Compare commits
No commits in common. "lab2" and "main" have entirely different histories.
1
.gitattributes
vendored
1
.gitattributes
vendored
@ -1 +0,0 @@
|
||||
* text=crlf
|
||||
132
.gitignore
vendored
132
.gitignore
vendored
@ -1,103 +1,18 @@
|
||||
# ---> JupyterNotebooks
|
||||
# gitignore template for Jupyter Notebooks
|
||||
# website: http://jupyter.org/
|
||||
|
||||
# Created by https://www.toptal.com/developers/gitignore/api/python,pycharm+all
|
||||
# Edit at https://www.toptal.com/developers/gitignore?templates=python,pycharm+all
|
||||
.ipynb_checkpoints
|
||||
*/.ipynb_checkpoints/*
|
||||
|
||||
### PyCharm+all ###
|
||||
# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
|
||||
# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
|
||||
# IPython
|
||||
profile_default/
|
||||
ipython_config.py
|
||||
|
||||
# User-specific stuff
|
||||
.idea/**/workspace.xml
|
||||
.idea/**/tasks.xml
|
||||
.idea/**/usage.statistics.xml
|
||||
.idea/**/dictionaries
|
||||
.idea/**/shelf
|
||||
# Remove previous ipynb_checkpoints
|
||||
# git rm -r .ipynb_checkpoints/
|
||||
|
||||
# AWS User-specific
|
||||
.idea/**/aws.xml
|
||||
|
||||
# Generated files
|
||||
.idea/**/contentModel.xml
|
||||
|
||||
# Sensitive or high-churn files
|
||||
.idea/**/dataSources/
|
||||
.idea/**/dataSources.ids
|
||||
.idea/**/dataSources.local.xml
|
||||
.idea/**/sqlDataSources.xml
|
||||
.idea/**/dynamic.xml
|
||||
.idea/**/uiDesigner.xml
|
||||
.idea/**/dbnavigator.xml
|
||||
|
||||
# Gradle
|
||||
.idea/**/gradle.xml
|
||||
.idea/**/libraries
|
||||
|
||||
# Gradle and Maven with auto-import
|
||||
# When using Gradle or Maven with auto-import, you should exclude module files,
|
||||
# since they will be recreated, and may cause churn. Uncomment if using
|
||||
# auto-import.
|
||||
# .idea/artifacts
|
||||
# .idea/compiler.xml
|
||||
# .idea/jarRepositories.xml
|
||||
# .idea/modules.xml
|
||||
# .idea/*.iml
|
||||
# .idea/modules
|
||||
# *.iml
|
||||
# *.ipr
|
||||
|
||||
# CMake
|
||||
cmake-build-*/
|
||||
|
||||
# Mongo Explorer plugin
|
||||
.idea/**/mongoSettings.xml
|
||||
|
||||
# File-based project format
|
||||
*.iws
|
||||
|
||||
# IntelliJ
|
||||
out/
|
||||
|
||||
# mpeltonen/sbt-idea plugin
|
||||
.idea_modules/
|
||||
|
||||
# JIRA plugin
|
||||
atlassian-ide-plugin.xml
|
||||
|
||||
# Cursive Clojure plugin
|
||||
.idea/replstate.xml
|
||||
|
||||
# SonarLint plugin
|
||||
.idea/sonarlint/
|
||||
|
||||
# Crashlytics plugin (for Android Studio and IntelliJ)
|
||||
com_crashlytics_export_strings.xml
|
||||
crashlytics.properties
|
||||
crashlytics-build.properties
|
||||
fabric.properties
|
||||
|
||||
# Editor-based Rest Client
|
||||
.idea/httpRequests
|
||||
|
||||
# Android studio 3.1+ serialized cache file
|
||||
.idea/caches/build_file_checksums.ser
|
||||
|
||||
### PyCharm+all Patch ###
|
||||
# Ignores the whole .idea folder and all .iml files
|
||||
# See https://github.com/joeblau/gitignore.io/issues/186 and https://github.com/joeblau/gitignore.io/issues/360
|
||||
|
||||
.idea/*
|
||||
|
||||
# Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-249601023
|
||||
|
||||
*.iml
|
||||
modules.xml
|
||||
.idea/misc.xml
|
||||
*.ipr
|
||||
|
||||
# Sonarlint plugin
|
||||
.idea/sonarlint
|
||||
|
||||
### Python ###
|
||||
# ---> Python
|
||||
# Byte-compiled / optimized / DLL files
|
||||
__pycache__/
|
||||
*.py[cod]
|
||||
@ -201,7 +116,15 @@ ipython_config.py
|
||||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
||||
#poetry.lock
|
||||
|
||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow
|
||||
# pdm
|
||||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
||||
#pdm.lock
|
||||
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
|
||||
# in version control.
|
||||
# https://pdm.fming.dev/#use-with-ide
|
||||
.pdm.toml
|
||||
|
||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
|
||||
__pypackages__/
|
||||
|
||||
# Celery stuff
|
||||
@ -245,13 +168,13 @@ dmypy.json
|
||||
cython_debug/
|
||||
|
||||
# PyCharm
|
||||
# JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
|
||||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
||||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
||||
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
||||
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
||||
#.idea/
|
||||
|
||||
### VisualStudioCode ###
|
||||
# ---> VisualStudioCode
|
||||
.vscode/*
|
||||
!.vscode/settings.json
|
||||
!.vscode/tasks.json
|
||||
@ -265,14 +188,3 @@ cython_debug/
|
||||
# Built Visual Studio Code Extensions
|
||||
*.vsix
|
||||
|
||||
### VisualStudioCode Patch ###
|
||||
# Ignore all local history of files
|
||||
.history
|
||||
.ionide
|
||||
|
||||
# End of https://www.toptal.com/developers/gitignore/api/python,pycharm+all
|
||||
|
||||
# JS
|
||||
node_modules/
|
||||
|
||||
test.csv
|
||||
13
.vscode/extensions.json
vendored
13
.vscode/extensions.json
vendored
@ -1,13 +0,0 @@
|
||||
{
|
||||
"recommendations": [
|
||||
"ms-python.black-formatter",
|
||||
"ms-python.flake8",
|
||||
"ms-python.isort",
|
||||
"ms-toolsai.jupyter",
|
||||
"ms-toolsai.datawrangler",
|
||||
"ms-python.python",
|
||||
"donjayamanne.python-environment-manager",
|
||||
// optional
|
||||
"usernamehw.errorlens"
|
||||
]
|
||||
}
|
||||
16
.vscode/launch.json
vendored
16
.vscode/launch.json
vendored
@ -1,16 +0,0 @@
|
||||
{
|
||||
// Use IntelliSense to learn about possible attributes.
|
||||
// Hover to view descriptions of existing attributes.
|
||||
// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
|
||||
"version": "0.2.0",
|
||||
"configurations": [
|
||||
{
|
||||
"name": "mai-service",
|
||||
"type": "debugpy",
|
||||
"request": "launch",
|
||||
"program": "run.py",
|
||||
"console": "integratedTerminal",
|
||||
"justMyCode": true
|
||||
}
|
||||
]
|
||||
}
|
||||
38
.vscode/settings.json
vendored
38
.vscode/settings.json
vendored
@ -1,38 +0,0 @@
|
||||
{
|
||||
"files.autoSave": "onFocusChange",
|
||||
"files.exclude": {
|
||||
"**/__pycache__": true
|
||||
},
|
||||
"editor.detectIndentation": false,
|
||||
"editor.formatOnType": false,
|
||||
"editor.formatOnPaste": true,
|
||||
"editor.formatOnSave": true,
|
||||
"editor.tabSize": 4,
|
||||
"editor.insertSpaces": true,
|
||||
"editor.codeActionsOnSave": {
|
||||
"source.organizeImports": "explicit",
|
||||
"source.sortImports": "explicit"
|
||||
},
|
||||
"editor.stickyScroll.enabled": false,
|
||||
"diffEditor.ignoreTrimWhitespace": false,
|
||||
"debug.showVariableTypes": true,
|
||||
"workbench.editor.highlightModifiedTabs": true,
|
||||
"git.suggestSmartCommit": false,
|
||||
"git.autofetch": true,
|
||||
"git.openRepositoryInParentFolders": "always",
|
||||
"git.confirmSync": false,
|
||||
"errorLens.gutterIconsEnabled": true,
|
||||
"errorLens.messageEnabled": false,
|
||||
"[python]": {
|
||||
"editor.defaultFormatter": "ms-python.black-formatter",
|
||||
},
|
||||
"python.languageServer": "Pylance",
|
||||
"python.analysis.typeCheckingMode": "basic",
|
||||
"python.analysis.autoImportCompletions": true,
|
||||
"isort.args": [
|
||||
"--profile",
|
||||
"black"
|
||||
],
|
||||
"notebook.lineNumbers": "on",
|
||||
"notebook.output.minimalErrorRendering": true,
|
||||
}
|
||||
Binary file not shown.
|
Before Width: | Height: | Size: 111 KiB |
@ -1,52 +0,0 @@
|
||||
import importlib
|
||||
import os
|
||||
import traceback
|
||||
|
||||
import matplotlib
|
||||
from apiflask import APIBlueprint, APIFlask
|
||||
from flask_cors import CORS
|
||||
|
||||
matplotlib.use("agg")
|
||||
|
||||
cors = CORS()
|
||||
api_bp = APIBlueprint("api", __name__, url_prefix="/api/v1")
|
||||
dataset_path: str | None = None
|
||||
|
||||
|
||||
class Config:
|
||||
SECRET_KEY = "secret!"
