Changed Structure added v7
This commit is contained in:
40
.obsidian/workspace.json
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40
.obsidian/workspace.json
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@@ -11,14 +11,12 @@
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"id": "85d70f5e9df52245",
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"id": "85d70f5e9df52245",
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"type": "leaf",
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"type": "leaf",
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"state": {
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"state": {
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"type": "markdown",
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"type": "pdf",
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"state": {
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"state": {
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||||||
"file": "Timetable.md",
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"file": "KC_Deutsch_HS_Anhrung.pdf"
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"mode": "source",
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"source": false
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},
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"icon": "lucide-file",
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"icon": "lucide-file-text",
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"title": "Timetable"
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"title": "KC_Deutsch_HS_Anhrung"
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}
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}
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{
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@@ -227,26 +225,33 @@
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},
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"active": "85d70f5e9df52245",
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"active": "85d70f5e9df52245",
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"lastOpenFiles": [
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"lastOpenFiles": [
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||||||
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"Material/wise_24_25/Folien/6.Lösungen_Monte_Carlo.html",
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"Material/wise_24_25/6.Lösungen_Monte_Carlo.ipynb",
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"Material/wise_24_25/Untitled.ipynb",
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"Material/wise_24_25/lernmaterial/6.Monte_Carlo.ipynb",
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"README.md",
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"Timetable.md",
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"KC_Deutsch_HS_Anhrung.pdf",
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||||||
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"Material/wise_24_25/lernmaterial/people_in_germany.csv",
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"Material/wise_24_25/lernmaterial/Bees.csv",
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"Material/env/lib/python3.12/site-packages/seaborn-0.13.2.dist-info/WHEEL",
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"Material/env/lib/python3.12/site-packages/seaborn-0.13.2.dist-info/REQUESTED",
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"Material/env/lib/python3.12/site-packages/seaborn-0.13.2.dist-info/RECORD",
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"Material/env/lib/python3.12/site-packages/seaborn-0.13.2.dist-info/METADATA",
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"Material/env/lib/python3.12/site-packages/seaborn-0.13.2.dist-info/LICENSE.md",
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"Lectures/17 18.02.2025.md",
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"Lectures/17 18.02.2025.md",
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"Lectures/16 17.02.2025.md",
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"Lectures/16 17.02.2025.md",
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"Timetable.md",
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"Lectures/13 31.01.2025.md",
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"Lectures/13 31.01.2025.md",
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"Lectures/12 24.01.2025.md",
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"Lectures/12 24.01.2025.md",
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"Lectures/11 17.01.2025.md",
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"Lectures/11 17.01.2025.md",
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"Lectures/10 10.01.2025.md",
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"Lectures/10 10.01.2025.md",
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"Lectures/09 13.12.2024.md",
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"Lectures/09 13.12.2024.md",
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"Lectures/10 03.01.2025.md",
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"Lectures/10 03.01.2025.md",
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"Material/SciPy_Lösungen.slides.html",
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"Material/wise_24_25/lernmaterial/SciPy_Lösungen.ipynb",
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"Material/wise_24_25/lernmaterial/Untitled.ipynb",
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"Material/wise_24_25/lernmaterial/6.Monte_Carlo.ipynb",
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"Lectures/07 29.11.2024.md",
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"Lectures/07 29.11.2024.md",
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"Lectures/06 22.11.2024.md",
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"Lectures/06 22.11.2024.md",
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"Lectures/05 15.11.2024.md",
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"Lectures/05 15.11.2024.md",
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"Gruppen/MeWi 1.md",
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"Gruppen/MeWi 1.md",
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"Lectures/27.11.2024.md",
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"Lectures/27.11.2024.md",
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"Material/wise_24_25/lernmaterial/5.SciPy.ipynb",
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"Material/Untitled.ipynb",
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"Lectures/15 14.02.2025.md",
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"Lectures/15 14.02.2025.md",
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"To Do.md",
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"To Do.md",
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"Gruppen/Engineering 1.md",
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"Gruppen/Engineering 1.md",
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@@ -256,10 +261,6 @@
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"Gruppen/MeWi 4.md",
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"Gruppen/MeWi 4.md",
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"Gruppen/MeWi 3.md",
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"Gruppen/MeWi 3.md",
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"Gruppen/MeWi 2.md",
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"Gruppen/MeWi 2.md",
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"Material/3.Extended_Applications_Lösungen.html",
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"Material/3.Lösungen_Extended_Applications.html",
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"Material/wise_24_25/lernmaterial/2.Tutorial_2.ipynb",
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"Material/wise_24_25/lernmaterial/1.Tutorial_1.ipynb",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/sample_data/logo2.png",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/sample_data/logo2.png",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/sample_data/grace_hopper.jpg",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/sample_data/Minduka_Present_Blue_Pack.png",
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@@ -269,9 +270,6 @@
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/images/zoom_to_rect-symbolic.svg",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/images/zoom_to_rect-symbolic.svg",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/images/subplots.svg",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/images/subplots.svg",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/images/subplots.png",
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"Material/env/lib/python3.12/site-packages/matplotlib/mpl-data/images/subplots.png"
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"Lectures/04 08.11.2024.md",
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"Lectures/03 01.11.2024.md",
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"Lectures/02 25.10.2024.md"
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]
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BIN
KC_Deutsch_HS_Anhrung.pdf
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KC_Deutsch_HS_Anhrung.pdf
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@@ -1,916 +0,0 @@
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{
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"cells": [
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{
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"metadata": {
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"tags": []
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},
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"source": [
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"# Lösungen Tutorial 1"
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]
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{
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"cell_type": "markdown",
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"id": "373d0d4a-c11a-4fe3-b3f2-46701690fd3a",
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"metadata": {
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"editable": true,
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"slide_type": "slide"
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"tags": []
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},
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"source": [
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"**Aufgabe**: Geben Sie den Text `Hallo Python` aus. *1 Punkt*"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "bedcc819-ea7e-430e-ba1b-32543086d2dd",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "subslide"
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Hallo Python\n"
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]
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}
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],
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"source": [
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"print(\"Hallo Python\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "612aa876-5806-4ae8-96d7-578b96e1780a",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "slide"
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},
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||||||
"tags": []
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},
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"source": [
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"**Aufgabe** *2 Punkte*: \n",
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"\n",
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"Definieren Sie zunächst die zwei Variablen `a` und `b` und initialisieren diese mit einem Integerwert ungleich `0`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "fe38d9d9-9684-4d63-afe5-6eb68accf26d",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "subslide"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"a = 1\n",
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"b = -2"
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]
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},
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{
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"cell_type": "markdown",
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"id": "bd7c915d-03b1-4c45-820b-6e2b12e81671",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "slide"
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},
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"tags": []
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},
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"source": [
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"**Aufgabe** *2 Punkte*:\n",
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"\n",
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"Definieren Sie zwei Variablen `s` und `t` und initialisieren diese mit einem Floatwert ungleich `0`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "6065bb38-0482-42b9-bd57-b0660de9eb7a",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "subslide"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"s = 1.5\n",
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"t = -2.7"
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]
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},
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{
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"cell_type": "markdown",
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"id": "87ddb6c9-5291-4693-a3e1-65ce8c0a3ea4",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "slide"
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},
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"tags": []
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},
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"source": [
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"**Aufgabe** *2 Punkte*:\n",
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"\n",
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"Addieren Sie die Werte der Variablen `a` und `b` und speichern Sie das Ergebnis in der Variable `c`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "424e3dbe-ead5-4606-a1bc-6b0bb0739b40",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "subslide"
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},
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"-1"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"c = a + b\n",
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"c"
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]
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},
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{
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"cell_type": "markdown",
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"id": "c57e8354-bde5-4139-bf93-ceca856568fc",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "slide"
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},
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"tags": []
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},
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"source": [
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"**Aufgabe** *5 Punkte*:\n",
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"\n",
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"Nutzen Sie die Variablen `a` & `b` und Speichern Sie die Ergebnisse für die Multiplikation, Division, Ganzzahldivision, Exponentiation und den Modulo-Operator in den unten angegebenen Variablen:\n",
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"\n",
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"\\begin{align}\n",
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"m &= a\\cdot b\\\\\n",
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"d &= \\frac{a}{b}\\\\\n",
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"i &= \\lfloor\\frac{a}{b}\\rfloor\\\\\n",
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"e &= a^b\\\\\n",
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"r &= a\\; \\textrm{mod}\\; b\n",
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"\\end{align}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "c2078093-fd22-4fc2-9c79-11e716d047b1",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "subslide"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"m = a*b\n",
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"d = a/b\n",
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"i = a//b\n",
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"e = a**b\n",
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"r = a%b"
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]
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},
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{
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"cell_type": "markdown",
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"id": "04ffad98-7f3c-40df-984a-021a2ad79800",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": "slide"
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},
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"tags": []
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},
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"source": [
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||||||
"**Aufgabe** *2 Punkte*:\n",
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"\n",
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||||||
"Ein String-Objekt (Text) können sie mit Hilfe von `'Some Text'` oder `\"Some Text2\"` definieren. Definieren sie die Variable `text` mit einem beliebigen Text."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "68cb274d-dba5-49e8-a26e-cfb97499792f",
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"metadata": {
|
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"editable": true,
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"slideshow": {
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||||||
"slide_type": "subslide"
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||||||
},
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||||||
"tags": []
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},
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||||||
"outputs": [
|
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{
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"data": {
|
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||||||
"text/plain": [
|
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||||||
"'Hi Mom, I am on TV!'"
