Merge branch 'dev-explore' into 'main'
Dev explore See merge request dbis/lecture-groups/database-systems/2023hs/group-1!1
This commit is contained in:
Sebastian Lenzlinger
commit
c70ecbc11e
362
.gitignore
vendored
Normal file
362
.gitignore
vendored
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@ -0,0 +1,362 @@
|
||||
# Created by https://www.toptal.com/developers/gitignore/api/python,pycharm,linux,macos,database,data
|
||||
# Edit at https://www.toptal.com/developers/gitignore?templates=python,pycharm,linux,macos,database,data
|
||||
|
||||
### Data ###
|
||||
*.csv
|
||||
*.dat
|
||||
*.efx
|
||||
*.gbr
|
||||
*.key
|
||||
*.pps
|
||||
*.ppt
|
||||
*.pptx
|
||||
*.sdf
|
||||
*.tax2010
|
||||
*.vcf
|
||||
*.xml
|
||||
|
||||
### Database ###
|
||||
*.accdb
|
||||
*.db
|
||||
*.dbf
|
||||
*.mdb
|
||||
*.pdb
|
||||
*.sqlite3
|
||||
*.db-shm
|
||||
*.db-wal
|
||||
|
||||
### Linux ###
|
||||
*~
|
||||
|
||||
# temporary files which can be created if a process still has a handle open of a deleted file
|
||||
.fuse_hidden*
|
||||
|
||||
# KDE directory preferences
|
||||
.directory
|
||||
|
||||
# Linux trash folder which might appear on any partition or disk
|
||||
.Trash-*
|
||||
|
||||
# .nfs files are created when an open file is removed but is still being accessed
|
||||
.nfs*
|
||||
|
||||
### macOS ###
|
||||
# General
|
||||
.DS_Store
|
||||
.AppleDouble
|
||||
.LSOverride
|
||||
|
||||
# Icon must end with two \r
|
||||
Icon
|
||||
|
||||
|
||||
# Thumbnails
|
||||
._*
|
||||
|
||||
# Files that might appear in the root of a volume
|
||||
.DocumentRevisions-V100
|
||||
.fseventsd
|
||||
.Spotlight-V100
|
||||
.TemporaryItems
|
||||
.Trashes
|
||||
.VolumeIcon.icns
|
||||
.com.apple.timemachine.donotpresent
|
||||
|
||||
# Directories potentially created on remote AFP share
|
||||
.AppleDB
|
||||
.AppleDesktop
|
||||
Network Trash Folder
|
||||
Temporary Items
|
||||
.apdisk
|
||||
|
||||
### macOS Patch ###
|
||||
# iCloud generated files
|
||||
*.icloud
|
||||
|
||||
### PyCharm ###
|
||||
# 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
|
||||
|
||||
# User-specific stuff
|
||||
.idea/**/workspace.xml
|
||||
.idea/**/tasks.xml
|
||||
.idea/**/usage.statistics.xml
|
||||
.idea/**/dictionaries
|
||||
.idea/**/shelf
|
||||
|
||||
# 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 Patch ###
|
||||
# Comment Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-215987721
|
||||
|
||||
# *.iml
|
||||
# modules.xml
|
||||
# .idea/misc.xml
|
||||
# *.ipr
|
||||
|
||||
# Sonarlint plugin
|
||||
# https://plugins.jetbrains.com/plugin/7973-sonarlint
|
||||
.idea/**/sonarlint/
|
||||
|
||||
# SonarQube Plugin
|
||||
# https://plugins.jetbrains.com/plugin/7238-sonarqube-community-plugin
|
||||
.idea/**/sonarIssues.xml
|
||||
|
||||
# Markdown Navigator plugin
|
||||
# https://plugins.jetbrains.com/plugin/7896-markdown-navigator-enhanced
|
||||
.idea/**/markdown-navigator.xml
|
||||
.idea/**/markdown-navigator-enh.xml
|
||||
.idea/**/markdown-navigator/
|
||||
|
||||
# Cache file creation bug
|
||||
# See https://youtrack.jetbrains.com/issue/JBR-2257
|
||||
.idea/$CACHE_FILE$
|
||||
|
||||
# CodeStream plugin
|
||||
# https://plugins.jetbrains.com/plugin/12206-codestream
|
||||
.idea/codestream.xml
|
||||
|
||||
# Azure Toolkit for IntelliJ plugin
|
||||
# https://plugins.jetbrains.com/plugin/8053-azure-toolkit-for-intellij
|
||||
.idea/**/azureSettings.xml
|
||||
|
||||
### Python ###
|
||||
# Byte-compiled / optimized / DLL files
|
||||
__pycache__/
|
||||
*.py[cod]
|
||||
*$py.class
|
||||
|
||||
# C extensions
|
||||
*.so
|
||||
|
||||
# Distribution / packaging
|
||||
.Python
|
||||
build/
|
||||
develop-eggs/
|
||||
dist/
|
||||
downloads/
|
||||
eggs/
|
||||
.eggs/
|
||||
lib/
|
||||
lib64/
|
||||
parts/
|
||||
sdist/
|
||||
var/
|
||||
wheels/
|
||||
share/python-wheels/
|
||||
*.egg-info/
|
||||
.installed.cfg
|
||||
*.egg
|
||||
MANIFEST
|
||||
|
||||
# PyInstaller
|
||||
# Usually these files are written by a python script from a template
|
||||
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
||||
*.manifest
|
||||
*.spec
|
||||
|
||||
# Installer logs
|
||||
pip-log.txt
|
||||
pip-delete-this-directory.txt
|
||||
|
||||
# Unit test / coverage reports
|
||||
htmlcov/
|
||||
.tox/
|
||||
.nox/
|
||||
.coverage
|
||||
.coverage.*
|
||||
.cache
|
||||
nosetests.xml
|
||||
coverage.xml
|
||||
*.cover
|
||||
*.py,cover
|
||||
.hypothesis/
|
||||
.pytest_cache/
|
||||
cover/
|
||||
|
||||
# Translations
|
||||
*.mo
|
||||
*.pot
|
||||
|
||||
# Django stuff:
|
||||
*.log
|
||||
local_settings.py
|
||||
db.sqlite3
|
||||
db.sqlite3-journal
|
||||
|
||||
# Flask stuff:
|
||||
instance/
|
||||
.webassets-cache