|
||||
SEND_FILE_MAX_AGE_DEFAULT = -1
|
||||
|
||||
|
||||
def create_app():
|
||||
global dataset_path
|
||||
|
||||
# Create and configure app
|
||||
app = APIFlask(
|
||||
"MAI Service",
|
||||
title="MAI Service API",
|
||||
docs_path="/",
|
||||
version="1.0",
|
||||
static_folder="",
|
||||
template_folder="",
|
||||
)
|
||||
app.config.from_object(Config)
|
||||
|
||||
dataset_path = os.path.join(app.instance_path, "dataset")
|
||||
os.makedirs(dataset_path, exist_ok=True)
|
||||
|
||||
@app.errorhandler(Exception)
|
||||
def my_error_processor(error):
|
||||
traceback.print_exception(error)
|
||||
return {"message": str(error), "detail": "No details"}, 500
|
||||
|
||||
# Import custom REST methods
|
||||
importlib.import_module("backend.api")
|
||||
|
||||
# Enable REST API
|
||||
app.register_blueprint(api_bp)
|
||||
|
||||
# Enable app extensions
|
||||
cors.init_app(app)
|
||||
|
||||
return app
|
||||
@ -1,57 +0,0 @@
|
||||
from apiflask import FileSchema, Schema, fields
|
||||
from flask import send_file
|
||||
|
||||
from backend import api_bp, dataset_path
|
||||
from backend.service import Service
|
||||
|
||||
|
||||
class FileUpload(Schema):
|
||||
file = fields.File(required=True)
|
||||
|
||||
|
||||
class ColumnInfoDto(Schema):
|
||||
datatype = fields.String()
|
||||
items = fields.List(fields.String())
|
||||
|
||||
|
||||
class TableColumnDto(Schema):
|
||||
name = fields.String()
|
||||
datatype = fields.String()
|
||||
items = fields.List(fields.String())
|
||||
|
||||
|
||||
service = Service(dataset_path)
|
||||
|
||||
|
||||
@api_bp.post("/dataset")
|
||||
@api_bp.input(FileUpload, location="files")
|
||||
def upload_dataset(files_data):
|
||||
uploaded_file = files_data["file"]
|
||||
return service.upload_dataset(uploaded_file)
|
||||
|
||||
|
||||
@api_bp.get("/dataset")
|
||||
def get_all_datasets():
|
||||
return service.get_all_datasets()
|
||||
|
||||
|
||||
@api_bp.get("/dataset/<string:name>")
|
||||
@api_bp.output(TableColumnDto(many=True))
|
||||
def get_dataset_info(name: str):
|
||||
return service.get_dataset_info(name)
|
||||
|
||||
|
||||
@api_bp.get("/dataset/<string:name>/<string:column>")
|
||||
@api_bp.output(ColumnInfoDto)
|
||||
def get_column_info(name: str, column: str):
|
||||
return service.get_column_info(name, column)
|
||||
|
||||
|
||||
@api_bp.get("/dataset/draw/hist/<string:name>/<string:column>")
|
||||
@api_bp.output(
|
||||
FileSchema(type="string", format="binary"), content_type="image/png", example=""
|
||||
)
|
||||
def get_dataset_hist(name: str, column: str):
|
||||
data = service.get_hist(name, column)
|
||||
data.seek(0)
|
||||
return send_file(data, download_name=f"{name}.hist.png", mimetype="image/png")
|
||||
@ -1,59 +0,0 @@
|
||||
import io
|
||||
import os
|
||||
import pathlib
|
||||
from typing import BinaryIO, Dict, List
|
||||
|
||||
import pandas as pd
|
||||
from matplotlib.figure import Figure
|
||||
from werkzeug.datastructures import FileStorage
|
||||
from werkzeug.utils import secure_filename
|
||||
|
||||
|
||||
class Service:
|
||||
def __init__(self, dataset_path: str | None) -> None:
|
||||
if dataset_path is None:
|
||||
raise Exception("Dataset path is not defined")
|
||||
self.__path: str = dataset_path
|
||||
|
||||
def __get_dataset(self, filename: str) -> pd.DataFrame:
|
||||
full_file_name = os.path.join(self.__path, secure_filename(filename))
|
||||
return pd.read_csv(full_file_name)
|
||||
|
||||
def upload_dataset(self, file: FileStorage) -> str:
|
||||
if file.filename is None:
|
||||
raise Exception("Dataset upload error")
|
||||
file_name: str = file.filename
|
||||
full_file_name = os.path.join(self.__path, secure_filename(file_name))
|
||||
file.save(full_file_name)
|
||||
return file_name
|
||||
|
||||
def get_all_datasets(self) -> List[str]:
|
||||
return [file.name for file in pathlib.Path(self.__path).glob("*.csv")]
|
||||
|
||||
def get_dataset_info(self, filename) -> List[Dict]:
|
||||
dataset = self.__get_dataset(filename)
|
||||
dataset_info = []
|
||||
for column in dataset.columns:
|
||||
items = dataset[column].astype(str)
|
||||
column_info = {
|
||||
"name": column,
|
||||
"datatype": dataset.dtypes[column],
|
||||
"items": items,
|
||||
}
|
||||
dataset_info.append(column_info)
|
||||
return dataset_info
|
||||
|
||||
def get_column_info(self, filename, column) -> Dict:
|
||||
dataset = self.__get_dataset(filename)
|
||||
datatype = dataset.dtypes[column]
|
||||
items = sorted(dataset[column].astype(str).unique())
|
||||
return {"datatype": datatype, "items": items}
|
||||
|
||||
def get_hist(self, filename, column) -> BinaryIO:
|
||||
dataset = self.__get_dataset(filename)
|
||||
bytes = io.BytesIO()
|
||||
plot: Figure | None = dataset.plot.hist(column=[column], bins=80).get_figure()
|
||||
if plot is None:
|
||||
raise Exception("Can't create hist plot")
|
||||
plot.savefig(bytes, dpi=300, format="png")
|
||||
return bytes
|
||||
@ -1,507 +0,0 @@
|
||||
crim,zn,indus,chas,nox,rm,age,dis,rad,tax,ptratio,b,lstat,medv
|
||||
0.00632,18,2.31,0,0.538,6.575,65.2,4.09,1,296,15.3,396.9,4.98,24
|
||||
0.02731,0,7.07,0,0.469,6.421,78.9,4.9671,2,242,17.8,396.9,9.14,21.6
|
||||
0.02729,0,7.07,0,0.469,7.185,61.1,4.9671,2,242,17.8,392.83,4.03,34.7
|
||||
0.03237,0,2.18,0,0.458,6.998,45.8,6.0622,3,222,18.7,394.63,2.94,33.4
|
||||
0.06905,0,2.18,0,0.458,7.147,54.2,6.0622,3,222,18.7,396.9,5.33,36.2
|
||||
0.02985,0,2.18,0,0.458,6.43,58.7,6.0622,3,222,18.7,394.12,5.21,28.7
|
||||
0.08829,12.5,7.87,0,0.524,6.012,66.6,5.5605,5,311,15.2,395.6,12.43,22.9
|
||||
0.14455,12.5,7.87,0,0.524,6.172,96.1,5.9505,5,311,15.2,396.9,19.15,27.1
|
||||
0.21124,12.5,7.87,0,0.524,5.631,100,6.0821,5,311,15.2,386.63,29.93,16.5
|
||||
0.17004,12.5,7.87,0,0.524,6.004,85.9,6.5921,5,311,15.2,386.71,17.1,18.9
|
||||
0.22489,12.5,7.87,0,0.524,,94.3,6.3467,5,311,15.2,392.52,20.45,15
|
||||
0.11747,12.5,7.87,0,0.524,6.009,82.9,6.2267,5,311,15.2,396.9,13.27,18.9
|
||||
0.09378,12.5,7.87,0,0.524,5.889,39,5.4509,5,311,15.2,390.5,15.71,21.7
|
||||
0.62976,0,8.14,0,0.538,5.949,61.8,4.7075,4,307,21,396.9,8.26,20.4
|
||||
0.63796,0,8.14,0,0.538,6.096,84.5,4.4619,4,307,21,380.02,10.26,18.2
|
||||
0.62739,0,8.14,0,0.538,5.834,56.5,4.4986,4,307,21,395.62,8.47,19.9
|
||||
1.05393,0,8.14,0,0.538,5.935,29.3,4.4986,4,307,21,386.85,6.58,23.1
|
||||
0.7842,0,8.14,0,0.538,5.99,81.7,4.2579,4,307,21,386.75,14.67,17.5
|
||||
0.80271,0,8.14,0,0.538,5.456,36.6,3.7965,4,307,21,288.99,11.69,20.2
|
||||
0.7258,0,8.14,0,0.538,5.727,69.5,3.7965,4,307,21,390.95,11.28,18.2
|
||||
1.25179,0,8.14,0,0.538,5.57,98.1,3.7979,4,307,21,376.57,21.02,13.6
|
||||
0.85204,0,8.14,0,0.538,5.965,89.2,4.0123,4,307,21,392.53,13.83,19.6
|
||||
1.23247,0,8.14,0,0.538,6.142,91.7,3.9769,4,307,21,396.9,18.72,15.2
|
||||
0.98843,0,8.14,0,0.538,5.813,100,4.0952,4,307,21,394.54,19.88,14.5
|
||||
0.75026,0,8.14,0,0.538,5.924,94.1,4.3996,4,307,21,394.33,16.3,15.6
|
||||
0.84054,0,8.14,0,0.538,5.599,85.7,4.4546,4,307,21,303.42,16.51,13.9
|
||||
0.67191,0,8.14,0,0.538,5.813,90.3,4.682,4,307,21,376.88,14.81,16.6
|
||||
0.95577,0,8.14,0,0.538,6.047,88.8,4.4534,4,307,21,306.38,17.28,14.8
|
||||
0.77299,0,8.14,0,0.538,6.495,94.4,4.4547,4,307,21,387.94,12.8,18.4
|
||||