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]
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},
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"execution_count": 6,
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"metadata": {},
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||||||
"output_type": "execute_result"
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}
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],
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"source": [
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"text = \"Hi Mom, I am on TV!\"\n",
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"print(text)"
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]
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||||||
},
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{
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"cell_type": "markdown",
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"id": "9dcb699b-091d-4d17-9e22-f958a34872b5",
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"metadata": {
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"editable": true,
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||||||
"slideshow": {
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||||||
"slide_type": "slide"
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||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Geben Sie die Variablen `a` & `b` aus Aufgabe 1 im format `\"a = 12 und b = 12\"` (Die Werte sollen dann den Werten aus ihrer Definition entsprechen. 12 ist hier nur ein Beispiel) aus."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 7,
|
|
||||||
"id": "745dda45-be87-4f55-a18a-fda0031148ba",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"a = 1 und b = -2\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# 1. Möglichkeit Format Funktion\n",
|
|
||||||
"print(\"a = {} und b = {}\".format(a, b))"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 9,
|
|
||||||
"id": "579bc33a-9b26-428d-a4b8-cfb0a0960ff5",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"a = 1 und b = -2\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# 2. Möglichkeit 'f'-String\n",
|
|
||||||
"print(f\"a = {a} und b = {b}\")"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "df713414-9909-4130-b349-352cc8d951ed",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*: \n",
|
|
||||||
"\n",
|
|
||||||
"Definieren Sie die Variable `l` und weisen Sie dieser Variable eine Liste mit aufsteigenden Integerwerten von `0` bis `4` zu."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 10,
|
|
||||||
"id": "0371e614-f9d1-4048-a710-531b4bea7708",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"l = [0, 1, 2, 3, 4]"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "41220c65-8c6b-486d-9da7-cecdce957ef3",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Hängen Sie der Liste `l` noch den Wert `42` an.\n",
|
|
||||||
"\n",
|
|
||||||
"Hinweis: Nutzen Sie dafür die Methode [.append](https://www.w3schools.com/python/ref_list_append.asp)."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 11,
|
|
||||||
"id": "5f14b238-738e-4f37-9f80-b09b373bc387",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"l.append(42)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "007e4252-a8c5-464e-8a71-bda2718b6c5e",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Geben Sie das dritte Element der Liste `l` aus.\n",
|
|
||||||
"\n",
|
|
||||||
"Hinweis: Achten Sie darauf das der erste Index immer `0` ist. "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 13,
|
|
||||||
"id": "b5f1c844-9017-459a-aebf-fabd639310d9",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"2"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 13,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"l[2]"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "478993a1-d922-4f3c-bde7-316e01688709",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Geben Sie das vorletzte Element der Liste `l` aus.\n",
|
|
||||||
"\n",
|
|
||||||
"Hinweis: Achten Sie darauf das der letzte Index mit `-1` ausgegeben wird"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 14,
|
|
||||||
"id": "f38d72ab-062e-4204-86dc-32864ef9cf5d",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"4"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 14,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"l[-2]"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "d19f6acb-8046-4a7b-b0b9-78fe655246dc",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Initialisieren Sie die Dictionary Variable `my_dict` mit folgendem Mapping:\n",
|
|
||||||
"\n",
|
|
||||||
"| Key | Value |\n",
|
|
||||||
"|:----|:------|\n",
|
|
||||||
"| `\"apple\"` | `\"Apfel\"` |\n",
|
|
||||||
"| `\"banana\"` | `\"Banane\"` |\n",
|
|
||||||
"| `\"cherry\"` | `\"Kirsche\"` |"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 15,
|
|
||||||
"id": "4faaf2df-a250-41b2-aa26-d3e6a7327f01",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"my_dict = {\"apple\": \"Apfel\", \"banana\": \"Banane\", \"cherry\": \"Kirsche\"}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "74939a92-ed87-44d8-894a-b6d5d5a05773",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Fügen Sie nun das Key-Value Paar `\"pear\": \"Birne\"` zu `my_dict` hinzu."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 16,
|
|
||||||
"id": "0cfbda9f-e6fe-4145-b4a4-05e6c9cdd576",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"my_dict[\"pear\"] = \"Birne\""
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "e5e4cd89-f01e-44df-91b7-7b255f5c4b67",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Geben Sie die nur die Werte des Dictionaries `my_dict` aus."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 17,
|
|
||||||
"id": "d0166c7e-6a45-461b-9369-53de7ccc7e8b",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"dict_values(['Apfel', 'Banane', 'Kirsche', 'Birne'])\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"print(my_dict.values())"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "7691cbcc-8af1-41be-9b01-e499d9981b48",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Geben Sie die Elemente des Dictionaries `my_dict` mit der Funktion `.items()` aus. "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 18,
|
|
||||||
"id": "a4f9f233-6f60-4d5d-a4ea-2f8be73be3d5",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"dict_items([('apple', 'Apfel'), ('banana', 'Banane'), ('cherry', 'Kirsche'), ('pear', 'Birne')])\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"print(my_dict.items())"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "44035bd1-3721-4510-aadc-b464f45e66a8",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"## Recap"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "1aa5ee93-7aba-4ae2-9a7f-77b133d0762b",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"```python\n",
|
|
||||||
"def some_function_name(param1, param2):\n",
|
|
||||||
" a = do_something1(param1)\n",
|
|
||||||
" b = do_something2(a, param2)\n",
|
|
||||||
" do_something3(b)\n",
|
|
||||||
" return b\n",
|
|
||||||
"```\n",
|
|
||||||
"\n",
|
|
||||||
"\"gebe zurück\" = `return`\n",
|
|
||||||
"\"gebe aus\" = `print`"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "6095807e-03f2-42d0-89b8-54356206bd79",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Schreibe eine Funktion `successor` die auf jede Eingabe `+1` rechnet."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 19,
|
|
||||||
"id": "58784328-5d18-45e7-8283-226391292461",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"43"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 19,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"def successor(n):\n",
|
|
||||||
" return n+1\n",
|
|
||||||
"\n",
|
|
||||||
"successor(42)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "c792960f-f678-43f6-ba52-9e6904ec9077",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Schreibe eine Funktion `add` mit den Eingabeparametern `a` & `b`, welche die Werte von `a` & `b` miteinander addiert."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 20,
|
|
||||||
"id": "b49b07e2-b2b6-4dc6-8ad7-32e4722616e9",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"7"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 20,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"def add(a,b):\n",
|
|
||||||
" return a+b\n",
|
|
||||||
"\n",
|
|
||||||
"add(2,5)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "a94076aa-259b-44ee-9ee4-e239089d04fe",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
|
||||||
"\n",
|
|
||||||
"Schreibe eine Funktion `is_odd` mit einem Eingabeparameter `n` die prüft ob die eingegebene Zahl ungerade ist.\n",
|
|
||||||
"\n",
|
|
||||||
"Wenn die Zahl gerade ist gebe den Text `\"Gerade Zahl\"` und bei ungerade `\"Ungerade Zahl\"` zurück."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 21,
|
|
||||||
"id": "e5f9cd1d-3bd7-49ff-9ea7-53899db1d911",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"Gerade Zahl\n",