|
||||
|
||||
# Scrapy stuff:
|
||||
.scrapy
|
||||
|
||||
# Sphinx documentation
|
||||
docs/_build/
|
||||
|
||||
# PyBuilder
|
||||
.pybuilder/
|
||||
target/
|
||||
|
||||
# Jupyter Notebook
|
||||
.ipynb_checkpoints
|
||||
|
||||
# IPython
|
||||
profile_default/
|
||||
ipython_config.py
|
||||
|
||||
# pyenv
|
||||
# For a library or package, you might want to ignore these files since the code is
|
||||
# intended to run in multiple environments; otherwise, check them in:
|
||||
# .python-version
|
||||
|
||||
# pipenv
|
||||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
||||
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
||||
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
||||
# install all needed dependencies.
|
||||
#Pipfile.lock
|
||||
|
||||
# poetry
|
||||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||
# commonly ignored for libraries.
|
||||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
||||
#poetry.lock
|
||||
|
||||
# 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
|
||||
celerybeat-schedule
|
||||
celerybeat.pid
|
||||
|
||||
# SageMath parsed files
|
||||
*.sage.py
|
||||
|
||||
# Environments
|
||||
.env
|
||||
.venv
|
||||
env/
|
||||
venv/
|
||||
ENV/
|
||||
env.bak/
|
||||
venv.bak/
|
||||
|
||||
# Spyder project settings
|
||||
.spyderproject
|
||||
.spyproject
|
||||
|
||||
# Rope project settings
|
||||
.ropeproject
|
||||
|
||||
# mkdocs documentation
|
||||
/site
|
||||
|
||||
# mypy
|
||||
.mypy_cache/
|
||||
.dmypy.json
|
||||
dmypy.json
|
||||
|
||||
# Pyre type checker
|
||||
.pyre/
|
||||
|
||||
# pytype static type analyzer
|
||||
.pytype/
|
||||
|
||||
# Cython debug symbols
|
||||
cython_debug/
|
||||
|
||||
# PyCharm
|
||||
# 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/
|
||||
|
||||
### Python Patch ###
|
||||
# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
|
||||
poetry.toml
|
||||
|
||||
# ruff
|
||||
.ruff_cache/
|
||||
|
||||
# LSP config files
|
||||
pyrightconfig.json
|
||||
|
||||
# End of https://www.toptal.com/developers/gitignore/api/python,pycharm,linux,macos,database,data
|
||||
|
||||
729
DataExploration.ipynb
Normal file
729
DataExploration.ipynb
Normal file
@ -0,0 +1,729 @@
|
||||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 20,
|
||||
"id": "17ca2acb",
|
||||
"metadata": {
|
||||
"collapsed": true,
|
||||
"jupyter": {
|
||||
"outputs_hidden": true
|
||||
},
|
||||
"tags": []
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Data for year 2012:\n",
|
||||
" MSID MSName ZSID ZSName Achse \\\n",
|
||||
"0 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"1 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"2 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"3 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"4 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"\n",
|
||||
" HNr Hoehe EKoord NKoord Richtung Knummer \\\n",
|
||||
"0 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"1 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"2 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"3 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"4 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"\n",
|
||||
" Kname AnzDetektoren D1ID D2ID D3ID \\\n",
|
||||
"0 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"1 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"2 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"3 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"4 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"\n",
|
||||
" D4ID MessungDatZeit LieferDat AnzFahrzeuge AnzFahrzeugeStatus \n",
|
||||
"0 Unbekannt 2012-01-01T00:00:00 2021-02-03 NaN Fehlend \n",
|
||||
"1 Unbekannt 2012-01-01T01:00:00 2021-02-03 256.0 Gemessen \n",
|
||||
"2 Unbekannt 2012-01-01T02:00:00 2021-02-03 186.0 Gemessen \n",
|
||||
"3 Unbekannt 2012-01-01T03:00:00 2021-02-03 142.0 Gemessen \n",
|
||||
"4 Unbekannt 2012-01-01T04:00:00 2021-02-03 116.0 Gemessen \n",
|
||||
"Data for year 2013:\n",
|
||||
" MSID MSName ZSID ZSName Achse \\\n",
|
||||
"0 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"1 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"2 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"3 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"4 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"\n",
|
||||
" HNr Hoehe EKoord NKoord Richtung Knummer \\\n",
|
||||
"0 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"1 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"2 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"3 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"4 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"\n",
|
||||