1.00245,0,8.14,0,0.538,6.674,87.3,4.239,4,307,21,380.23,11.98,21
|
||||
1.13081,0,8.14,0,0.538,5.713,94.1,4.233,4,307,21,360.17,22.6,12.7
|
||||
1.35472,0,8.14,0,0.538,6.072,100,4.175,4,307,21,376.73,13.04,14.5
|
||||
1.38799,0,8.14,0,0.538,5.95,82,3.99,4,307,21,232.6,27.71,13.2
|
||||
1.15172,0,8.14,0,0.538,5.701,95,3.7872,4,307,21,358.77,18.35,13.1
|
||||
1.61282,0,8.14,0,0.538,6.096,96.9,3.7598,4,307,21,248.31,20.34,13.5
|
||||
0.06417,0,5.96,0,0.499,,68.2,3.3603,5,279,19.2,396.9,9.68,18.9
|
||||
0.09744,0,5.96,0,0.499,5.841,61.4,3.3779,5,279,19.2,377.56,11.41,20
|
||||
0.08014,0,5.96,0,0.499,5.85,41.5,3.9342,5,279,19.2,396.9,8.77,21
|
||||
0.17505,0,5.96,0,0.499,5.966,30.2,3.8473,5,279,19.2,393.43,10.13,24.7
|
||||
0.02763,75,2.95,0,0.428,6.595,21.8,5.4011,3,252,18.3,395.63,4.32,30.8
|
||||
0.03359,75,2.95,0,0.428,7.024,15.8,5.4011,3,252,18.3,395.62,1.98,34.9
|
||||
0.12744,0,6.91,0,0.448,6.77,2.9,5.7209,3,233,17.9,385.41,4.84,26.6
|
||||
0.1415,0,6.91,0,0.448,6.169,6.6,5.7209,3,233,17.9,383.37,5.81,25.3
|
||||
0.15936,0,6.91,0,0.448,6.211,6.5,5.7209,3,233,17.9,394.46,7.44,24.7
|
||||
0.12269,0,6.91,0,0.448,6.069,40,5.7209,3,233,17.9,389.39,9.55,21.2
|
||||
0.17142,0,6.91,0,0.448,5.682,33.8,5.1004,3,233,17.9,396.9,10.21,19.3
|
||||
0.18836,0,6.91,0,0.448,5.786,33.3,5.1004,3,233,17.9,396.9,14.15,20
|
||||
0.22927,0,6.91,0,0.448,6.03,85.5,5.6894,3,233,17.9,392.74,18.8,16.6
|
||||
0.25387,0,6.91,0,0.448,5.399,95.3,5.87,3,233,17.9,396.9,30.81,14.4
|
||||
0.21977,0,6.91,0,0.448,5.602,62,6.0877,3,233,17.9,396.9,16.2,19.4
|
||||
0.08873,21,5.64,0,0.439,5.963,45.7,6.8147,4,243,16.8,395.56,13.45,19.7
|
||||
0.04337,21,5.64,0,0.439,6.115,63,6.8147,4,243,16.8,393.97,9.43,20.5
|
||||
0.0536,21,5.64,0,0.439,6.511,21.1,6.8147,4,243,16.8,396.9,5.28,25
|
||||
0.04981,21,5.64,0,0.439,5.998,21.4,6.8147,4,243,16.8,396.9,8.43,23.4
|
||||
0.0136,75,4,0,0.41,5.888,47.6,7.3197,3,469,21.1,396.9,14.8,18.9
|
||||
0.01311,90,1.22,0,0.403,7.249,21.9,8.6966,5,226,17.9,395.93,4.81,35.4
|
||||
0.02055,85,0.74,0,0.41,6.383,35.7,9.1876,2,313,17.3,396.9,5.77,24.7
|
||||
0.01432,100,1.32,0,0.411,6.816,40.5,8.3248,5,256,15.1,392.9,3.95,31.6
|
||||
0.15445,25,5.13,0,0.453,6.145,29.2,7.8148,8,284,19.7,390.68,6.86,23.3
|
||||
0.10328,25,5.13,0,0.453,5.927,47.2,6.932,8,284,19.7,396.9,9.22,19.6
|
||||
0.14932,25,5.13,0,0.453,5.741,66.2,7.2254,8,284,19.7,395.11,13.15,18.7
|
||||
0.17171,25,5.13,0,0.453,5.966,93.4,6.8185,8,284,19.7,378.08,14.44,16
|
||||
0.11027,25,5.13,0,0.453,6.456,67.8,7.2255,8,284,19.7,396.9,6.73,22.2
|
||||
0.1265,25,5.13,0,0.453,,43.4,7.9809,8,284,19.7,395.58,9.5,25
|
||||
0.01951,17.5,1.38,0,0.4161,7.104,59.5,9.2229,3,216,18.6,393.24,8.05,33
|
||||
0.03584,80,3.37,0,0.398,6.29,17.8,6.6115,4,337,16.1,396.9,4.67,23.5
|
||||
0.04379,80,3.37,0,0.398,5.787,31.1,6.6115,4,337,16.1,396.9,10.24,19.4
|
||||
0.05789,12.5,6.07,0,0.409,5.878,21.4,6.498,4,345,18.9,396.21,8.1,22
|
||||
0.13554,12.5,6.07,0,0.409,5.594,36.8,6.498,4,345,18.9,396.9,13.09,17.4
|
||||
0.12816,12.5,6.07,0,0.409,5.885,33,6.498,4,345,18.9,396.9,8.79,20.9
|
||||
0.08826,0,10.81,0,0.413,6.417,6.6,5.2873,4,305,19.2,383.73,6.72,24.2
|
||||
0.15876,0,10.81,0,0.413,5.961,17.5,5.2873,4,305,19.2,376.94,9.88,21.7
|
||||
0.09164,0,10.81,0,0.413,6.065,7.8,5.2873,4,305,19.2,390.91,5.52,22.8
|
||||
0.19539,0,10.81,0,0.413,6.245,6.2,5.2873,4,305,19.2,377.17,7.54,23.4
|
||||
0.07896,0,12.83,0,0.437,6.273,6,4.2515,5,398,18.7,394.92,6.78,24.1
|
||||
0.09512,0,12.83,0,0.437,6.286,45,4.5026,5,398,18.7,383.23,8.94,21.4
|
||||
0.10153,0,12.83,0,0.437,6.279,74.5,4.0522,5,398,18.7,373.66,11.97,20
|
||||
0.08707,0,12.83,0,0.437,6.14,45.8,4.0905,5,398,18.7,386.96,10.27,20.8
|
||||
0.05646,0,12.83,0,0.437,6.232,53.7,5.0141,5,398,18.7,386.4,12.34,21.2
|
||||
0.08387,0,12.83,0,0.437,5.874,36.6,4.5026,5,398,18.7,396.06,9.1,20.3
|
||||
0.04113,25,4.86,0,0.426,6.727,33.5,5.4007,4,281,19,396.9,5.29,28
|
||||
0.04462,25,4.86,0,0.426,6.619,70.4,5.4007,4,281,19,395.63,7.22,23.9
|
||||
0.03659,25,4.86,0,0.426,6.302,32.2,5.4007,4,281,19,396.9,6.72,24.8
|
||||
0.03551,25,4.86,0,0.426,6.167,46.7,5.4007,4,281,19,390.64,7.51,22.9
|
||||
0.05059,0,4.49,0,0.449,6.389,48,4.7794,3,247,18.5,396.9,9.62,23.9
|
||||
0.05735,0,4.49,0,0.449,6.63,56.1,4.4377,3,247,18.5,392.3,6.53,26.6
|
||||
0.05188,0,4.49,0,0.449,6.015,45.1,4.4272,3,247,18.5,395.99,12.86,22.5
|
||||
0.07151,0,4.49,0,0.449,6.121,56.8,3.7476,3,247,18.5,395.15,8.44,22.2
|
||||
0.0566,0,3.41,0,0.489,7.007,86.3,3.4217,2,270,17.8,396.9,5.5,23.6
|
||||
0.05302,0,3.41,0,0.489,7.079,63.1,3.4145,2,270,17.8,396.06,5.7,28.7
|
||||
0.04684,0,3.41,0,0.489,6.417,66.1,3.0923,2,270,17.8,392.18,8.81,22.6
|
||||
0.03932,0,3.41,0,0.489,6.405,73.9,3.0921,2,270,17.8,393.55,8.2,22
|
||||
0.04203,28,15.04,0,0.464,6.442,53.6,3.6659,4,270,18.2,395.01,8.16,22.9
|
||||
0.02875,28,15.04,0,0.464,6.211,28.9,3.6659,4,270,18.2,396.33,6.21,25
|
||||
0.04294,28,15.04,0,0.464,6.249,77.3,3.615,4,270,18.2,396.9,10.59,20.6
|
||||
0.12204,0,2.89,0,0.445,6.625,57.8,3.4952,2,276,18,357.98,6.65,28.4
|
||||
0.11504,0,2.89,0,0.445,,69.6,3.4952,2,276,18,391.83,11.34,21.4
|
||||
0.12083,0,2.89,0,0.445,8.069,76,3.4952,2,276,18,396.9,4.21,38.7
|
||||
0.08187,0,2.89,0,0.445,7.82,36.9,3.4952,2,276,18,393.53,3.57,43.8
|
||||
0.0686,0,2.89,0,0.445,7.416,62.5,3.4952,2,276,18,396.9,6.19,33.2
|
||||
0.14866,0,8.56,0,0.52,6.727,79.9,2.7778,5,384,20.9,394.76,9.42,27.5
|
||||
0.11432,0,8.56,0,0.52,6.781,71.3,2.8561,5,384,20.9,395.58,7.67,26.5
|
||||
0.22876,0,8.56,0,0.52,6.405,85.4,2.7147,5,384,20.9,70.8,10.63,18.6
|
||||
0.21161,0,8.56,0,0.52,6.137,87.4,2.7147,5,384,20.9,394.47,13.44,19.3
|
||||
0.1396,0,8.56,0,0.52,6.167,90,2.421,5,384,20.9,392.69,12.33,20.1
|
||||
0.13262,0,8.56,0,0.52,5.851,96.7,2.1069,5,384,20.9,394.05,16.47,19.5
|
||||
0.1712,0,8.56,0,0.52,5.836,91.9,2.211,5,384,20.9,395.67,18.66,19.5
|
||||
0.13117,0,8.56,0,0.52,6.127,85.2,2.1224,5,384,20.9,387.69,14.09,20.4
|
||||
0.12802,0,8.56,0,0.52,6.474,97.1,2.4329,5,384,20.9,395.24,12.27,19.8
|
||||
0.26363,0,8.56,0,0.52,6.229,91.2,2.5451,5,384,20.9,391.23,15.55,19.4
|
||||
0.10793,0,8.56,0,0.52,6.195,54.4,2.7778,5,384,20.9,393.49,13,21.7
|
||||
0.10084,0,10.01,0,0.547,6.715,81.6,2.6775,6,432,17.8,395.59,10.16,22.8
|
||||
0.12329,0,10.01,0,0.547,5.913,92.9,2.3534,6,432,17.8,394.95,16.21,18.8
|
||||
0.22212,0,10.01,0,0.547,6.092,95.4,2.548,6,432,17.8,396.9,17.09,18.7
|
||||
0.14231,0,10.01,0,0.547,6.254,84.2,2.2565,6,432,17.8,388.74,10.45,18.5
|
||||
0.17134,0,10.01,0,0.547,5.928,88.2,2.4631,6,432,17.8,344.91,15.76,18.3
|
||||
0.13158,0,10.01,0,0.547,6.176,72.5,2.7301,6,432,17.8,393.3,12.04,21.2
|
||||
0.15098,0,10.01,0,0.547,6.021,82.6,2.7474,6,432,17.8,394.51,10.3,19.2
|
||||
0.13058,0,10.01,0,0.547,5.872,73.1,2.4775,6,432,17.8,338.63,15.37,20.4
|
||||
0.14476,0,10.01,0,0.547,5.731,65.2,2.7592,6,432,17.8,391.5,13.61,19.3
|
||||
0.06899,0,25.65,0,0.581,5.87,69.7,2.2577,2,188,19.1,389.15,14.37,22
|
||||
0.07165,0,25.65,0,0.581,6.004,84.1,2.1974,2,188,19.1,377.67,14.27,20.3
|
||||
0.09299,0,25.65,0,0.581,5.961,92.9,2.0869,2,188,19.1,378.09,17.93,20.5
|
||||
0.15038,0,25.65,0,0.581,5.856,97,1.9444,2,188,19.1,370.31,25.41,17.3
|
||||
0.09849,0,25.65,0,0.581,5.879,95.8,2.0063,2,188,19.1,379.38,17.58,18.8
|
||||
0.16902,0,25.65,0,0.581,5.986,88.4,1.9929,2,188,19.1,385.02,14.81,21.4