|
|
||||||
"Ungerade Zahl\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"def is_odd(n):\n",
|
|
||||||
" if n % 2 == 0:\n",
|
|
||||||
" return \"Gerade Zahl\"\n",
|
|
||||||
" else:\n",
|
|
||||||
" return \"Ungerade Zahl\"\n",
|
|
||||||
"\n",
|
|
||||||
"print(is_odd(2))\n",
|
|
||||||
"print(is_odd(3))"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "b65cb60c-34ad-40eb-b0b6-934abaab3bb6",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"**Aufgabe** 7 Punkte: Schreibe eine Funktion `fubar` mit Eingabeparameter `n`.\n",
|
|
||||||
"Die Funktion soll wie folgt definiert sein:\n",
|
|
||||||
"\n",
|
|
||||||
"- Der Eingabeparameter `n` ist ein Integer, Floats geben `False` zurück\n",
|
|
||||||
"- Negative zahlen & 0 beenden die Funktion und geben `False` zurück\n",
|
|
||||||
"- Die Funktion zählt bis einschließlich dem Eingabeparameter\n",
|
|
||||||
" bsp.: $n=9 \\rightarrow 1, 2, 3, \\dots, 9$\n",
|
|
||||||
"- Bei jedem Schleifendurchlauf soll die Zahl bei der sich die Schleife gerade befindet mittels `print` ausgegeben werden werden.\n",
|
|
||||||
"- Ist der zurzeitige Schleifendurchlauf durch `3` teilbar, gebe mittels `print` denn String `Foo` aus.\n",
|
|
||||||
"- Ist der zurzeitige Schleifendurchlauf durch `5` teilbar, gebe mittels `print` denn String `Bar` aus.\n",
|
|
||||||
"- Ist der zurzeitge Schleifendurrchlauf durch `3 & 5` teilbar, gebe mittels `print` den String `FooBar` aus.\n",
|
|
||||||
"\n",
|
|
||||||
"**Tipp**: Implementiere nicht alles aufeinmal sollte Schritt für Schritt und teste deine Lösung nach jedem Schritt."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 22,
|
|
||||||
"id": "bec1be94-561e-4379-86a0-d302ef150920",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"def fubar(n: int):\n",
|
|
||||||
" if isinstance(n, float) or n < 1:\n",
|
|
||||||
" return False\n",
|
|
||||||
"\n",
|
|
||||||
" count = 1\n",
|
|
||||||
" while count <= n:\n",
|
|
||||||
" msg = count\n",
|
|
||||||
" if count % 3 == 0:\n",
|
|
||||||
" msg = \"Foo\"\n",
|
|
||||||
" if count % 5 == 0:\n",
|
|
||||||
" msg = \"Bar\"\n",
|
|
||||||
" if count % 15 == 0:\n",
|
|
||||||
" msg = \"FooBar\"\n",
|
|
||||||
" \n",
|
|
||||||
" count += 1\n",
|
|
||||||
" print(msg, end=', ')"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 25,
|
|
||||||
"id": "ad665bb0-9976-43e9-b8ab-bb52c4a0f1d4",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"Negative Zahl False\n",
|
|
||||||
"Null False\n",
|
|
||||||
"Float False\n",
|
|
||||||
"Testen über 15\n",
|
|
||||||
"1, 2, Foo, 4, Bar, Foo, 7, 8, Foo, Bar, 11, Foo, 13, 14, FooBar, 16, "
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Testen\n",
|
|
||||||
"print(\"Negative Zahl\", fubar(-1))\n",
|
|
||||||
"print(\"Null\", fubar(0))\n",
|
|
||||||
"print(\"Float\", fubar(0.1))\n",
|
|
||||||
"print(\"Testen über 15\")\n",
|
|
||||||
"fubar(16)"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"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": "3.12.7"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"nbformat": 4,
|
|
||||||
"nbformat_minor": 5
|
|
||||||
}
|
|
||||||
@@ -1,532 +0,0 @@
|
|||||||
{
|
|
||||||
"cells": [
|
|
||||||
{
|
|
||||||
"attachments": {},
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "1486c477-e52f-492a-a699-4f6668f43826",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"<div style=\"display:flex;\">\n",
|
|
||||||
" <div style=\"text-align: left\">\n",
|
|
||||||
" <h1>Lösungen Tutorial 2</h1>\n",
|
|
||||||
" </div>\n",
|
|
||||||
" <img style=\"float: right; margin: 0px 15px 15px 0px\" src=\"https://preview.redd.it/44aw5j979ve61.png?auto=webp&s=a0285d3a6e42e88b15bd738bc483412bb3efb019\" width=\"300\" />\n",
|
|
||||||
"</div>"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "89c3ed2f-6f9b-4d5c-adeb-482b4fd83b2b",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe \n",
|
|
||||||
"\n",
|
|
||||||
"*3 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Schreibe eine Funktion `sum_up` mit Eingabeparameter `n`, welcher die Zahlen von `1...n` aufsummiert.\n",
|
|
||||||
"\n",
|
|
||||||
"Nutze dafür einen `for-loop`.\n",
|
|
||||||
"\n",
|
|
||||||
"**Beispiel**:\n",
|
|
||||||
"\n",
|
|
||||||
"$$n = 5$$ \n",
|
|
||||||
"$$sum\\_up(5) \\rightarrow 1 \\rightarrow 1 + 2 = 3 \\rightarrow 3 + 3 = 6 \\rightarrow 6 + 4 = 10 \\rightarrow 10 + 5 = 15$$\n",
|
|
||||||
"\n",
|
|
||||||
"Hinweis: die Funktion `range()` zählt standardmässig von `0...n-1`. Schauen Sie sich gerne dazu die offizielle Dokumentation an [PEP 204](https://peps.python.org/pep-0204/#list-ranges)."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 2,
|
|
||||||
"id": "d6de90ca-1db9-4c59-a5a4-42016370cb35",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"15"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 2,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"def sum_up(n: int) -> int:\n",
|
|
||||||
" count = 0\n",
|
|
||||||
" for i in range(1,n+1):\n",
|
|
||||||
" count += i\n",
|
|
||||||
" return count\n",
|
|
||||||
"\n",
|
|
||||||
"sum_up(5)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "7a9de268-09e4-45e5-8aa9-db5ae79e9540",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"Es gibt immer einen besseren weg.\n",
|
|
||||||
"\n",
|
|
||||||
"Nach Gauß:\n",
|
|
||||||
"\n",
|
|
||||||
"$$\\sum_{k=1}^n k = 1 + 2 + 3 + \\dots + n = \\frac{n(n+1)}{2}$$"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 10,
|
|
||||||
"id": "fd8eea02-c356-4906-8db8-ae4cdaf4f97c",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"15"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 10,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# nach Gauß\n",
|
|
||||||
"def sum_up(n: int) -> int:\n",
|
|
||||||
" return int(n*(n+1)/2)\n",
|
|
||||||
"\n",
|
|
||||||
"sum_up(5)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "ea73e1ec-7b2a-4293-b269-03b8054aaa54",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*2 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Ihnen ist das Dictionary `dict2` gegeben. Ändern Sie jeden Wert in dem Dictionary nach der Formel $f(x) = x^3-1$ mittels `for-loop`.\n",
|
|
||||||
"\n",
|
|
||||||
"Tipp: Lassen Sie sich nicht von den Schlüsseln verwirren."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 7,
|
|
||||||
"id": "2a3e9cac-49ee-49f0-88da-a75e9611f1d8",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"{'a': 56, 5: 12, 'python': 9, 3.14: 1.141414}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 7,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Vorgegeben\n",
|
|
||||||
"dict2 = {\"a\": 56, 5: 12, \"python\": 9, 3.14: 1.141414}\n",
|
|
||||||
"dict2"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 5,
|
|
||||||
"id": "26aa9f7b-b5e8-4f8f-a0d0-b796b253ad71",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"{'a': 175615, 5: 1727, 'python': 728, 3.14: 0.48706374396146557}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 5,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Kurze Lösung mittels Dictionary Comprehension\n",
|
|
||||||
"dict2 = {key: value**3-1 for key, value in dict2.items()}\n",
|
|
||||||
"dict2"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 8,
|
|
||||||
"id": "4f625aaf-a04b-4c08-b18b-915b61c0145c",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"{'a': 175615, 5: 1727, 'python': 728, 3.14: 0.48706374396146557}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 8,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Lange Übersichtliche Lösung\n",
|
|
||||||
"for key, value in dict2.items():\n",
|
|
||||||
" dict2[key] = dict2[key]**3 - 1\n",
|
|
||||||
"dict2"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "c4a7b4a9-7cbd-4127-8832-fdd7c3541409",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Zusatzaufgabe \n",
|
|
||||||
"\n",
|
|
||||||
"*Keine Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Erstellen Sie eine List mittels List Comprehension, welche die Zahlen `1...6` auf deren kubische Zahl `1...216` also der Funktion $f(x) = x^3$ abbildet."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 11,
|
|
||||||
"id": "f8e84221-f7da-474a-aa14-bcf7d1d3a201",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"[1, 8, 27, 64, 125, 216]"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 11,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"cubics = [n**3 for n in range(1,7)]\n",
|
|
||||||
"cubics"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "3cdbb5b7-f828-48eb-ba49-09d5ae68c2d7",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*2 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Erstellen und Öffnen sie eine Datei `testfile.txt` mit der `open` Funktion, nutzen Sie dafür das `with`-Statement.\n",
|
|
||||||
"\n",
|
|
||||||
"Schreiben Sie in diese Datei 100 mal den String `\"Python\\n\"`."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 12,
|
|
||||||
"id": "90875b44-8209-498a-ad38-063772588711",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"with open('testfile.txt', 'w') as f:\n",
|
|
||||||
