.9,0.077,6,32,0.9988,3.26,0.56,10.6,6 430 | 9.1,0.52,0.33,1.3,0.07,9,30,0.9978,3.24,0.6,9.3,5 431 | 12.8,0.84,0.63,2.4,0.088,13,35,0.9997,3.1,0.6,10.4,6 432 | 10.5,0.24,0.47,2.1,0.066,6,24,0.9978,3.15,0.9,11,7 433 | 7.8,0.55,0.35,2.2,0.074,21,66,0.9974,3.25,0.56,9.2,5 434 | 11.9,0.37,0.69,2.3,0.078,12,24,0.9958,3,0.65,12.8,6 435 | 12.3,0.39,0.63,2.3,0.091,6,18,1.0004,3.16,0.49,9.5,5 436 | 10.4,0.41,0.55,3.2,0.076,22,54,0.9996,3.15,0.89,9.9,6 437 | 12.3,0.39,0.63,2.3,0.091,6,18,1.0004,3.16,0.49,9.5,5 438 | 8,0.67,0.3,2,0.06,38,62,0.9958,3.26,0.56,10.2,6 439 | 11.1,0.45,0.73,3.2,0.066,6,22,0.9986,3.17,0.66,11.2,6 440 | 10.4,0.41,0.55,3.2,0.076,22,54,0.9996,3.15,0.89,9.9,6 441 | 7,0.62,0.18,1.5,0.062,7,50,0.9951,3.08,0.6,9.3,5 442 | 12.6,0.31,0.72,2.2,0.072,6,29,0.9987,2.88,0.82,9.8,8 443 | 11.9,0.4,0.65,2.15,0.068,7,27,0.9988,3.06,0.68,11.3,6 444 | 15.6,0.685,0.76,3.7,0.1,6,43,1.0032,2.95,0.68,11.2,7 445 | 10,0.44,0.49,2.7,0.077,11,19,0.9963,3.23,0.63,11.6,7 446 | 5.3,0.57,0.01,1.7,0.054,5,27,0.9934,3.57,0.84,12.5,7 447 | 9.5,0.735,0.1,2.1,0.079,6,31,0.9986,3.23,0.56,10.1,6 448 | 12.5,0.38,0.6,2.6,0.081,31,72,0.9996,3.1,0.73,10.5,5 449 | 9.3,0.48,0.29,2.1,0.127,6,16,0.9968,3.22,0.72,11.2,5 450 | 8.6,0.53,0.22,2,0.1,7,27,0.9967,3.2,0.56,10.2,6 451 | 11.9,0.39,0.69,2.8,0.095,17,35,0.9994,3.1,0.61,10.8,6 452 | 11.9,0.39,0.69,2.8,0.095,17,35,0.9994,3.1,0.61,10.8,6 453 | 8.4,0.37,0.53,1.8,0.413,9,26,0.9979,3.06,1.06,9.1,6 454 | 6.8,0.56,0.03,1.7,0.084,18,35,0.9968,3.44,0.63,10,6 455 | 10.4,0.33,0.63,2.8,0.084,5,22,0.9998,3.26,0.74,11.2,7 456 | 7,0.23,0.4,1.6,0.063,21,67,0.9952,3.5,0.63,11.1,5 457 | 11.3,0.62,0.67,5.2,0.086,6,19,0.9988,3.22,0.69,13.4,8 458 | 8.9,0.59,0.39,2.3,0.095,5,22,0.9986,3.37,0.58,10.3,5 459 | 9.2,0.63,0.21,2.7,0.097,29,65,0.9988,3.28,0.58,9.6,5 460 | 10.4,0.33,0.63,2.8,0.084,5,22,0.9998,3.26,0.74,11.2,7 461 | 11.6,0.58,0.66,2.2,0.074,10,47,1.0008,3.25,0.57,9,3 462 | 9.2,0.43,0.52,2.3,0.083,14,23,0.9976,3.35,0.61,11.3,6 463 | 8.3,0.615,0.22,2.6,0.087,6,19,0.9982,3.26,0.61,9.3,5 464 | 11,0.26,0.68,2.55,0.085,10,25,0.997,3.18,0.61,11.8,5 465 | 8.1,0.66,0.7,2.2,0.098,25,129,0.9972,3.08,0.53,9,5 466 | 11.5,0.315,0.54,2.1,0.084,5,15,0.9987,2.98,0.7,9.2,6 467 | 10,0.29,0.4,2.9,0.098,10,26,1.0006,3.48,0.91,9.7,5 468 | 10.3,0.5,0.42,2,0.069,21,51,0.9982,3.16,0.72,11.5,6 469 | 8.8,0.46,0.45,2.6,0.065,7,18,0.9947,3.32,0.79,14,6 470 | 11.4,0.36,0.69,2.1,0.09,6,21,1,3.17,0.62,9.2,6 471 | 8.7,0.82,0.02,1.2,0.07,36,48,0.9952,3.2,0.58,9.8,5 472 | 13,0.32,0.65,2.6,0.093,15,47,0.9996,3.05,0.61,10.6,5 473 | 9.6,0.54,0.42,2.4,0.081,25,52,0.997,3.2,0.71,11.4,6 474 | 12.5,0.37,0.55,2.6,0.083,25,68,0.9995,3.15,0.82,10.4,6 475 | 9.9,0.35,0.55,2.1,0.062,5,14,0.9971,3.26,0.79,10.6,5 476 | 10.5,0.28,0.51,1.7,0.08,10,24,0.9982,3.2,0.89,9.4,6 477 | 9.6,0.68,0.24,2.2,0.087,5,28,0.9988,3.14,0.6,10.2,5 478 | 9.3,0.27,0.41,2,0.091,6,16,0.998,3.28,0.7,9.7,5 479 | 10.4,0.24,0.49,1.8,0.075,6,20,0.9977,3.18,1.06,11,6 480 | 9.6,0.68,0.24,2.2,0.087,5,28,0.9988,3.14,0.6,10.2,5 481 | 9.4,0.685,0.11,2.7,0.077,6,31,0.9984,3.19,0.7,10.1,6 482 | 10.6,0.28,0.39,15.5,0.069,6,23,1.0026,3.12,0.66,9.2,5 483 | 9.4,0.3,0.56,2.8,0.08,6,17,0.9964,3.15,0.92,11.7,8 484 | 10.6,0.36,0.59,2.2,0.152,6,18,0.9986,3.04,1.05,9.4,5 485 | 10.6,0.36,0.6,2.2,0.152,7,18,0.9986,3.04,1.06,9.4,5 486 | 10.6,0.44,0.68,4.1,0.114,6,24,0.997,3.06,0.66,13.4,6 487 | 10.2,0.67,0.39,1.9,0.054,6,17,0.9976,3.17,0.47,10,5 488 | 10.2,0.67,0.39,1.9,0.054,6,17,0.9976,3.17,0.47,10,5 489 | 10.2,0.645,0.36,1.8,0.053,5,14,0.9982,3.17,0.42,10,6 490 | 11.6,0.32,0.55,2.8,0.081,35,67,1.0002,3.32,0.92,10.8,7 491 | 9.3,0.39,0.4,2.6,0.073,10,26,0.9984,3.34,0.75,10.2,6 492 | 9.3,0.775,0.27,2.8,0.078,24,56,0.9984,3.31,0.67,10.6,6 493 | 9.2,0.41,0.5,2.5,0.055,12,25,0.9952,3.34,0.79,13.3,7 494 | 8.9,0.4,0.51,2.6,0.052,13,27,0.995,3.32,0.9,13.4,7 495 | 8.7,0.69,0.31,3,0.086,23,81,1.0002,3.48,0.74,11.6,6 496 | 6.5,0.39,0.23,8.3,0.051,28,91,0.9952,3.44,0.55,12.1,6 497 | 10.7,0.35,0.53,2.6,0.07,5,16,0.9972,3.15,0.65,11,8 498 | 7.8,0.52,0.25,1.9,0.081,14,38,0.9984,3.43,0.65,9,6 499 | 7.2,0.34,0.32,2.5,0.09,43,113,0.9966,3.32,0.79,11.1,5 500 | 10.7,0.35,0.53,2.6,0.07,5,16,0.9972,3.15,0.65,11,8 501 | 8.7,0.69,0.31,3,0.086,23,81,1.0002,3.48,0.74,11.6,6 502 | 7.8,0.52,0.25,1.9,0.081,14,38,0.9984,3.43,0.65,9,6 503 | 10.4,0.44,0.73,6.55,0.074,38,76,0.999,3.17,0.85,12,7 504 | 10.4,0.44,0.73,6.55,0.074,38,76,0.999,3.17,0.85,12,7 505 | 10.5,0.26,0.47,1.9,0.078,6,24,0.9976,3.18,1.04,10.9,7 506 | 10.5,0.24,0.42,1.8,0.077,6,22,0.9976,3.21,1.05,10.8,7 507 | 10.2,0.49,0.63,2.9,0.072,10,26,0.9968,3.16,0.78,12.5,7 508 | 10.4,0.24,0.46,1.8,0.075,6,21,0.9976,3.25,1.02,10.8,7 509 | 11.2,0.67,0.55,2.3,0.084,6,13,1,3.17,0.71,9.5,6 510 | 10,0.59,0.31,2.2,0.09,26,62,0.9994,3.18,0.63,10.2,6 511 | 13.3,0.29,0.75,2.8,0.084,23,43,0.9986,3.04,0.68,11.4,7 512 | 12.4,0.42,0.49,4.6,0.073,19,43,0.9978,3.02,0.61,9.5,5 513 | 10,0.59,0.31,2.2,0.09,26,62,0.9994,3.18,0.63,10.2,6 514 | 10.7,0.4,0.48,2.1,0.125,15,49,0.998,3.03,0.81,9.7,6 515 | 10.5,0.51,0.64,2.4,0.107,6,15,0.9973,3.09,0.66,11.8,7 516 | 10.5,0.51,0.64,2.4,0.107,6,15,0.9973,3.09,0.66,11.8,7 517 | 8.5,0.655,0.49,6.1,0.122,34,151,1.001,3.31,1.14,9.3,5 518 | 12.5,0.6,0.49,4.3,0.1,5,14,1.001,3.25,0.74,11.9,6 519 | 10.4,0.61,0.49,2.1,0.2,5,16,0.9994,3.16,0.63,8.4,3 520 | 10.9,0.21,0.49,2.8,0.088,11,32,0.9972,3.22,0.68,11.7,6 521 | 7.3,0.365,0.49,2.5,0.088,39,106,0.9966,3.36,0.78,11,5 522 | 9.8,0.25,0.49,2.7,0.088,15,33,0.9982,3.42,0.9,10,6 523 | 7.6,0.41,0.49,2,0.088,16,43,0.998,3.48,0.64,9.1,5 524 | 8.2,0.39,0.49,2.3,0.099,47,133,0.9979,3.38,0.99,9.8,5 525 | 9.3,0.4,0.49,2.5,0.085,38,142,0.9978,3.22,0.55,9.4,5 526 | 9.2,0.43,0.49,2.4,0.086,23,116,0.9976,3.23,0.64,9.5,5 527 | 10.4,0.64,0.24,2.8,0.105,29,53,0.9998,3.24,0.67,9.9,5 528 | 7.3,0.365,0.49,2.5,0.088,39,106,0.9966,3.36,0.78,11,5 529 | 7,0.38,0.49,2.5,0.097,33,85,0.9962,3.39,0.77,11.4,6 530 | 8.2,0.42,0.49,2.6,0.084,32,55,0.9988,3.34,0.75,8.7,6 531 | 9.9,0.63,0.24,2.4,0.077,6,33,0.9974,3.09,0.57,9.4,5 532 | 9.1,0.22,0.24,2.1,0.078,1,28,0.999,3.41,0.87,10.3,6 533 | 11.9,0.38,0.49,2.7,0.098,12,42,1.0004,3.16,0.61,10.3,5 534 | 11.9,0.38,0.49,2.7,0.098,12,42,1.0004,3.16,0.61,10.3,5 535 | 10.3,0.27,0.24,2.1,0.072,15,33,0.9956,3.22,0.66,12.8,6 536 | 10,0.48,0.24,2.7,0.102,13,32,1,3.28,0.56,10,6 537 | 9.1,0.22,0.24,2.1,0.078,1,28,0.999,3.41,0.87,10.3,6 538 | 9.9,0.63,0.24,2.4,0.077,6,33,0.9974,3.09,0.57,9.4,5 539 | 8.1,0.825,0.24,2.1,0.084,5,13,0.9972,3.37,0.77,10.7,6 540 | 12.9,0.35,0.49,5.8,0.066,5,35,1.0014,3.2,0.66,12,7 541 | 11.2,0.5,0.74,5.15,0.1,5,17,0.9996,3.22,0.62,11.2,5 542 | 9.2,0.59,0.24,3.3,0.101,20,47,0.9988,3.26,0.67,9.6,5 543 | 9.5,0.46,0.49,6.3,0.064,5,17,0.9988,3.21,0.73,11,6 544 | 9.3,0.715,0.24,2.1,0.07,5,20,0.9966,3.12,0.59,9.9,5 545 | 11.2,0.66,0.24,2.5,0.085,16,53,0.9993,3.06,0.72,11,6 546 | 14.3,0.31,0.74,1.8,0.075,6,15,1.0008,2.86,0.79,8.4,6 547 | 9.1,0.47,0.49,2.6,0.094,38,106,0.9982,3.08,0.59,9.1,5 548 | 7.5,0.55,0.24,2,0.078,10,28,0.9983,3.45,0.78,9.5,6 549 | 10.6,0.31,0.49,2.5,0.067,6,21,0.9987,3.26,0.86,10.7,6 550 | 12.4,0.35,0.49,2.6,0.079,27,69,0.9994,3.12,0.75,10.4,6 551 | 9,0.53,0.49,1.9,0.171,6,25,0.9975,3.27,0.61,9.4,6 552 | 6.8,0.51,0.01,2.1,0.074,9,25,0.9958,3.33,0.56,9.5,6 553 | 9.4,0.43,0.24,2.8,0.092,14,45,0.998,3.19,0.73,10,6 554 | 9.5,0.46,0.24,2.7,0.092,14,44,0.998,3.12,0.74,10,6 555 | 5,1.04,0.24,1.6,0.05,32,96,0.9934,3.74,0.62,11.5,5 556 | 15.5,0.645,0.49,4.2,0.095,10,23,1.00315,2.92,0.74,11.1,5 557 | 15.5,0.645,0.49,4.2,0.095,10,23,1.00315,2.92,0.74,11.1,5 558 | 10.9,0.53,0.49,4.6,0.118,10,17,1.0002,3.07,0.56,11.7,6 559 | 15.6,0.645,0.49,4.2,0.095,10,23,1.00315,2.92,0.74,11.1,5 560 | 10.9,0.53,0.49,4.6,0.118,10,17,1.0002,3.07,0.56,11.7,6 561 | 13,0.47,0.49,4.3,0.085,6,47,1.0021,3.3,0.68,12.7,6 562 | 12.7,0.6,0.49,2.8,0.075,5,19,0.9994,3.14,0.57,11.4,5 563 | 9,0.44,0.49,2.4,0.078,26,121,0.9978,3.23,0.58,9.2,5 564 | 9,0.54,0.49,2.9,0.094,41,110,0.9982,3.08,0.61,9.2,5 565 | 7.6,0.29,0.49,2.7,0.092,25,60,0.9971,3.31,0.61,10.1,6 566 | 13,0.47,0.49,4.3,0.085,6,47,1.0021,3.3,0.68,12.7,6 567 | 12.7,0.6,0.49,2.8,0.075,5,19,0.9994,3.14,0.57,11.4,5 568 | 8.7,0.7,0.24,2.5,0.226,5,15,0.9991,3.32,0.6,9,6 569 | 8.7,0.7,0.24,2.5,0.226,5,15,0.9991,3.32,0.6,9,6 570 | 9.8,0.5,0.49,2.6,0.25,5,20,0.999,3.31,0.79,10.7,6 571 | 6.2,0.36,0.24,2.2,0.095,19,42,0.9946,3.57,0.57,11.7,6 572 | 11.5,0.35,0.49,3.3,0.07,10,37,1.0003,3.32,0.91,11,6 573 | 6.2,0.36,0.24,2.2,0.095,19,42,0.9946,3.57,0.57,11.7,6 574 | 10.2,0.24,0.49,2.4,0.075,10,28,0.9978,3.14,0.61,10.4,5 575 | 10.5,0.59,0.49,2.1,0.07,14,47,0.9991,3.3,0.56,9.6,4 576 | 10.6,0.34,0.49,3.2,0.078,20,78,0.9992,3.19,0.7,10,6 577 | 12.3,0.27,0.49,3.1,0.079,28,46,0.9993,3.2,0.8,10.2,6 578 | 9.9,0.5,0.24,2.3,0.103,6,14,0.9978,3.34,0.52,10,4 579 | 8.8,0.44,0.49,2.8,0.083,18,111,0.9982,3.3,0.6,9.5,5 580 | 8.8,0.47,0.49,2.9,0.085,17,110,0.9982,3.29,0.6,9.8,5 581 | 10.6,0.31,0.49,2.2,0.063,18,40,0.9976,3.14,0.51,9.8,6 582 | 12.3,0.5,0.49,2.2,0.089,5,14,1.0002,3.19,0.44,9.6,5 583 | 12.3,0.5,0.49,2.2,0.089,5,14,1.0002,3.19,0.44,9.6,5 584 | 11.7,0.49,0.49,2.2,0.083,5,15,1,3.19,0.43,9.2,5 585 | 12,0.28,0.49,1.9,0.074,10,21,0.9976,2.98,0.66,9.9,7 586 | 11.8,0.33,0.49,3.4,0.093,54,80,1.0002,3.3,0.76,10.7,7 587 | 7.6,0.51,0.24,2.4,0.091,8,38,0.998,3.47,0.66,9.6,6 588 | 11.1,0.31,0.49,2.7,0.094,16,47,0.9986,3.12,1.02,10.6,7 589 | 7.3,0.73,0.24,1.9,0.108,18,102,0.9967,3.26,0.59,9.3,5 590 | 5,0.42,0.24,2,0.06,19,50,0.9917,3.72,0.74,14,8 