|
||||
0.38735,0,25.65,0,0.581,5.613,95.6,1.7572,2,188,19.1,359.29,27.26,15.7
|
||||
0.25915,0,21.89,0,0.624,5.693,96,1.7883,4,437,21.2,392.11,17.19,16.2
|
||||
0.32543,0,21.89,0,0.624,6.431,98.8,1.8125,4,437,21.2,396.9,15.39,18
|
||||
0.88125,0,21.89,0,0.624,5.637,94.7,1.9799,4,437,21.2,396.9,18.34,14.3
|
||||
0.34006,0,21.89,0,0.624,6.458,98.9,2.1185,4,437,21.2,395.04,12.6,19.2
|
||||
1.19294,0,21.89,0,0.624,6.326,97.7,2.271,4,437,21.2,396.9,12.26,19.6
|
||||
0.59005,0,21.89,0,0.624,6.372,97.9,2.3274,4,437,21.2,385.76,11.12,23
|
||||
0.32982,0,21.89,0,0.624,5.822,95.4,2.4699,4,437,21.2,388.69,15.03,18.4
|
||||
0.97617,0,21.89,0,0.624,5.757,98.4,2.346,4,437,21.2,262.76,17.31,15.6
|
||||
0.55778,0,21.89,0,0.624,,98.2,2.1107,4,437,21.2,394.67,16.96,18.1
|
||||
0.32264,0,21.89,0,0.624,5.942,93.5,1.9669,4,437,21.2,378.25,16.9,17.4
|
||||
0.35233,0,21.89,0,0.624,6.454,98.4,1.8498,4,437,21.2,394.08,14.59,17.1
|
||||
0.2498,0,21.89,0,0.624,5.857,98.2,1.6686,4,437,21.2,392.04,21.32,13.3
|
||||
0.54452,0,21.89,0,0.624,6.151,97.9,1.6687,4,437,21.2,396.9,18.46,17.8
|
||||
0.2909,0,21.89,0,0.624,6.174,93.6,1.6119,4,437,21.2,388.08,24.16,14
|
||||
1.62864,0,21.89,0,0.624,5.019,100,1.4394,4,437,21.2,396.9,34.41,14.4
|
||||
3.32105,0,19.58,1,0.871,5.403,100,1.3216,5,403,14.7,396.9,26.82,13.4
|
||||
4.0974,0,19.58,0,0.871,5.468,100,1.4118,5,403,14.7,396.9,26.42,15.6
|
||||
2.77974,0,19.58,0,0.871,4.903,97.8,1.3459,5,403,14.7,396.9,29.29,11.8
|
||||
2.37934,0,19.58,0,0.871,6.13,100,1.4191,5,403,14.7,172.91,27.8,13.8
|
||||
2.15505,0,19.58,0,0.871,5.628,100,1.5166,5,403,14.7,169.27,16.65,15.6
|
||||
2.36862,0,19.58,0,0.871,4.926,95.7,1.4608,5,403,14.7,391.71,29.53,14.6
|
||||
2.33099,0,19.58,0,0.871,5.186,93.8,1.5296,5,403,14.7,356.99,28.32,17.8
|
||||
2.73397,0,19.58,0,0.871,5.597,94.9,1.5257,5,403,14.7,351.85,21.45,15.4
|
||||
1.6566,0,19.58,0,0.871,6.122,97.3,1.618,5,403,14.7,372.8,14.1,21.5
|
||||
1.49632,0,19.58,0,0.871,5.404,100,1.5916,5,403,14.7,341.6,13.28,19.6
|
||||
1.12658,0,19.58,1,0.871,5.012,88,1.6102,5,403,14.7,343.28,12.12,15.3
|
||||
2.14918,0,19.58,0,0.871,5.709,98.5,1.6232,5,403,14.7,261.95,15.79,19.4
|
||||
1.41385,0,19.58,1,0.871,6.129,96,1.7494,5,403,14.7,321.02,15.12,17
|
||||
3.53501,0,19.58,1,0.871,6.152,82.6,1.7455,5,403,14.7,88.01,15.02,15.6
|
||||
2.44668,0,19.58,0,0.871,5.272,94,1.7364,5,403,14.7,88.63,16.14,13.1
|
||||
1.22358,0,19.58,0,0.605,6.943,97.4,1.8773,5,403,14.7,363.43,4.59,41.3
|
||||
1.34284,0,19.58,0,0.605,6.066,100,1.7573,5,403,14.7,353.89,6.43,24.3
|
||||
1.42502,0,19.58,0,0.871,6.51,100,1.7659,5,403,14.7,364.31,7.39,23.3
|
||||
1.27346,0,19.58,1,0.605,6.25,92.6,1.7984,5,403,14.7,338.92,5.5,27
|
||||
1.46336,0,19.58,0,0.605,7.489,90.8,1.9709,5,403,14.7,374.43,1.73,50
|
||||
1.83377,0,19.58,1,0.605,7.802,98.2,2.0407,5,403,14.7,389.61,1.92,50
|
||||
1.51902,0,19.58,1,0.605,8.375,93.9,2.162,5,403,14.7,388.45,3.32,50
|
||||
2.24236,0,19.58,0,0.605,5.854,91.8,2.422,5,403,14.7,395.11,11.64,22.7
|
||||
2.924,0,19.58,0,0.605,6.101,93,2.2834,5,403,14.7,240.16,9.81,25
|
||||
2.01019,0,19.58,0,0.605,7.929,96.2,2.0459,5,403,14.7,369.3,3.7,50
|
||||
1.80028,0,19.58,0,0.605,5.877,79.2,2.4259,5,403,14.7,227.61,12.14,23.8
|
||||
2.3004,0,19.58,0,0.605,6.319,96.1,2.1,5,403,14.7,297.09,11.1,23.8
|
||||
2.44953,0,19.58,0,0.605,6.402,95.2,2.2625,5,403,14.7,330.04,11.32,22.3
|
||||
1.20742,0,19.58,0,0.605,5.875,94.6,2.4259,5,403,14.7,292.29,14.43,17.4
|
||||
2.3139,0,19.58,0,0.605,5.88,97.3,2.3887,5,403,14.7,348.13,12.03,19.1
|
||||
0.13914,0,4.05,0,0.51,5.572,88.5,2.5961,5,296,16.6,396.9,14.69,23.1
|
||||
0.09178,0,4.05,0,0.51,6.416,84.1,2.6463,5,296,16.6,395.5,9.04,23.6
|
||||
0.08447,0,4.05,0,0.51,5.859,68.7,2.7019,5,296,16.6,393.23,9.64,22.6
|
||||
0.06664,0,4.05,0,0.51,6.546,33.1,3.1323,5,296,16.6,390.96,5.33,29.4
|
||||
0.07022,0,4.05,0,0.51,6.02,47.2,3.5549,5,296,16.6,393.23,10.11,23.2
|
||||
0.05425,0,4.05,0,0.51,6.315,73.4,3.3175,5,296,16.6,395.6,6.29,24.6
|
||||
0.06642,0,4.05,0,0.51,6.86,74.4,2.9153,5,296,16.6,391.27,6.92,29.9
|
||||
0.0578,0,2.46,0,0.488,6.98,58.4,2.829,3,193,17.8,396.9,5.04,37.2
|
||||
0.06588,0,2.46,0,0.488,7.765,83.3,2.741,3,193,17.8,395.56,7.56,39.8
|
||||
0.06888,0,2.46,0,0.488,6.144,62.2,2.5979,3,193,17.8,396.9,9.45,36.2
|
||||
0.09103,0,2.46,0,0.488,7.155,92.2,2.7006,3,193,17.8,394.12,4.82,37.9
|
||||
0.10008,0,2.46,0,0.488,6.563,95.6,2.847,3,193,17.8,396.9,5.68,32.5
|
||||
0.08308,0,2.46,0,0.488,5.604,89.8,2.9879,3,193,17.8,391,13.98,26.4
|
||||
0.06047,0,2.46,0,0.488,6.153,68.8,3.2797,3,193,17.8,387.11,13.15,29.6
|
||||
0.05602,0,2.46,0,0.488,7.831,53.6,3.1992,3,193,17.8,392.63,4.45,50
|
||||
0.07875,45,3.44,0,0.437,6.782,41.1,3.7886,5,398,15.2,393.87,6.68,32
|
||||
0.12579,45,3.44,0,0.437,6.556,29.1,4.5667,5,398,15.2,382.84,4.56,29.8
|
||||
0.0837,45,3.44,0,0.437,7.185,38.9,4.5667,5,398,15.2,396.9,5.39,34.9
|
||||
0.09068,45,3.44,0,0.437,6.951,21.5,6.4798,5,398,15.2,377.68,5.1,37
|
||||
0.06911,45,3.44,0,0.437,6.739,30.8,6.4798,5,398,15.2,389.71,4.69,30.5
|
||||
0.08664,45,3.44,0,0.437,7.178,26.3,6.4798,5,398,15.2,390.49,2.87,36.4
|
||||
0.02187,60,2.93,0,0.401,6.8,9.9,6.2196,1,265,15.6,393.37,5.03,31.1
|
||||
0.01439,60,2.93,0,0.401,6.604,18.8,6.2196,1,265,15.6,376.7,4.38,29.1
|
||||
0.01381,80,0.46,0,0.422,7.875,32,5.6484,4,255,14.4,394.23,2.97,50
|
||||
0.04011,80,1.52,0,0.404,7.287,34.1,7.309,2,329,12.6,396.9,4.08,33.3
|
||||
0.04666,80,1.52,0,0.404,7.107,36.6,7.309,2,329,12.6,354.31,8.61,30.3
|
||||
0.03768,80,1.52,0,0.404,7.274,38.3,7.309,2,329,12.6,392.2,6.62,34.6
|
||||
0.0315,95,1.47,0,0.403,6.975,15.3,7.6534,3,402,17,396.9,4.56,34.9
|
||||
0.01778,95,1.47,0,0.403,7.135,13.9,7.6534,3,402,17,384.3,4.45,32.9
|
||||
0.03445,82.5,2.03,0,0.415,6.162,38.4,6.27,2,348,14.7,393.77,7.43,24.1
|
||||
0.02177,82.5,2.03,0,0.415,7.61,15.7,6.27,2,348,14.7,395.38,3.11,42.3
|
||||
0.0351,95,2.68,0,0.4161,7.853,33.2,5.118,4,224,14.7,392.78,3.81,48.5
|
||||
0.02009,95,2.68,0,0.4161,8.034,31.9,5.118,4,224,14.7,390.55,2.88,50
|
||||
0.13642,0,10.59,0,0.489,5.891,22.3,3.9454,4,277,18.6,396.9,10.87,22.6
|
||||
0.22969,0,10.59,0,0.489,6.326,52.5,4.3549,4,277,18.6,394.87,10.97,24.4
|
||||
0.25199,0,10.59,0,0.489,5.783,72.7,4.3549,4,277,18.6,389.43,18.06,22.5
|
||||
0.13587,0,10.59,1,0.489,6.064,59.1,4.2392,4,277,18.6,381.32,14.66,24.4
|
||||
0.43571,0,10.59,1,0.489,5.344,100,3.875,4,277,18.6,396.9,23.09,20
|
||||
0.17446,0,10.59,1,0.489,5.96,92.1,3.8771,4,277,18.6,393.25,17.27,21.7
|
||||
0.37578,0,10.59,1,0.489,5.404,88.6,3.665,4,277,18.6,395.24,23.98,19.3
|
||||
0.21719,0,10.59,1,0.489,5.807,53.8,3.6526,4,277,18.6,390.94,16.03,22.4
|
||||
0.14052,0,10.59,0,0.489,6.375,32.3,3.9454,4,277,18.6,385.81,9.38,28.1
|
||||
0.28955,0,10.59,0,0.489,5.412,9.8,3.5875,4,277,18.6,348.93,29.55,23.7
|
||||
0.19802,0,10.59,0,0.489,6.182,42.4,3.9454,4,277,18.6,393.63,9.47,25
|
||||
0.0456,0,13.89,1,0.55,5.888,56,3.1121,5,276,16.4,392.8,13.51,23.3
|
||||
0.07013,0,13.89,0,0.55,6.642,85.1,3.4211,5,276,16.4,392.78,9.69,28.7
|
||||
0.11069,0,13.89,1,0.55,5.951,93.8,2.8893,5,276,16.4,396.9,17.92,21.5
|
||||
0.11425,0,13.89,1,0.55,6.373,92.4,3.3633,5,276,16.4,393.74,10.5,23
|
||||
0.35809,0,6.2,1,0.507,6.951,88.5,2.8617,8,307,17.4,391.7,9.71,26.7
|
||||
0.40771,0,6.2,1,0.507,6.164,91.3,3.048,8,307,17.4,395.24,21.46,21.7