" for _ in range(100):\n",
|
|
||||||
" f.write(\"Python\\n\")"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "c69ac8e9-34ef-413a-a39f-7db6a830cde3",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*2 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Öffnen Sie die zuvor erstellte Datei `testfile.txt` im Lesemodus und weißen Sie den Inhalt der `.readlines()` Funktion der Variabeln `lines` zu. "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 14,
|
|
||||||
"id": "a8395ec5-59dc-43e3-a59d-9dea7cf1f21d",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"Anzahl der gelesenen Zeilen: 100\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"lines = None # vorgegeben\n",
|
|
||||||
"with open('testfile.txt', 'r') as f:\n",
|
|
||||||
" lines = f.readlines()\n",
|
|
||||||
"\n",
|
|
||||||
"print(\"Anzahl der gelesenen Zeilen:\", len(lines))"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "00561f0d-9d9f-45bd-bf1f-824f04edf795",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*3 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Importiere Python Built-In Library `random` und rufe zuerst aus dem Modul die Funktion `seed` auf mit dem Eingabewert `42`, und weiße danach der Variable `rand` den Wert des Funktionsaufrufes von `randint(1,100)` zu. "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 15,
|
|
||||||
"id": "63c44277-581a-426c-8e2d-ed911688ca91",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"82"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 15,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"rand = None # vorgegeben\n",
|
|
||||||
"import random\n",
|
|
||||||
"random.seed(42)\n",
|
|
||||||
"rand = random.randint(1,100)\n",
|
|
||||||
"rand"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "78ec5791-46b7-4693-b276-7f5e73a18eb7",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*1 Punkt*\n",
|
|
||||||
"\n",
|
|
||||||
"Importieren Sie die Built-In Library `datetime` als `dt`."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 16,
|
|
||||||
"id": "e3f4fe99-5980-4c2a-be4e-ae777f4bbb3d",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"2024-11-08 11:58:43.750641\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"import datetime as dt\n",
|
|
||||||
"print(dt.datetime.now())"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "d1bf6ca3-4f96-456e-a8e9-34d9fd081c5b",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*2 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Importieren Sie die Funktion `sqrt` aus dem Built-In Modul `math`.\n",
|
|
||||||
"Berechnen Sie $\\sqrt4$. Speichern Sie das Ergebnis in der variablen `s4`."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 17,
|
|
||||||
"id": "eed3fc0f-67c1-43d5-ac2f-f6b7646aecdd",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"2.0"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 17,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"from math import sqrt\n",
|
|
||||||
"s4 = sqrt(4)\n",
|
|
||||||
"s4"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"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": "3.12.5"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"nbformat": 4,
|
|
||||||
"nbformat_minor": 5
|
|
||||||
}
|
|
||||||
@@ -1,122 +0,0 @@
|
|||||||
{
|
|
||||||
"cells": [
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 1,
|
|
||||||
"id": "d74e7711-ed1a-4749-8827-2e6fa5798d68",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"def lcg (a,c,m, startwert):\n",
|
|
||||||
"\n",
|
|
||||||
" if a<=0 or c<0 or m<=0 or startwert <0:\n",
|
|
||||||
" return None #prüfung der werte \n",
|
|
||||||
" \n",
|
|
||||||
" x = startwert \n",
|
|
||||||
" while 1:\n",
|
|
||||||
" x=(a*x+c)%m\n",
|
|
||||||
" yield x "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 2,
|
|
||||||
"id": "2993ac89-2be8-4c61-a6e2-43a1008f2d36",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"def lcg_test(seed: int, scalar: int, modulus: int, offset: int) -> int:\n",
|
|
||||||
" assert modulus > 0, \"Modulus must be greater than 0\"\n",
|
|
||||||
" assert 0 <= scalar and scalar < modulus, \"Scalar must be in range 0 <= a < m\"\n",
|
|
||||||
"\n",
|
|
||||||
" while seed > 1:\n",
|
|
||||||
" seed = (scalar*seed+offset) % modulus\n",
|
|
||||||
" assert seed >= 0\n",
|
|
||||||
" yield seed"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 7,
|
|
||||||
"id": "02a21a6d-0892-44f0-b0fd-6e5f8fe83962",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"Lcg using Cocktailshaker Numbers: 3089810780120156248\n",
|
|
||||||
"Correct should be: 3089810780120156248\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 8356396685252565260\n",
|
|
||||||
"Correct should be: 8356396685252565260\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 1921117399837525548\n",
|
|
||||||
"Correct should be: 1921117399837525548\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 14806858147081821235\n",
|
|
||||||
"Correct should be: 14806858147081821235\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 2557599628047639428\n",
|
|
||||||
"Correct should be: 2557599628047639428\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 16453652254840064460\n",
|
|
||||||
"Correct should be: 16453652254840064460\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 15995401842808378843\n",
|
|
||||||
"Correct should be: 15995401842808378843\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 681272290641816305\n",
|
|
||||||
"Correct should be: 681272290641816305\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 10955466795170118648\n",
|
|
||||||
"Correct should be: 10955466795170118648\n",
|
|
||||||
"\n",
|
|
||||||
"Lcg using Cocktailshaker Numbers: 13714992071537968180\n",
|
|
||||||
"Correct should be: 13714992071537968180\n",
|
|
||||||
"\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"s = lcg(3203021881815356449, 11742185885288659963, 2**64-1, 3935559000370003845)\n",
|
|
||||||
"t = lcg_test(3935559000370003845, 3203021881815356449, 2**64-1, 11742185885288659963)\n",
|
|
||||||
"\n",
|
|
||||||
"for _ in range(10):\n",
|
|
||||||
" stud = next(s)\n",
|
|
||||||
" instructor = next(t)\n",
|
|
||||||
" print(\"Lcg using Cocktailshaker Numbers:\", stud)\n",
|
|
||||||
" print(\"Correct should be:\", instructor, end='\\n\\n')"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": null,
|
|
||||||
"id": "40aeb297-aeb5-4fca-8ae4-cb84c7f13957",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": []
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"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": "3.12.7"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"nbformat": 4,
|
|
||||||
"nbformat_minor": 5
|
|
||||||
}
|
|
||||||
1063
Material/V3.ipynb
1063
Material/V3.ipynb
File diff suppressed because it is too large
Load Diff
@@ -1,637 +0,0 @@
|
|||||||
{
|
|
||||||
"cells": [
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "80fd796e-f42e-4940-89ae-e7359be4d10a",
|
|
||||||
"metadata": {},
|
|
||||||
"source": [
|
|
||||||
"# 4 Vorlesung"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "cb2fcdfe-257a-4736-b9c2-5fa17d63fd1b",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": ""
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"## Generatoren\n",
|
|
||||||
"```python\n",
|
|
||||||
"def <funktion-name>(<parameterliste>):\n",
|
|
||||||
" # do something\n",
|
|
||||||
" yield <ergebnis>\n",
|
|
||||||
"```"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "0ea7c66c-439c-4a3b-a154-3449c2a799a1",
|
|
||||||
"metadata": {},
|
|
||||||
"source": [
|
|
||||||
"### Endliche Generatoren"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 11,
|
|
||||||
"id": "d5465edd-a13d-4fa0-a805-30c35a384d54",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"# Matrikelnummer generator\n",
|
|
||||||
"import random \n",
|
|
||||||
"def mat_nr_gen(anzahl: int) -> float:\n",
|
|
||||||
" for _ in range(anzahl):\n",
|
|
||||||
" yield random.randint(500_000, 700_000) # Generator weil yield"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 16,
|
|
||||||
"id": "48109f19-47d2-45a1-bd03-9eccb4d25372",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"<generator object mat_nr_gen at 0x10838f060>"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 16,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"sem_3 = mat_nr_gen(5) # generator erstellen\n",
|
|
||||||
"sem_3"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 14,
|
|
||||||
"id": "413bbbf6-87c8-41ff-8680-a70e8456d865",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"559540"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 14,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"next(sem_3) # Nächsten Wert des Generators"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 15,
|
|
||||||
"id": "14a1220d-ae0c-428b-bd51-564e66e55854",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"606586"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 15,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"next(sem_3) # ..."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 18,