591 | 10.2,0.29,0.49,2.6,0.059,5,13,0.9976,3.05,0.74,10.5,7 592 | 9,0.45,0.49,2.6,0.084,21,75,0.9987,3.35,0.57,9.7,5 593 | 6.6,0.39,0.49,1.7,0.07,23,149,0.9922,3.12,0.5,11.5,6 594 | 9,0.45,0.49,2.6,0.084,21,75,0.9987,3.35,0.57,9.7,5 595 | 9.9,0.49,0.58,3.5,0.094,9,43,1.0004,3.29,0.58,9,5 596 | 7.9,0.72,0.17,2.6,0.096,20,38,0.9978,3.4,0.53,9.5,5 597 | 8.9,0.595,0.41,7.9,0.086,30,109,0.9998,3.27,0.57,9.3,5 598 | 12.4,0.4,0.51,2,0.059,6,24,0.9994,3.04,0.6,9.3,6 599 | 11.9,0.58,0.58,1.9,0.071,5,18,0.998,3.09,0.63,10,6 600 | 8.5,0.585,0.18,2.1,0.078,5,30,0.9967,3.2,0.48,9.8,6 601 | 12.7,0.59,0.45,2.3,0.082,11,22,1,3,0.7,9.3,6 602 | 8.2,0.915,0.27,2.1,0.088,7,23,0.9962,3.26,0.47,10,4 603 | 13.2,0.46,0.52,2.2,0.071,12,35,1.0006,3.1,0.56,9,6 604 | 7.7,0.835,0,2.6,0.081,6,14,0.9975,3.3,0.52,9.3,5 605 | 13.2,0.46,0.52,2.2,0.071,12,35,1.0006,3.1,0.56,9,6 606 | 8.3,0.58,0.13,2.9,0.096,14,63,0.9984,3.17,0.62,9.1,6 607 | 8.3,0.6,0.13,2.6,0.085,6,24,0.9984,3.31,0.59,9.2,6 608 | 9.4,0.41,0.48,4.6,0.072,10,20,0.9973,3.34,0.79,12.2,7 609 | 8.8,0.48,0.41,3.3,0.092,26,52,0.9982,3.31,0.53,10.5,6 610 | 10.1,0.65,0.37,5.1,0.11,11,65,1.0026,3.32,0.64,10.4,6 611 | 6.3,0.36,0.19,3.2,0.075,15,39,0.9956,3.56,0.52,12.7,6 612 | 8.8,0.24,0.54,2.5,0.083,25,57,0.9983,3.39,0.54,9.2,5 613 | 13.2,0.38,0.55,2.7,0.081,5,16,1.0006,2.98,0.54,9.4,5 614 | 7.5,0.64,0,2.4,0.077,18,29,0.9965,3.32,0.6,10,6 615 | 8.2,0.39,0.38,1.5,0.058,10,29,0.9962,3.26,0.74,9.8,5 616 | 9.2,0.755,0.18,2.2,0.148,10,103,0.9969,2.87,1.36,10.2,6 617 | 9.6,0.6,0.5,2.3,0.079,28,71,0.9997,3.5,0.57,9.7,5 618 | 9.6,0.6,0.5,2.3,0.079,28,71,0.9997,3.5,0.57,9.7,5 619 | 11.5,0.31,0.51,2.2,0.079,14,28,0.9982,3.03,0.93,9.8,6 620 | 11.4,0.46,0.5,2.7,0.122,4,17,1.0006,3.13,0.7,10.2,5 621 | 11.3,0.37,0.41,2.3,0.088,6,16,0.9988,3.09,0.8,9.3,5 622 | 8.3,0.54,0.24,3.4,0.076,16,112,0.9976,3.27,0.61,9.4,5 623 | 8.2,0.56,0.23,3.4,0.078,14,104,0.9976,3.28,0.62,9.4,5 624 | 10,0.58,0.22,1.9,0.08,9,32,0.9974,3.13,0.55,9.5,5 625 | 7.9,0.51,0.25,2.9,0.077,21,45,0.9974,3.49,0.96,12.1,6 626 | 6.8,0.69,0,5.6,0.124,21,58,0.9997,3.46,0.72,10.2,5 627 | 6.8,0.69,0,5.6,0.124,21,58,0.9997,3.46,0.72,10.2,5 628 | 8.8,0.6,0.29,2.2,0.098,5,15,0.9988,3.36,0.49,9.1,5 629 | 8.8,0.6,0.29,2.2,0.098,5,15,0.9988,3.36,0.49,9.1,5 630 | 8.7,0.54,0.26,2.5,0.097,7,31,0.9976,3.27,0.6,9.3,6 631 | 7.6,0.685,0.23,2.3,0.111,20,84,0.9964,3.21,0.61,9.3,5 632 | 8.7,0.54,0.26,2.5,0.097,7,31,0.9976,3.27,0.6,9.3,6 633 | 10.4,0.28,0.54,2.7,0.105,5,19,0.9988,3.25,0.63,9.5,5 634 | 7.6,0.41,0.14,3,0.087,21,43,0.9964,3.32,0.57,10.5,6 635 | 10.1,0.935,0.22,3.4,0.105,11,86,1.001,3.43,0.64,11.3,4 636 | 7.9,0.35,0.21,1.9,0.073,46,102,0.9964,3.27,0.58,9.5,5 637 | 8.7,0.84,0,1.4,0.065,24,33,0.9954,3.27,0.55,9.7,5 638 | 9.6,0.88,0.28,2.4,0.086,30,147,0.9979,3.24,0.53,9.4,5 639 | 9.5,0.885,0.27,2.3,0.084,31,145,0.9978,3.24,0.53,9.4,5 640 | 7.7,0.915,0.12,2.2,0.143,7,23,0.9964,3.35,0.65,10.2,7 641 | 8.9,0.29,0.35,1.9,0.067,25,57,0.997,3.18,1.36,10.3,6 642 | 9.9,0.54,0.45,2.3,0.071,16,40,0.9991,3.39,0.62,9.4,5 643 | 9.5,0.59,0.44,2.3,0.071,21,68,0.9992,3.46,0.63,9.5,5 644 | 9.9,0.54,0.45,2.3,0.071,16,40,0.9991,3.39,0.62,9.4,5 645 | 9.5,0.59,0.44,2.3,0.071,21,68,0.9992,3.46,0.63,9.5,5 646 | 9.9,0.54,0.45,2.3,0.071,16,40,0.9991,3.39,0.62,9.4,5 647 | 7.8,0.64,0.1,6,0.115,5,11,0.9984,3.37,0.69,10.1,7 648 | 7.3,0.67,0.05,3.6,0.107,6,20,0.9972,3.4,0.63,10.1,5 649 | 8.3,0.845,0.01,2.2,0.07,5,14,0.9967,3.32,0.58,11,4 650 | 8.7,0.48,0.3,2.8,0.066,10,28,0.9964,3.33,0.67,11.2,7 651 | 6.7,0.42,0.27,8.6,0.068,24,148,0.9948,3.16,0.57,11.3,6 652 | 10.7,0.43,0.39,2.2,0.106,8,32,0.9986,2.89,0.5,9.6,5 653 | 9.8,0.88,0.25,2.5,0.104,35,155,1.001,3.41,0.67,11.2,5 654 | 15.9,0.36,0.65,7.5,0.096,22,71,0.9976,2.98,0.84,14.9,5 655 | 9.4,0.33,0.59,2.8,0.079,9,30,0.9976,3.12,0.54,12,6 656 | 8.6,0.47,0.47,2.4,0.074,7,29,0.9979,3.08,0.46,9.5,5 657 | 9.7,0.55,0.17,2.9,0.087,20,53,1.0004,3.14,0.61,9.4,5 658 | 10.7,0.43,0.39,2.2,0.106,8,32,0.9986,2.89,0.5,9.6,5 659 | 12,0.5,0.59,1.4,0.073,23,42,0.998,2.92,0.68,10.5,7 660 | 7.2,0.52,0.07,1.4,0.074,5,20,0.9973,3.32,0.81,9.6,6 661 | 7.1,0.84,0.02,4.4,0.096,5,13,0.997,3.41,0.57,11,4 662 | 7.2,0.52,0.07,1.4,0.074,5,20,0.9973,3.32,0.81,9.6,6 663 | 7.5,0.42,0.31,1.6,0.08,15,42,0.9978,3.31,0.64,9,5 664 | 7.2,0.57,0.06,1.6,0.076,9,27,0.9972,3.36,0.7,9.6,6 665 | 10.1,0.28,0.46,1.8,0.05,5,13,0.9974,3.04,0.79,10.2,6 666 | 12.1,0.4,0.52,2,0.092,15,54,1,3.03,0.66,10.2,5 667 | 9.4,0.59,0.14,2,0.084,25,48,0.9981,3.14,0.56,9.7,5 668 | 8.3,0.49,0.36,1.8,0.222,6,16,0.998,3.18,0.6,9.5,6 669 | 11.3,0.34,0.45,2,0.082,6,15,0.9988,2.94,0.66,9.2,6 670 | 10,0.73,0.43,2.3,0.059,15,31,0.9966,3.15,0.57,11,5 671 | 11.3,0.34,0.45,2,0.082,6,15,0.9988,2.94,0.66,9.2,6 672 | 6.9,0.4,0.24,2.5,0.083,30,45,0.9959,3.26,0.58,10,5 673 | 8.2,0.73,0.21,1.7,0.074,5,13,0.9968,3.2,0.52,9.5,5 674 | 9.8,1.24,0.34,2,0.079,32,151,0.998,3.15,0.53,9.5,5 675 | 8.2,0.73,0.21,1.7,0.074,5,13,0.9968,3.2,0.52,9.5,5 676 | 10.8,0.4,0.41,2.2,0.084,7,17,0.9984,3.08,0.67,9.3,6 677 | 9.3,0.41,0.39,2.2,0.064,12,31,0.9984,3.26,0.65,10.2,5 678 | 10.8,0.4,0.41,2.2,0.084,7,17,0.9984,3.08,0.67,9.3,6 679 | 8.6,0.8,0.11,2.3,0.084,12,31,0.9979,3.4,0.48,9.9,5 680 | 8.3,0.78,0.1,2.6,0.081,45,87,0.9983,3.48,0.53,10,5 681 | 10.8,0.26,0.45,3.3,0.06,20,49,0.9972,3.13,0.54,9.6,5 682 | 13.3,0.43,0.58,1.9,0.07,15,40,1.0004,3.06,0.49,9,5 683 | 8,0.45,0.23,2.2,0.094,16,29,0.9962,3.21,0.49,10.2,6 684 | 8.5,0.46,0.31,2.25,0.078,32,58,0.998,3.33,0.54,9.8,5 685 | 8.1,0.78,0.23,2.6,0.059,5,15,0.997,3.37,0.56,11.3,5 686 | 9.8,0.98,0.32,2.3,0.078,35,152,0.998,3.25,0.48,9.4,5 687 | 8.1,0.78,0.23,2.6,0.059,5,15,0.997,3.37,0.56,11.3,5 688 | 7.1,0.65,0.18,1.8,0.07,13,40,0.997,3.44,0.6,9.1,5 689 | 9.1,0.64,0.23,3.1,0.095,13,38,0.9998,3.28,0.59,9.7,5 690 | 7.7,0.66,0.04,1.6,0.039,4,9,0.9962,3.4,0.47,9.4,5 691 | 8.1,0.38,0.48,1.8,0.157,5,17,0.9976,3.3,1.05,9.4,5 692 | 7.4,1.185,0,4.25,0.097,5,14,0.9966,3.63,0.54,10.7,3 693 | 9.2,0.92,0.24,2.6,0.087,12,93,0.9998,3.48,0.54,9.8,5 694 | 8.6,0.49,0.51,2,0.422,16,62,0.9979,3.03,1.17,9,5 695 | 9,0.48,0.32,2.8,0.084,21,122,0.9984,3.32,0.62,9.4,5 696 | 9,0.47,0.31,2.7,0.084,24,125,0.9984,3.31,0.61,9.4,5 697 | 5.1,0.47,0.02,1.3,0.034,18,44,0.9921,3.9,0.62,12.8,6 698 | 7,0.65,0.02,2.1,0.066,8,25,0.9972,3.47,0.67,9.5,6 699 | 7,0.65,0.02,2.1,0.066,8,25,0.9972,3.47,0.67,9.5,6 700 | 9.4,0.615,0.28,3.2,0.087,18,72,1.0001,3.31,0.53,9.7,5 701 | 11.8,0.38,0.55,2.1,0.071,5,19,0.9986,3.11,0.62,10.8,6 702 | 10.6,1.02,0.43,2.9,0.076,26,88,0.9984,3.08,0.57,10.1,6 703 | 7,0.65,0.02,2.1,0.066,8,25,0.9972,3.47,0.67,9.5,6 704 | 7,0.64,0.02,2.1,0.067,9,23,0.997,3.47,0.67,9.4,6 705 | 7.5,0.38,0.48,2.6,0.073,22,84,0.9972,3.32,0.7,9.6,4 706 | 9.1,0.765,0.04,1.6,0.078,4,14,0.998,3.29,0.54,9.7,4 707 | 8.4,1.035,0.15,6,0.073,11,54,0.999,3.37,0.49,9.9,5 708 | 7,0.78,0.08,2,0.093,10,19,0.9956,3.4,0.47,10,5 709 | 7.4,0.49,0.19,3,0.077,16,37,0.9966,3.37,0.51,10.5,5 710 | 7.8,0.545,0.12,2.5,0.068,11,35,0.996,3.34,0.61,11.6,6 711 | 9.7,0.31,0.47,1.6,0.062,13,33,0.9983,3.27,0.66,10,6 712 | 10.6,1.025,0.43,2.8,0.08,21,84,0.9985,3.06,0.57,10.1,5 713 | 8.9,0.565,0.34,3,0.093,16,112,0.9998,3.38,0.61,9.5,5 714 | 8.7,0.69,0,3.2,0.084,13,33,0.9992,3.36,0.45,9.4,5 715 | 8,0.43,0.36,2.3,0.075,10,48,0.9976,3.34,0.46,9.4,5 716 | 9.9,0.74,0.28,2.6,0.078,21,77,0.998,3.28,0.51,9.8,5 717 | 7.2,0.49,0.18,2.7,0.069,13,34,0.9967,3.29,0.48,9.2,6 718 | 8,0.43,0.36,2.3,0.075,10,48,0.9976,3.34,0.46,9.4,5 719 | 7.6,0.46,0.11,2.6,0.079,12,49,0.9968,3.21,0.57,10,5 720 | 8.4,0.56,0.04,2,0.082,10,22,0.9976,3.22,0.44,9.6,5 721 | 7.1,0.66,0,3.9,0.086,17,45,0.9976,3.46,0.54,9.5,5 722 | 8.4,0.56,0.04,2,0.082,10,22,0.9976,3.22,0.44,9.6,5 723 | 8.9,0.48,0.24,2.85,0.094,35,106,0.9982,3.1,0.53,9.2,5 724 | 7.6,0.42,0.08,2.7,0.084,15,48,0.9968,3.21,0.59,10,5 725 | 7.1,0.31,0.3,2.2,0.053,36,127,0.9965,2.94,1.62,9.5,5 726 | 7.5,1.115,0.1,3.1,0.086,5,12,0.9958,3.54,0.6,11.2,4 727 | 9,0.66,0.17,3,0.077,5,13,0.9976,3.29,0.55,10.4,5 728 | 8.1,0.72,0.09,2.8,0.084,18,49,0.9994,3.43,0.72,11.1,6 729 | 6.4,0.57,0.02,1.8,0.067,4,11,0.997,3.46,0.68,9.5,5 730 | 6.4,0.57,0.02,1.8,0.067,4,11,0.997,3.46,0.68,9.5,5 731 | 6.4,0.865,0.03,3.2,0.071,27,58,0.995,3.61,0.49,12.7,6 732 | 9.5,0.55,0.66,2.3,0.387,12,37,0.9982,3.17,0.67,9.6,5 733 | 8.9,0.875,0.13,3.45,0.088,4,14,0.9994,3.44,0.52,11.5,5 734 | 7.3,0.835,0.03,2.1,0.092,10,19,0.9966,3.39,0.47,9.6,5 735 | 7,0.45,0.34,2.7,0.082,16,72,0.998,3.55,0.6,9.5,5 736 | 7.7,0.56,0.2,2,0.075,9,39,0.9987,3.48,0.62,9.3,5 737 | 7.7,0.965,0.1,2.1,0.112,11,22,0.9963,3.26,0.5,9.5,5 738 | 7.7,0.965,0.1,2.1,0.112,11,22,0.9963,3.26,0.5,9.5,5 739 | 8.2,0.59,0,2.5,0.093,19,58,1.0002,3.5,0.65,9.3,6 740 | 9,0.46,0.23,2.8,0.092,28,104,0.9983,3.1,0.56,9.2,5 741 | 9,0.69,0,2.4,0.088,19,38,0.999,3.35,0.6,9.3,5 742 | 8.3,0.76,0.29,4.2,0.075,12,16,0.9965,3.45,0.68,11.5,6 743 | 9.2,0.53,0.24,2.6,0.078,28,139,0.99788,3.21,0.57,9.5,5 744 | 6.5,0.615,0,1.9,0.065,9,18,0.9972,3.46,0.65,9.2,5 745 | 11.6,0.41,0.58,2.8,0.096,25,101,1.00024,3.13,0.53,10,5 746 | 11.1,0.39,0.54,2.7,0.095,21,101,1.0001,3.13,0.51,9.5,5 747 | 7.3,0.51,0.18,2.1,0.07,12,28,0.99768,3.52,0.73,9.5,6 748 | 8.2,0.34,0.38,2.5,0.08,12,57,0.9978,3.3,0.47,9,6 749 | 8.6,0.33,0.4,2.6,0.083,16,68,0.99782,3.3,0.48,9.4,5 750 | 7.2,0.5,0.18,2.1,0.071,12,31,0.99761,3.52,0.72,9.6,6 751 | 7.3,0.51,0.18,2.1,0.07,12,28,0.99768,3.52,0.73,9.5,6 752 | 8.3,0.65,0.1,2.9,0.089,17,40,0.99803,3.29,0.55,9.5,5 753 | 8.3,0.65,0.1,2.9,0.089,17,40,0.99803,3.29,0.55,9.5,5 754 | 