" Kname AnzDetektoren D1ID D2ID D3ID \\\n",
|
||||
"0 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"1 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"2 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"3 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"4 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"\n",
|
||||
" D4ID MessungDatZeit LieferDat AnzFahrzeuge AnzFahrzeugeStatus \n",
|
||||
"0 Unbekannt 2013-01-01T00:00:00 2021-02-03 224.0 Gemessen \n",
|
||||
"1 Unbekannt 2013-01-01T01:00:00 2021-02-03 547.0 Gemessen \n",
|
||||
"2 Unbekannt 2013-01-01T02:00:00 2021-02-03 249.0 Gemessen \n",
|
||||
"3 Unbekannt 2013-01-01T03:00:00 2021-02-03 123.0 Gemessen \n",
|
||||
"4 Unbekannt 2013-01-01T04:00:00 2021-02-03 95.0 Gemessen \n",
|
||||
"Data for year 2014:\n",
|
||||
" MSID MSName ZSID ZSName Achse \\\n",
|
||||
"0 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"1 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"2 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"3 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"4 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"\n",
|
||||
" HNr Hoehe EKoord NKoord Richtung Knummer \\\n",
|
||||
"0 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"1 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"2 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"3 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"4 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"\n",
|
||||
" Kname AnzDetektoren D1ID D2ID D3ID \\\n",
|
||||
"0 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"1 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"2 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"3 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"4 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"\n",
|
||||
" D4ID MessungDatZeit LieferDat AnzFahrzeuge AnzFahrzeugeStatus \n",
|
||||
"0 Unbekannt 2014-01-01T00:00:00 2021-02-03 229.0 Gemessen \n",
|
||||
"1 Unbekannt 2014-01-01T01:00:00 2021-02-03 441.0 Gemessen \n",
|
||||
"2 Unbekannt 2014-01-01T02:00:00 2021-02-03 195.0 Gemessen \n",
|
||||
"3 Unbekannt 2014-01-01T03:00:00 2021-02-03 142.0 Gemessen \n",
|
||||
"4 Unbekannt 2014-01-01T04:00:00 2021-02-03 98.0 Gemessen \n",
|
||||
"Data for year 2015:\n",
|
||||
" MSID MSName ZSID ZSName Achse \\\n",
|
||||
"0 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"1 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"2 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"3 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"4 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"\n",
|
||||
" HNr Hoehe EKoord NKoord Richtung Knummer \\\n",
|
||||
"0 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"1 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"2 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"3 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"4 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"\n",
|
||||
" Kname AnzDetektoren D1ID D2ID D3ID \\\n",
|
||||
"0 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"1 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"2 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"3 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"4 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"\n",
|
||||
" D4ID MessungDatZeit LieferDat AnzFahrzeuge AnzFahrzeugeStatus \n",
|
||||
"0 Unbekannt 2015-01-01T00:00:00 2021-02-03 228.0 Gemessen \n",
|
||||
"1 Unbekannt 2015-01-01T01:00:00 2021-02-03 338.0 Gemessen \n",
|
||||
"2 Unbekannt 2015-01-01T02:00:00 2021-02-03 170.0 Gemessen \n",
|
||||
"3 Unbekannt 2015-01-01T03:00:00 2021-02-03 120.0 Gemessen \n",
|
||||
"4 Unbekannt 2015-01-01T04:00:00 2021-02-03 84.0 Gemessen \n",
|
||||
"Data for year 2016:\n",
|
||||
" MSID MSName ZSID ZSName Achse \\\n",
|
||||
"0 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"1 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"2 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"3 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"4 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"\n",
|
||||
" HNr Hoehe EKoord NKoord Richtung Knummer \\\n",
|
||||
"0 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"1 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"2 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"3 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"4 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"\n",
|
||||
" Kname AnzDetektoren D1ID D2ID D3ID \\\n",
|
||||
"0 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"1 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"2 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"3 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"4 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"\n",