|
||||
0.62356,0,6.2,1,0.507,6.879,77.7,3.2721,8,307,17.4,390.39,9.93,27.5
|
||||
0.6147,0,6.2,0,0.507,6.618,80.8,3.2721,8,307,17.4,396.9,7.6,30.1
|
||||
0.31533,0,6.2,0,0.504,8.266,78.3,2.8944,8,307,17.4,385.05,4.14,44.8
|
||||
0.52693,0,6.2,0,0.504,8.725,83,2.8944,8,307,17.4,382,4.63,50
|
||||
0.38214,0,6.2,0,0.504,8.04,86.5,3.2157,8,307,17.4,387.38,3.13,37.6
|
||||
0.41238,0,6.2,0,0.504,7.163,79.9,3.2157,8,307,17.4,372.08,6.36,31.6
|
||||
0.29819,0,6.2,0,0.504,7.686,17,3.3751,8,307,17.4,377.51,3.92,46.7
|
||||
0.44178,0,6.2,0,0.504,6.552,21.4,3.3751,8,307,17.4,380.34,3.76,31.5
|
||||
0.537,0,6.2,0,0.504,5.981,68.1,3.6715,8,307,17.4,378.35,11.65,24.3
|
||||
0.46296,0,6.2,0,0.504,7.412,76.9,3.6715,8,307,17.4,376.14,5.25,31.7
|
||||
0.57529,0,6.2,0,0.507,8.337,73.3,3.8384,8,307,17.4,385.91,2.47,41.7
|
||||
0.33147,0,6.2,0,0.507,8.247,70.4,3.6519,8,307,17.4,378.95,3.95,48.3
|
||||
0.44791,0,6.2,1,0.507,6.726,66.5,3.6519,8,307,17.4,360.2,8.05,29
|
||||
0.33045,0,6.2,0,0.507,6.086,61.5,3.6519,8,307,17.4,376.75,10.88,24
|
||||
0.52058,0,6.2,1,0.507,6.631,76.5,4.148,8,307,17.4,388.45,9.54,25.1
|
||||
0.51183,0,6.2,0,0.507,7.358,71.6,4.148,8,307,17.4,390.07,4.73,31.5
|
||||
0.08244,30,4.93,0,0.428,6.481,18.5,6.1899,6,300,16.6,379.41,6.36,23.7
|
||||
0.09252,30,4.93,0,0.428,6.606,42.2,6.1899,6,300,16.6,383.78,7.37,23.3
|
||||
0.11329,30,4.93,0,0.428,6.897,54.3,6.3361,6,300,16.6,391.25,11.38,22
|
||||
0.10612,30,4.93,0,0.428,6.095,65.1,6.3361,6,300,16.6,394.62,12.4,20.1
|
||||
0.1029,30,4.93,0,0.428,6.358,52.9,7.0355,6,300,16.6,372.75,11.22,22.2
|
||||
0.12757,30,4.93,0,0.428,6.393,7.8,7.0355,6,300,16.6,374.71,5.19,23.7
|
||||
0.20608,22,5.86,0,0.431,5.593,76.5,7.9549,7,330,19.1,372.49,12.5,17.6
|
||||
0.19133,22,5.86,0,0.431,5.605,70.2,7.9549,7,330,19.1,389.13,18.46,18.5
|
||||
0.33983,22,5.86,0,0.431,6.108,34.9,8.0555,7,330,19.1,390.18,9.16,24.3
|
||||
0.19657,22,5.86,0,0.431,6.226,79.2,8.0555,7,330,19.1,376.14,10.15,20.5
|
||||
0.16439,22,5.86,0,0.431,6.433,49.1,7.8265,7,330,19.1,374.71,9.52,24.5
|
||||
0.19073,22,5.86,0,0.431,6.718,17.5,7.8265,7,330,19.1,393.74,6.56,26.2
|
||||
0.1403,22,5.86,0,0.431,6.487,13,7.3967,7,330,19.1,396.28,5.9,24.4
|
||||
0.21409,22,5.86,0,0.431,6.438,8.9,7.3967,7,330,19.1,377.07,3.59,24.8
|
||||
0.08221,22,5.86,0,0.431,6.957,6.8,8.9067,7,330,19.1,386.09,3.53,29.6
|
||||
0.36894,22,5.86,0,0.431,8.259,8.4,8.9067,7,330,19.1,396.9,3.54,42.8
|
||||
0.04819,80,3.64,0,0.392,6.108,32,9.2203,1,315,16.4,392.89,6.57,21.9
|
||||
0.03548,80,3.64,0,0.392,5.876,19.1,9.2203,1,315,16.4,395.18,9.25,20.9
|
||||
0.01538,90,3.75,0,0.394,7.454,34.2,6.3361,3,244,15.9,386.34,3.11,44
|
||||
0.61154,20,3.97,0,0.647,8.704,86.9,1.801,5,264,13,389.7,5.12,50
|
||||
0.66351,20,3.97,0,0.647,7.333,100,1.8946,5,264,13,383.29,7.79,36
|
||||
0.65665,20,3.97,0,0.647,6.842,100,2.0107,5,264,13,391.93,6.9,30.1
|
||||
0.54011,20,3.97,0,0.647,7.203,81.8,2.1121,5,264,13,392.8,9.59,33.8
|
||||
0.53412,20,3.97,0,0.647,7.52,89.4,2.1398,5,264,13,388.37,7.26,43.1
|
||||
0.52014,20,3.97,0,0.647,8.398,91.5,2.2885,5,264,13,386.86,5.91,48.8
|
||||
0.82526,20,3.97,0,0.647,7.327,94.5,2.0788,5,264,13,393.42,11.25,31
|
||||
0.55007,20,3.97,0,0.647,7.206,91.6,1.9301,5,264,13,387.89,8.1,36.5
|
||||
0.76162,20,3.97,0,0.647,5.56,62.8,1.9865,5,264,13,392.4,10.45,22.8
|
||||
0.7857,20,3.97,0,0.647,7.014,84.6,2.1329,5,264,13,384.07,14.79,30.7
|
||||
0.57834,20,3.97,0,0.575,8.297,67,2.4216,5,264,13,384.54,7.44,50
|
||||
0.5405,20,3.97,0,0.575,7.47,52.6,2.872,5,264,13,390.3,3.16,43.5
|
||||
0.09065,20,6.96,1,0.464,5.92,61.5,3.9175,3,223,18.6,391.34,13.65,20.7
|
||||
0.29916,20,6.96,0,0.464,5.856,42.1,4.429,3,223,18.6,388.65,13,21.1
|
||||
0.16211,20,6.96,0,0.464,6.24,16.3,4.429,3,223,18.6,396.9,6.59,25.2
|
||||
0.1146,20,6.96,0,0.464,6.538,58.7,3.9175,3,223,18.6,394.96,7.73,24.4
|
||||
0.22188,20,6.96,1,0.464,7.691,51.8,4.3665,3,223,18.6,390.77,6.58,35.2
|
||||
0.05644,40,6.41,1,0.447,6.758,32.9,4.0776,4,254,17.6,396.9,3.53,32.4
|
||||
0.09604,40,6.41,0,0.447,6.854,42.8,4.2673,4,254,17.6,396.9,2.98,32
|
||||
0.10469,40,6.41,1,0.447,7.267,49,4.7872,4,254,17.6,389.25,6.05,33.2
|
||||
0.06127,40,6.41,1,0.447,6.826,27.6,4.8628,4,254,17.6,393.45,4.16,33.1
|
||||
0.07978,40,6.41,0,0.447,6.482,32.1,4.1403,4,254,17.6,396.9,7.19,29.1
|
||||
0.21038,20,3.33,0,0.4429,6.812,32.2,4.1007,5,216,14.9,396.9,4.85,35.1
|
||||
0.03578,20,3.33,0,0.4429,7.82,64.5,4.6947,5,216,14.9,387.31,3.76,45.4
|
||||
0.03705,20,3.33,0,0.4429,6.968,37.2,5.2447,5,216,14.9,392.23,4.59,35.4
|
||||
0.06129,20,3.33,1,0.4429,7.645,49.7,5.2119,5,216,14.9,377.07,3.01,46
|
||||
0.01501,90,1.21,1,0.401,7.923,24.8,5.885,1,198,13.6,395.52,3.16,50
|
||||
0.00906,90,2.97,0,0.4,7.088,20.8,7.3073,1,285,15.3,394.72,7.85,32.2
|
||||
0.01096,55,2.25,0,0.389,6.453,31.9,7.3073,1,300,15.3,394.72,8.23,22
|
||||
0.01965,80,1.76,0,0.385,6.23,31.5,9.0892,1,241,18.2,341.6,12.93,20.1
|
||||
0.03871,52.5,5.32,0,0.405,6.209,31.3,7.3172,6,293,16.6,396.9,7.14,23.2
|
||||
0.0459,52.5,5.32,0,0.405,6.315,45.6,7.3172,6,293,16.6,396.9,7.6,22.3
|
||||
0.04297,52.5,5.32,0,0.405,6.565,22.9,7.3172,6,293,16.6,371.72,9.51,24.8
|
||||
0.03502,80,4.95,0,0.411,6.861,27.9,5.1167,4,245,19.2,396.9,3.33,28.5
|
||||
0.07886,80,4.95,0,0.411,7.148,27.7,5.1167,4,245,19.2,396.9,3.56,37.3
|
||||
0.03615,80,4.95,0,0.411,6.63,23.4,5.1167,4,245,19.2,396.9,4.7,27.9
|
||||
0.08265,0,13.92,0,0.437,6.127,18.4,5.5027,4,289,16,396.9,8.58,23.9
|
||||
0.08199,0,13.92,0,0.437,6.009,42.3,5.5027,4,289,16,396.9,10.4,21.7
|
||||
0.12932,0,13.92,0,0.437,6.678,31.1,5.9604,4,289,16,396.9,6.27,28.6
|
||||
0.05372,0,13.92,0,0.437,6.549,51,5.9604,4,289,16,392.85,7.39,27.1
|
||||
0.14103,0,13.92,0,0.437,5.79,58,6.32,4,289,16,396.9,15.84,20.3
|
||||
0.06466,70,2.24,0,0.4,6.345,20.1,7.8278,5,358,14.8,368.24,4.97,22.5
|
||||
0.05561,70,2.24,0,0.4,7.041,10,7.8278,5,358,14.8,371.58,4.74,29
|
||||
0.04417,70,2.24,0,0.4,6.871,47.4,7.8278,5,358,14.8,390.86,6.07,24.8
|
||||
0.03537,34,6.09,0,0.433,6.59,40.4,5.4917,7,329,16.1,395.75,9.5,22
|
||||
0.09266,34,6.09,0,0.433,6.495,18.4,5.4917,7,329,16.1,383.61,8.67,26.4
|
||||
0.1,34,6.09,0,0.433,6.982,17.7,5.4917,7,329,16.1,390.43,4.86,33.1
|
||||
0.05515,33,2.18,0,0.472,7.236,41.1,4.022,7,222,18.4,393.68,6.93,36.1
|
||||
0.05479,33,2.18,0,0.472,6.616,58.1,3.37,7,222,18.4,393.36,8.93,28.4
|
||||
0.07503,33,2.18,0,0.472,7.42,71.9,3.0992,7,222,18.4,396.9,6.47,33.4
|
||||
0.04932,33,2.18,0,0.472,6.849,70.3,3.1827,7,222,18.4,396.9,7.53,28.2
|
||||
0.49298,0,9.9,0,0.544,6.635,82.5,3.3175,4,304,18.4,396.9,4.54,22.8
|
||||
0.3494,0,9.9,0,0.544,5.972,76.7,3.1025,4,304,18.4,396.24,9.97,20.3
|
||||
2.63548,0,9.9,0,0.544,4.973,37.8,2.5194,4,304,18.4,350.45,12.64,16.1
|
||||
0.79041,0,9.9,0,0.544,6.122,52.8,2.6403,4,304,18.4,396.9,5.98,22.1
|
||||
0.26169,0,9.9,0,0.544,6.023,90.4,2.834,4,304,18.4,396.3,11.72,19.4
|
||||
0.26938,0,9.9,0,0.544,6.266,82.8,3.2628,4,304,18.4,393.39,7.9,21.6
|
||||
0.3692,0,9.9,0,0.544,6.567,87.3,3.6023,4,304,18.4,395.69,9.28,23.8
|
||||
0.25356,0,9.9,0,0.544,5.705,77.7,3.945,4,304,18.4,396.42,11.5,16.2
|
||||
0.31827,0,9.9,0,0.544,5.914,83.2,3.9986,4,304,18.4,390.7,18.33,17.8
|
||||
0.24522,0,9.9,0,0.544,5.782,71.7,4.0317,4,304,18.4,396.9,15.94,19.8
|
||||