|
|
||||||
"id": "af75146c-e727-41e8-b496-695b93a68a56",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"503048\n",
|
|
||||||
"648312\n",
|
|
||||||
"629536\n",
|
|
||||||
"556597\n",
|
|
||||||
"512158\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"for _ in range(5):\n",
|
|
||||||
" print(next(sem_3)) # 5 mal den generator aufrufen"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 19,
|
|
||||||
"id": "4691aa5c-0e3d-4dff-93c1-835a805e20e9",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"ename": "StopIteration",
|
|
||||||
"evalue": "",
|
|
||||||
"output_type": "error",
|
|
||||||
"traceback": [
|
|
||||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
||||||
"\u001b[0;31mStopIteration\u001b[0m Traceback (most recent call last)",
|
|
||||||
"Cell \u001b[0;32mIn[19], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;43mnext\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msem_3\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
||||||
"\u001b[0;31mStopIteration\u001b[0m: "
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"next(sem_3) # Generator hat keine Werte mehr -> Fehler"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 20,
|
|
||||||
"id": "6790f776-4201-403f-b95d-d789a4fe3a6f",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"591325\n",
|
|
||||||
"582340\n",
|
|
||||||
"622867\n",
|
|
||||||
"653166\n",
|
|
||||||
"531169\n",
|
|
||||||
"538806\n",
|
|
||||||
"571659\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"for mat_nr in mat_nr_gen(7): # For loop übernimmt die komplette Arbeit\n",
|
|
||||||
" print(mat_nr)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "4cfbb732-c412-4ded-8f33-75a9917b0df1",
|
|
||||||
"metadata": {},
|
|
||||||
"source": [
|
|
||||||
"### Unendliche Generatoren"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 21,
|
|
||||||
"id": "b2b3c678-a775-4213-9a73-4d3aa48eff5e",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"# Seriennummer generator\n",
|
|
||||||
"def serial_nr_gen() -> int:\n",
|
|
||||||
" while True: # \"Führe unendlich of aus\"\n",
|
|
||||||
" yield random.randint(1000, 2000) # Generator weil yield"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 22,
|
|
||||||
"id": "e6ba3c92-465c-487d-a936-a155ad713784",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"1940\n",
|
|
||||||
"1748\n",
|
|
||||||
"1342\n",
|
|
||||||
"1463\n",
|
|
||||||
"1100\n",
|
|
||||||
"1748\n",
|
|
||||||
"1158\n",
|
|
||||||
"1577\n",
|
|
||||||
"1321\n",
|
|
||||||
"1949\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"ser_gen = serial_nr_gen() # Generator erstellen\n",
|
|
||||||
"for _ in range(10):\n",
|
|
||||||
" print(next(ser_gen)) # 10 mal den generator abfragen"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 23,
|
|
||||||
"id": "c015d2c3-238b-454a-b75e-f81a19f89a79",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"1281"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 23,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"next(ser_gen) # Diesmal kein Fehler da Generator kein Ende hat"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "cd8ed607-c0e0-481c-aaa7-cf07e8c97051",
|
|
||||||
"metadata": {},
|
|
||||||
"source": [
|
|
||||||
"## Type Hints"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 30,
|
|
||||||
"id": "9f564549-70d7-4538-a3fd-7158514fa0d4",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"{2.0: 2.0, 'HI': 'HI', 9: 9, True: True}\n",
|
|
||||||
"0.0 <class 'float'>\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Beispielfunktion\n",
|
|
||||||
"\n",
|
|
||||||
"# Type hints zeigen dem Programmierer welche Datentypen erwartet werden\n",
|
|
||||||
"def useless(p1: int, p2: float, p3: bool, p4: str) -> dict: \n",
|
|
||||||
" return {p1: p1, p2: p2, p3: p3, p4: p4}\n",
|
|
||||||
"\n",
|
|
||||||
"print(useless(2.0, \"HI\", 9, True)) # Aufruf mit \"Falschen\" Datentypen\n",
|
|
||||||
"\n",
|
|
||||||
"# Beispielvariablen:\n",
|
|
||||||
"zahl: int = 0.0 # Zahl ist ein Float\n",
|
|
||||||
"print(zahl, type(zahl))"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "2572fb15-de4f-4be7-809b-955d26895d84",
|
|
||||||
"metadata": {},
|
|
||||||
"source": [
|
|
||||||
"## Dataclasses\n",
|
|
||||||
"\n",
|
|
||||||
"Auto Dataclass\n",
|
|
||||||
"\n",
|
|
||||||
"|Attribut|Wert|\n",
|
|
||||||
"|-|-|\n",
|
|
||||||
"|Marke|VW|\n",
|
|
||||||
"|Fahrzeugtyp|Limousine|\n",
|
|
||||||
"|Seriennummer|<Zufällig generiert>|"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 31,
|
|
||||||
"id": "feb80166-b58a-46bf-94b0-f26142d6131f",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"from dataclasses import dataclass"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 32,
|
|
||||||
"id": "b9c6ba77-1d59-4058-b18c-601989d9b8db",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"<function dataclasses.dataclass(cls=None, /, *, init=True, repr=True, eq=True, order=False, unsafe_hash=False, frozen=False, match_args=True, kw_only=False, slots=False, weakref_slot=False)>"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 32,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"dataclass # Decorator"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 34,
|
|
||||||
"id": "81e41f92-8ce6-40de-9319-629cb69c73e9",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"Auto(marke='VW', model='Limousine', serial_nr=1146)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 34,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"ser_gen = serial_nr_gen()\n",
|
|
||||||
"\n",
|
|
||||||
"# Diese Syntax einfach merken\n",
|
|
||||||
"@dataclass\n",
|
|
||||||
"class Auto:\n",
|
|
||||||
" marke: str # 1 Attribut\n",
|
|
||||||
" model: str # 2 Attribut\n",
|
|
||||||
" serial_nr: int = next(ser_gen) # 3 Attribut mit Standardwert\n",
|
|
||||||
"\n",
|
|
||||||
"Auto(\"VW\", \"Limousine\") # Erstellt eine Auto Dataclass "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 35,
|
|
||||||
"id": "f2e0e50e-f1f9-4ead-8530-0aeb40989581",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"Auto(marke='Porsche', model='SUV', serial_nr=1146)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 35,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"Auto(model=\"SUV\", marke=\"Porsche\") # Attribute können explizit definiert werden"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 36,
|
|
||||||
"id": "e5cb5618-50a9-4e38-a0b4-7e3e5e4c2295",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"Auto(marke='Porsche', model='SUV', serial_nr=5678)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 36,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"Auto(model=\"SUV\", serial_nr=5678, marke=\"Porsche\") # Standardwerte lassen sich überschreiben "
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 37,
|
|
||||||
"id": "655cbee0-88c0-4f60-97c5-4ef475d59f0b",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"ename": "TypeError",
|
|
||||||
"evalue": "Auto.__init__() got an unexpected keyword argument 'reifenzahl'",
|
|
||||||
"output_type": "error",
|
|
||||||
"traceback": [
|
|
||||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
||||||
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
|
|
||||||
"Cell \u001b[0;32mIn[37], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mAuto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mSUV\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mserial_nr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m5678\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmarke\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mPorsche\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreifenzahl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\n",
|
|
||||||
"\u001b[0;31mTypeError\u001b[0m: Auto.__init__() got an unexpected keyword argument 'reifenzahl'"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"Auto(model=\"SUV\", serial_nr=5678, marke=\"Porsche\", reifenzahl=5) # Nicht bekanntes Attribut wirft Fehler"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 38,
|
|
||||||
"id": "22c0625c-4e7d-46aa-a711-5cc2bb759427",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"{'marke': 'Porsche', 'model': 'SUV', 'serial_nr': 12766}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 38,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Beispiel als Dict\n",
|
|
||||||
"vw = {\n",
|
|
||||||
" \"marke\": \"Porsche\",\n",
|
|
||||||
" \"model\": \"SUV\",\n",
|
|
||||||
" \"serial_nr\": 12766\n",
|
|
||||||
"}\n",
|
|
||||||
"\n",
|
|
||||||
"vw"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 39,
|
|
||||||
"id": "77668ca0-719d-48b8-954f-b2f7becdb318",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"{'marke': 'Porsche', 'model': 'SUV', 'serial_nr': 12766, 'reifenzahl': 7}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 39,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Dict wirft keinen Fehler\n",
|
|
||||||
"vw[\"reifenzahl\"] = 7\n",
|
|
||||||
"vw"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 40,
|
|
||||||