|
||||
" D4ID MessungDatZeit LieferDat AnzFahrzeuge AnzFahrzeugeStatus \n",
|
||||
"0 Unbekannt 2016-01-01T00:00:00 2021-02-03 236.0 Gemessen \n",
|
||||
"1 Unbekannt 2016-01-01T01:00:00 2021-02-03 335.0 Gemessen \n",
|
||||
"2 Unbekannt 2016-01-01T02:00:00 2021-02-03 213.0 Gemessen \n",
|
||||
"3 Unbekannt 2016-01-01T03:00:00 2021-02-03 112.0 Gemessen \n",
|
||||
"4 Unbekannt 2016-01-01T04:00:00 2021-02-03 80.0 Gemessen \n",
|
||||
"Data for year 2017:\n",
|
||||
" MSID MSName ZSID ZSName Achse \\\n",
|
||||
"0 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"1 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"2 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"3 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"4 Z001M001 Unbekannt Z001 Seestrasse (Strandbad Wollishofen) Seestrasse \n",
|
||||
"\n",
|
||||
" HNr Hoehe EKoord NKoord Richtung Knummer \\\n",
|
||||
"0 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"1 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"2 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"3 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"4 451 Unbekannt 2683009.89 1243936.2 auswärts 789 \n",
|
||||
"\n",
|
||||
" Kname AnzDetektoren D1ID D2ID D3ID \\\n",
|
||||
"0 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"1 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"2 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"3 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"4 Badanstalt Wollishofen 1 2 Unbekannt Unbekannt \n",
|
||||
"\n",
|
||||
" D4ID MessungDatZeit LieferDat AnzFahrzeuge AnzFahrzeugeStatus \n",
|
||||
"0 Unbekannt 2017-01-01T00:00:00 2021-02-03 295.0 Gemessen \n",
|
||||
"1 Unbekannt 2017-01-01T01:00:00 2021-02-03 264.0 Gemessen \n",
|
||||
"2 Unbekannt 2017-01-01T02:00:00 2021-02-03 180.0 Gemessen \n",
|
||||
"3 Unbekannt 2017-01-01T03:00:00 2021-02-03 107.0 Gemessen \n",
|
||||
"4 Unbekannt 2017-01-01T04:00:00 2021-02-03 97.0 Gemessen \n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"ename": "KeyboardInterrupt",
|
||||
"evalue": "",
|
||||
"output_type": "error",
|
||||
"traceback": [
|
||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
|
||||
"\u001b[0;32m/tmp/ipykernel_311061/2135127822.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlow_memory\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mtable_key\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34mf\"miv_{year}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 946\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwds_defaults\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 947\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 948\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 949\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 950\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 615\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 616\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 617\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m 1746\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1747\u001b[0m \u001b[0mcol_dict\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1748\u001b[0;31m \u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m \u001b[0;31m# type: ignore[attr-defined]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1749\u001b[0m \u001b[0mnrows\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1750\u001b[0m )\n",
|
||||
"\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/pandas/io/parsers/c_parser_wrapper.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m 237\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 239\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 240\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 241\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_first_chunk\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32mparsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.read\u001b[0;34m()\u001b[0m\n",
|
||||
"\u001b[0;32mparsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._read_rows\u001b[0;34m()\u001b[0m\n",
|
||||
"\u001b[0;32mparsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._convert_column_data\u001b[0;34m()\u001b[0m\n",
|
||||
"\u001b[0;32mparsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers._maybe_upcast\u001b[0;34m()\u001b[0m\n",
|
||||