0.40202,0,9.9,0,0.544,6.382,67.2,3.5325,4,304,18.4,395.21,10.36,23.1
|
||||
0.47547,0,9.9,0,0.544,6.113,58.8,4.0019,4,304,18.4,396.23,12.73,21
|
||||
0.1676,0,7.38,0,0.493,6.426,52.3,4.5404,5,287,19.6,396.9,7.2,23.8
|
||||
0.18159,0,7.38,0,0.493,6.376,54.3,4.5404,5,287,19.6,396.9,6.87,23.1
|
||||
0.35114,0,7.38,0,0.493,6.041,49.9,4.7211,5,287,19.6,396.9,7.7,20.4
|
||||
0.28392,0,7.38,0,0.493,5.708,74.3,4.7211,5,287,19.6,391.13,11.74,18.5
|
||||
0.34109,0,7.38,0,0.493,6.415,40.1,4.7211,5,287,19.6,396.9,6.12,25
|
||||
0.19186,0,7.38,0,0.493,6.431,14.7,5.4159,5,287,19.6,393.68,5.08,24.6
|
||||
0.30347,0,7.38,0,0.493,6.312,28.9,5.4159,5,287,19.6,396.9,6.15,23
|
||||
0.24103,0,7.38,0,0.493,6.083,43.7,5.4159,5,287,19.6,396.9,12.79,22.2
|
||||
0.06617,0,3.24,0,0.46,5.868,25.8,5.2146,4,430,16.9,382.44,9.97,19.3
|
||||
0.06724,0,3.24,0,0.46,6.333,17.2,5.2146,4,430,16.9,375.21,7.34,22.6
|
||||
0.04544,0,3.24,0,0.46,6.144,32.2,5.8736,4,430,16.9,368.57,9.09,19.8
|
||||
0.05023,35,6.06,0,0.4379,5.706,28.4,6.6407,1,304,16.9,394.02,12.43,17.1
|
||||
0.03466,35,6.06,0,0.4379,6.031,23.3,6.6407,1,304,16.9,362.25,7.83,19.4
|
||||
0.05083,0,5.19,0,0.515,6.316,38.1,6.4584,5,224,20.2,389.71,5.68,22.2
|
||||
0.03738,0,5.19,0,0.515,6.31,38.5,6.4584,5,224,20.2,389.4,6.75,20.7
|
||||
0.03961,0,5.19,0,0.515,6.037,34.5,5.9853,5,224,20.2,396.9,8.01,21.1
|
||||
0.03427,0,5.19,0,0.515,5.869,46.3,5.2311,5,224,20.2,396.9,9.8,19.5
|
||||
0.03041,0,5.19,0,0.515,5.895,59.6,5.615,5,224,20.2,394.81,10.56,18.5
|
||||
0.03306,0,5.19,0,0.515,6.059,37.3,4.8122,5,224,20.2,396.14,8.51,20.6
|
||||
0.05497,0,5.19,0,0.515,5.985,45.4,4.8122,5,224,20.2,396.9,9.74,19
|
||||
0.06151,0,5.19,0,0.515,5.968,58.5,4.8122,5,224,20.2,396.9,9.29,18.7
|
||||
0.01301,35,1.52,0,0.442,7.241,49.3,7.0379,1,284,15.5,394.74,5.49,32.7
|
||||
0.02498,0,1.89,0,0.518,6.54,59.7,6.2669,1,422,15.9,389.96,8.65,16.5
|
||||
0.02543,55,3.78,0,0.484,6.696,56.4,5.7321,5,370,17.6,396.9,7.18,23.9
|
||||
0.03049,55,3.78,0,0.484,6.874,28.1,6.4654,5,370,17.6,387.97,4.61,31.2
|
||||
0.03113,0,4.39,0,0.442,6.014,48.5,8.0136,3,352,18.8,385.64,10.53,17.5
|
||||
0.06162,0,4.39,0,0.442,5.898,52.3,8.0136,3,352,18.8,364.61,12.67,17.2
|
||||
0.0187,85,4.15,0,0.429,6.516,27.7,8.5353,4,351,17.9,392.43,6.36,23.1
|
||||
0.01501,80,2.01,0,0.435,6.635,29.7,8.344,4,280,17,390.94,5.99,24.5
|
||||
0.02899,40,1.25,0,0.429,6.939,34.5,8.7921,1,335,19.7,389.85,5.89,26.6
|
||||
0.06211,40,1.25,0,0.429,6.49,44.4,8.7921,1,335,19.7,396.9,5.98,22.9
|
||||
0.0795,60,1.69,0,0.411,6.579,35.9,10.7103,4,411,18.3,370.78,5.49,24.1
|
||||
0.07244,60,1.69,0,0.411,5.884,18.5,10.7103,4,411,18.3,392.33,7.79,18.6
|
||||
0.01709,90,2.02,0,0.41,6.728,36.1,12.1265,5,187,17,384.46,4.5,30.1
|
||||
0.04301,80,1.91,0,0.413,5.663,21.9,10.5857,4,334,22,382.8,8.05,18.2
|
||||
0.10659,80,1.91,0,0.413,5.936,19.5,10.5857,4,334,22,376.04,5.57,20.6
|
||||
8.98296,0,18.1,1,0.77,6.212,97.4,2.1222,24,666,20.2,377.73,17.6,17.8
|
||||
3.8497,0,18.1,1,0.77,6.395,91,2.5052,24,666,20.2,391.34,13.27,21.7
|
||||
5.20177,0,18.1,1,0.77,6.127,83.4,2.7227,24,666,20.2,395.43,11.48,22.7
|
||||
4.26131,0,18.1,0,0.77,6.112,81.3,2.5091,24,666,20.2,390.74,12.67,22.6
|
||||
4.54192,0,18.1,0,0.77,6.398,88,2.5182,24,666,20.2,374.56,7.79,25
|
||||
3.83684,0,18.1,0,0.77,6.251,91.1,2.2955,24,666,20.2,350.65,14.19,19.9
|
||||
3.67822,0,18.1,0,0.77,5.362,96.2,2.1036,24,666,20.2,380.79,10.19,20.8
|
||||
4.22239,0,18.1,1,0.77,5.803,89,1.9047,24,666,20.2,353.04,14.64,16.8
|
||||
3.47428,0,18.1,1,0.718,8.78,82.9,1.9047,24,666,20.2,354.55,5.29,21.9
|
||||
4.55587,0,18.1,0,0.718,3.561,87.9,1.6132,24,666,20.2,354.7,7.12,27.5
|
||||
3.69695,0,18.1,0,0.718,4.963,91.4,1.7523,24,666,20.2,316.03,14,21.9
|
||||
13.5222,0,18.1,0,0.631,3.863,100,1.5106,24,666,20.2,131.42,13.33,23.1
|
||||
4.89822,0,18.1,0,0.631,4.97,100,1.3325,24,666,20.2,375.52,3.26,50
|
||||
5.66998,0,18.1,1,0.631,6.683,96.8,1.3567,24,666,20.2,375.33,3.73,50
|
||||
6.53876,0,18.1,1,0.631,7.016,97.5,1.2024,24,666,20.2,392.05,2.96,50
|
||||
9.2323,0,18.1,0,0.631,6.216,100,1.1691,24,666,20.2,366.15,9.53,50
|
||||
8.26725,0,18.1,1,0.668,5.875,89.6,1.1296,24,666,20.2,347.88,8.88,50
|
||||
11.1081,0,18.1,0,0.668,4.906,100,1.1742,24,666,20.2,396.9,34.77,13.8
|
||||
18.4982,0,18.1,0,0.668,4.138,100,1.137,24,666,20.2,396.9,37.97,13.8
|
||||
19.6091,0,18.1,0,0.671,7.313,97.9,1.3163,24,666,20.2,396.9,13.44,15
|
||||
15.288,0,18.1,0,0.671,6.649,93.3,1.3449,24,666,20.2,363.02,23.24,13.9
|
||||
9.82349,0,18.1,0,0.671,6.794,98.8,1.358,24,666,20.2,396.9,21.24,13.3
|
||||
23.6482,0,18.1,0,0.671,6.38,96.2,1.3861,24,666,20.2,396.9,23.69,13.1
|
||||
17.8667,0,18.1,0,0.671,6.223,100,1.3861,24,666,20.2,393.74,21.78,10.2
|
||||
88.9762,0,18.1,0,0.671,6.968,91.9,1.4165,24,666,20.2,396.9,17.21,10.4
|
||||
15.8744,0,18.1,0,0.671,6.545,99.1,1.5192,24,666,20.2,396.9,21.08,10.9
|
||||
9.18702,0,18.1,0,0.7,5.536,100,1.5804,24,666,20.2,396.9,23.6,11.3
|
||||
7.99248,0,18.1,0,0.7,5.52,100,1.5331,24,666,20.2,396.9,24.56,12.3
|
||||
20.0849,0,18.1,0,0.7,4.368,91.2,1.4395,24,666,20.2,285.83,30.63,8.8
|
||||
16.8118,0,18.1,0,0.7,5.277,98.1,1.4261,24,666,20.2,396.9,30.81,7.2
|
||||
24.3938,0,18.1,0,0.7,4.652,100,1.4672,24,666,20.2,396.9,28.28,10.5
|
||||
22.5971,0,18.1,0,0.7,5,89.5,1.5184,24,666,20.2,396.9,31.99,7.4
|
||||
14.3337,0,18.1,0,0.7,4.88,100,1.5895,24,666,20.2,372.92,30.62,10.2
|
||||
8.15174,0,18.1,0,0.7,5.39,98.9,1.7281,24,666,20.2,396.9,20.85,11.5
|
||||
6.96215,0,18.1,0,0.7,5.713,97,1.9265,24,666,20.2,394.43,17.11,15.1
|
||||
5.29305,0,18.1,0,0.7,6.051,82.5,2.1678,24,666,20.2,378.38,18.76,23.2
|
||||
11.5779,0,18.1,0,0.7,5.036,97,1.77,24,666,20.2,396.9,25.68,9.7
|
||||
8.64476,0,18.1,0,0.693,6.193,92.6,1.7912,24,666,20.2,396.9,15.17,13.8
|
||||
13.3598,0,18.1,0,0.693,5.887,94.7,1.7821,24,666,20.2,396.9,16.35,12.7
|
||||
8.71675,0,18.1,0,0.693,6.471,98.8,1.7257,24,666,20.2,391.98,17.12,13.1
|
||||
5.87205,0,18.1,0,0.693,6.405,96,1.6768,24,666,20.2,396.9,19.37,12.5
|
||||
7.67202,0,18.1,0,0.693,5.747,98.9,1.6334,24,666,20.2,393.1,19.92,8.5
|
||||
38.3518,0,18.1,0,0.693,5.453,100,1.4896,24,666,20.2,396.9,30.59,5
|
||||
9.91655,0,18.1,0,0.693,5.852,77.8,1.5004,24,666,20.2,338.16,29.97,6.3
|
||||
25.0461,0,18.1,0,0.693,5.987,100,1.5888,24,666,20.2,396.9,26.77,5.6
|
||||
14.2362,0,18.1,0,0.693,6.343,100,1.5741,24,666,20.2,396.9,20.32,7.2
|
||||
9.59571,0,18.1,0,0.693,6.404,100,1.639,24,666,20.2,376.11,20.31,12.1
|
||||
24.8017,0,18.1,0,0.693,5.349,96,1.7028,24,666,20.2,396.9,19.77,8.3
|
||||
41.5292,0,18.1,0,0.693,5.531,85.4,1.6074,24,666,20.2,329.46,27.38,8.5
|
||||
67.9208,0,18.1,0,0.693,5.683,100,1.4254,24,666,20.2,384.97,22.98,5
|
||||
20.7162,0,18.1,0,0.659,4.138,100,1.1781,24,666,20.2,370.22,23.34,11.9
|
||||
11.9511,0,18.1,0,0.659,5.608,100,1.2852,24,666,20.2,332.09,12.13,27.9
|
||||
7.40389,0,18.1,0,0.597,5.617,97.9,1.4547,24,666,20.2,314.64,26.4,17.2
|
||||
14.4383,0,18.1,0,0.597,6.852,100,1.4655,24,666,20.2,179.36,19.78,27.5
|
||||
51.1358,0,18.1,0,0.597,5.757,100,1.413,24,666,20.2,2.6,10.11,15
|
||||
14.0507,0,18.1,0,0.597,6.657,100,1.5275,24,666,20.2,35.05,21.22,17.2
|
||||
18.811,0,18.1,0,0.597,4.628,100,1.5539,24,666,20.2,28.79,34.37,17.9
|
||||
28.6558,0,18.1,0,0.597,5.155,100,1.5894,24,666,20.2,210.97,20.08,16.3
|
||||
45.7461,0,18.1,0,0.693,4.519,100,1.6582,24,666,20.2,88.27,36.98,7