7.6,0.54,0.13,2.5,0.097,24,66,0.99785,3.39,0.61,9.4,5 755 | 8.3,0.65,0.1,2.9,0.089,17,40,0.99803,3.29,0.55,9.5,5 756 | 7.8,0.48,0.68,1.7,0.415,14,32,0.99656,3.09,1.06,9.1,6 757 | 7.8,0.91,0.07,1.9,0.058,22,47,0.99525,3.51,0.43,10.7,6 758 | 6.3,0.98,0.01,2,0.057,15,33,0.99488,3.6,0.46,11.2,6 759 | 8.1,0.87,0,2.2,0.084,10,31,0.99656,3.25,0.5,9.8,5 760 | 8.1,0.87,0,2.2,0.084,10,31,0.99656,3.25,0.5,9.8,5 761 | 8.8,0.42,0.21,2.5,0.092,33,88,0.99823,3.19,0.52,9.2,5 762 | 9,0.58,0.25,2.8,0.075,9,104,0.99779,3.23,0.57,9.7,5 763 | 9.3,0.655,0.26,2,0.096,5,35,0.99738,3.25,0.42,9.6,5 764 | 8.8,0.7,0,1.7,0.069,8,19,0.99701,3.31,0.53,10,6 765 | 9.3,0.655,0.26,2,0.096,5,35,0.99738,3.25,0.42,9.6,5 766 | 9.1,0.68,0.11,2.8,0.093,11,44,0.99888,3.31,0.55,9.5,6 767 | 9.2,0.67,0.1,3,0.091,12,48,0.99888,3.31,0.54,9.5,6 768 | 8.8,0.59,0.18,2.9,0.089,12,74,0.99738,3.14,0.54,9.4,5 769 | 7.5,0.6,0.32,2.7,0.103,13,98,0.99938,3.45,0.62,9.5,5 770 | 7.1,0.59,0.02,2.3,0.082,24,94,0.99744,3.55,0.53,9.7,6 771 | 7.9,0.72,0.01,1.9,0.076,7,32,0.99668,3.39,0.54,9.6,5 772 | 7.1,0.59,0.02,2.3,0.082,24,94,0.99744,3.55,0.53,9.7,6 773 | 9.4,0.685,0.26,2.4,0.082,23,143,0.9978,3.28,0.55,9.4,5 774 | 9.5,0.57,0.27,2.3,0.082,23,144,0.99782,3.27,0.55,9.4,5 775 | 7.9,0.4,0.29,1.8,0.157,1,44,0.9973,3.3,0.92,9.5,6 776 | 7.9,0.4,0.3,1.8,0.157,2,45,0.99727,3.31,0.91,9.5,6 777 | 7.2,1,0,3,0.102,7,16,0.99586,3.43,0.46,10,5 778 | 6.9,0.765,0.18,2.4,0.243,5.5,48,0.99612,3.4,0.6,10.3,6 779 | 6.9,0.635,0.17,2.4,0.241,6,18,0.9961,3.4,0.59,10.3,6 780 | 8.3,0.43,0.3,3.4,0.079,7,34,0.99788,3.36,0.61,10.5,5 781 | 7.1,0.52,0.03,2.6,0.076,21,92,0.99745,3.5,0.6,9.8,5 782 | 7,0.57,0,2,0.19,12,45,0.99676,3.31,0.6,9.4,6 783 | 6.5,0.46,0.14,2.4,0.114,9,37,0.99732,3.66,0.65,9.8,5 784 | 9,0.82,0.05,2.4,0.081,26,96,0.99814,3.36,0.53,10,5 785 | 6.5,0.46,0.14,2.4,0.114,9,37,0.99732,3.66,0.65,9.8,5 786 | 7.1,0.59,0.01,2.5,0.077,20,85,0.99746,3.55,0.59,9.8,5 787 | 9.9,0.35,0.41,2.3,0.083,11,61,0.9982,3.21,0.5,9.5,5 788 | 9.9,0.35,0.41,2.3,0.083,11,61,0.9982,3.21,0.5,9.5,5 789 | 10,0.56,0.24,2.2,0.079,19,58,0.9991,3.18,0.56,10.1,6 790 | 10,0.56,0.24,2.2,0.079,19,58,0.9991,3.18,0.56,10.1,6 791 | 8.6,0.63,0.17,2.9,0.099,21,119,0.998,3.09,0.52,9.3,5 792 | 7.4,0.37,0.43,2.6,0.082,18,82,0.99708,3.33,0.68,9.7,6 793 | 8.8,0.64,0.17,2.9,0.084,25,130,0.99818,3.23,0.54,9.6,5 794 | 7.1,0.61,0.02,2.5,0.081,17,87,0.99745,3.48,0.6,9.7,6 795 | 7.7,0.6,0,2.6,0.055,7,13,0.99639,3.38,0.56,10.8,5 796 | 10.1,0.27,0.54,2.3,0.065,7,26,0.99531,3.17,0.53,12.5,6 797 | 10.8,0.89,0.3,2.6,0.132,7,60,0.99786,2.99,1.18,10.2,5 798 | 8.7,0.46,0.31,2.5,0.126,24,64,0.99746,3.1,0.74,9.6,5 799 | 9.3,0.37,0.44,1.6,0.038,21,42,0.99526,3.24,0.81,10.8,7 800 | 9.4,0.5,0.34,3.6,0.082,5,14,0.9987,3.29,0.52,10.7,6 801 | 9.4,0.5,0.34,3.6,0.082,5,14,0.9987,3.29,0.52,10.7,6 802 | 7.2,0.61,0.08,4,0.082,26,108,0.99641,3.25,0.51,9.4,5 803 | 8.6,0.55,0.09,3.3,0.068,8,17,0.99735,3.23,0.44,10,5 804 | 5.1,0.585,0,1.7,0.044,14,86,0.99264,3.56,0.94,12.9,7 805 | 7.7,0.56,0.08,2.5,0.114,14,46,0.9971,3.24,0.66,9.6,6 806 | 8.4,0.52,0.22,2.7,0.084,4,18,0.99682,3.26,0.57,9.9,6 807 | 8.2,0.28,0.4,2.4,0.052,4,10,0.99356,3.33,0.7,12.8,7 808 | 8.4,0.25,0.39,2,0.041,4,10,0.99386,3.27,0.71,12.5,7 809 | 8.2,0.28,0.4,2.4,0.052,4,10,0.99356,3.33,0.7,12.8,7 810 | 7.4,0.53,0.12,1.9,0.165,4,12,0.99702,3.26,0.86,9.2,5 811 | 7.6,0.48,0.31,2.8,0.07,4,15,0.99693,3.22,0.55,10.3,6 812 | 7.3,0.49,0.1,2.6,0.068,4,14,0.99562,3.3,0.47,10.5,5 813 | 12.9,0.5,0.55,2.8,0.072,7,24,1.00012,3.09,0.68,10.9,6 814 | 10.8,0.45,0.33,2.5,0.099,20,38,0.99818,3.24,0.71,10.8,5 815 | 6.9,0.39,0.24,2.1,0.102,4,7,0.99462,3.44,0.58,11.4,4 816 | 12.6,0.41,0.54,2.8,0.103,19,41,0.99939,3.21,0.76,11.3,6 817 | 10.8,0.45,0.33,2.5,0.099,20,38,0.99818,3.24,0.71,10.8,5 818 | 9.8,0.51,0.19,3.2,0.081,8,30,0.9984,3.23,0.58,10.5,6 819 | 10.8,0.29,0.42,1.6,0.084,19,27,0.99545,3.28,0.73,11.9,6 820 | 7.1,0.715,0,2.35,0.071,21,47,0.99632,3.29,0.45,9.4,5 821 | 9.1,0.66,0.15,3.2,0.097,9,59,0.99976,3.28,0.54,9.6,5 822 | 7,0.685,0,1.9,0.099,9,22,0.99606,3.34,0.6,9.7,5 823 | 4.9,0.42,0,2.1,0.048,16,42,0.99154,3.71,0.74,14,7 824 | 6.7,0.54,0.13,2,0.076,15,36,0.9973,3.61,0.64,9.8,5 825 | 6.7,0.54,0.13,2,0.076,15,36,0.9973,3.61,0.64,9.8,5 826 | 7.1,0.48,0.28,2.8,0.068,6,16,0.99682,3.24,0.53,10.3,5 827 | 7.1,0.46,0.14,2.8,0.076,15,37,0.99624,3.36,0.49,10.7,5 828 | 7.5,0.27,0.34,2.3,0.05,4,8,0.9951,3.4,0.64,11,7 829 | 7.1,0.46,0.14,2.8,0.076,15,37,0.99624,3.36,0.49,10.7,5 830 | 7.8,0.57,0.09,2.3,0.065,34,45,0.99417,3.46,0.74,12.7,8 831 | 5.9,0.61,0.08,2.1,0.071,16,24,0.99376,3.56,0.77,11.1,6 832 | 7.5,0.685,0.07,2.5,0.058,5,9,0.99632,3.38,0.55,10.9,4 833 | 5.9,0.61,0.08,2.1,0.071,16,24,0.99376,3.56,0.77,11.1,6 834 | 10.4,0.44,0.42,1.5,0.145,34,48,0.99832,3.38,0.86,9.9,3 835 | 11.6,0.47,0.44,1.6,0.147,36,51,0.99836,3.38,0.86,9.9,4 836 | 8.8,0.685,0.26,1.6,0.088,16,23,0.99694,3.32,0.47,9.4,5 837 | 7.6,0.665,0.1,1.5,0.066,27,55,0.99655,3.39,0.51,9.3,5 838 | 6.7,0.28,0.28,2.4,0.012,36,100,0.99064,3.26,0.39,11.7,7 839 | 6.7,0.28,0.28,2.4,0.012,36,100,0.99064,3.26,0.39,11.7,7 840 | 10.1,0.31,0.35,1.6,0.075,9,28,0.99672,3.24,0.83,11.2,7 841 | 6,0.5,0.04,2.2,0.092,13,26,0.99647,3.46,0.47,10,5 842 | 11.1,0.42,0.47,2.65,0.085,9,34,0.99736,3.24,0.77,12.1,7 843 | 6.6,0.66,0,3,0.115,21,31,0.99629,3.45,0.63,10.3,5 844 | 10.6,0.5,0.45,2.6,0.119,34,68,0.99708,3.23,0.72,10.9,6 845 | 7.1,0.685,0.35,2,0.088,9,92,0.9963,3.28,0.62,9.4,5 846 | 9.9,0.25,0.46,1.7,0.062,26,42,0.9959,3.18,0.83,10.6,6 847 | 6.4,0.64,0.21,1.8,0.081,14,31,0.99689,3.59,0.66,9.8,5 848 | 6.4,0.64,0.21,1.8,0.081,14,31,0.99689,3.59,0.66,9.8,5 849 | 7.4,0.68,0.16,1.8,0.078,12,39,0.9977,3.5,0.7,9.9,6 850 | 6.4,0.64,0.21,1.8,0.081,14,31,0.99689,3.59,0.66,9.8,5 851 | 6.4,0.63,0.21,1.6,0.08,12,32,0.99689,3.58,0.66,9.8,5 852 | 9.3,0.43,0.44,1.9,0.085,9,22,0.99708,3.28,0.55,9.5,5 853 | 9.3,0.43,0.44,1.9,0.085,9,22,0.99708,3.28,0.55,9.5,5 854 | 8,0.42,0.32,2.5,0.08,26,122,0.99801,3.22,1.07,9.7,5 855 | 9.3,0.36,0.39,1.5,0.08,41,55,0.99652,3.47,0.73,10.9,6 856 | 9.3,0.36,0.39,1.5,0.08,41,55,0.99652,3.47,0.73,10.9,6 857 | 7.6,0.735,0.02,2.5,0.071,10,14,0.99538,3.51,0.71,11.7,7 858 | 9.3,0.36,0.39,1.5,0.08,41,55,0.99652,3.47,0.73,10.9,6 859 | 8.2,0.26,0.34,2.5,0.073,16,47,0.99594,3.4,0.78,11.3,7 860 | 11.7,0.28,0.47,1.7,0.054,17,32,0.99686,3.15,0.67,10.6,7 861 | 6.8,0.56,0.22,1.8,0.074,15,24,0.99438,3.4,0.82,11.2,6 862 | 7.2,0.62,0.06,2.7,0.077,15,85,0.99746,3.51,0.54,9.5,5 863 | 5.8,1.01,0.66,2,0.039,15,88,0.99357,3.66,0.6,11.5,6 864 | 7.5,0.42,0.32,2.7,0.067,7,25,0.99628,3.24,0.44,10.4,5 865 | 7.2,0.62,0.06,2.5,0.078,17,84,0.99746,3.51,0.53,9.7,5 866 | 7.2,0.62,0.06,2.7,0.077,15,85,0.99746,3.51,0.54,9.5,5 867 | 7.2,0.635,0.07,2.6,0.077,16,86,0.99748,3.51,0.54,9.7,5 868 | 6.8,0.49,0.22,2.3,0.071,13,24,0.99438,3.41,0.83,11.3,6 869 | 6.9,0.51,0.23,2,0.072,13,22,0.99438,3.4,0.84,11.2,6 870 | 6.8,0.56,0.22,1.8,0.074,15,24,0.99438,3.4,0.82,11.2,6 871 | 7.6,0.63,0.03,2,0.08,27,43,0.99578,3.44,0.64,10.9,6 872 | 7.7,0.715,0.01,2.1,0.064,31,43,0.99371,3.41,0.57,11.8,6 873 | 6.9,0.56,0.03,1.5,0.086,36,46,0.99522,3.53,0.57,10.6,5 874 | 7.3,0.35,0.24,2,0.067,28,48,0.99576,3.43,0.54,10,4 875 | 9.1,0.21,0.37,1.6,0.067,6,10,0.99552,3.23,0.58,11.1,7 876 | 10.4,0.38,0.46,2.1,0.104,6,10,0.99664,3.12,0.65,11.8,7 877 | 8.8,0.31,0.4,2.8,0.109,7,16,0.99614,3.31,0.79,11.8,7 878 | 7.1,0.47,0,2.2,0.067,7,14,0.99517,3.4,0.58,10.9,4 879 | 7.7,0.715,0.01,2.1,0.064,31,43,0.99371,3.41,0.57,11.8,6 880 | 8.8,0.61,0.19,4,0.094,30,69,0.99787,3.22,0.5,10,6 881 | 7.2,0.6,0.04,2.5,0.076,18,88,0.99745,3.53,0.55,9.5,5 882 | 9.2,0.56,0.18,1.6,0.078,10,21,0.99576,3.15,0.49,9.9,5 883 | 7.6,0.715,0,2.1,0.068,30,35,0.99533,3.48,0.65,11.4,6 884 | 8.4,0.31,0.29,3.1,0.194,14,26,0.99536,3.22,0.78,12,6 885 | 7.2,0.6,0.04,2.5,0.076,18,88,0.99745,3.53,0.55,9.5,5 886 | 8.8,0.61,0.19,4,0.094,30,69,0.99787,3.22,0.5,10,6 887 | 8.9,0.75,0.14,2.5,0.086,9,30,0.99824,3.34,0.64,10.5,5 888 | 9,0.8,0.12,2.4,0.083,8,28,0.99836,3.33,0.65,10.4,6 889 | 10.7,0.52,0.38,2.6,0.066,29,56,0.99577,3.15,0.79,12.1,7 890 | 6.8,0.57,0,2.5,0.072,32,64,0.99491,3.43,0.56,11.2,6 891 | 10.7,0.9,0.34,6.6,0.112,23,99,1.00289,3.22,0.68,9.3,5 892 | 7.2,0.34,0.24,2,0.071,30,52,0.99576,3.44,0.58,10.1,5 893 | 7.2,0.66,0.03,2.3,0.078,16,86,0.99743,3.53,0.57,9.7,5 894 | 10.1,0.45,0.23,1.9,0.082,10,18,0.99774,3.22,0.65,9.3,6 895 | 7.2,0.66,0.03,2.3,0.078,16,86,0.99743,3.53,0.57,9.7,5 896 | 7.2,0.63,0.03,2.2,0.08,17,88,0.99745,3.53,0.58,9.8,6 897 | 7.1,0.59,0.01,2.3,0.08,27,43,0.9955,3.42,0.58,10.7,6 898 | 8.3,0.31,0.39,2.4,0.078,17,43,0.99444,3.31,0.77,12.5,7 899 | 7.1,0.59,0.01,2.3,0.08,27,43,0.9955,3.42,0.58,10.7,6 900 | 8.3,0.31,0.39,2.4,0.078,17,43,0.99444,3.31,0.77,12.5,7 901 | 8.3,1.02,0.02,3.4,0.084,6,11,0.99892,3.48,0.49,11,3 902 | 8.9,0.31,0.36,2.6,0.056,10,39,0.99562,3.4,0.69,11.8,5 903 | 7.4,0.635,0.1,2.4,0.08,16,33,0.99736,3.58,0.69,10.8,7 904 | 7.4,0.635,0.1,2.4,0.08,16,33,0.99736,3.58,0.69,10.8,7 905 | 6.8,0.59,0.06,6,0.06,11,18,0.9962,3.41,0.59,10.8,7 906 | 6.8,0.59,0.06,6,0.06,11,18,0.9962,3.41,0.59,10.8,7 907 | 9.2,0.58,0.2,3,0.081,15,115,0.998,3.23,0.59,9.5,5 908 | 7.2,0.54,0.27,2.6,0.084,12,78,0.9964,3.39,0.71,11,5 909 | 6.1,0.56,0,2.2,0.079,6,9,0.9948,3.59,0.54,11.5,6 910 | 7.4,0.52,0.13,2.4,0.078,34,61,0.99528,3.43,0.59,10.8,6 911 | 7.3,0.305,0.39,1.2,0.059,7,11,0.99331,3.29,0.52,11.5,6 912 | 9.3,0.38,0.48,3.8,0.132,3,11,0.99577,3.23,0.57,13.2,6 913 | 9.1,0.28,0.46,9,0.114,3,9,0.99901,3.18,0.6,10.9,6 914 | 