"\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/numpy/core/multiarray.py\u001b[0m in \u001b[0;36mputmask\u001b[0;34m(a, mask, values)\u001b[0m\n\u001b[1;32m 1129\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1130\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1131\u001b[0;31m \u001b[0;34m@\u001b[0m\u001b[0marray_function_from_c_func_and_dispatcher\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_multiarray_umath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mputmask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1132\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mputmask\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m/\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1133\u001b[0m \"\"\"\n",
|
||||
"\u001b[0;32m_pydevd_bundle/pydevd_cython.pyx\u001b[0m in \u001b[0;36m_pydevd_bundle.pydevd_cython.SafeCallWrapper.__call__\u001b[0;34m()\u001b[0m\n",
|
||||
"\u001b[0;32m_pydevd_bundle/pydevd_cython.pyx\u001b[0m in \u001b[0;36m_pydevd_bundle.pydevd_cython.ThreadTracer.__call__\u001b[0;34m()\u001b[0m\n",
|
||||
"\u001b[0;32m~/anaconda3/lib/python3.9/site-packages/debugpy/_vendored/pydevd/_pydev_bundle/pydev_is_thread_alive.py\u001b[0m in \u001b[0;36mis_thread_alive\u001b[0;34m(t)\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_temp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_is_stopped'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Python 3.x has this\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0mis_thread_alive\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 10\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_stopped\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"import pandas as pd\n",
|
||||
"import requests\n",
|
||||
"from io import StringIO\n",
|
||||
"import csv\n",
|
||||
"import os\n",
|
||||
"\n",
|
||||
"tables_dict = {}\n",
|
||||
"pd.set_option(\"display.max_columns\", None)\n",
|
||||
"data_dir = 'data/'\n",
|
||||
"for year in range(2012, 2023):\n",
|
||||
" file_name = f'sid_dav_verkehrszaehlung_miv_OD2031_{year}.csv'\n",
|
||||
" file_path = os.path.join(data_dir, file_name)\n",
|
||||
"\n",
|
||||
" if os.path.exists(file_path):\n",
|
||||
" df = pd.read_csv(file_path, low_memory=False)\n",
|
||||
"\n",
|
||||
" table_key = f\"miv_{year}\"\n",
|
||||
" tables_dict[table_key] = df\n",
|
||||
"\n",
|
||||
" print(f\"Data for year {year}:\")\n",
|
||||
" print(df.head())\n",
|
||||
" else:\n",
|
||||
" print(f\"File not found for year {year}: {file_path}\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 17,
|
||||
"id": "8c86b235",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div>\n",
|
||||
"<style scoped>\n",
|
||||
" .dataframe tbody tr th:only-of-type {\n",
|
||||
" vertical-align: middle;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe tbody tr th {\n",
|
||||
" vertical-align: top;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe thead th {\n",
|
||||
" text-align: right;\n",
|
||||
" }\n",
|
||||
"</style>\n",
|
||||
"<table border=\"1\" class=\"dataframe\">\n",
|
||||
" <thead>\n",
|
||||
" <tr style=\"text-align: right;\">\n",
|
||||
" <th></th>\n",
|
||||
" <th>AccidentUID</th>\n",
|
||||
" <th>AccidentType</th>\n",
|
||||
" <th>AccidentType_de</th>\n",
|
||||
" <th>AccidentType_fr</th>\n",
|
||||
" <th>AccidentType_it</th>\n",
|
||||
" <th>AccidentType_en</th>\n",
|
||||
" <th>AccidentSeverityCategory</th>\n",
|
||||
" <th>AccidentSeverityCategory_de</th>\n",
|
||||
" <th>AccidentSeverityCategory_fr</th>\n",
|
||||
" <th>AccidentSeverityCategory_it</th>\n",
|
||||
" <th>AccidentSeverityCategory_en</th>\n",
|
||||
" <th>AccidentInvolvingPedestrian</th>\n",
|
||||
" <th>AccidentInvolvingBicycle</th>\n",
|
||||
" <th>AccidentInvolvingMotorcycle</th>\n",
|
||||
" <th>RoadType</th>\n",
|
||||
" <th>RoadType_de</th>\n",
|
||||
" <th>RoadType_fr</th>\n",
|
||||
" <th>RoadType_it</th>\n",
|
||||
" <th>RoadType_en</th>\n",
|
||||
" <th>AccidentLocation_CHLV95_E</th>\n",
|
||||
" <th>AccidentLocation_CHLV95_N</th>\n",
|
||||
" <th>CantonCode</th>\n",
|
||||
" <th>MunicipalityCode</th>\n",
|
||||
" <th>AccidentYear</th>\n",
|
||||
" <th>AccidentMonth</th>\n",
|
||||
" <th>AccidentMonth_de</th>\n",
|
||||
" <th>AccidentMonth_fr</th>\n",
|
||||
" <th>AccidentMonth_it</th>\n",
|
||||
" <th>AccidentMonth_en</th>\n",
|
||||
" <th>AccidentWeekDay</th>\n",
|
||||
" <th>AccidentWeekDay_de</th>\n",
|
||||
" <th>AccidentWeekDay_fr</th>\n",
|
||||
" <th>AccidentWeekDay_it</th>\n",
|
||||
" <th>AccidentWeekDay_en</th>\n",
|
||||
" <th>AccidentHour</th>\n",
|
||||
" <th>AccidentHour_text</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>A2D2677533867004E0430A865E337004</td>\n",
|
||||
" <td>at0</td>\n",
|
||||
" <td>Schleuder- oder Selbstunfall</td>\n",
|
||||
" <td>dérapage ou perte de maîtrise</td>\n",
|
||||
" <td>Incidente di sbandamento o per colpa propria</td>\n",
|
||||
" <td>Accident with skidding or self-accident</td>\n",
|
||||
" <td>as4</td>\n",