"id": "deb76203-f99c-45d1-b1f6-8395dc22ccab",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"'Porsche'"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 40,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"vw[\"marke\"] # Zugriff auf Wert im dict"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 41,
|
|
||||||
"id": "b3397bbe-0925-4189-b079-bef46a3dff95",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"Auto(marke='Porsche', model='SUV', serial_nr=5678)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 41,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"porsche = Auto(model=\"SUV\", serial_nr=5678, marke=\"Porsche\")\n",
|
|
||||||
"porsche"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 42,
|
|
||||||
"id": "4a244554-957a-423d-8561-765aad99475a",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"'SUV'"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 42,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"porsche.model # Zugriff auf Attribut in der Dataclass"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 43,
|
|
||||||
"id": "3c02985e-e7b7-4dd6-aad5-02a3bd3e5312",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"5678"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 43,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"porsche.serial_nr # same"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 44,
|
|
||||||
"id": "57ccfffc-e89b-4c51-bc6d-7bf2ca16720f",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"ename": "KeyError",
|
|
||||||
"evalue": "'mark'",
|
|
||||||
"output_type": "error",
|
|
||||||
"traceback": [
|
|
||||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
||||||
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
|
|
||||||
"Cell \u001b[0;32mIn[44], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mvw\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmark\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n",
|
|
||||||
"\u001b[0;31mKeyError\u001b[0m: 'mark'"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"vw[\"mark\"] # KeyError wenn schlüssel nicht vorhanden im dict"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 45,
|
|
||||||
"id": "8e508117-c1b3-4bf1-b9ae-a73b7bafd801",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"text/plain": [
|
|
||||||
"Auto(marke=True, model=2.14, serial_nr=1146)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"execution_count": 45,
|
|
||||||
"metadata": {},
|
|
||||||
"output_type": "execute_result"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"# Type Hints sind Type Hints und hindern nicht daran \"Falsche\" Datentypen an die Dataclasss zu vergeben \n",
|
|
||||||
"Auto(model=2.14, marke=True) "
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"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": "3.12.5"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"nbformat": 4,
|
|
||||||
"nbformat_minor": 5
|
|
||||||
}
|
|
||||||
@@ -1 +0,0 @@
|
|||||||
Ich will nachhause
|
|
||||||
@@ -1,4 +0,0 @@
|
|||||||
Super Secret Message
|
|
||||||
Hallo Welt
|
|
||||||
Geiler Kurs
|
|
||||||
Freitag 15h yeah
|
|
||||||
@@ -1,100 +0,0 @@
|
|||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
Python
|
|
||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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||||||
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|
|
||||||
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|
|
||||||
@@ -2684,7 +2684,7 @@
|
|||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.12.0"
|
"version": "3.12.7"
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
"nbformat": 4,
|
"nbformat": 4,
|
||||||
|
|||||||
@@ -1714,7 +1714,7 @@
|
|||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.12.0"
|
"version": "3.12.7"
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
"nbformat": 4,
|
"nbformat": 4,
|
||||||
|
|||||||
671
Material/wise_24_25/4.NumPy_MatPlotLib_Lösungen.ipynb
Normal file
671
Material/wise_24_25/4.NumPy_MatPlotLib_Lösungen.ipynb
Normal file
File diff suppressed because one or more lines are too long
441
Material/wise_24_25/6.Lösungen_Monte_Carlo.ipynb
Normal file
441
Material/wise_24_25/6.Lösungen_Monte_Carlo.ipynb
Normal file
File diff suppressed because one or more lines are too long
BIN
Material/wise_24_25/Folien/0.Einführung.pdf
Executable file
BIN
Material/wise_24_25/Folien/0.Einführung.pdf
Executable file
Binary file not shown.
0
Material/Tutorial1_Lösungen.html → Material/wise_24_25/Folien/1.Tutorial1_Lösungen.html
Normal file → Executable file
0
Material/Tutorial1_Lösungen.html → Material/wise_24_25/Folien/1.Tutorial1_Lösungen.html
Normal file → Executable file
1716
Material/3.Vorlesung.html → Material/wise_24_25/Folien/2.Tutorial2_Lösungen.html
Normal file → Executable file
1716
Material/3.Vorlesung.html → Material/wise_24_25/Folien/2.Tutorial2_Lösungen.html
Normal file → Executable file
File diff suppressed because it is too large
Load Diff
0
Material/3.Extended_Applications_Lösungen.html → Material/wise_24_25/Folien/3.Extended_Applications_Lösungen.html
Normal file → Executable file
0
Material/3.Extended_Applications_Lösungen.html → Material/wise_24_25/Folien/3.Extended_Applications_Lösungen.html
Normal file → Executable file
@@ -1,334 +0,0 @@
|
|||||||
{
|
|
||||||
"cells": [
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "c3c41172-0fa4-4542-af74-5912b25dce09",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"# Lösungen Extended Applications"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "0200f54c-1416-4e4b-bcb9-fbe781bff590",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*3 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Schreibe einen Generator `square_count` mit einem Eingabeparameter `n`, welcher die Quadratzahlen von $1\\dots n^2$ ausgibt.\n",
|
|
||||||
"\n",
|
|
||||||
"Die Aufgabe gibt 0 Punkte, wenn die Funktion `square_count` kein Generator ist!\n",
|
|
||||||
"\n",
|
|
||||||
"Hinweis: Bei Eingabe von `5` soll die Ausgabe `1 4 9 16` sein."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 4,
|
|
||||||
"id": "b27328c4-e085-4783-8ea8-c45c62b63d9f",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"Square Numbers from 0 to 1: 1\n",
|
|
||||||
"Square Numbers from 0 to 2: 1 4\n",
|
|
||||||
"Square Numbers from 0 to 3: 1 4 9\n",
|
|
||||||
"Square Numbers from 0 to 4: 1 4 9 16\n",
|
|
||||||
"Square Numbers from 0 to 5: 1 4 9 16 25\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"def square_count(n: int) -> int: \n",
|
|
||||||
" for i in range(1, n):\n",
|
|
||||||
" yield i*i\n",
|
|
||||||
"\n",
|
|
||||||
"for n in range(2, 7):\n",
|
|
||||||
" print(f\"Square Numbers from 0 to {n-1}:\", *square_count(n))"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "72f74416-f665-475f-a411-aa2ad5a9c257",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*3 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Schreibe einen Generator `naturals`, welcher mit jedem Aufruf die nächste natürliche Zahl ausgibt. (Angefangen mit 1)\n",
|
|
||||||
"\n",
|
|
||||||
"- Es sind keine Eingabeparameter notwendig.\n",
|
|
||||||
"- Ist die Funktion kein generator, wird diese Aufgabe mit 0 Punkten bewertet\n",
|
|
||||||
"\n",
|
|
||||||
"*Hinweis*: Orientiere dich an dem Beispiel `faktoriel_gen`"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 6,
|
|
||||||
"id": "e5023e1a-1ab0-42ec-87f2-87c2eee46274",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"import types"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 10,
|
|
||||||
"id": "8769a98d-5ec0-407a-9ba0-538daff61597",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"1, 2, 3, 4, 5, 6, 7, 8, 9, "
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"def naturals() -> int:\n",
|
|
||||||
" curr = 1\n",
|
|
||||||
" while 1:\n",
|
|
||||||
" yield curr\n",
|
|
||||||
" curr += 1\n",
|
|
||||||
" \n",
|
|
||||||
"gen: types.GeneratorType = naturals()\n",
|
|
||||||
"for i in range(1, 10):\n",
|
|
||||||
" number: int = next(gen)\n",
|
|
||||||
" print(number, end=', ')"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "7514798b-d716-4161-a0b7-a644ac8bc67a",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*6 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Schreiben Sie eine Dataclass `Student`\n",
|
|
||||||
"\n",
|
|
||||||
"- Die dataclass soll die Werte `vorname`, `nachname`, `semester` und `mat_nr` speichern, vergebe hierzu selber den !!geeigneten!! Datentypen. Mache dir dazu Gedanken ob es Sinnvoll beispielweise die Semesteranzahl als Float zu speichern.\n",
|
|
||||||
"\n",
|
|
||||||
"- importiere aus dem dataclasses modul die Funktion `asdict`, erstelle ein Objekt mit den Werten aus dem Beispielstundent, weiße den rückgabewert aus `asdict` aufgerufen mit dem Beispielstudenten der Variablen `stud` zu.\n",
|
|
||||||
"\n",
|
|
||||||
"- Die Aufgabe wird mit 0 Punkten bewertet, wenn `Student` keine dataclass ist!\n",
|
|
||||||
"\n",
|
|
||||||
"- Hat einer der Attribute keinen geeigneten Datentypen, führt dies nicht zu Punktabzug bei zwei oder mehr schon."