10,0.46,0.44,2.9,0.065,4,8,0.99674,3.33,0.62,12.2,6 915 | 9.4,0.395,0.46,4.6,0.094,3,10,0.99639,3.27,0.64,12.2,7 916 | 7.3,0.305,0.39,1.2,0.059,7,11,0.99331,3.29,0.52,11.5,6 917 | 8.6,0.315,0.4,2.2,0.079,3,6,0.99512,3.27,0.67,11.9,6 918 | 5.3,0.715,0.19,1.5,0.161,7,62,0.99395,3.62,0.61,11,5 919 | 6.8,0.41,0.31,8.8,0.084,26,45,0.99824,3.38,0.64,10.1,6 920 | 8.4,0.36,0.32,2.2,0.081,32,79,0.9964,3.3,0.72,11,6 921 | 8.4,0.62,0.12,1.8,0.072,38,46,0.99504,3.38,0.89,11.8,6 922 | 9.6,0.41,0.37,2.3,0.091,10,23,0.99786,3.24,0.56,10.5,5 923 | 8.4,0.36,0.32,2.2,0.081,32,79,0.9964,3.3,0.72,11,6 924 | 8.4,0.62,0.12,1.8,0.072,38,46,0.99504,3.38,0.89,11.8,6 925 | 6.8,0.41,0.31,8.8,0.084,26,45,0.99824,3.38,0.64,10.1,6 926 | 8.6,0.47,0.27,2.3,0.055,14,28,0.99516,3.18,0.8,11.2,5 927 | 8.6,0.22,0.36,1.9,0.064,53,77,0.99604,3.47,0.87,11,7 928 | 9.4,0.24,0.33,2.3,0.061,52,73,0.99786,3.47,0.9,10.2,6 929 | 8.4,0.67,0.19,2.2,0.093,11,75,0.99736,3.2,0.59,9.2,4 930 | 8.6,0.47,0.27,2.3,0.055,14,28,0.99516,3.18,0.8,11.2,5 931 | 8.7,0.33,0.38,3.3,0.063,10,19,0.99468,3.3,0.73,12,7 932 | 6.6,0.61,0.01,1.9,0.08,8,25,0.99746,3.69,0.73,10.5,5 933 | 7.4,0.61,0.01,2,0.074,13,38,0.99748,3.48,0.65,9.8,5 934 | 7.6,0.4,0.29,1.9,0.078,29,66,0.9971,3.45,0.59,9.5,6 935 | 7.4,0.61,0.01,2,0.074,13,38,0.99748,3.48,0.65,9.8,5 936 | 6.6,0.61,0.01,1.9,0.08,8,25,0.99746,3.69,0.73,10.5,5 937 | 8.8,0.3,0.38,2.3,0.06,19,72,0.99543,3.39,0.72,11.8,6 938 | 8.8,0.3,0.38,2.3,0.06,19,72,0.99543,3.39,0.72,11.8,6 939 | 12,0.63,0.5,1.4,0.071,6,26,0.99791,3.07,0.6,10.4,4 940 | 7.2,0.38,0.38,2.8,0.068,23,42,0.99356,3.34,0.72,12.9,7 941 | 6.2,0.46,0.17,1.6,0.073,7,11,0.99425,3.61,0.54,11.4,5 942 | 9.6,0.33,0.52,2.2,0.074,13,25,0.99509,3.36,0.76,12.4,7 943 | 9.9,0.27,0.49,5,0.082,9,17,0.99484,3.19,0.52,12.5,7 944 | 10.1,0.43,0.4,2.6,0.092,13,52,0.99834,3.22,0.64,10,7 945 | 9.8,0.5,0.34,2.3,0.094,10,45,0.99864,3.24,0.6,9.7,7 946 | 8.3,0.3,0.49,3.8,0.09,11,24,0.99498,3.27,0.64,12.1,7 947 | 10.2,0.44,0.42,2,0.071,7,20,0.99566,3.14,0.79,11.1,7 948 | 10.2,0.44,0.58,4.1,0.092,11,24,0.99745,3.29,0.99,12,7 949 | 8.3,0.28,0.48,2.1,0.093,6,12,0.99408,3.26,0.62,12.4,7 950 | 8.9,0.12,0.45,1.8,0.075,10,21,0.99552,3.41,0.76,11.9,7 951 | 8.9,0.12,0.45,1.8,0.075,10,21,0.99552,3.41,0.76,11.9,7 952 | 8.9,0.12,0.45,1.8,0.075,10,21,0.99552,3.41,0.76,11.9,7 953 | 8.3,0.28,0.48,2.1,0.093,6,12,0.99408,3.26,0.62,12.4,7 954 | 8.2,0.31,0.4,2.2,0.058,6,10,0.99536,3.31,0.68,11.2,7 955 | 10.2,0.34,0.48,2.1,0.052,5,9,0.99458,3.2,0.69,12.1,7 956 | 7.6,0.43,0.4,2.7,0.082,6,11,0.99538,3.44,0.54,12.2,6 957 | 8.5,0.21,0.52,1.9,0.09,9,23,0.99648,3.36,0.67,10.4,5 958 | 9,0.36,0.52,2.1,0.111,5,10,0.99568,3.31,0.62,11.3,6 959 | 9.5,0.37,0.52,2,0.088,12,51,0.99613,3.29,0.58,11.1,6 960 | 6.4,0.57,0.12,2.3,0.12,25,36,0.99519,3.47,0.71,11.3,7 961 | 8,0.59,0.05,2,0.089,12,32,0.99735,3.36,0.61,10,5 962 | 8.5,0.47,0.27,1.9,0.058,18,38,0.99518,3.16,0.85,11.1,6 963 | 7.1,0.56,0.14,1.6,0.078,7,18,0.99592,3.27,0.62,9.3,5 964 | 6.6,0.57,0.02,2.1,0.115,6,16,0.99654,3.38,0.69,9.5,5 965 | 8.8,0.27,0.39,2,0.1,20,27,0.99546,3.15,0.69,11.2,6 966 | 8.5,0.47,0.27,1.9,0.058,18,38,0.99518,3.16,0.85,11.1,6 967 | 8.3,0.34,0.4,2.4,0.065,24,48,0.99554,3.34,0.86,11,6 968 | 9,0.38,0.41,2.4,0.103,6,10,0.99604,3.13,0.58,11.9,7 969 | 8.5,0.66,0.2,2.1,0.097,23,113,0.99733,3.13,0.48,9.2,5 970 | 9,0.4,0.43,2.4,0.068,29,46,0.9943,3.2,0.6,12.2,6 971 | 6.7,0.56,0.09,2.9,0.079,7,22,0.99669,3.46,0.61,10.2,5 972 | 10.4,0.26,0.48,1.9,0.066,6,10,0.99724,3.33,0.87,10.9,6 973 | 10.4,0.26,0.48,1.9,0.066,6,10,0.99724,3.33,0.87,10.9,6 974 | 10.1,0.38,0.5,2.4,0.104,6,13,0.99643,3.22,0.65,11.6,7 975 | 8.5,0.34,0.44,1.7,0.079,6,12,0.99605,3.52,0.63,10.7,5 976 | 8.8,0.33,0.41,5.9,0.073,7,13,0.99658,3.3,0.62,12.1,7 977 | 7.2,0.41,0.3,2.1,0.083,35,72,0.997,3.44,0.52,9.4,5 978 | 7.2,0.41,0.3,2.1,0.083,35,72,0.997,3.44,0.52,9.4,5 979 | 8.4,0.59,0.29,2.6,0.109,31,119,0.99801,3.15,0.5,9.1,5 980 | 7,0.4,0.32,3.6,0.061,9,29,0.99416,3.28,0.49,11.3,7 981 | 12.2,0.45,0.49,1.4,0.075,3,6,0.9969,3.13,0.63,10.4,5 982 | 9.1,0.5,0.3,1.9,0.065,8,17,0.99774,3.32,0.71,10.5,6 983 | 9.5,0.86,0.26,1.9,0.079,13,28,0.99712,3.25,0.62,10,5 984 | 7.3,0.52,0.32,2.1,0.07,51,70,0.99418,3.34,0.82,12.9,6 985 | 9.1,0.5,0.3,1.9,0.065,8,17,0.99774,3.32,0.71,10.5,6 986 | 12.2,0.45,0.49,1.4,0.075,3,6,0.9969,3.13,0.63,10.4,5 987 | 7.4,0.58,0,2,0.064,7,11,0.99562,3.45,0.58,11.3,6 988 | 9.8,0.34,0.39,1.4,0.066,3,7,0.9947,3.19,0.55,11.4,7 989 | 7.1,0.36,0.3,1.6,0.08,35,70,0.99693,3.44,0.5,9.4,5 990 | 7.7,0.39,0.12,1.7,0.097,19,27,0.99596,3.16,0.49,9.4,5 991 | 9.7,0.295,0.4,1.5,0.073,14,21,0.99556,3.14,0.51,10.9,6 992 | 7.7,0.39,0.12,1.7,0.097,19,27,0.99596,3.16,0.49,9.4,5 993 | 7.1,0.34,0.28,2,0.082,31,68,0.99694,3.45,0.48,9.4,5 994 | 6.5,0.4,0.1,2,0.076,30,47,0.99554,3.36,0.48,9.4,6 995 | 7.1,0.34,0.28,2,0.082,31,68,0.99694,3.45,0.48,9.4,5 996 | 10,0.35,0.45,2.5,0.092,20,88,0.99918,3.15,0.43,9.4,5 997 | 7.7,0.6,0.06,2,0.079,19,41,0.99697,3.39,0.62,10.1,6 998 | 5.6,0.66,0,2.2,0.087,3,11,0.99378,3.71,0.63,12.8,7 999 | 5.6,0.66,0,2.2,0.087,3,11,0.99378,3.71,0.63,12.8,7 1000 | 8.9,0.84,0.34,1.4,0.05,4,10,0.99554,3.12,0.48,9.1,6 1001 | 6.4,0.69,0,1.65,0.055,7,12,0.99162,3.47,0.53,12.9,6 1002 | 7.5,0.43,0.3,2.2,0.062,6,12,0.99495,3.44,0.72,11.5,7 1003 | 9.9,0.35,0.38,1.5,0.058,31,47,0.99676,3.26,0.82,10.6,7 1004 | 9.1,0.29,0.33,2.05,0.063,13,27,0.99516,3.26,0.84,11.7,7 1005 | 6.8,0.36,0.32,1.8,0.067,4,8,0.9928,3.36,0.55,12.8,7 1006 | 8.2,0.43,0.29,1.6,0.081,27,45,0.99603,3.25,0.54,10.3,5 1007 | 6.8,0.36,0.32,1.8,0.067,4,8,0.9928,3.36,0.55,12.8,7 1008 | 9.1,0.29,0.33,2.05,0.063,13,27,0.99516,3.26,0.84,11.7,7 1009 | 9.1,0.3,0.34,2,0.064,12,25,0.99516,3.26,0.84,11.7,7 1010 | 8.9,0.35,0.4,3.6,0.11,12,24,0.99549,3.23,0.7,12,7 1011 | 9.6,0.5,0.36,2.8,0.116,26,55,0.99722,3.18,0.68,10.9,5 1012 | 8.9,0.28,0.45,1.7,0.067,7,12,0.99354,3.25,0.55,12.3,7 1013 | 8.9,0.32,0.31,2,0.088,12,19,0.9957,3.17,0.55,10.4,6 1014 | 7.7,1.005,0.15,2.1,0.102,11,32,0.99604,3.23,0.48,10,5 1015 | 7.5,0.71,0,1.6,0.092,22,31,0.99635,3.38,0.58,10,6 1016 | 8,0.58,0.16,2,0.12,3,7,0.99454,3.22,0.58,11.2,6 1017 | 10.5,0.39,0.46,2.2,0.075,14,27,0.99598,3.06,0.84,11.4,6 1018 | 8.9,0.38,0.4,2.2,0.068,12,28,0.99486,3.27,0.75,12.6,7 1019 | 8,0.18,0.37,0.9,0.049,36,109,0.99007,2.89,0.44,12.7,6 1020 | 8,0.18,0.37,0.9,0.049,36,109,0.99007,2.89,0.44,12.7,6 1021 | 7,0.5,0.14,1.8,0.078,10,23,0.99636,3.53,0.61,10.4,5 1022 | 11.3,0.36,0.66,2.4,0.123,3,8,0.99642,3.2,0.53,11.9,6 1023 | 11.3,0.36,0.66,2.4,0.123,3,8,0.99642,3.2,0.53,11.9,6 1024 | 7,0.51,0.09,2.1,0.062,4,9,0.99584,3.35,0.54,10.5,5 1025 | 8.2,0.32,0.42,2.3,0.098,3,9,0.99506,3.27,0.55,12.3,6 1026 | 7.7,0.58,0.01,1.8,0.088,12,18,0.99568,3.32,0.56,10.5,7 1027 | 8.6,0.83,0,2.8,0.095,17,43,0.99822,3.33,0.6,10.4,6 1028 | 7.9,0.31,0.32,1.9,0.066,14,36,0.99364,3.41,0.56,12.6,6 1029 | 6.4,0.795,0,2.2,0.065,28,52,0.99378,3.49,0.52,11.6,5 1030 | 7.2,0.34,0.21,2.5,0.075,41,68,0.99586,3.37,0.54,10.1,6 1031 | 7.7,0.58,0.01,1.8,0.088,12,18,0.99568,3.32,0.56,10.5,7 1032 | 7.1,0.59,0,2.1,0.091,9,14,0.99488,3.42,0.55,11.5,7 1033 | 7.3,0.55,0.01,1.8,0.093,9,15,0.99514,3.35,0.58,11,7 1034 | 8.1,0.82,0,4.1,0.095,5,14,0.99854,3.36,0.53,9.6,5 1035 | 7.5,0.57,0.08,2.6,0.089,14,27,0.99592,3.3,0.59,10.4,6 1036 | 8.9,0.745,0.18,2.5,0.077,15,48,0.99739,3.2,0.47,9.7,6 1037 | 10.1,0.37,0.34,2.4,0.085,5,17,0.99683,3.17,0.65,10.6,7 1038 | 7.6,0.31,0.34,2.5,0.082,26,35,0.99356,3.22,0.59,12.5,7 1039 | 7.3,0.91,0.1,1.8,0.074,20,56,0.99672,3.35,0.56,9.2,5 1040 | 8.7,0.41,0.41,6.2,0.078,25,42,0.9953,3.24,0.77,12.6,7 1041 | 8.9,0.5,0.21,2.2,0.088,21,39,0.99692,3.33,0.83,11.1,6 1042 | 7.4,0.965,0,2.2,0.088,16,32,0.99756,3.58,0.67,10.2,5 1043 | 6.9,0.49,0.19,1.7,0.079,13,26,0.99547,3.38,0.64,9.8,6 1044 | 8.9,0.5,0.21,2.2,0.088,21,39,0.99692,3.33,0.83,11.1,6 1045 | 9.5,0.39,0.41,8.9,0.069,18,39,0.99859,3.29,0.81,10.9,7 1046 | 6.4,0.39,0.33,3.3,0.046,12,53,0.99294,3.36,0.62,12.2,6 1047 | 6.9,0.44,0,1.4,0.07,32,38,0.99438,3.32,0.58,11.4,6 1048 | 7.6,0.78,0,1.7,0.076,33,45,0.99612,3.31,0.62,10.7,6 1049 | 7.1,0.43,0.17,1.8,0.082,27,51,0.99634,3.49,0.64,10.4,5 1050 | 9.3,0.49,0.36,1.7,0.081,3,14,0.99702,3.27,0.78,10.9,6 1051 | 9.3,0.5,0.36,1.8,0.084,6,17,0.99704,3.27,0.77,10.8,6 1052 | 7.1,0.43,0.17,1.8,0.082,27,51,0.99634,3.49,0.64,10.4,5 1053 | 8.5,0.46,0.59,1.4,0.414,16,45,0.99702,3.03,1.34,9.2,5 1054 | 5.6,0.605,0.05,2.4,0.073,19,25,0.99258,3.56,0.55,12.9,5 1055 | 8.3,0.33,0.42,2.3,0.07,9,20,0.99426,3.38,0.77,12.7,7 1056 | 8.2,0.64,0.27,2,0.095,5,77,0.99747,3.13,0.62,9.1,6 1057 | 8.2,0.64,0.27,2,0.095,5,77,0.99747,3.13,0.62,9.1,6 1058 | 8.9,0.48,0.53,4,0.101,3,10,0.99586,3.21,0.59,12.1,7 1059 | 7.6,0.42,0.25,3.9,0.104,28,90,0.99784,3.15,0.57,9.1,5 1060 | 9.9,0.53,0.57,2.4,0.093,30,52,0.9971,3.19,0.76,11.6,7 1061 | 8.9,0.48,0.53,4,0.101,3,10,0.99586,3.21,0.59,12.1,7 1062 | 11.6,0.23,0.57,1.8,0.074,3,8,0.9981,3.14,0.7,9.9,6 1063 | 9.1,0.4,0.5,1.8,0.071,7,16,0.99462,3.21,0.69,12.5,8 1064 | 8,0.38,0.44,1.9,0.098,6,15,0.9956,3.3,0.64,11.4,6 1065 | 10.2,0.29,0.65,2.4,0.075,6,17,0.99565,3.22,0.63,11.8,6 1066 | 8.2,0.74,0.09,2,0.067,5,10,0.99418,3.28,0.57,11.8,6 1067 | 7.7,0.61,0.18,2.4,0.083,6,20,0.9963,3.29,0.6,10.2,6 1068 | 6.6,0.52,0.08,2.4,0.07,13,26,0.99358,3.4,0.72,12.5,7 1069 | 11.1,0.31,0.53,2.2,0.06,3,10,0.99572,3.02,0.83,10.9,7 1070 | 11.1,0.31,0.53,2.2,0.06,3,10,0.99572,3.02,0.83,10.9,7 1071 | 8,0.62,0.35,2.8,0.086,28,52,0.997,3.31,0.62,10.8,5 1072 | 9.3,0.33,0.45,1.5,0.057,19,37,0.99498,3.18,0.89,11.1,7 1073 | 7.5,0.77,0.2,8.1,0.098,30,92,0.99892,3.2,0.58,9.2,5 1074 | 7.2,0.35,0.26,1.8,0.083,33,75,0.9968,3.4,0.58,9.5,6 1075 | 8,0.62,0.33,2.7,0.088,16,37,0.9972,3.31,0.58,10.7,6 1076 | 7.5,0.77,0.2,8.1,0.098,30,92,0.99892,3.2,0.58,9.2,5 1077 | 9.1,0.25,0.34,2,0.071,45,67,0.99769,3.44,0.86,10.2,7 1078 | 9.9,0.32,0.56,2,0.073,3,8,0.99534,3.15,0.73,11.4,6 1079 | 8.6,0.37,0.65,6.4,0.08,3,8,0.99817,3.27,0.58,11,5 1080 | 8.6,0.37,0.65,6.4,0.08,3,8,0.99817,3.27,0.58,11,5 1081 | 7.9,0.3,0.68,8.3,0.05,37.5,278,0.99316,3.01,0.51,12.3,7 1082 | 10.3,0.27,0.56,1.4,0.047,3,8,0.99471,3.16,0.51,11.8,6 1083 | 7.9,0.3,0.68,8.3,0.05,37.5,289,0.99316,3.01,0.51,12.3,7 1084 | 7.2,0.38,0.3,1.8,0.073,31,70,0.99685,3.42,0.59,9.5,6 1085 | 8.7,0.42,0.45,2.4,0.072,32,59,0.99617,3.33,0.77,12,6 1086 | 7.2,0.38,0.3,1.8,0.073,31,70,0.99685,3.42,0.59,9.5,6 1087 | 6.8,0.48,0.08,1.8,0.074,40,64,0.99529,3.12,0.49,9.6,5 1088 | 8.5,0.34,0.4,4.7,0.055,3,9,0.99738,3.38,0.66,11.6,7 1089 | 7.9,0.19,0.42,1.6,0.057,18,30,0.994,3.29,0.69,11.2,6 1090 | 11.6,0.41,0.54,1.5,0.095,22,41,0.99735,3.02,0.76,9.9,7 1091 | 11.6,0.41,0.54,1.5,0.095,22,41,0.99735,3.02,0.76,9.9,7 1092 | 10,0.26,0.54,1.9,0.083,42,74,0.99451,2.98,0.63,11.8,8 1093 | 7.9,0.34,0.42,2,0.086,8,19,0.99546,3.35,0.6,11.4,6 1094 | 7,0.54,0.09,2,0.081,10,16,0.99479,3.43,0.59,11.5,6 1095 | 9.2,0.31,0.36,2.2,0.079,11,31,0.99615,3.33,0.86,12,7 1096 | 6.6,0.725,0.09,5.5,0.117,9,17,0.99655,3.35,0.49,10.8,6 1097 | 9.4,0.4,0.47,2.5,0.087,6,20,0.99772,3.15,0.5,10.5,5 1098 | 6.6,0.725,0.09,5.5,0.117,9,17,0.99655,3.35,0.49,10.8,6 1099 | 8.6,0.52,0.38,1.5,0.096,5,18,0.99666,3.2,0.52,9.4,5 1100 | 8,0.31,0.45,2.1,0.216,5,16,0.99358,3.15,0.81,12.5,7 1101 | 8.6,0.52,0.38,1.5,0.096,5,18,0.99666,3.2,0.52,9.4,5 1102 | 8.4,0.34,0.42,2.1,0.072,23,36,0.99392,3.11,0.78,12.4,6 1103 | 7.4,0.49,0.27,2.1,0.071,14,25,0.99388,3.35,0.63,12,6 1104 | 6.1,0.48,0.09,1.7,0.078,18,30,0.99402,3.45,0.54,11.2,6 1105 | 7.4,0.49,0.27,2.1,0.071,14,25,0.99388,3.35,0.63,12,6 1106 | 8,0.48,0.34,2.2,0.073,16,25,0.9936,3.28,0.66,12.4,6 1107 | 6.3,0.57,0.28,2.1,0.048,13,49,0.99374,3.41,0.6,12.8,5 1108 | 8.2,0.23,0.42,1.9,0.069,9,17,0.99376,3.21,0.54,12.3,6 1109 | 9.1,0.3,0.41,2,0.068,10,24,0.99523,3.27,0.85,11.7,7 1110 | 8.1,0.78,0.1,3.3,0.09,4,13,0.99855,3.36,0.49,9.5,5 1111 | 10.8,0.47,0.43,2.1,0.171,27,66,0.9982,3.17,0.76,10.8,6 1112 | 8.3,0.53,0,1.4,0.07,6,14,0.99593,3.25,0.64,10,6 1113 | 5.4,0.42,0.27,2,0.092,23,55,0.99471,3.78,0.64,12.3,7 1114 | 7.9,0.33,0.41,1.5,0.056,6,35,0.99396,3.29,0.71,11,6 1115 | 8.9,0.24,0.39,1.6,0.074,3,10,0.99698,3.12,0.59,9.5,6 1116 | 5,0.4,0.5,4.3,0.046,29,80,0.9902,3.49,0.66,13.6,6 1117 | 7,0.69,0.07,2.5,0.091,15,21,0.99572,3.38,0.6,11.3,6 1118 | 7,0.69,0.07,2.5,0.091,15,21,0.99572,3.38,0.6,11.3,6 1119 | 7,0.69,0.07,2.5,0.091,15,21,0.99572,3.38,0.6,11.3,6 1120 | 7.1,0.39,0.12,2.1,0.065,14,24,0.99252,3.3,0.53,13.3,6 1121 | 5.6,0.66,0,2.5,0.066,7,15,0.99256,3.52,0.58,12.9,5 1122 | 7.9,0.54,0.34,2.5,0.076,8,17,0.99235,3.2,0.72,13.1,8 1123 | 6.6,0.5,0,1.8,0.062,21,28,0.99352,3.44,0.55,12.3,6 1124 | 6.3,0.47,0,1.4,0.055,27,33,0.9922,3.45,0.48,12.3,6 1125 | 10.7,0.4,0.37,1.9,0.081,17,29,0.99674,3.12,0.65,11.2,6 1126 | 6.5,0.58,0,2.2,0.096,3,13,0.99557,3.62,0.62,11.5,4 1127 | 8.8,0.24,0.35,1.7,0.055,13,27,0.99394,3.14,0.59,11.3,7 1128 | 5.8,0.29,0.26,1.7,0.063,3,11,0.9915,3.39,0.54,13.5,6 1129 | 6.3,0.76,0,2.9,0.072,26,52,0.99379,3.51,0.6,11.5,6 1130 | 10,0.43,0.33,2.7,0.095,28,89,0.9984,3.22,0.68,10,5 1131 | 10.5,0.43,0.35,3.3,0.092,24,70,0.99798,3.21,0.69,10.5,6 1132 | 9.1,0.6,0,1.9,0.058,5,10,0.9977,3.18,0.63,10.4,6 1133 | 5.9,0.19,0.21,1.7,0.045,57,135,0.99341,3.32,0.44,9.5,5 1134 | 7.4,0.36,0.34,1.8,0.075,18,38,0.9933,3.38,0.88,13.6,7 1135 | 7.2,0.48,0.07,5.5,0.089,10,18,0.99684,3.37,0.68,11.2,7 1136 | 8.5,0.28,0.35,1.7,0.061,6,15,0.99524,3.3,0.74,11.8,7 1137 | 8,0.25,0.43,1.7,0.067,22,50,0.9946,3.38,0.6,11.9,6 1138 | 10.4,0.52,0.45,2,0.08,6,13,0.99774,3.22,0.76,11.4,6 1139 | 10.4,0.52,0.45,2,0.08,6,13,0.99774,3.22,0.76,11.4,6 1140 | 7.5,0.41,0.15,3.7,0.104,29,94,0.99786,3.14,0.58,9.1,5 1141 | 8.2,0.51,0.24,2,0.079,16,86,0.99764,3.34,0.64,9.5,6 1142 | 7.3,0.4,0.3,1.7,0.08,33,79,0.9969,3.41,0.65,9.5,6 1143 | 8.2,0.38,0.32,2.5,0.08,24,71,0.99624,3.27,0.85,11,6 1144 | 6.9,0.45,0.11,2.4,0.043,6,12,0.99354,3.3,0.65,11.4,6 1145 | 7,0.22,0.3,1.8,0.065,16,20,0.99672,3.61,0.82,10,6 1146 | 7.3,0.32,0.23,2.3,0.066,35,70,0.99588,3.43,0.62,10.1,5 1147 | 8.2,0.2,0.43,2.5,0.076,31,51,0.99672,3.53,0.81,10.4,6 1148 | 7.8,0.5,0.12,1.8,0.178,6,21,0.996,3.28,0.87,9.8,6 1149 | 10,0.41,0.45,6.2,0.071,6,14,0.99702,3.21,0.49,11.8,7 1150 | 7.8,0.39,0.42,2,0.086,9,21,0.99526,3.39,0.66,11.6,6 1151 | 10,0.35,0.47,2,0.061,6,11,0.99585,3.23,0.52,12,6 1152 | 8.2,0.33,0.32,2.8,0.067,4,12,0.99473,3.3,0.76,12.8,7 1153 | 6.1,0.58,0.23,2.5,0.044,16,70,0.99352,3.46,0.65,12.5,6 1154 | 8.3,0.6,0.25,2.2,0.118,9,38,0.99616,3.15,0.53,9.8,5 1155 | 9.6,0.42,0.35,2.1,0.083,17,38,0.99622,3.23,0.66,11.1,6 1156 | 6.6,0.58,0,2.2,0.1,50,63,0.99544,3.59,0.68,11.4,6 1157 | 8.3,0.6,0.25,2.2,0.118,9,38,0.99616,3.15,0.53,9.8,5 1158 | 8.5,0.18,0.51,1.75,0.071,45,88,0.99524,3.33,0.76,11.8,7 1159 | 5.1,0.51,0.18,2.1,0.042,16,101,0.9924,3.46,0.87,12.9,7 1160 | 6.7,0.41,0.43,2.8,0.076,22,54,0.99572,3.42,1.16,10.6,6 1161 | 10.2,0.41,0.43,2.2,0.11,11,37,0.99728,3.16,0.67,10.8,5 1162 | 10.6,0.36,0.57,2.3,0.087,6,20,0.99676,3.14,0.72,11.1,7 1163 | 8.8,0.45,0.43,1.4,0.076,12,21,0.99551,3.21,0.75,10.2,6 1164 | 8.5,0.32,0.42,2.3,0.075,12,19,0.99434,3.14,0.71,11.8,7 1165 | 9,0.785,0.24,1.7,0.078,10,21,0.99692,3.29,0.67,10,5 1166 | 9,0.785,0.24,1.7,0.078,10,21,0.99692,3.29,0.67,10,5 1167 | 8.5,0.44,0.5,1.9,0.369,15,38,0.99634,3.01,1.1,9.4,5 1168 | 9.9,0.54,0.26,2,0.111,7,60,0.99709,2.94,0.98,10.2,5 1169 | 8.2,0.33,0.39,2.5,0.074,29,48,0.99528,3.32,0.88,12.4,7 1170 | 6.5,0.34,0.27,2.8,0.067,8,44,0.99384,3.21,0.56,12,6 1171 | 7.6,0.5,0.29,2.3,0.086,5,14,0.99502,3.32,0.62,11.5,6 1172 | 9.2,0.36,0.34,1.6,0.062,5,12,0.99667,3.2,0.67,10.5,6 1173 | 7.1,0.59,0,2.2,0.078,26,44,0.99522,3.42,0.68,10.8,6 1174 | 9.7,0.42,0.46,2.1,0.074,5,16,0.99649,3.27,0.74,12.3,6 1175 | 7.6,0.36,0.31,1.7,0.079,26,65,0.99716,3.46,0.62,9.5,6 1176 | 7.6,0.36,0.31,1.7,0.079,26,65,0.99716,3.46,0.62,9.5,6 1177 | 6.5,0.61,0,2.2,0.095,48,59,0.99541,3.61,0.7,11.5,6 1178 | 6.5,0.88,0.03,5.6,0.079,23,47,0.99572,3.58,0.5,11.2,4 1179 | 7.1,0.66,0,2.4,0.052,6,11,0.99318,3.35,0.66,12.7,7 1180 | 5.6,0.915,0,2.1,0.041,17,78,0.99346,3.68,0.73,11.4,5 1181 | 8.2,0.35,0.33,2.4,0.076,11,47,0.99599,3.27,0.81,11,6 1182 | 8.2,0.35,0.33,2.4,0.076,11,47,0.99599,3.27,0.81,11,6 1183 | 9.8,0.39,0.43,1.65,0.068,5,11,0.99478,3.19,0.46,11.4,5 1184 | 10.2,0.4,0.4,2.5,0.068,41,54,0.99754,3.38,0.86,10.5,6 1185 | 6.8,0.66,0.07,1.6,0.07,16,61,0.99572,3.29,0.6,9.3,5 1186 | 6.7,0.64,0.23,2.1,0.08,11,119,0.99538,3.36,0.7,10.9,5 1187 | 7,0.43,0.3,2,0.085,6,39,0.99346,3.33,0.46,11.9,6 1188 | 6.6,0.8,0.03,7.8,0.079,6,12,0.9963,3.52,0.5,12.2,5 1189 | 7,0.43,0.3,2,0.085,6,39,0.99346,3.33,0.46,11.9,6 1190 | 6.7,0.64,0.23,2.1,0.08,11,119,0.99538,3.36,0.7,10.9,5 1191 | 8.8,0.955,0.05,1.8,0.075,5,19,0.99616,3.3,0.44,9.6,4 1192 | 9.1,0.4,0.57,4.6,0.08,6,20,0.99652,3.28,0.57,12.5,6 1193 | 6.5,0.885,0,2.3,0.166,6,12,0.99551,3.56,0.51,10.8,5 1194 | 7.2,0.25,0.37,2.5,0.063,11,41,0.99439,3.52,0.8,12.4,7 1195 | 6.4,0.885,0,2.3,0.166,6,12,0.99551,3.56,0.51,10.8,5 1196 | 7,0.745,0.12,1.8,0.114,15,64,0.99588,3.22,0.59,9.5,6 1197 | 6.2,0.43,0.22,1.8,0.078,21,56,0.99633,3.52,0.6,9.5,6 1198 | 7.9,0.58,0.23,2.3,0.076,23,94,0.99686,3.21,0.58,9.5,6 1199 | 7.7,0.57,0.21,1.5,0.069,4,9,0.99458,3.16,0.54,9.8,6 1200 | 7.7,0.26,0.26,2,0.052,19,77,0.9951,3.15,0.79,10.9,6 1201 | 7.9,0.58,0.23,2.3,0.076,23,94,0.99686,3.21,0.58,9.5,6 1202 | 7.7,0.57,0.21,1.5,0.069,4,9,0.99458,3.16,0.54,9.8,6 1203 | 7.9,0.34,0.36,1.9,0.065,5,10,0.99419,3.27,0.54,11.2,7 1204 | 8.6,0.42,0.39,1.8,0.068,6,12,0.99516,3.35,0.69,11.7,8 1205 | 9.9,0.74,0.19,5.8,0.111,33,76,0.99878,3.14,0.55,9.4,5 1206 | 7.2,0.36,0.46,2.1,0.074,24,44,0.99534,3.4,0.85,11,7 1207 | 7.2,0.36,0.46,2.1,0.074,24,44,0.99534,3.4,0.85,11,7 1208 | 7.2,0.36,0.46,2.1,0.074,24,44,0.99534,3.4,0.85,11,7 1209 | 9.9,0.72,0.55,1.7,0.136,24,52,0.99752,3.35,0.94,10,5 1210 | 7.2,0.36,0.46,2.1,0.074,24,44,0.99534,3.4,0.85,11,7 1211 | 6.2,0.39,0.43,2,0.071,14,24,0.99428,3.45,0.87,11.2,7 1212 | 6.8,0.65,0.02,2.1,0.078,8,15,0.99498,3.35,0.62,10.4,6 1213 | 6.6,0.44,0.15,2.1,0.076,22,53,0.9957,3.32,0.62,9.3,5 1214 | 6.8,0.65,0.02,2.1,0.078,8,15,0.99498,3.35,0.62,10.4,6 1215 | 9.6,0.38,0.42,1.9,0.071,5,13,0.99659,3.15,0.75,10.5,6 1216 | 10.2,0.33,0.46,1.9,0.081,6,9,0.99628,3.1,0.48,10.4,6 1217 | 8.8,0.27,0.46,2.1,0.095,20,29,0.99488,3.26,0.56,11.3,6 1218 | 7.9,0.57,0.31,2,0.079,10,79,0.99677,3.29,0.69,9.5,6 1219 | 8.2,0.34,0.37,1.9,0.057,43,74,0.99408,3.23,0.81,12,6 1220 | 8.2,0.4,0.31,1.9,0.082,8,24,0.996,3.24,0.69,10.6,6 1221 | 9,0.39,0.4,1.3,0.044,25,50,0.99478,3.2,0.83,10.9,6 1222 | 10.9,0.32,0.52,1.8,0.132,17,44,0.99734,3.28,0.77,11.5,6 1223 | 10.9,0.32,0.52,1.8,0.132,17,44,0.99734,3.28,0.77,11.5,6 1224 | 8.1,0.53,0.22,2.2,0.078,33,89,0.99678,3.26,0.46,9.6,6 1225 | 10.5,0.36,0.47,2.2,0.074,9,23,0.99638,3.23,0.76,12,6 1226 | 12.6,0.39,0.49,2.5,0.08,8,20,0.9992,3.07,0.82,10.3,6 1227 | 9.2,0.46,0.23,2.6,0.091,18,77,0.99922,3.15,0.51,9.4,5 1228 | 7.5,0.58,0.03,4.1,0.08,27,46,0.99592,3.02,0.47,9.2,5 1229 | 9,0.58,0.25,2,0.104,8,21,0.99769,3.27,0.72,9.6,5 1230 | 5.1,0.42,0,1.8,0.044,18,88,0.99157,3.68,0.73,13.6,7 1231 | 