|
||||
" <td>Unfall mit Sachschaden</td>\n",
|
||||
" <td>accident avec dommages matériels</td>\n",
|
||||
" <td>Incidente con danni materiali</td>\n",
|
||||
" <td>Accident with property damage</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>rt433</td>\n",
|
||||
" <td>Nebenstrasse</td>\n",
|
||||
" <td>route secondaire</td>\n",
|
||||
" <td>Strada secondaria</td>\n",
|
||||
" <td>Minor road</td>\n",
|
||||
" <td>2684605</td>\n",
|
||||
" <td>1245194</td>\n",
|
||||
" <td>ZH</td>\n",
|
||||
" <td>261</td>\n",
|
||||
" <td>2011</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>Januar</td>\n",
|
||||
" <td>janvier</td>\n",
|
||||
" <td>Gennaio</td>\n",
|
||||
" <td>January</td>\n",
|
||||
" <td>aw406</td>\n",
|
||||
" <td>Samstag</td>\n",
|
||||
" <td>samedi</td>\n",
|
||||
" <td>Sabato</td>\n",
|
||||
" <td>Saturday</td>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>00h-01h</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>9FD6441F802C20A6E0430A865E3320A6</td>\n",
|
||||
" <td>at0</td>\n",
|
||||
" <td>Schleuder- oder Selbstunfall</td>\n",
|
||||
" <td>dérapage ou perte de maîtrise</td>\n",
|
||||
" <td>Incidente di sbandamento o per colpa propria</td>\n",
|
||||
" <td>Accident with skidding or self-accident</td>\n",
|
||||
" <td>as3</td>\n",
|
||||
" <td>Unfall mit Leichtverletzten</td>\n",
|
||||
" <td>accident avec blessés légers</td>\n",
|
||||
" <td>Incidente con feriti leggeri</td>\n",
|
||||
" <td>Accident with light injuries</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>rt433</td>\n",
|
||||
" <td>Nebenstrasse</td>\n",
|
||||
" <td>route secondaire</td>\n",
|
||||
" <td>Strada secondaria</td>\n",
|
||||
" <td>Minor road</td>\n",
|
||||
" <td>2682382</td>\n",
|
||||
" <td>1246980</td>\n",
|
||||
" <td>ZH</td>\n",
|
||||
" <td>261</td>\n",
|
||||
" <td>2011</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>Januar</td>\n",
|
||||
" <td>janvier</td>\n",
|
||||
" <td>Gennaio</td>\n",
|
||||
" <td>January</td>\n",
|
||||
" <td>aw406</td>\n",
|
||||
" <td>Samstag</td>\n",
|
||||
" <td>samedi</td>\n",
|
||||
" <td>Sabato</td>\n",
|
||||
" <td>Saturday</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>01h-02h</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>9FDA0DC4856A6094E0430A865E336094</td>\n",
|
||||
" <td>at0</td>\n",
|
||||
" <td>Schleuder- oder Selbstunfall</td>\n",
|
||||
" <td>dérapage ou perte de maîtrise</td>\n",
|
||||
" <td>Incidente di sbandamento o per colpa propria</td>\n",
|
||||
" <td>Accident with skidding or self-accident</td>\n",
|
||||
" <td>as4</td>\n",
|
||||
" <td>Unfall mit Sachschaden</td>\n",
|
||||
" <td>accident avec dommages matériels</td>\n",
|
||||
" <td>Incidente con danni materiali</td>\n",
|
||||
" <td>Accident with property damage</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>rt439</td>\n",
|
||||
" <td>andere</td>\n",
|
||||
" <td>autre</td>\n",
|
||||
" <td>Altro</td>\n",
|
||||
" <td>Other</td>\n",
|
||||
" <td>2682791</td>\n",
|
||||
" <td>1247749</td>\n",
|
||||
" <td>ZH</td>\n",
|
||||
" <td>261</td>\n",
|
||||
" <td>2011</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>Januar</td>\n",
|
||||
" <td>janvier</td>\n",
|
||||
" <td>Gennaio</td>\n",
|
||||
" <td>January</td>\n",
|
||||
" <td>aw406</td>\n",
|
||||
" <td>Samstag</td>\n",
|
||||
" <td>samedi</td>\n",
|
||||
" <td>Sabato</td>\n",
|
||||
" <td>Saturday</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>02h-03h</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>A3B66E42396E6000E0430A865E336000</td>\n",
|
||||
" <td>at5</td>\n",
|
||||
" <td>Überqueren der Fahrbahn</td>\n",
|
||||
" <td>accident en traversant une route</td>\n",
|
||||
" <td>Incidente nell'attraversare la carreggiata</td>\n",
|
||||
" <td>Accident when crossing the lane(s)</td>\n",
|
||||
" <td>as3</td>\n",
|
||||
" <td>Unfall mit Leichtverletzten</td>\n",
|
||||
" <td>accident avec blessés légers</td>\n",
|
||||
" <td>Incidente con feriti leggeri</td>\n",
|
||||
" <td>Accident with light injuries</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>rt433</td>\n",
|
||||
" <td>Nebenstrasse</td>\n",
|
||||
" <td>route secondaire</td>\n",
|
||||
" <td>Strada secondaria</td>\n",
|
||||
" <td>Minor road</td>\n",
|
||||
" <td>2681199</td>\n",
|
||||
" <td>1247102</td>\n",
|
||||
" <td>ZH</td>\n",
|
||||
" <td>261</td>\n",
|
||||
" <td>2011</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>Januar</td>\n",
|
||||
" <td>janvier</td>\n",
|
||||
" <td>Gennaio</td>\n",
|
||||
" <td>January</td>\n",
|
||||
" <td>aw406</td>\n",
|
||||
" <td>Samstag</td>\n",
|
||||
" <td>samedi</td>\n",
|
||||
" <td>Sabato</td>\n",
|
||||