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "e6d510b0-1565-489c-9441-1812153a3a9f",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"Beispielstudent:\n",
|
|
||||||
"\n",
|
|
||||||
"|Attribut|Wert|\n",
|
|
||||||
"|-|-|\n",
|
|
||||||
"|vorname|Martin|\n",
|
|
||||||
"|nachname|Le|\n",
|
|
||||||
"|mat_nr|520420|\n",
|
|
||||||
"|semester|5|"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 24,
|
|
||||||
"id": "36bd4680-e75e-4db0-9442-9c62f393608e",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"{'mat_nr': 520420,\n",
|
|
||||||
" 'nachname': 'Le',\n",
|
|
||||||
" 'semester': 5,\n",
|
|
||||||
" 'vorname': 'Martin'}\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"from dataclasses import dataclass, asdict\n",
|
|
||||||
"\n",
|
|
||||||
"@dataclass\n",
|
|
||||||
"class Student:\n",
|
|
||||||
" vorname: str\n",
|
|
||||||
" nachname: str\n",
|
|
||||||
" mat_nr: int\n",
|
|
||||||
" semester: int \n",
|
|
||||||
"\n",
|
|
||||||
"student = Student(\n",
|
|
||||||
" vorname='Martin',\n",
|
|
||||||
" nachname='Le',\n",
|
|
||||||
" mat_nr=520420,\n",
|
|
||||||
" semester=5)\n",
|
|
||||||
"\n",
|
|
||||||
"stud = asdict(student)\n",
|
|
||||||
"\n",
|
|
||||||
"from pprint import pprint\n",
|
|
||||||
"pprint(stud, width=1)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "markdown",
|
|
||||||
"id": "c1471211-26a2-4607-82de-9cc706cfc2fb",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "slide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"source": [
|
|
||||||
"### Aufgabe\n",
|
|
||||||
"\n",
|
|
||||||
"*6 Punkte*\n",
|
|
||||||
"\n",
|
|
||||||
"Gegeben sind zwei Listen `colorn` & `colorv_hex`, welche zueinander Index Sortiert sind.\n",
|
|
||||||
"\n",
|
|
||||||
"Schreiben nun eine Dataclass `Color` mit den Attributen `name` & `value` und vergebe geeignete Type Hints.\n",
|
|
||||||
"\n",
|
|
||||||
"Erstelle danach eine Liste, welche die Werte aus `colorn` & `colorv_hex` in die Dataclass `Color` umwandeln, und speicher die Liste in der variablen `colors`.\n"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 17,
|
|
||||||
"id": "2abd79b2-2083-422b-a83d-7cd3f03aa82c",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "fragment"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [],
|
|
||||||
"source": [
|
|
||||||
"colorn = ['RED', 'GREEN', 'BLUE', 'YELLOW', 'PURPLE']\n",
|
|
||||||
"colorv_hex = ['#FF0000', '#00FF00', '#0000FF', '#FFFF00', '#FF00FF']"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": 25,
|
|
||||||
"id": "9a82261a-a644-4118-a4f2-e663f10a75bd",
|
|
||||||
"metadata": {
|
|
||||||
"editable": true,
|
|
||||||
"slideshow": {
|
|
||||||
"slide_type": "subslide"
|
|
||||||
},
|
|
||||||
"tags": []
|
|
||||||
},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"[Color(name='RED', value='#FF0000'),\n",
|
|
||||||
" Color(name='GREEN', value='#00FF00'),\n",
|
|
||||||
" Color(name='BLUE', value='#0000FF'),\n",
|
|
||||||
" Color(name='YELLOW', value='#FFFF00'),\n",
|
|
||||||
" Color(name='PURPLE', value='#FF00FF')]\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"colors = None\n",
|
|
||||||
"\n",
|
|
||||||
"@dataclass\n",
|
|
||||||
"class Color:\n",
|
|
||||||
" name: str\n",
|
|
||||||
" value: str\n",
|
|
||||||
"\n",
|
|
||||||
"colors = [Color(n, w) for n, w in zip(colorn, colorv_hex)]\n",
|
|
||||||
" \n",
|
|
||||||
"pprint(colors)"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"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": "3.12.7"
|
|
||||||
}
|
|
||||||
},
|
|
||||||
"nbformat": 4,
|
|
||||||
"nbformat_minor": 5
|
|
||||||
}
|
|
||||||
File diff suppressed because one or more lines are too long
0
Material/SciPy_Lösungen.slides.html → Material/wise_24_25/Folien/5.SciPy_Lösungen.slides.html
Normal file → Executable file
0
Material/SciPy_Lösungen.slides.html → Material/wise_24_25/Folien/5.SciPy_Lösungen.slides.html
Normal file → Executable file
File diff suppressed because one or more lines are too long
@@ -1180,7 +1180,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 19,
|
"execution_count": 3,
|
||||||
"id": "c17338bb-c6df-493c-9d88-0e9ea36a755d",
|
"id": "c17338bb-c6df-493c-9d88-0e9ea36a755d",
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"editable": true,
|
"editable": true,
|
||||||
@@ -1206,7 +1206,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 118,
|
"execution_count": 4,
|
||||||
"id": "a367442e-2c8c-4d32-8acb-5bccf94d64fb",
|
"id": "a367442e-2c8c-4d32-8acb-5bccf94d64fb",
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"nbgrader": {
|
"nbgrader": {
|
||||||
@@ -1257,7 +1257,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 119,
|
"execution_count": 5,
|
||||||
"id": "d3aac185-2d6e-4b30-b247-89be8aeeab7d",
|
"id": "d3aac185-2d6e-4b30-b247-89be8aeeab7d",
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"editable": true,
|
"editable": true,
|
||||||
@@ -1283,7 +1283,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 120,
|
"execution_count": 6,
|
||||||
"id": "c377ec37-b382-4f83-a9cc-829a44b7682e",
|
"id": "c377ec37-b382-4f83-a9cc-829a44b7682e",
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"nbgrader": {
|
"nbgrader": {
|
||||||
@@ -1330,20 +1330,19 @@
|
|||||||
"\n",
|
"\n",
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
"**Aufgabe** *1 Punkte*:\n",
|
||||||
"\n",
|
"\n",
|
||||||
"Geben Sie die nur die Werte des Dictionaries `my_dict` aus."
|
"Speichere die Werte des Dictionaries `my_dict` in der Variablen `values`."
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 20,
|
"execution_count": 7,
|
||||||
"id": "03f2c31a-04b4-4dc7-ab00-476cec6922ad",
|
"id": "03f2c31a-04b4-4dc7-ab00-476cec6922ad",
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"editable": true,
|
"editable": true,
|
||||||
"nbgrader": {
|
"nbgrader": {
|
||||||
"grade": true,
|
"grade": false,
|
||||||
"grade_id": "cell-f190c63e28ae9e82",
|
"grade_id": "cell-f190c63e28ae9e82",
|
||||||
"locked": false,
|
"locked": false,
|
||||||
"points": 1,
|
|
||||||
"schema_version": 3,
|
"schema_version": 3,
|
||||||
"solution": true,
|
"solution": true,
|
||||||
"task": false
|
"task": false
|
||||||
@@ -1353,21 +1352,37 @@
|
|||||||
},
|
},
|
||||||
"tags": []
|
"tags": []
|
||||||
},
|
},
|
||||||
"outputs": [
|
"outputs": [],
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"dict_values(['Apfel', 'Banane', 'Kirsche'])\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
"source": [
|
||||||
"### BEGIN SOLUTION\n",
|
"### BEGIN SOLUTION\n",
|
||||||
"print(my_dict.values())\n",
|
"values = my_dict.values()\n",
|
||||||
"### END SOLUTION"
|
"### END SOLUTION"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 10,
|
||||||
|
"id": "441997b9-3d46-4d2f-bb64-56ebbe4f693c",
|
||||||
|
"metadata": {
|
||||||
|
"nbgrader": {
|
||||||
|
"grade": true,
|
||||||
|
"grade_id": "cell-73d4d3b4007a89c6",
|
||||||
|
"locked": true,
|
||||||
|
"points": 1,
|
||||||
|
"schema_version": 3,
|
||||||
|
"solution": false,
|
||||||
|
"task": false
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"outputs": [],
|
||||||
|
"source": [
|
||||||
|
"# Hier werden ihre Lösungen getestet ...\n",
|
||||||
|
"### BEGIN HIDDEN TESTS\n",
|
||||||
|
"for v1, v2 in zip(values, my_dict.values()):\n",
|
||||||
|
" assert v1 == v2\n",
|
||||||
|
"### END HIDDEN TESTS"
|
||||||
|
]
|
||||||
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
"id": "6e774e49-895b-4bb2-9436-cddb75a3d46d",
|
"id": "6e774e49-895b-4bb2-9436-cddb75a3d46d",
|
||||||
@@ -1390,20 +1405,19 @@
|
|||||||
"\n",
|
"\n",
|
||||||
"**Aufgabe** *1 Punkte*:\n",
|
"**Aufgabe** *1 Punkte*:\n",
|
||||||
"\n",
|
"\n",
|
||||||
"Geben Sie die Elemente des Dictionaries `my_dict` mit der Funktion `.items()` aus. "
|