7.6,0.43,0.29,2.1,0.075,19,66,0.99718,3.4,0.64,9.5,5 1232 | 7.7,0.18,0.34,2.7,0.066,15,58,0.9947,3.37,0.78,11.8,6 1233 | 7.8,0.815,0.01,2.6,0.074,48,90,0.99621,3.38,0.62,10.8,5 1234 | 7.6,0.43,0.29,2.1,0.075,19,66,0.99718,3.4,0.64,9.5,5 1235 | 10.2,0.23,0.37,2.2,0.057,14,36,0.99614,3.23,0.49,9.3,4 1236 | 7.1,0.75,0.01,2.2,0.059,11,18,0.99242,3.39,0.4,12.8,6 1237 | 6,0.33,0.32,12.9,0.054,6,113,0.99572,3.3,0.56,11.5,4 1238 | 7.8,0.55,0,1.7,0.07,7,17,0.99659,3.26,0.64,9.4,6 1239 | 7.1,0.75,0.01,2.2,0.059,11,18,0.99242,3.39,0.4,12.8,6 1240 | 8.1,0.73,0,2.5,0.081,12,24,0.99798,3.38,0.46,9.6,4 1241 | 6.5,0.67,0,4.3,0.057,11,20,0.99488,3.45,0.56,11.8,4 1242 | 7.5,0.61,0.2,1.7,0.076,36,60,0.99494,3.1,0.4,9.3,5 1243 | 9.8,0.37,0.39,2.5,0.079,28,65,0.99729,3.16,0.59,9.8,5 1244 | 9,0.4,0.41,2,0.058,15,40,0.99414,3.22,0.6,12.2,6 1245 | 8.3,0.56,0.22,2.4,0.082,10,86,0.9983,3.37,0.62,9.5,5 1246 | 5.9,0.29,0.25,13.4,0.067,72,160,0.99721,3.33,0.54,10.3,6 1247 | 7.4,0.55,0.19,1.8,0.082,15,34,0.99655,3.49,0.68,10.5,5 1248 | 7.4,0.74,0.07,1.7,0.086,15,48,0.99502,3.12,0.48,10,5 1249 | 7.4,0.55,0.19,1.8,0.082,15,34,0.99655,3.49,0.68,10.5,5 1250 | 6.9,0.41,0.33,2.2,0.081,22,36,0.9949,3.41,0.75,11.1,6 1251 | 7.1,0.6,0.01,2.3,0.079,24,37,0.99514,3.4,0.61,10.9,6 1252 | 7.1,0.6,0.01,2.3,0.079,24,37,0.99514,3.4,0.61,10.9,6 1253 | 7.5,0.58,0.14,2.2,0.077,27,60,0.9963,3.28,0.59,9.8,5 1254 | 7.1,0.72,0,1.8,0.123,6,14,0.99627,3.45,0.58,9.8,5 1255 | 7.9,0.66,0,1.4,0.096,6,13,0.99569,3.43,0.58,9.5,5 1256 | 7.8,0.7,0.06,1.9,0.079,20,35,0.99628,3.4,0.69,10.9,5 1257 | 6.1,0.64,0.02,2.4,0.069,26,46,0.99358,3.47,0.45,11,5 1258 | 7.5,0.59,0.22,1.8,0.082,43,60,0.99499,3.1,0.42,9.2,5 1259 | 7,0.58,0.28,4.8,0.085,12,69,0.99633,3.32,0.7,11,6 1260 | 6.8,0.64,0,2.7,0.123,15,33,0.99538,3.44,0.63,11.3,6 1261 | 6.8,0.64,0,2.7,0.123,15,33,0.99538,3.44,0.63,11.3,6 1262 | 8.6,0.635,0.68,1.8,0.403,19,56,0.99632,3.02,1.15,9.3,5 1263 | 6.3,1.02,0,2,0.083,17,24,0.99437,3.59,0.55,11.2,4 1264 | 9.8,0.45,0.38,2.5,0.081,34,66,0.99726,3.15,0.58,9.8,5 1265 | 8.2,0.78,0,2.2,0.089,13,26,0.9978,3.37,0.46,9.6,4 1266 | 8.5,0.37,0.32,1.8,0.066,26,51,0.99456,3.38,0.72,11.8,6 1267 | 7.2,0.57,0.05,2.3,0.081,16,36,0.99564,3.38,0.6,10.3,6 1268 | 7.2,0.57,0.05,2.3,0.081,16,36,0.99564,3.38,0.6,10.3,6 1269 | 10.4,0.43,0.5,2.3,0.068,13,19,0.996,3.1,0.87,11.4,6 1270 | 6.9,0.41,0.31,2,0.079,21,51,0.99668,3.47,0.55,9.5,6 1271 | 5.5,0.49,0.03,1.8,0.044,28,87,0.9908,3.5,0.82,14,8 1272 | 5,0.38,0.01,1.6,0.048,26,60,0.99084,3.7,0.75,14,6 1273 | 7.3,0.44,0.2,1.6,0.049,24,64,0.9935,3.38,0.57,11.7,6 1274 | 5.9,0.46,0,1.9,0.077,25,44,0.99385,3.5,0.53,11.2,5 1275 | 7.5,0.58,0.2,2,0.073,34,44,0.99494,3.1,0.43,9.3,5 1276 | 7.8,0.58,0.13,2.1,0.102,17,36,0.9944,3.24,0.53,11.2,6 1277 | 8,0.715,0.22,2.3,0.075,13,81,0.99688,3.24,0.54,9.5,6 1278 | 8.5,0.4,0.4,6.3,0.05,3,10,0.99566,3.28,0.56,12,4 1279 | 7,0.69,0,1.9,0.114,3,10,0.99636,3.35,0.6,9.7,6 1280 | 8,0.715,0.22,2.3,0.075,13,81,0.99688,3.24,0.54,9.5,6 1281 | 9.8,0.3,0.39,1.7,0.062,3,9,0.9948,3.14,0.57,11.5,7 1282 | 7.1,0.46,0.2,1.9,0.077,28,54,0.9956,3.37,0.64,10.4,6 1283 | 7.1,0.46,0.2,1.9,0.077,28,54,0.9956,3.37,0.64,10.4,6 1284 | 7.9,0.765,0,2,0.084,9,22,0.99619,3.33,0.68,10.9,6 1285 | 8.7,0.63,0.28,2.7,0.096,17,69,0.99734,3.26,0.63,10.2,6 1286 | 7,0.42,0.19,2.3,0.071,18,36,0.99476,3.39,0.56,10.9,5 1287 | 11.3,0.37,0.5,1.8,0.09,20,47,0.99734,3.15,0.57,10.5,5 1288 | 7.1,0.16,0.44,2.5,0.068,17,31,0.99328,3.35,0.54,12.4,6 1289 | 8,0.6,0.08,2.6,0.056,3,7,0.99286,3.22,0.37,13,5 1290 | 7,0.6,0.3,4.5,0.068,20,110,0.99914,3.3,1.17,10.2,5 1291 | 7,0.6,0.3,4.5,0.068,20,110,0.99914,3.3,1.17,10.2,5 1292 | 7.6,0.74,0,1.9,0.1,6,12,0.99521,3.36,0.59,11,5 1293 | 8.2,0.635,0.1,2.1,0.073,25,60,0.99638,3.29,0.75,10.9,6 1294 | 5.9,0.395,0.13,2.4,0.056,14,28,0.99362,3.62,0.67,12.4,6 1295 | 7.5,0.755,0,1.9,0.084,6,12,0.99672,3.34,0.49,9.7,4 1296 | 8.2,0.635,0.1,2.1,0.073,25,60,0.99638,3.29,0.75,10.9,6 1297 | 6.6,0.63,0,4.3,0.093,51,77.5,0.99558,3.2,0.45,9.5,5 1298 | 6.6,0.63,0,4.3,0.093,51,77.5,0.99558,3.2,0.45,9.5,5 1299 | 7.2,0.53,0.14,2.1,0.064,15,29,0.99323,3.35,0.61,12.1,6 1300 | 5.7,0.6,0,1.4,0.063,11,18,0.99191,3.45,0.56,12.2,6 1301 | 7.6,1.58,0,2.1,0.137,5,9,0.99476,3.5,0.4,10.9,3 1302 | 5.2,0.645,0,2.15,0.08,15,28,0.99444,3.78,0.61,12.5,6 1303 | 6.7,0.86,0.07,2,0.1,20,57,0.99598,3.6,0.74,11.7,6 1304 | 9.1,0.37,0.32,2.1,0.064,4,15,0.99576,3.3,0.8,11.2,6 1305 | 8,0.28,0.44,1.8,0.081,28,68,0.99501,3.36,0.66,11.2,5 1306 | 7.6,0.79,0.21,2.3,0.087,21,68,0.9955,3.12,0.44,9.2,5 1307 | 7.5,0.61,0.26,1.9,0.073,24,88,0.99612,3.3,0.53,9.8,5 1308 | 9.7,0.69,0.32,2.5,0.088,22,91,0.9979,3.29,0.62,10.1,5 1309 | 6.8,0.68,0.09,3.9,0.068,15,29,0.99524,3.41,0.52,11.1,4 1310 | 9.7,0.69,0.32,2.5,0.088,22,91,0.9979,3.29,0.62,10.1,5 1311 | 7,0.62,0.1,1.4,0.071,27,63,0.996,3.28,0.61,9.2,5 1312 | 7.5,0.61,0.26,1.9,0.073,24,88,0.99612,3.3,0.53,9.8,5 1313 | 6.5,0.51,0.15,3,0.064,12,27,0.9929,3.33,0.59,12.8,6 1314 | 8,1.18,0.21,1.9,0.083,14,41,0.99532,3.34,0.47,10.5,5 1315 | 7,0.36,0.21,2.3,0.086,20,65,0.99558,3.4,0.54,10.1,6 1316 | 7,0.36,0.21,2.4,0.086,24,69,0.99556,3.4,0.53,10.1,6 1317 | 7.5,0.63,0.27,2,0.083,17,91,0.99616,3.26,0.58,9.8,6 1318 | 5.4,0.74,0,1.2,0.041,16,46,0.99258,4.01,0.59,12.5,6 1319 | 9.9,0.44,0.46,2.2,0.091,10,41,0.99638,3.18,0.69,11.9,6 1320 | 7.5,0.63,0.27,2,0.083,17,91,0.99616,3.26,0.58,9.8,6 1321 | 9.1,0.76,0.68,1.7,0.414,18,64,0.99652,2.9,1.33,9.1,6 1322 | 9.7,0.66,0.34,2.6,0.094,12,88,0.99796,3.26,0.66,10.1,5 1323 | 5,0.74,0,1.2,0.041,16,46,0.99258,4.01,0.59,12.5,6 1324 | 9.1,0.34,0.42,1.8,0.058,9,18,0.99392,3.18,0.55,11.4,5 1325 | 9.1,0.36,0.39,1.8,0.06,21,55,0.99495,3.18,0.82,11,7 1326 | 6.7,0.46,0.24,1.7,0.077,18,34,0.9948,3.39,0.6,10.6,6 1327 | 6.7,0.46,0.24,1.7,0.077,18,34,0.9948,3.39,0.6,10.6,6 1328 | 6.7,0.46,0.24,1.7,0.077,18,34,0.9948,3.39,0.6,10.6,6 1329 | 6.7,0.46,0.24,1.7,0.077,18,34,0.9948,3.39,0.6,10.6,6 1330 | 6.5,0.52,0.11,1.8,0.073,13,38,0.9955,3.34,0.52,9.3,5 1331 | 7.4,0.6,0.26,2.1,0.083,17,91,0.99616,3.29,0.56,9.8,6 1332 | 7.4,0.6,0.26,2.1,0.083,17,91,0.99616,3.29,0.56,9.8,6 1333 | 7.8,0.87,0.26,3.8,0.107,31,67,0.99668,3.26,0.46,9.2,5 1334 | 8.4,0.39,0.1,1.7,0.075,6,25,0.99581,3.09,0.43,9.7,6 1335 | 9.1,0.775,0.22,2.2,0.079,12,48,0.9976,3.18,0.51,9.6,5 1336 | 7.2,0.835,0,2,0.166,4,11,0.99608,3.39,0.52,10,5 1337 | 6.6,0.58,0.02,2.4,0.069,19,40,0.99387,3.38,0.66,12.6,6 1338 | 6,0.5,0,1.4,0.057,15,26,0.99448,3.36,0.45,9.5,5 1339 | 6,0.5,0,1.4,0.057,15,26,0.99448,3.36,0.45,9.5,5 1340 | 6,0.5,0,1.4,0.057,15,26,0.99448,3.36,0.45,9.5,5 1341 | 7.5,0.51,0.02,1.7,0.084,13,31,0.99538,3.36,0.54,10.5,6 1342 | 7.5,0.51,0.02,1.7,0.084,13,31,0.99538,3.36,0.54,10.5,6 1343 | 7.5,0.51,0.02,1.7,0.084,13,31,0.99538,3.36,0.54,10.5,6 1344 | 7.6,0.54,0.02,1.7,0.085,17,31,0.99589,3.37,0.51,10.4,6 1345 | 7.5,0.51,0.02,1.7,0.084,13,31,0.99538,3.36,0.54,10.5,6 1346 | 11.5,0.42,0.48,2.6,0.077,8,20,0.99852,3.09,0.53,11,5 1347 | 8.2,0.44,0.24,2.3,0.063,10,28,0.99613,3.25,0.53,10.2,6 1348 | 6.1,0.59,0.01,2.1,0.056,5,13,0.99472,3.52,0.56,11.4,5 1349 | 7.2,0.655,0.03,1.8,0.078,7,12,0.99587,3.34,0.39,9.5,5 1350 | 7.2,0.655,0.03,1.8,0.078,7,12,0.99587,3.34,0.39,9.5,5 1351 | 6.9,0.57,0,2.8,0.081,21,41,0.99518,3.41,0.52,10.8,5 1352 | 9,0.6,0.29,2,0.069,32,73,0.99654,3.34,0.57,10,5 1353 | 7.2,0.62,0.01,2.3,0.065,8,46,0.99332,3.32,0.51,11.8,6 1354 | 7.6,0.645,0.03,1.9,0.086,14,57,0.9969,3.37,0.46,10.3,5 1355 | 7.6,0.645,0.03,1.9,0.086,14,57,0.9969,3.37,0.46,10.3,5 1356 | 7.2,0.58,0.03,2.3,0.077,7,28,0.99568,3.35,0.52,10,5 1357 | 6.1,0.32,0.25,1.8,0.086,5,32,0.99464,3.36,0.44,10.1,5 1358 | 6.1,0.34,0.25,1.8,0.084,4,28,0.99464,3.36,0.44,10.1,5 1359 | 7.3,0.43,0.24,2.5,0.078,27,67,0.99648,3.6,0.59,11.1,6 1360 | 7.4,0.64,0.17,5.4,0.168,52,98,0.99736,3.28,0.5,9.5,5 1361 | 11.6,0.475,0.4,1.4,0.091,6,28,0.99704,3.07,0.65,10.0333333333333,6 1362 | 9.2,0.54,0.31,2.3,0.112,11,38,0.99699,3.24,0.56,10.9,5 1363 | 8.3,0.85,0.14,2.5,0.093,13,54,0.99724,3.36,0.54,10.1,5 1364 | 11.6,0.475,0.4,1.4,0.091,6,28,0.99704,3.07,0.65,10.0333333333333,6 1365 | 8,0.83,0.27,2,0.08,11,63,0.99652,3.29,0.48,9.8,4 1366 | 7.2,0.605,0.02,1.9,0.096,10,31,0.995,3.46,0.53,11.8,6 1367 | 7.8,0.5,0.09,2.2,0.115,10,42,0.9971,3.18,0.62,9.5,5 1368 | 7.3,0.74,0.08,1.7,0.094,10,45,0.99576,3.24,0.5,9.8,5 1369 | 6.9,0.54,0.3,2.2,0.088,9,105,0.99725,3.25,1.18,10.5,6 1370 | 8,0.77,0.32,2.1,0.079,16,74,0.99656,3.27,0.5,9.8,6 1371 | 6.6,0.61,0,1.6,0.069,4,8,0.99396,3.33,0.37,10.4,4 1372 | 8.7,0.78,0.51,1.7,0.415,12,66,0.99623,3,1.17,9.2,5 1373 | 7.5,0.58,0.56,3.1,0.153,5,14,0.99476,3.21,1.03,11.6,6 1374 | 8.7,0.78,0.51,1.7,0.415,12,66,0.99623,3,1.17,9.2,5 1375 | 7.7,0.75,0.27,3.8,0.11,34,89,0.99664,3.24,0.45,9.3,5 1376 | 6.8,0.815,0,1.2,0.267,16,29,0.99471,3.32,0.51,9.8,3 1377 | 7.2,0.56,0.26,2,0.083,13,100,0.99586,3.26,0.52,9.9,5 1378 | 8.2,0.885,0.2,1.4,0.086,7,31,0.9946,3.11,0.46,10,5 1379 | 5.2,0.49,0.26,2.3,0.09,23,74,0.9953,3.71,0.62,12.2,6 1380 | 7.2,0.45,0.15,2,0.078,10,28,0.99609,3.29,0.51,9.9,6 1381 | 7.5,0.57,0.02,2.6,0.077,11,35,0.99557,3.36,0.62,10.8,6 1382 | 7.5,0.57,0.02,2.6,0.077,11,35,0.99557,3.36,0.62,10.8,6 1383 | 6.8,0.83,0.09,1.8,0.074,4,25,0.99534,3.38,0.45,9.6,5 1384 | 8,0.6,0.22,2.1,0.08,25,105,0.99613,3.3,0.49,9.9,5 1385 | 8,0.6,0.22,2.1,0.08,25,105,0.99613,3.3,0.49,9.9,5 1386 | 7.1,0.755,0.15,1.8,0.107,20,84,0.99593,3.19,0.5,9.5,5 1387 | 8,0.81,0.25,3.4,0.076,34,85,0.99668,3.19,0.42,9.2,5 1388 | 7.4,0.64,0.07,1.8,0.1,8,23,0.9961,3.3,0.58,9.6,5 1389 | 