" <td>Saturday</td>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>02h-03h</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>9FDA0DBE8CCE9096E0430A865E339096</td>\n",
|
||||
" <td>at0</td>\n",
|
||||
" <td>Schleuder- oder Selbstunfall</td>\n",
|
||||
" <td>dérapage ou perte de maîtrise</td>\n",
|
||||
" <td>Incidente di sbandamento o per colpa propria</td>\n",
|
||||
" <td>Accident with skidding or self-accident</td>\n",
|
||||
" <td>as4</td>\n",
|
||||
" <td>Unfall mit Sachschaden</td>\n",
|
||||
" <td>accident avec dommages matériels</td>\n",
|
||||
" <td>Incidente con danni materiali</td>\n",
|
||||
" <td>Accident with property damage</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>rt433</td>\n",
|
||||
" <td>Nebenstrasse</td>\n",
|
||||
" <td>route secondaire</td>\n",
|
||||
" <td>Strada secondaria</td>\n",
|
||||
" <td>Minor road</td>\n",
|
||||
" <td>2682479</td>\n",
|
||||
" <td>1250690</td>\n",
|
||||
" <td>ZH</td>\n",
|
||||
" <td>261</td>\n",
|
||||
" <td>2011</td>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>Januar</td>\n",
|
||||
" <td>janvier</td>\n",
|
||||
" <td>Gennaio</td>\n",
|
||||
" <td>January</td>\n",
|
||||
" <td>aw406</td>\n",
|
||||
" <td>Samstag</td>\n",
|
||||
" <td>samedi</td>\n",
|
||||
" <td>Sabato</td>\n",
|
||||
" <td>Saturday</td>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>03h-04h</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" AccidentUID AccidentType \\\n",
|
||||
"0 A2D2677533867004E0430A865E337004 at0 \n",
|
||||
"1 9FD6441F802C20A6E0430A865E3320A6 at0 \n",
|
||||
"2 9FDA0DC4856A6094E0430A865E336094 at0 \n",
|
||||
"3 A3B66E42396E6000E0430A865E336000 at5 \n",
|
||||
"4 9FDA0DBE8CCE9096E0430A865E339096 at0 \n",
|
||||
"\n",
|
||||
" AccidentType_de AccidentType_fr \\\n",
|
||||
"0 Schleuder- oder Selbstunfall dérapage ou perte de maîtrise \n",
|
||||
"1 Schleuder- oder Selbstunfall dérapage ou perte de maîtrise \n",
|
||||
"2 Schleuder- oder Selbstunfall dérapage ou perte de maîtrise \n",
|
||||
"3 Überqueren der Fahrbahn accident en traversant une route \n",
|
||||
"4 Schleuder- oder Selbstunfall dérapage ou perte de maîtrise \n",
|
||||
"\n",
|
||||
" AccidentType_it \\\n",
|
||||
"0 Incidente di sbandamento o per colpa propria \n",
|
||||
"1 Incidente di sbandamento o per colpa propria \n",
|
||||
"2 Incidente di sbandamento o per colpa propria \n",
|
||||
"3 Incidente nell'attraversare la carreggiata \n",
|
||||
"4 Incidente di sbandamento o per colpa propria \n",
|
||||
"\n",
|
||||
" AccidentType_en AccidentSeverityCategory \\\n",
|
||||
"0 Accident with skidding or self-accident as4 \n",
|
||||
"1 Accident with skidding or self-accident as3 \n",
|
||||
"2 Accident with skidding or self-accident as4 \n",
|
||||
"3 Accident when crossing the lane(s) as3 \n",
|
||||
"4 Accident with skidding or self-accident as4 \n",
|
||||
"\n",
|
||||
" AccidentSeverityCategory_de AccidentSeverityCategory_fr \\\n",
|
||||
"0 Unfall mit Sachschaden accident avec dommages matériels \n",
|
||||
"1 Unfall mit Leichtverletzten accident avec blessés légers \n",
|
||||
"2 Unfall mit Sachschaden accident avec dommages matériels \n",
|
||||
"3 Unfall mit Leichtverletzten accident avec blessés légers \n",
|
||||
"4 Unfall mit Sachschaden accident avec dommages matériels \n",
|
||||
"\n",
|
||||
" AccidentSeverityCategory_it AccidentSeverityCategory_en \\\n",
|
||||
"0 Incidente con danni materiali Accident with property damage \n",
|
||||
"1 Incidente con feriti leggeri Accident with light injuries \n",
|
||||
"2 Incidente con danni materiali Accident with property damage \n",
|
||||
"3 Incidente con feriti leggeri Accident with light injuries \n",
|
||||
"4 Incidente con danni materiali Accident with property damage \n",
|
||||
"\n",
|
||||
" AccidentInvolvingPedestrian AccidentInvolvingBicycle \\\n",
|
||||
"0 False False \n",
|
||||
"1 False True \n",
|
||||
"2 False False \n",
|
||||
"3 False False \n",
|
||||
"4 False False \n",
|
||||
"\n",
|
||||
" AccidentInvolvingMotorcycle RoadType RoadType_de RoadType_fr \\\n",
|
||||
"0 False rt433 Nebenstrasse route secondaire \n",
|
||||
"1 False rt433 Nebenstrasse route secondaire \n",
|
||||
"2 False rt439 andere autre \n",
|
||||
"3 False rt433 Nebenstrasse route secondaire \n",
|
||||
"4 False rt433 Nebenstrasse route secondaire \n",
|
||||
"\n",
|
||||
" RoadType_it RoadType_en AccidentLocation_CHLV95_E \\\n",
|
||||
"0 Strada secondaria Minor road 2684605 \n",
|
||||
"1 Strada secondaria Minor road 2682382 \n",
|
||||
"2 Altro Other 2682791 \n",
|
||||
"3 Strada secondaria Minor road 2681199 \n",
|
||||
"4 Strada secondaria Minor road 2682479 \n",
|
||||
"\n",
|
||||
" AccidentLocation_CHLV95_N CantonCode MunicipalityCode AccidentYear \\\n",
|
||||
"0 1245194 ZH 261 2011 \n",
|
||||