|
||||
18.0846,0,18.1,0,0.679,6.434,100,1.8347,24,666,20.2,27.25,29.05,7.2
|
||||
10.8342,0,18.1,0,0.679,6.782,90.8,1.8195,24,666,20.2,21.57,25.79,7.5
|
||||
25.9406,0,18.1,0,0.679,5.304,89.1,1.6475,24,666,20.2,127.36,26.64,10.4
|
||||
73.5341,0,18.1,0,0.679,5.957,100,1.8026,24,666,20.2,16.45,20.62,8.8
|
||||
11.8123,0,18.1,0,0.718,6.824,76.5,1.794,24,666,20.2,48.45,22.74,8.4
|
||||
11.0874,0,18.1,0,0.718,6.411,100,1.8589,24,666,20.2,318.75,15.02,16.7
|
||||
7.02259,0,18.1,0,0.718,6.006,95.3,1.8746,24,666,20.2,319.98,15.7,14.2
|
||||
12.0482,0,18.1,0,0.614,5.648,87.6,1.9512,24,666,20.2,291.55,14.1,20.8
|
||||
7.05042,0,18.1,0,0.614,6.103,85.1,2.0218,24,666,20.2,2.52,23.29,13.4
|
||||
8.79212,0,18.1,0,0.584,5.565,70.6,2.0635,24,666,20.2,3.65,17.16,11.7
|
||||
15.8603,0,18.1,0,0.679,5.896,95.4,1.9096,24,666,20.2,7.68,24.39,8.3
|
||||
12.2472,0,18.1,0,0.584,5.837,59.7,1.9976,24,666,20.2,24.65,15.69,10.2
|
||||
37.6619,0,18.1,0,0.679,6.202,78.7,1.8629,24,666,20.2,18.82,14.52,10.9
|
||||
7.36711,0,18.1,0,0.679,6.193,78.1,1.9356,24,666,20.2,96.73,21.52,11
|
||||
9.33889,0,18.1,0,0.679,6.38,95.6,1.9682,24,666,20.2,60.72,24.08,9.5
|
||||
8.49213,0,18.1,0,0.584,6.348,86.1,2.0527,24,666,20.2,83.45,17.64,14.5
|
||||
10.0623,0,18.1,0,0.584,6.833,94.3,2.0882,24,666,20.2,81.33,19.69,14.1
|
||||
6.44405,0,18.1,0,0.584,6.425,74.8,2.2004,24,666,20.2,97.95,12.03,16.1
|
||||
5.58107,0,18.1,0,0.713,6.436,87.9,2.3158,24,666,20.2,100.19,16.22,14.3
|
||||
13.9134,0,18.1,0,0.713,6.208,95,2.2222,24,666,20.2,100.63,15.17,11.7
|
||||
11.1604,0,18.1,0,0.74,6.629,94.6,2.1247,24,666,20.2,109.85,23.27,13.4
|
||||
14.4208,0,18.1,0,0.74,6.461,93.3,2.0026,24,666,20.2,27.49,18.05,9.6
|
||||
15.1772,0,18.1,0,0.74,6.152,100,1.9142,24,666,20.2,9.32,26.45,8.7
|
||||
13.6781,0,18.1,0,0.74,5.935,87.9,1.8206,24,666,20.2,68.95,34.02,8.4
|
||||
9.39063,0,18.1,0,0.74,5.627,93.9,1.8172,24,666,20.2,396.9,22.88,12.8
|
||||
22.0511,0,18.1,0,0.74,5.818,92.4,1.8662,24,666,20.2,391.45,22.11,10.5
|
||||
9.72418,0,18.1,0,0.74,6.406,97.2,2.0651,24,666,20.2,385.96,19.52,17.1
|
||||
5.66637,0,18.1,0,0.74,6.219,100,2.0048,24,666,20.2,395.69,16.59,18.4
|
||||
9.96654,0,18.1,0,0.74,6.485,100,1.9784,24,666,20.2,386.73,18.85,15.4
|
||||
12.8023,0,18.1,0,0.74,5.854,96.6,1.8956,24,666,20.2,240.52,23.79,10.8
|
||||
10.6718,0,18.1,0,0.74,6.459,94.8,1.9879,24,666,20.2,43.06,23.98,11.8
|
||||
6.28807,0,18.1,0,0.74,6.341,96.4,2.072,24,666,20.2,318.01,17.79,14.9
|
||||
9.92485,0,18.1,0,0.74,6.251,96.6,2.198,24,666,20.2,388.52,16.44,12.6
|
||||
9.32909,0,18.1,0,0.713,6.185,98.7,2.2616,24,666,20.2,396.9,18.13,14.1
|
||||
7.52601,0,18.1,0,0.713,6.417,98.3,2.185,24,666,20.2,304.21,19.31,13
|
||||
6.71772,0,18.1,0,0.713,6.749,92.6,2.3236,24,666,20.2,0.32,17.44,13.4
|
||||
5.44114,0,18.1,0,0.713,6.655,98.2,2.3552,24,666,20.2,355.29,17.73,15.2
|
||||
5.09017,0,18.1,0,0.713,6.297,91.8,2.3682,24,666,20.2,385.09,17.27,16.1
|
||||
8.24809,0,18.1,0,0.713,7.393,99.3,2.4527,24,666,20.2,375.87,16.74,17.8
|
||||
9.51363,0,18.1,0,0.713,6.728,94.1,2.4961,24,666,20.2,6.68,18.71,14.9
|
||||
4.75237,0,18.1,0,0.713,6.525,86.5,2.4358,24,666,20.2,50.92,18.13,14.1
|
||||
4.66883,0,18.1,0,0.713,5.976,87.9,2.5806,24,666,20.2,10.48,19.01,12.7
|
||||
8.20058,0,18.1,0,0.713,5.936,80.3,2.7792,24,666,20.2,3.5,16.94,13.5
|
||||
7.75223,0,18.1,0,0.713,6.301,83.7,2.7831,24,666,20.2,272.21,16.23,14.9
|
||||
6.80117,0,18.1,0,0.713,6.081,84.4,2.7175,24,666,20.2,396.9,14.7,20
|
||||
4.81213,0,18.1,0,0.713,6.701,90,2.5975,24,666,20.2,255.23,16.42,16.4
|
||||
3.69311,0,18.1,0,0.713,6.376,88.4,2.5671,24,666,20.2,391.43,14.65,17.7
|
||||
6.65492,0,18.1,0,0.713,6.317,83,2.7344,24,666,20.2,396.9,13.99,19.5
|
||||
5.82115,0,18.1,0,0.713,6.513,89.9,2.8016,24,666,20.2,393.82,10.29,20.2
|
||||
7.83932,0,18.1,0,0.655,6.209,65.4,2.9634,24,666,20.2,396.9,13.22,21.4
|
||||
3.1636,0,18.1,0,0.655,5.759,48.2,3.0665,24,666,20.2,334.4,14.13,19.9
|
||||
3.77498,0,18.1,0,0.655,5.952,84.7,2.8715,24,666,20.2,22.01,17.15,19
|
||||
4.42228,0,18.1,0,0.584,6.003,94.5,2.5403,24,666,20.2,331.29,21.32,19.1
|
||||
15.5757,0,18.1,0,0.58,5.926,71,2.9084,24,666,20.2,368.74,18.13,19.1
|
||||
13.0751,0,18.1,0,0.58,5.713,56.7,2.8237,24,666,20.2,396.9,14.76,20.1
|
||||
4.34879,0,18.1,0,0.58,6.167,84,3.0334,24,666,20.2,396.9,16.29,19.9
|
||||
4.03841,0,18.1,0,0.532,6.229,90.7,3.0993,24,666,20.2,395.33,12.87,19.6
|
||||
3.56868,0,18.1,0,0.58,6.437,75,2.8965,24,666,20.2,393.37,14.36,23.2
|
||||
4.64689,0,18.1,0,0.614,6.98,67.6,2.5329,24,666,20.2,374.68,11.66,29.8
|
||||
8.05579,0,18.1,0,0.584,5.427,95.4,2.4298,24,666,20.2,352.58,18.14,13.8
|
||||
6.39312,0,18.1,0,0.584,6.162,97.4,2.206,24,666,20.2,302.76,24.1,13.3
|
||||
4.87141,0,18.1,0,0.614,6.484,93.6,2.3053,24,666,20.2,396.21,18.68,16.7
|
||||
15.0234,0,18.1,0,0.614,5.304,97.3,2.1007,24,666,20.2,349.48,24.91,12
|
||||
10.233,0,18.1,0,0.614,6.185,96.7,2.1705,24,666,20.2,379.7,18.03,14.6
|
||||
14.3337,0,18.1,0,0.614,6.229,88,1.9512,24,666,20.2,383.32,13.11,21.4
|
||||
5.82401,0,18.1,0,0.532,6.242,64.7,3.4242,24,666,20.2,396.9,10.74,23
|
||||
5.70818,0,18.1,0,0.532,6.75,74.9,3.3317,24,666,20.2,393.07,7.74,23.7
|
||||
5.73116,0,18.1,0,0.532,7.061,77,3.4106,24,666,20.2,395.28,7.01,25
|
||||
2.81838,0,18.1,0,0.532,5.762,40.3,4.0983,24,666,20.2,392.92,10.42,21.8
|
||||
2.37857,0,18.1,0,0.583,5.871,41.9,3.724,24,666,20.2,370.73,13.34,20.6
|
||||
3.67367,0,18.1,0,0.583,6.312,51.9,3.9917,24,666,20.2,388.62,10.58,21.2
|
||||
5.69175,0,18.1,0,0.583,6.114,79.8,3.5459,24,666,20.2,392.68,14.98,19.1
|
||||
4.83567,0,18.1,0,0.583,5.905,53.2,3.1523,24,666,20.2,388.22,11.45,20.6
|
||||
0.15086,0,27.74,0,0.609,5.454,92.7,1.8209,4,711,20.1,395.09,18.06,15.2
|
||||
0.18337,0,27.74,0,0.609,5.414,98.3,1.7554,4,711,20.1,344.05,23.97,7
|
||||
0.20746,0,27.74,0,0.609,5.093,98,1.8226,4,711,20.1,318.43,29.68,8.1
|
||||
0.10574,0,27.74,0,0.609,5.983,98.8,1.8681,4,711,20.1,390.11,18.07,13.6
|
||||
0.11132,0,27.74,0,0.609,5.983,83.5,2.1099,4,711,20.1,396.9,13.35,20.1
|
||||
0.17331,0,9.69,0,0.585,5.707,54,2.3817,6,391,19.2,396.9,12.01,21.8
|
||||
0.27957,0,9.69,0,0.585,5.926,42.6,2.3817,6,391,19.2,396.9,13.59,24.5
|
||||
0.17899,0,9.69,0,0.585,5.67,28.8,2.7986,6,391,19.2,393.29,17.6,23.1
|
||||
0.2896,0,9.69,0,0.585,5.39,72.9,2.7986,6,391,19.2,396.9,21.14,19.7
|
||||
0.26838,0,9.69,0,0.585,5.794,70.6,2.8927,6,391,19.2,396.9,14.1,18.3
|
||||
0.23912,0,9.69,0,0.585,6.019,65.3,2.4091,6,391,19.2,396.9,12.92,21.2
|
||||
0.17783,0,9.69,0,0.585,5.569,73.5,2.3999,6,391,19.2,395.77,15.1,17.5
|
||||
0.22438,0,9.69,0,0.585,6.027,79.7,2.4982,6,391,19.2,396.9,14.33,16.8
|
||||
0.06263,0,11.93,0,0.573,6.593,69.1,2.4786,1,273,21,391.99,9.67,22.4
|
||||
0.04527,0,11.93,0,0.573,6.12,76.7,2.2875,1,273,21,396.9,9.08,20.6
|
||||
0.06076,0,11.93,0,0.573,6.976,91,2.1675,1,273,21,396.9,5.64,23.9
|
||||
0.10959,0,11.93,0,0.573,6.794,89.3,2.3889,1,273,21,393.45,6.48,22
|
||||
0.04741,0,11.93,0,0.573,6.03,80.8,2.505,1,273,21,396.9,7.88,11.9
|
||||
|
19238
data/car_prices.csv
19238
data/car_prices.csv
File diff suppressed because it is too large
Load Diff
21614
data/kc_house_data.csv
21614
data/kc_house_data.csv
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
BIN
docs/path1.png
BIN
docs/path1.png
Binary file not shown.