7.4,0.64,0.07,1.8,0.1,8,23,0.9961,3.3,0.58,9.6,5 1390 | 6.6,0.64,0.31,6.1,0.083,7,49,0.99718,3.35,0.68,10.3,5 1391 | 6.7,0.48,0.02,2.2,0.08,36,111,0.99524,3.1,0.53,9.7,5 1392 | 6,0.49,0,2.3,0.068,15,33,0.99292,3.58,0.59,12.5,6 1393 | 8,0.64,0.22,2.4,0.094,5,33,0.99612,3.37,0.58,11,5 1394 | 7.1,0.62,0.06,1.3,0.07,5,12,0.9942,3.17,0.48,9.8,5 1395 | 8,0.52,0.25,2,0.078,19,59,0.99612,3.3,0.48,10.2,5 1396 | 6.4,0.57,0.14,3.9,0.07,27,73,0.99669,3.32,0.48,9.2,5 1397 | 8.6,0.685,0.1,1.6,0.092,3,12,0.99745,3.31,0.65,9.55,6 1398 | 8.7,0.675,0.1,1.6,0.09,4,11,0.99745,3.31,0.65,9.55,5 1399 | 7.3,0.59,0.26,2,0.08,17,104,0.99584,3.28,0.52,9.9,5 1400 | 7,0.6,0.12,2.2,0.083,13,28,0.9966,3.52,0.62,10.2,7 1401 | 7.2,0.67,0,2.2,0.068,10,24,0.9956,3.42,0.72,11.1,6 1402 | 7.9,0.69,0.21,2.1,0.08,33,141,0.9962,3.25,0.51,9.9,5 1403 | 7.9,0.69,0.21,2.1,0.08,33,141,0.9962,3.25,0.51,9.9,5 1404 | 7.6,0.3,0.42,2,0.052,6,24,0.9963,3.44,0.82,11.9,6 1405 | 7.2,0.33,0.33,1.7,0.061,3,13,0.996,3.23,1.1,10,8 1406 | 8,0.5,0.39,2.6,0.082,12,46,0.9985,3.43,0.62,10.7,6 1407 | 7.7,0.28,0.3,2,0.062,18,34,0.9952,3.28,0.9,11.3,7 1408 | 8.2,0.24,0.34,5.1,0.062,8,22,0.9974,3.22,0.94,10.9,6 1409 | 6,0.51,0,2.1,0.064,40,54,0.995,3.54,0.93,10.7,6 1410 | 8.1,0.29,0.36,2.2,0.048,35,53,0.995,3.27,1.01,12.4,7 1411 | 6,0.51,0,2.1,0.064,40,54,0.995,3.54,0.93,10.7,6 1412 | 6.6,0.96,0,1.8,0.082,5,16,0.9936,3.5,0.44,11.9,6 1413 | 6.4,0.47,0.4,2.4,0.071,8,19,0.9963,3.56,0.73,10.6,6 1414 | 8.2,0.24,0.34,5.1,0.062,8,22,0.9974,3.22,0.94,10.9,6 1415 | 9.9,0.57,0.25,2,0.104,12,89,0.9963,3.04,0.9,10.1,5 1416 | 10,0.32,0.59,2.2,0.077,3,15,0.9994,3.2,0.78,9.6,5 1417 | 6.2,0.58,0,1.6,0.065,8,18,0.9966,3.56,0.84,9.4,5 1418 | 10,0.32,0.59,2.2,0.077,3,15,0.9994,3.2,0.78,9.6,5 1419 | 7.3,0.34,0.33,2.5,0.064,21,37,0.9952,3.35,0.77,12.1,7 1420 | 7.8,0.53,0.01,1.6,0.077,3,19,0.995,3.16,0.46,9.8,5 1421 | 7.7,0.64,0.21,2.2,0.077,32,133,0.9956,3.27,0.45,9.9,5 1422 | 7.8,0.53,0.01,1.6,0.077,3,19,0.995,3.16,0.46,9.8,5 1423 | 7.5,0.4,0.18,1.6,0.079,24,58,0.9965,3.34,0.58,9.4,5 1424 | 7,0.54,0,2.1,0.079,39,55,0.9956,3.39,0.84,11.4,6 1425 | 6.4,0.53,0.09,3.9,0.123,14,31,0.9968,3.5,0.67,11,4 1426 | 8.3,0.26,0.37,1.4,0.076,8,23,0.9974,3.26,0.7,9.6,6 1427 | 8.3,0.26,0.37,1.4,0.076,8,23,0.9974,3.26,0.7,9.6,6 1428 | 7.7,0.23,0.37,1.8,0.046,23,60,0.9971,3.41,0.71,12.1,6 1429 | 7.6,0.41,0.33,2.5,0.078,6,23,0.9957,3.3,0.58,11.2,5 1430 | 7.8,0.64,0,1.9,0.072,27,55,0.9962,3.31,0.63,11,5 1431 | 7.9,0.18,0.4,2.2,0.049,38,67,0.996,3.33,0.93,11.3,5 1432 | 7.4,0.41,0.24,1.8,0.066,18,47,0.9956,3.37,0.62,10.4,5 1433 | 7.6,0.43,0.31,2.1,0.069,13,74,0.9958,3.26,0.54,9.9,6 1434 | 5.9,0.44,0,1.6,0.042,3,11,0.9944,3.48,0.85,11.7,6 1435 | 6.1,0.4,0.16,1.8,0.069,11,25,0.9955,3.42,0.74,10.1,7 1436 | 10.2,0.54,0.37,15.4,0.214,55,95,1.00369,3.18,0.77,9,6 1437 | 10.2,0.54,0.37,15.4,0.214,55,95,1.00369,3.18,0.77,9,6 1438 | 10,0.38,0.38,1.6,0.169,27,90,0.99914,3.15,0.65,8.5,5 1439 | 6.8,0.915,0.29,4.8,0.07,15,39,0.99577,3.53,0.54,11.1,5 1440 | 7,0.59,0,1.7,0.052,3,8,0.996,3.41,0.47,10.3,5 1441 | 7.3,0.67,0.02,2.2,0.072,31,92,0.99566,3.32,0.68,11.0666666666667,6 1442 | 7.2,0.37,0.32,2,0.062,15,28,0.9947,3.23,0.73,11.3,7 1443 | 7.4,0.785,0.19,5.2,0.094,19,98,0.99713,3.16,0.52,9.56666666666667,6 1444 | 6.9,0.63,0.02,1.9,0.078,18,30,0.99712,3.4,0.75,9.8,5 1445 | 6.9,0.58,0.2,1.75,0.058,8,22,0.99322,3.38,0.49,11.7,5 1446 | 7.3,0.67,0.02,2.2,0.072,31,92,0.99566,3.32,0.68,11.1,6 1447 | 7.4,0.785,0.19,5.2,0.094,19,98,0.99713,3.16,0.52,9.6,6 1448 | 6.9,0.63,0.02,1.9,0.078,18,30,0.99712,3.4,0.75,9.8,5 1449 | 6.8,0.67,0,1.9,0.08,22,39,0.99701,3.4,0.74,9.7,5 1450 | 6.9,0.58,0.01,1.9,0.08,40,54,0.99683,3.4,0.73,9.7,5 1451 | 7.2,0.38,0.31,2,0.056,15,29,0.99472,3.23,0.76,11.3,8 1452 | 7.2,0.37,0.32,2,0.062,15,28,0.9947,3.23,0.73,11.3,7 1453 | 7.8,0.32,0.44,2.7,0.104,8,17,0.99732,3.33,0.78,11,7 1454 | 6.6,0.58,0.02,2,0.062,37,53,0.99374,3.35,0.76,11.6,7 1455 | 7.6,0.49,0.33,1.9,0.074,27,85,0.99706,3.41,0.58,9,5 1456 | 11.7,0.45,0.63,2.2,0.073,7,23,0.99974,3.21,0.69,10.9,6 1457 | 6.5,0.9,0,1.6,0.052,9,17,0.99467,3.5,0.63,10.9,6 1458 | 6,0.54,0.06,1.8,0.05,38,89,0.99236,3.3,0.5,10.55,6 1459 | 7.6,0.49,0.33,1.9,0.074,27,85,0.99706,3.41,0.58,9,5 1460 | 8.4,0.29,0.4,1.7,0.067,8,20,0.99603,3.39,0.6,10.5,5 1461 | 7.9,0.2,0.35,1.7,0.054,7,15,0.99458,3.32,0.8,11.9,7 1462 | 6.4,0.42,0.09,2.3,0.054,34,64,0.99724,3.41,0.68,10.4,6 1463 | 6.2,0.785,0,2.1,0.06,6,13,0.99664,3.59,0.61,10,4 1464 | 6.8,0.64,0.03,2.3,0.075,14,31,0.99545,3.36,0.58,10.4,6 1465 | 6.9,0.63,0.01,2.4,0.076,14,39,0.99522,3.34,0.53,10.8,6 1466 | 6.8,0.59,0.1,1.7,0.063,34,53,0.9958,3.41,0.67,9.7,5 1467 | 6.8,0.59,0.1,1.7,0.063,34,53,0.9958,3.41,0.67,9.7,5 1468 | 7.3,0.48,0.32,2.1,0.062,31,54,0.99728,3.3,0.65,10,7 1469 | 6.7,1.04,0.08,2.3,0.067,19,32,0.99648,3.52,0.57,11,4 1470 | 7.3,0.48,0.32,2.1,0.062,31,54,0.99728,3.3,0.65,10,7 1471 | 7.3,0.98,0.05,2.1,0.061,20,49,0.99705,3.31,0.55,9.7,3 1472 | 10,0.69,0.11,1.4,0.084,8,24,0.99578,2.88,0.47,9.7,5 1473 | 6.7,0.7,0.08,3.75,0.067,8,16,0.99334,3.43,0.52,12.6,5 1474 | 7.6,0.35,0.6,2.6,0.073,23,44,0.99656,3.38,0.79,11.1,6 1475 | 6.1,0.6,0.08,1.8,0.071,14,45,0.99336,3.38,0.54,11,5 1476 | 9.9,0.5,0.5,13.8,0.205,48,82,1.00242,3.16,0.75,8.8,5 1477 | 5.3,0.47,0.11,2.2,0.048,16,89,0.99182,3.54,0.88,13.5666666666667,7 1478 | 9.9,0.5,0.5,13.8,0.205,48,82,1.00242,3.16,0.75,8.8,5 1479 | 5.3,0.47,0.11,2.2,0.048,16,89,0.99182,3.54,0.88,13.6,7 1480 | 7.1,0.875,0.05,5.7,0.082,3,14,0.99808,3.4,0.52,10.2,3 1481 | 8.2,0.28,0.6,3,0.104,10,22,0.99828,3.39,0.68,10.6,5 1482 | 5.6,0.62,0.03,1.5,0.08,6,13,0.99498,3.66,0.62,10.1,4 1483 | 8.2,0.28,0.6,3,0.104,10,22,0.99828,3.39,0.68,10.6,5 1484 | 7.2,0.58,0.54,2.1,0.114,3,9,0.99719,3.33,0.57,10.3,4 1485 | 8.1,0.33,0.44,1.5,0.042,6,12,0.99542,3.35,0.61,10.7,5 1486 | 6.8,0.91,0.06,2,0.06,4,11,0.99592,3.53,0.64,10.9,4 1487 | 7,0.655,0.16,2.1,0.074,8,25,0.99606,3.37,0.55,9.7,5 1488 | 6.8,0.68,0.21,2.1,0.07,9,23,0.99546,3.38,0.6,10.3,5 1489 | 6,0.64,0.05,1.9,0.066,9,17,0.99496,3.52,0.78,10.6,5 1490 | 5.6,0.54,0.04,1.7,0.049,5,13,0.9942,3.72,0.58,11.4,5 1491 | 6.2,0.57,0.1,2.1,0.048,4,11,0.99448,3.44,0.76,10.8,6 1492 | 7.1,0.22,0.49,1.8,0.039,8,18,0.99344,3.39,0.56,12.4,6 1493 | 5.6,0.54,0.04,1.7,0.049,5,13,0.9942,3.72,0.58,11.4,5 1494 | 6.2,0.65,0.06,1.6,0.05,6,18,0.99348,3.57,0.54,11.95,5 1495 | 7.7,0.54,0.26,1.9,0.089,23,147,0.99636,3.26,0.59,9.7,5 1496 | 6.4,0.31,0.09,1.4,0.066,15,28,0.99459,3.42,0.7,10,7 1497 | 7,0.43,0.02,1.9,0.08,15,28,0.99492,3.35,0.81,10.6,6 1498 | 7.7,0.54,0.26,1.9,0.089,23,147,0.99636,3.26,0.59,9.7,5 1499 | 6.9,0.74,0.03,2.3,0.054,7,16,0.99508,3.45,0.63,11.5,6 1500 | 6.6,0.895,0.04,2.3,0.068,7,13,0.99582,3.53,0.58,10.8,6 1501 | 6.9,0.74,0.03,2.3,0.054,7,16,0.99508,3.45,0.63,11.5,6 1502 | 7.5,0.725,0.04,1.5,0.076,8,15,0.99508,3.26,0.53,9.6,5 1503 | 7.8,0.82,0.29,4.3,0.083,21,64,0.99642,3.16,0.53,9.4,5 1504 | 7.3,0.585,0.18,2.4,0.078,15,60,0.99638,3.31,0.54,9.8,5 1505 | 6.2,0.44,0.39,2.5,0.077,6,14,0.99555,3.51,0.69,11,6 1506 | 7.5,0.38,0.57,2.3,0.106,5,12,0.99605,3.36,0.55,11.4,6 1507 | 6.7,0.76,0.02,1.8,0.078,6,12,0.996,3.55,0.63,9.95,3 1508 | 6.8,0.81,0.05,2,0.07,6,14,0.99562,3.51,0.66,10.8,6 1509 | 7.5,0.38,0.57,2.3,0.106,5,12,0.99605,3.36,0.55,11.4,6 1510 | 7.1,0.27,0.6,2.1,0.074,17,25,0.99814,3.38,0.72,10.6,6 1511 | 7.9,0.18,0.4,1.8,0.062,7,20,0.9941,3.28,0.7,11.1,5 1512 | 6.4,0.36,0.21,2.2,0.047,26,48,0.99661,3.47,0.77,9.7,6 1513 | 7.1,0.69,0.04,2.1,0.068,19,27,0.99712,3.44,0.67,9.8,5 1514 | 6.4,0.79,0.04,2.2,0.061,11,17,0.99588,3.53,0.65,10.4,6 1515 | 6.4,0.56,0.15,1.8,0.078,17,65,0.99294,3.33,0.6,10.5,6 1516 | 6.9,0.84,0.21,4.1,0.074,16,65,0.99842,3.53,0.72,9.23333333333333,6 1517 | 6.9,0.84,0.21,4.1,0.074,16,65,0.99842,3.53,0.72,9.25,6 1518 | 6.1,0.32,0.25,2.3,0.071,23,58,0.99633,3.42,0.97,10.6,5 1519 | 6.5,0.53,0.06,2,0.063,29,44,0.99489,3.38,0.83,10.3,6 1520 | 7.4,0.47,0.46,2.2,0.114,7,20,0.99647,3.32,0.63,10.5,5 1521 | 6.6,0.7,0.08,2.6,0.106,14,27,0.99665,3.44,0.58,10.2,5 1522 | 6.5,0.53,0.06,2,0.063,29,44,0.99489,3.38,0.83,10.3,6 1523 | 6.9,0.48,0.2,1.9,0.082,9,23,0.99585,3.39,0.43,9.05,4 1524 | 6.1,0.32,0.25,2.3,0.071,23,58,0.99633,3.42,0.97,10.6,5 1525 | 6.8,0.48,0.25,2,0.076,29,61,0.9953,3.34,0.6,10.4,5 1526 | 6,0.42,0.19,2,0.075,22,47,0.99522,3.39,0.78,10,6 1527 | 6.7,0.48,0.08,2.1,0.064,18,34,0.99552,3.33,0.64,9.7,5 1528 | 6.8,0.47,0.08,2.2,0.064,18,38,0.99553,3.3,0.65,9.6,6 1529 | 7.1,0.53,0.07,1.7,0.071,15,24,0.9951,3.29,0.66,10.8,6 1530 | 7.9,0.29,0.49,2.2,0.096,21,59,0.99714,3.31,0.67,10.1,6 1531 | 7.1,0.69,0.08,2.1,0.063,42,52,0.99608,3.42,0.6,10.2,6 1532 | 6.6,0.44,0.09,2.2,0.063,9,18,0.99444,3.42,0.69,11.3,6 1533 | 6.1,0.705,0.1,2.8,0.081,13,28,0.99631,3.6,0.66,10.2,5 1534 | 7.2,0.53,0.13,2,0.058,18,22,0.99573,3.21,0.68,9.9,6 1535 | 8,0.39,0.3,1.9,0.074,32,84,0.99717,3.39,0.61,9,5 1536 | 6.6,0.56,0.14,2.4,0.064,13,29,0.99397,3.42,0.62,11.7,7 1537 | 7,0.55,0.13,2.2,0.075,15,35,0.9959,3.36,0.59,9.7,6 1538 | 6.1,0.53,0.08,1.9,0.077,24,45,0.99528,3.6,0.68,10.3,6 1539 | 5.4,0.58,0.08,1.9,0.059,20,31,0.99484,3.5,0.64,10.2,6 1540 | 6.2,0.64,0.09,2.5,0.081,15,26,0.99538,3.57,0.63,12,5 1541 | 7.2,0.39,0.32,1.8,0.065,34,60,0.99714,3.46,0.78,9.9,5 1542 | 6.2,0.52,0.08,4.4,0.071,11,32,0.99646,3.56,0.63,11.6,6 1543 | 7.4,0.25,0.29,2.2,0.054,19,49,0.99666,3.4,0.76,10.9,7 1544 | 6.7,0.855,0.02,1.9,0.064,29,38,0.99472,3.3,0.56,10.75,6 1545 | 11.1,0.44,0.42,2.2,0.064,14,19,0.99758,3.25,0.57,10.4,6 1546 | 8.4,0.37,0.43,2.3,0.063,12,19,0.9955,3.17,0.81,11.2,7 1547 | 6.5,0.63,0.33,1.8,0.059,16,28,0.99531,3.36,0.64,10.1,6 1548 | 7,0.57,0.02,2,0.072,17,26,0.99575,3.36,0.61,10.2,5 1549 | 6.3,0.6,0.1,1.6,0.048,12,26,0.99306,3.55,0.51,12.1,5 1550 | 11.2,0.4,0.5,2,0.099,19,50,0.99783,3.1,0.58,10.4,5 1551 | 7.4,0.36,0.3,1.8,0.074,17,24,0.99419,3.24,0.7,11.4,8 1552 | 7.1,0.68,0,2.3,0.087,17,26,0.99783,3.45,0.53,9.5,5 1553 | 7.1,0.67,0,2.3,0.083,18,27,0.99768,3.44,0.54,9.4,5 1554 | 6.3,0.68,0.01,3.7,0.103,32,54,0.99586,3.51,0.66,11.3,6 1555 | 7.3,0.735,0,2.2,0.08,18,28,0.99765,3.41,0.6,9.4,5 1556 | 6.6,0.855,0.02,2.4,0.062,15,23,0.99627,3.54,0.6,11,6 1557 | 7,0.56,0.17,1.7,0.065,15,24,0.99514,3.44,0.68,10.55,7 1558 | 6.6,0.88,0.04,2.2,0.066,12,20,0.99636,3.53,0.56,9.9,5 1559 | 6.6,0.855,0.02,2.4,0.062,15,23,0.99627,3.54,0.6,11,6 1560 | 6.9,0.63,0.33,6.7,0.235,66,115,0.99787,3.22,0.56,9.5,5 1561 | 7.8,0.6,0.26,2,0.08,31,131,0.99622,3.21,0.52,9.9,5 1562 | 7.8,0.6,0.26,2,0.08,31,131,0.99622,3.21,0.52,9.9,5 1563 | 7.8,0.6,0.26,2,0.08,31,131,0.99622,3.21,0.52,9.9,5 1564 | 7.2,0.695,0.13,2,0.076,12,20,0.99546,3.29,0.54,10.1,5 1565 | 7.2,0.695,0.13,2,0.076,12,20,0.99546,3.29,0.54,10.1,5 1566 | 7.2,0.695,0.13,2,0.076,12,20,0.99546,3.29,0.54,10.1,5 1567 | 6.7,0.67,0.02,1.9,0.061,26,42,0.99489,3.39,0.82,10.9,6 1568 | 6.7,0.16,0.64,2.1,0.059,24,52,0.99494,3.34,0.71,11.2,6 1569 | 7.2,0.695,0.13,2,0.076,12,20,0.99546,3.29,0.54,10.1,5 1570 | 7,0.56,0.13,1.6,0.077,25,42,0.99629,3.34,0.59,9.2,5 1571 | 6.2,0.51,0.14,1.9,0.056,15,34,0.99396,3.48,0.57,11.5,6 1572 | 6.4,0.36,0.53,2.2,0.23,19,35,0.9934,3.37,0.93,12.4,6 1573 | 6.4,0.38,0.14,2.2,0.038,15,25,0.99514,3.44,0.65,11.1,6 1574 | 7.3,0.69,0.32,2.2,0.069,35,104,0.99632,3.33,0.51,9.5,5 1575 | 6,0.58,0.2,2.4,0.075,15,50,0.99467,3.58,0.67,12.5,6 1576 | 5.6,0.31,0.78,13.9,0.074,23,92,0.99677,3.39,0.48,10.5,6 1577 | 7.5,0.52,0.4,2.2,0.06,12,20,0.99474,3.26,0.64,11.8,6 1578 | 8,0.3,0.63,1.6,0.081,16,29,0.99588,3.3,0.78,10.8,6 1579 | 6.2,0.7,0.15,5.1,0.076,13,27,0.99622,3.54,0.6,11.9,6 1580 | 6.8,0.67,0.15,1.8,0.118,13,20,0.9954,3.42,0.67,11.3,6 1581 | 6.2,0.56,0.09,1.7,0.053,24,32,0.99402,3.54,0.6,11.3,5 1582 | 7.4,0.35,0.33,2.4,0.068,9,26,0.9947,3.36,0.6,11.9,6 1583 | 6.2,0.56,0.09,1.7,0.053,24,32,0.99402,3.54,0.6,11.3,5 1584 | 6.1,0.715,0.1,2.6,0.053,13,27,0.99362,3.57,0.5,11.9,5 1585 | 6.2,0.46,0.29,2.1,0.074,32,98,0.99578,3.33,0.62,9.8,5 1586 | 6.7,0.32,0.44,2.4,0.061,24,34,0.99484,3.29,0.8,11.6,7 1587 | 7.2,0.39,0.44,2.6,0.066,22,48,0.99494,3.3,0.84,11.5,6 1588 | 7.5,0.31,0.41,2.4,0.065,34,60,0.99492,3.34,0.85,11.4,6 1589 | 5.8,0.61,0.11,1.8,0.066,18,28,0.99483,3.55,0.66,10.9,6 1590 | 7.2,0.66,0.33,2.5,0.068,34,102,0.99414,3.27,0.78,12.8,6 1591 | 6.6,0.725,0.2,7.8,0.073,29,79,0.9977,3.29,0.54,9.2,5 1592 | 6.3,0.55,0.15,1.8,0.077,26,35,0.99314,3.32,0.82,11.6,6 1593 | 5.4,0.74,0.09,1.7,0.089,16,26,0.99402,3.67,0.56,11.6,6 1594 | 6.3,0.51,0.13,2.3,0.076,29,40,0.99574,3.42,0.75,11,6 1595 | 6.8,0.62,0.08,1.9,0.068,28,38,0.99651,3.42,0.82,9.5,6 1596 | 6.2,0.6,0.08,2,0.09,32,44,0.9949,3.45,0.58,10.5,5 1597 | 5.9,0.55,0.1,2.2,0.062,39,51,0.99512,3.52,0.76,11.2,6 1598 | 6.3,0.51,0.13,2.3,0.076,29,40,0.99574,3.42,0.75,11,6 1599 | 5.9,0.645,0.12,2,0.075,32,44,0.99547,3.57,0.71,10.2,5 1600 | 6,0.31,0.47,3.6,0.067,18,42,0.99549,3.39,0.66,11,6 1601 | -------------------------------------------------------------------------------- /wine_quality/softmax_regression.py: -------------------------------------------------------------------------------- 1 | import tensorflow as tf 2 | 3 | 4 | # Softmax Regression Model 5 | def softmax_regression(x): 6 | W = tf.Variable(tf.zeros([10, 2]), name="W") 7 | b = tf.Variable(tf.zeros([2]), name="b") 8 | y = tf.nn.softmax(tf.matmul(x, W) + b) 9 | return y, [W, b] 10 | -------------------------------------------------------------------------------- /wine_quality/tf_model.py: -------------------------------------------------------------------------------- 1 | import os 2 | import tensorflow as tf 3 | import pandas as pd 4 | import numpy as np 5 | from sklearn.cross_validation import train_test_split 6 | from wine_quality.softmax_regression import softmax_regression 7 | from boto.s3.connection import S3Connection 8 | 9 | 10 | # Remove outliers 11 | def _outliers(df, threshold, columns): 12 | for col in columns: 13 | mask = df[col] > float(threshold) * df[col].std() + df[col].mean() 14 | df.loc[mask==True, col] = np.nan # noqa 15 | mean_property = df.loc[:, col].mean() 16 | df.loc[mask==True, col] = mean_property # noqa 17 | return df 18 | 19 | 20 | def _dense_to_one_hot(labels_dense, num_classes=2): 21 | # Convert class labels from scalars to one-hot vectors 22 | num_labels = len(labels_dense) 23 | index_offset = np.arange(num_labels) * num_classes 24 | labels_one_hot = np.zeros((num_labels, num_classes)) 25 | labels_one_hot.flat[index_offset + labels_dense] = 1 26 | return labels_one_hot 27 | 28 | 29 | class tf_model(): 30 | 31 | def __init__(self): 32 | self.sess = tf.Session() 33 | x = tf.placeholder("float", [None, 10]) 34 | 35 | with tf.variable_scope("softmax_regression"): 36 | self.X = tf.placeholder("float", [None, 10]) 37 | self.y1, self.variables = softmax_regression(x) 38 | self.saver = tf.train.Saver(self.variables) 39 | 40 | def run_model(self, x1): 41 | return self.sess.run(self.y1, feed_dict={self.X: x1}) 42 | 43 | def load_locally(self): 44 | # Load the data 45 | self.saver.restore(self.sess, "wine_quality/data/softmax_regression.ckpt") 46 | 47 | def save_locally(self, filename): 48 | path = self.saver.save(self.sess, os.path.join(os.path.dirname(__file__), filename)) 49 | return path 50 | 51 | def save_to_s3(self, filename, model_name): 52 | try: 53 | AWS_ACCESS_KEY_ID = os.environ.get('AWS_ACCESS_KEY_ID') 54 | AWS_SECRET_ACCESS_KEY = os.environ.get('AWS_SECRET_ACCESS_KEY') 55 | c = S3Connection(AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY) 56 | b = c.get_bucket('flasktensorflow') # substitute your bucket name here 57 | k = b.new_key(model_name) 58 | f = open(filename, 'rb') 59 | k.set_contents_from_file(f, encrypt_key=True) 60 | print("Saving to S3") 61 | except: 62 | return False 63 | return True 64 | 65 | def load_from_s3(self, filename, model_name): 66 | try: 67 | AWS_ACCESS_KEY_ID = os.environ.get('AWS_ACCESS_KEY_ID') 68 | AWS_SECRET_ACCESS_KEY = os.environ.get('AWS_SECRET_ACCESS_KEY') 69 | c = S3Connection(AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY) 70 | b = c.get_bucket('flasktensorflow') # substitute your bucket name here 71 | k = b.Key(b) 72 | k.key = model_name 73 | f = open(filename, 'rb') 74 | k.get(f, encrypt_key=True) 75 | print("Saving to S3") 76 | except: 77 | return False 78 | return True 79 | 80 | def train(self, training_df, learning_rate=0.001, batch_size=126, model_name="softmax_model"): 81 | column_list = training_df.columns.tolist() 82 | threshold = 5 83 | 84 | red_wine_cleaned = training_df.copy() 85 | red_wine_cleaned = _outliers(red_wine_cleaned, threshold, column_list[0:-1]) 86 | 87 | # Bin the data 88 | bins = [3, 5, 6, 8] 89 | red_wine_cleaned['category'] = pd.cut(red_wine_cleaned.quality, bins, labels=['Bad', 'Average', 'Good'], 90 | include_lowest=True) 91 | 92 | # Only include 'Bad' and 'Good' categories 93 | red_wine_newcats = red_wine_cleaned[red_wine_cleaned['category'].isin(['Bad', 'Good'])].copy() 94 | 95 | bins = [3, 5, 8] 96 | red_wine_newcats['category'] = pd.cut(red_wine_newcats.quality, 97 | bins, labels=['Bad', 'Good'], include_lowest=True) 98 | 99 | y_red_wine = red_wine_newcats[['category']].get_values() 100 | 101 | # Removing fixed_acidity and quality 102 | X_red_wine = red_wine_newcats.iloc[:, 1:-2].get_values() 103 | 104 | y_red_wine_raveled = y_red_wine.ravel() 105 | y_red_wine_integers = [y.replace('Bad', '1') for y in y_red_wine_raveled] 106 | y_red_wine_integers = [y.replace('Good', '0') for y in y_red_wine_integers] 107 | y_red_wine_integers = [np.int(y) for y in y_red_wine_integers] 108 | 109 | y_one_hot = _dense_to_one_hot(y_red_wine_integers, num_classes=2) 110 | 111 | X_train, X_test, y_train, y_test = train_test_split(X_red_wine, y_one_hot, test_size=0.2, random_state=42) 112 | # model 113 | 114 | with tf.variable_scope("softmax_regression"): 115 | X = tf.placeholder("float", [None, 10]) 116 | y, variables = softmax_regression(X) 117 | 118 | # train 119 | y_ = tf.placeholder("float", [None, 2]) 120 | cost = -tf.reduce_mean(y_ * tf.log(y)) 121 | optimizer = tf.train.GradientDescentOptimizer(learning_rate).minimize(cost) 122 | correct_prediction = tf.equal(tf.argmax(y, 1), tf.argmax(y_, 1)) 123 | accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) 124 | 125 | init = tf.initialize_all_variables() 126 | self.sess.run(init) 127 | for i in range(100): 128 | average_cost = 0 129 | number_of_batches = int(len(X_train) / batch_size) 130 | for start, end in zip(range(0, len(X_train), batch_size), range(batch_size, len(X_train), batch_size)): 131 | self.sess.run(optimizer, feed_dict={X: X_train[start:end], y_: y_train[start:end]}) 132 | # Compute average loss 133 | average_cost += self.sess.run(cost, feed_dict={X: X_train[start:end], 134 | y_: y_train[start:end]}) / number_of_batches 135 | print(self.sess.run(accuracy, feed_dict={X: X_test, y_: y_test})) 136 | 137 | filename = "data/softmax_regression.ckpt" 138 | path = self.save_locally(filename) 139 | self.save_to_s3(path, model_name) 140 | print("Saved:", path) 141 | --------------------------------------------------------------------------------