"1 1246980 ZH 261 2011 \n",
|
||||
"2 1247749 ZH 261 2011 \n",
|
||||
"3 1247102 ZH 261 2011 \n",
|
||||
"4 1250690 ZH 261 2011 \n",
|
||||
"\n",
|
||||
" AccidentMonth AccidentMonth_de AccidentMonth_fr AccidentMonth_it \\\n",
|
||||
"0 1 Januar janvier Gennaio \n",
|
||||
"1 1 Januar janvier Gennaio \n",
|
||||
"2 1 Januar janvier Gennaio \n",
|
||||
"3 1 Januar janvier Gennaio \n",
|
||||
"4 1 Januar janvier Gennaio \n",
|
||||
"\n",
|
||||
" AccidentMonth_en AccidentWeekDay AccidentWeekDay_de AccidentWeekDay_fr \\\n",
|
||||
"0 January aw406 Samstag samedi \n",
|
||||
"1 January aw406 Samstag samedi \n",
|
||||
"2 January aw406 Samstag samedi \n",
|
||||
"3 January aw406 Samstag samedi \n",
|
||||
"4 January aw406 Samstag samedi \n",
|
||||
"\n",
|
||||
" AccidentWeekDay_it AccidentWeekDay_en AccidentHour AccidentHour_text \n",
|
||||
"0 Sabato Saturday 0 00h-01h \n",
|
||||
"1 Sabato Saturday 1 01h-02h \n",
|
||||
"2 Sabato Saturday 2 02h-03h \n",
|
||||
"3 Sabato Saturday 2 02h-03h \n",
|
||||
"4 Sabato Saturday 3 03h-04h "
|
||||
]
|
||||
},
|
||||
"execution_count": 17,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"application/javascript": [
|
||||
"\n",
|
||||
" setTimeout(function() {\n",
|
||||
" var nbb_cell_id = 17;\n",
|
||||
" var nbb_unformatted_code = \"\\n\\naloc_file_path = \\\"/home/slnopriv/projects/db23-data-exploration/data/RoadTrafficAccidentLocations.csv\\\"\\nalocs = pd.read_csv(file_path, low_memory=False)\\n\\nalocs.head()\";\n",
|
||||
" var nbb_formatted_code = \"aloc_file_path = \\\"/home/slnopriv/projects/db23-data-exploration/data/RoadTrafficAccidentLocations.csv\\\"\\nalocs = pd.read_csv(file_path, low_memory=False)\\n\\nalocs.head()\";\n",
|
||||
" var nbb_cells = Jupyter.notebook.get_cells();\n",
|
||||
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
|
||||
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
|
||||
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
|
||||
" nbb_cells[i].set_text(nbb_formatted_code);\n",
|
||||
" }\n",
|
||||
" break;\n",
|
||||
" }\n",
|
||||
" }\n",
|
||||
" }, 500);\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.Javascript object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"aloc_file_path = \"/home/slnopriv/projects/db23-data-exploration/data/RoadTrafficAccidentLocations.csv\"\n",
|
||||
"alocs = pd.read_csv(file_path, low_memory=False)\n",
|
||||
"\n",
|
||||
"alocs.head()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"id": "f6941bd7",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"application/javascript": [
|
||||
"\n",
|
||||
" setTimeout(function() {\n",
|
||||
" var nbb_cell_id = 11;\n",
|
||||
" var nbb_unformatted_code = \"%load_ext nb_black\";\n",
|
||||
" var nbb_formatted_code = \"%load_ext nb_black\";\n",
|
||||
" var nbb_cells = Jupyter.notebook.get_cells();\n",
|
||||
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
|
||||
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
|
||||
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
|
||||
" nbb_cells[i].set_text(nbb_formatted_code);\n",
|
||||
" }\n",
|
||||
" break;\n",
|
||||
" }\n",
|
||||
" }\n",
|
||||
" }, 500);\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.Javascript object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"%load_ext nb_black"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 25,
|
||||
"id": "808aa85f-fc18-4fca-8268-40f2ecc777e8",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"CSV file downloaded successfully.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# Specify the URL of the CSV file\n",
|
||||
"csv_file_url = 'https://data.stadt-zuerich.ch/dataset/sid_dav_verkehrszaehlung_miv_od2031/download/sid_dav_verkehrszaehlung_miv_OD2031_2020.csv'\n",
|
||||
"csv_rtal = 'https://data.stadt-zuerich.ch/dataset/sid_dav_strassenverkehrsunfallorte/download/RoadTrafficAccidentLocations.csv'\n",
|
||||
"# Send an HTTP GET request\n",
|
||||
"response = requests.get(csv_rtal)\n",
|
||||
"\n",
|
||||
"# Check the response status\n",
|
||||
"if response.status_code == 200:\n",
|
||||
" # Save the CSV content to a local file\n",
|
||||
" with open('local_file2.csv', 'wb') as local_file:\n",
|
||||
" local_file.write(response.content)\n",
|
||||
" print(\"CSV file downloaded successfully.\")\n",
|
||||
"else:\n",
|
||||
" print(f\"Failed to download data. Status code: {response.status_code}\")\n",
|
||||
"\n",
|
||||
"accidents_file_path = os.path.join(data_dir, ')\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3 (ipykernel)",
|
||||
"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": "3.9.13"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 5
|
||||
}
|
||||
Reference in New Issue
Block a user