|
Before Width: | Height: | Size: 22 KiB |
BIN
docs/path2.png
BIN
docs/path2.png
Binary file not shown.
|
Before Width: | Height: | Size: 74 KiB |
BIN
docs/path3.png
BIN
docs/path3.png
Binary file not shown.
|
Before Width: | Height: | Size: 129 KiB |
BIN
docs/path4.png
BIN
docs/path4.png
Binary file not shown.
|
Before Width: | Height: | Size: 38 KiB |
1863
lab1.ipynb
1863
lab1.ipynb
File diff suppressed because one or more lines are too long
162
lab2.1.ipynb
162
lab2.1.ipynb
@ -1,162 +0,0 @@
|
||||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import numpy as np\n",
|
||||
"import pandas as pd\n",
|
||||
"from sklearn.feature_selection import mutual_info_regression\n",
|
||||
"from sklearn.model_selection import train_test_split\n",
|
||||
"from imblearn.over_sampling import ADASYN\n",
|
||||
"from sklearn.preprocessing import LabelEncoder\n",
|
||||
"import matplotlib.pyplot as plt\n",
|
||||
"import seaborn as sns\n",
|
||||
"\n",
|
||||
"# Загрузка датасета с мобильными телефонами\n",
|
||||
"df = pd.read_csv(\"data/mobile_prices.csv\")\n",
|
||||
"print(df.columns)\n",
|
||||
"\n",
|
||||
"# Кодируем все строковые столбцы в числовые\n",
|
||||
"label_encoders = {}\n",
|
||||
"for col in df.select_dtypes(include=[\"object\"]).columns:\n",
|
||||
" le = LabelEncoder()\n",
|
||||
" df[col] = le.fit_transform(df[col])\n",
|
||||
" label_encoders[col] = le\n",
|
||||
"\n",
|
||||
"# Проверка на пропуски и \"зашумленные\" столбцы\n",
|
||||
"noisy_features = []\n",
|
||||
"for col in df.columns:\n",
|
||||
" if df[col].isnull().sum() / len(df) > 0.1: # Если более 10% пропусков\n",
|
||||
" noisy_features.append(col)\n",
|
||||
"print(f\"Зашумленные столбцы: {noisy_features}\")\n",
|
||||
"\n",
|
||||
"# Проверка на смещение\n",
|
||||
"skewness = df.skew()\n",
|
||||
"print(f\"Смещение: {skewness}\")\n",
|
||||
"\n",
|
||||
"skewed_features = skewness[abs(skewness) > 1].index.tolist()\n",
|
||||
"print(f\"Сильно смещенные столбцы: {skewed_features}\")\n",
|
||||
"\n",
|
||||
"# Поиск выбросов\n",
|
||||
"for col in df.select_dtypes(include=[\"number\"]).columns:\n",
|
||||
" Q1 = df[col].quantile(0.25)\n",
|
||||
" Q3 = df[col].quantile(0.75)\n",
|
||||
" IQR = Q3 - Q1\n",
|
||||
" lower_bound = Q1 - 1.5 * IQR\n",
|
||||
" upper_bound = Q3 + 1.5 * IQR\n",
|
||||
" outliers = df[col][(df[col] < lower_bound) | (df[col] > upper_bound)]\n",
|
||||
" print(f\"Выбросы в столбце '{col}':\\n{outliers}\\n\")\n",
|
||||
"\n",
|
||||
"# Визуализация выбросов\n",
|
||||
"numeric_cols = df.select_dtypes(include=[\"number\"]).columns\n",
|
||||
"\n",
|
||||
"plt.figure(figsize=(12, 8))\n",
|
||||
"for i, col in enumerate(numeric_cols, 1):\n",
|
||||
" plt.subplot(len(numeric_cols) // 3 + 1, 3, i)\n",
|
||||
" sns.boxplot(data=df, x=col)\n",
|
||||
" plt.title(f\"Boxplot for {col}\")\n",
|
||||
"plt.tight_layout()\n",
|
||||
"plt.show()\n",
|
||||
"\n",
|
||||
"# Логарифмирование признака 'Battery'\n",
|
||||
"df[\"log_Battery\"] = np.log(df[\"Battery\"] + 1)\n",
|
||||
"\n",
|
||||
"# Заполнение пропусков\n",
|
||||
"df[\"Battery\"] = df[\"Battery\"].fillna(df[\"Battery\"].mean())\n",
|
||||
"\n",
|
||||
"\n",
|
||||
"# Функция для разбиения на train/val/test\n",
|
||||
"def split_stratified_into_train_val_test(\n",
|
||||
" df_input,\n",
|
||||
" stratify_colname=\"y\",\n",
|
||||
" frac_train=0.6,\n",
|
||||
" frac_val=0.15,\n",
|
||||
" frac_test=0.25,\n",
|
||||
" random_state=None,\n",
|
||||
"):\n",
|
||||
" if frac_train + frac_val + frac_test != 1.0:\n",
|
||||
" raise ValueError(\n",
|
||||
" \"fractions %f, %f, %f do not add up to 1.0\"\n",
|
||||
" % (frac_train, frac_val, frac_test)\n",
|
||||
" )\n",
|
||||
"\n",
|
||||
" if stratify_colname not in df_input.columns:\n",
|
||||
" raise ValueError(\"%s is not a column in the dataframe\" % (stratify_colname))\n",
|
||||
"\n",
|
||||
" X = df_input\n",
|
||||
" y = df_input[[stratify_colname]]\n",
|
||||
"\n",
|
||||
" df_train, df_temp, y_train, y_temp = train_test_split(\n",
|
||||
" X, y, stratify=y, test_size=(1.0 - frac_train), random_state=random_state\n",
|
||||
" )\n",
|
||||
" relative_frac_test = frac_test / (frac_val + frac_test)\n",
|
||||
" df_val, df_test, y_val, y_test = train_test_split(\n",
|
||||
" df_temp,\n",
|
||||
" y_temp,\n",
|
||||
" stratify=y_temp,\n",
|
||||
" test_size=relative_frac_test,\n",
|
||||
" random_state=random_state,\n",
|
||||
" )\n",
|
||||
"\n",
|
||||
" assert len(df_input) == len(df_train) + len(df_val) + len(df_test)\n",
|
||||
"\n",
|
||||
" return df_train, df_val, df_test\n",
|
||||
"\n",
|
||||
"\n",
|
||||
"# Разбиение на train/val/test\n",
|
||||
"data = df[[\"Ram\", \"Price\", \"company\"]].copy()\n",
|
||||
"\n",
|
||||
"print(\"@data\", data)\n",
|
||||
"\n",
|
||||
"data = data.groupby(\"company\").filter(\n",
|
||||
" lambda x: len(x) > 4\n",
|
||||
") # убираем классы с одним элементом\n",
|
||||
"\n",
|
||||
"df_train, df_val, df_test = split_stratified_into_train_val_test(\n",
|
||||
" data, stratify_colname=\"company\", frac_train=0.60, frac_val=0.20, frac_test=0.20\n",
|
||||
")\n",
|
||||
"\n",
|
||||
"print(\"Обучающая выборка: \", df_train.shape)\n",
|
||||
"print(df_train[\"Ram\"].value_counts())\n",
|
||||
"\n",
|
||||
"print(\"Контрольная выборка: \", df_val.shape)\n",
|
||||
"print(df_val[\"Ram\"].value_counts())\n",
|
||||
"\n",
|
||||
"print(\"Тестовая выборка: \", df_test.shape)\n",
|
||||
"print(df_test[\"Ram\"].value_counts())\n",
|
||||
"\n",
|
||||
"# # Применение ADASYN для oversampling\n",
|
||||
"# ada = ADASYN(n_neighbors=2)\n",
|
||||
"# X_resampled, y_resampled = ada.fit_resample(df_train, df_train[\"company\"])\n",
|
||||
"# df_train_adasyn = pd.DataFrame(X_resampled)\n",
|
||||
"\n",
|
||||
"# print(\"Обучающая выборка после oversampling: \", df_train_adasyn.shape)\n",
|
||||
"# print(df_train_adasyn[\"Ram\"].value_counts())"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": ".venv",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.12.5"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
564
lab2.2.ipynb
564
lab2.2.ipynb
File diff suppressed because one or more lines are too long
2975
poetry.lock
generated
2975
poetry.lock
generated
File diff suppressed because it is too large
Load Diff
@ -1,2 +0,0 @@
|
||||
[virtualenvs]
|
||||
in-project = true
|
||||
@ -1,25 +0,0 @@
|
||||
[tool.poetry]
|
||||
name = "mai"
|
||||
version = "1.0.0"
|
||||
description = "MAI Examples"
|
||||
authors = ["Aleksey Filippov <al.filippov@ulstu.ru>"]
|
||||
readme = "readme.md"
|
||||
package-mode = false
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = "^3.12"
|
||||
jupyter = "^1.1.1"
|
||||
numpy = "^2.1.0"
|
||||
pandas = "^2.2.2"
|
||||
matplotlib = "^3.9.2"
|
||||
flask = "^3.0.3"
|
||||
apiflask = "^2.2.0"
|
||||
flask-cors = "^5.0.0"
|
||||
|
||||
|
||||
[tool.poetry.group.dev.dependencies]
|
||||
ipykernel = "^6.29.5"
|
||||
|
||||
[build-system]
|
||||
requires = ["poetry-core"]
|
||||
build-backend = "poetry.core.masonry.api"
|
||||
55
readme.md
55
readme.md
@ -1,55 +0,0 @@
|
||||
## Окружение и примеры для выполнения лабораторных работ по дисциплине "Методы ИИ"
|
||||
|
||||
### Python
|
||||
|
||||
Используется Python версии 3.12
|
||||
|
||||
Установщик https://www.python.org/ftp/python/3.12.5/python-3.12.5-amd64.exe
|
||||
|
||||
### Poetry
|
||||
|
||||
Для создания и настройки окружения проекта необходимо установить poetry
|
||||
|
||||
**Для Windows (Powershell)**
|
||||
|
||||
```
|
||||
(Invoke-WebRequest -Uri https://install.python-poetry.org -UseBasicParsing).Content | python -
|
||||
```
|
||||
|
||||
**Linux, macOS, Windows (WSL)**
|
||||
|
||||
```
|
||||
curl -sSL https://install.python-poetry.org | python3 -
|
||||
```
|
||||
|
||||
**Добавление poetry в PATH**
|
||||
|
||||
1. Открыть настройки переменных среды \
|
||||
\
|
||||
<img src="docs/path1.png" width="300"> \
|
||||
\
|
||||
<img src="docs/path2.png" width="400"> \
|
||||
2. Изменить переменную Path текущего пользователя \
|
||||
\
|
||||
<img src="docs/path3.png" width="500"> \
|
||||
3. Добавление пути `%APPDATA%\Python\Scripts` до исполняемого файла poetry \
|
||||
\
|
||||
<img src="docs/path4.png" width="400">
|
||||
|
||||
### Создание окружения
|
||||
|
||||
```
|
||||
poetry install
|
||||
```
|
||||
|
||||
### Запуск тестового сервиса
|
||||
|
||||
Запустить тестовый сервис можно с помощью VSCode (см. launch.json в каталоге .vscode).
|
||||
|
||||
Также запустить тестовый сервис можно с помощью командной строки:
|
||||
|
||||
1. Активация виртуального окружения -- `poetry shell`
|
||||
|
||||
2. Запуск сервиса -- `python run.py`
|
||||
|
||||
Для выходы из виртуального окружения используется команду `exit`
|
||||
Loading…
Reference in New Issue
Block a user