"Speichern Sie die Elemente des Dictionaries `my_dict`, welche mit der Funktion `.items()` ausgegeben werden, in der Variablen `items`. "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 21,
|
"execution_count": 16,
|
||||||
"id": "a399cf66-43eb-4749-8864-18c5e4202f79",
|
"id": "a399cf66-43eb-4749-8864-18c5e4202f79",
|
||||||
"metadata": {
|
"metadata": {
|
||||||
"editable": true,
|
"editable": true,
|
||||||
"nbgrader": {
|
"nbgrader": {
|
||||||
"grade": true,
|
"grade": false,
|
||||||
"grade_id": "cell-03afb00cc074d1ef",
|
"grade_id": "cell-03afb00cc074d1ef",
|
||||||
"locked": false,
|
"locked": false,
|
||||||
"points": 1,
|
|
||||||
"schema_version": 3,
|
"schema_version": 3,
|
||||||
"solution": true,
|
"solution": true,
|
||||||
"task": false
|
"task": false
|
||||||
@@ -1413,21 +1427,37 @@
|
|||||||
},
|
},
|
||||||
"tags": []
|
"tags": []
|
||||||
},
|
},
|
||||||
"outputs": [
|
"outputs": [],
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"dict_items([('apple', 'Apfel'), ('banana', 'Banane'), ('cherry', 'Kirsche')])\n"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
"source": [
|
||||||
"### BEGIN SOLUTION\n",
|
"### BEGIN SOLUTION\n",
|
||||||
"print(my_dict.items())\n",
|
"items = my_dict.items()\n",
|
||||||
"### END SOLUTION"
|
"### END SOLUTION"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 17,
|
||||||
|
"id": "ceebb41b-1e38-458a-9afd-e9f898ef4268",
|
||||||
|
"metadata": {
|
||||||
|
"nbgrader": {
|
||||||
|
"grade": true,
|
||||||
|
"grade_id": "cell-727afc0671fb1f19",
|
||||||
|
"locked": true,
|
||||||
|
"points": 1,
|
||||||
|
"schema_version": 3,
|
||||||
|
"solution": false,
|
||||||
|
"task": false
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"outputs": [],
|
||||||
|
"source": [
|
||||||
|
"# Hier werden ihre Lösungen getestet...\n",
|
||||||
|
"### BEGIN HIDDEN TESTS\n",
|
||||||
|
"for t1, t2 in zip(items, my_dict.items()):\n",
|
||||||
|
" assert t1 == t2\n",
|
||||||
|
"### END HIDDEN TESTS"
|
||||||
|
]
|
||||||
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
"id": "a8d62b7e-ae53-4bd7-a930-84508c3948f9",
|
"id": "a8d62b7e-ae53-4bd7-a930-84508c3948f9",
|
||||||
@@ -1516,9 +1546,7 @@
|
|||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
"# Hier werden die Loesungen getestet...\n",
|
"# Hier werden die Loesungen getestet...\n",
|
||||||
"### BEGIN HIDDEN TESTS\n",
|
"assert successor(1) == 2"
|
||||||
"assert successor(1) == 2\n",
|
|
||||||
"### END HIDDEN TESTS"
|
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
@@ -1593,9 +1621,7 @@
|
|||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
"# Hier werden die Loesungen getestet...\n",
|
"# Hier werden die Loesungen getestet...\n",
|
||||||
"### BEGIN HIDDEN TESTS\n",
|
"assert add(1,2) == 3"
|
||||||
"assert add(1,2) == 3\n",
|
|
||||||
"### END HIDDEN TESTS"
|
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
@@ -1869,10 +1895,8 @@
|
|||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
"# Hier werden die Loesungen getestet...\n",
|
"# Hier werden die Loesungen getestet...\n",
|
||||||
"### BEGIN HIDDEN TESTS\n",
|
|
||||||
"assert is_odd(2).lower() == \"Gerade Zahl\".lower()\n",
|
"assert is_odd(2).lower() == \"Gerade Zahl\".lower()\n",
|
||||||
"assert is_odd(3).lower() == \"Ungerade Zahl\".lower()\n",
|
"assert is_odd(3).lower() == \"Ungerade Zahl\".lower()"
|
||||||
"### END HIDDEN TESTS"
|
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
|
|||||||
File diff suppressed because it is too large
Load Diff
@@ -1454,7 +1454,7 @@
|
|||||||
"name": "python",
|
"name": "python",
|
||||||
"nbconvert_exporter": "python",
|
"nbconvert_exporter": "python",
|
||||||
"pygments_lexer": "ipython3",
|
"pygments_lexer": "ipython3",
|
||||||
"version": "3.10.12"
|
"version": "3.12.7"
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
"nbformat": 4,
|
"nbformat": 4,
|
||||||
|
|||||||
File diff suppressed because it is too large
Load Diff
File diff suppressed because one or more lines are too long
3639
Material/wise_24_25/lernmaterial/7.Pandas_Seaborn.ipynb
Normal file
3639
Material/wise_24_25/lernmaterial/7.Pandas_Seaborn.ipynb
Normal file
File diff suppressed because one or more lines are too long
181
Material/wise_24_25/lernmaterial/Bees.csv
Normal file
181
Material/wise_24_25/lernmaterial/Bees.csv
Normal file
@@ -0,0 +1,181 @@
|
|||||||
|
species,length,parasites
|
||||||
|
Fuchsrote Lockensandbiene,13.3,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.0,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.8,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.9,1.0
|
||||||
|
Fuchsrote Lockensandbiene,11.0,0.0
|
||||||
|
Fuchsrote Lockensandbiene,11.7,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.1,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.7,3.0
|
||||||
|
Fuchsrote Lockensandbiene,13.0,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.1,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.9,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.8,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.1,1.0
|
||||||
|
Fuchsrote Lockensandbiene,14.1,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.5,3.0
|
||||||
|
Fuchsrote Lockensandbiene,12.1,1.0
|
||||||
|
Fuchsrote Lockensandbiene,13.4,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.0,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.9,3.0
|
||||||
|
Fuchsrote Lockensandbiene,13.0,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.8,0.0
|
||||||
|
Fuchsrote Lockensandbiene,12.3,0.0
|
||||||
|
Fuchsrote Lockensandbiene,14.2,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.8,0.0
|
||||||
|
Fuchsrote Lockensandbiene,12.6,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.6,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.5,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.4,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.4,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.4,1.0
|
||||||
|
Fuchsrote Lockensandbiene,15.1,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.6,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.5,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.2,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.6,0.0
|
||||||
|
Fuchsrote Lockensandbiene,14.1,3.0
|
||||||
|
Fuchsrote Lockensandbiene,12.9,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.2,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.2,1.0
|
||||||
|
Fuchsrote Lockensandbiene,13.7,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.7,3.0
|
||||||
|
Fuchsrote Lockensandbiene,13.5,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.3,3.0
|
||||||
|
Fuchsrote Lockensandbiene,13.2,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.1,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.2,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.9,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.2,0.0
|
||||||
|
Fuchsrote Lockensandbiene,13.7,1.0
|
||||||
|
Fuchsrote Lockensandbiene,13.1,3.0
|
||||||
|
Fuchsrote Lockensandbiene,13.3,2.0
|
||||||
|
Fuchsrote Lockensandbiene,13.6,3.0
|
||||||
|
Fuchsrote Lockensandbiene,11.5,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.7,1.0
|
||||||
|
Fuchsrote Lockensandbiene,12.5,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.4,0.0
|
||||||
|
Fuchsrote Lockensandbiene,12.7,0.0
|
||||||
|
Fuchsrote Lockensandbiene,14.5,2.0
|
||||||
|
Fuchsrote Lockensandbiene,12.1,2.0
|
||||||
|
Fuchsrote Lockensandbiene,14.0,1.0
|
||||||
|
Ackerhummel,7.0,2.0
|
||||||
|
Ackerhummel,11.0,2.0
|
||||||
|
Ackerhummel,12.5,3.0
|
||||||
|
Ackerhummel,13.8,2.0
|
||||||
|
Ackerhummel,14.1,2.0
|
||||||
|
Ackerhummel,14.4,1.0
|
||||||
|
Ackerhummel,11.0,2.0
|
||||||
|
Ackerhummel,10.6,3.0
|
||||||
|
Ackerhummel,14.6,3.0
|
||||||
|
Ackerhummel,11.4,2.0
|
||||||
|
Ackerhummel,8.2,1.0
|
||||||
|
Ackerhummel,8.6,1.0
|
||||||
|
Ackerhummel,9.2,3.0
|
||||||
|
Ackerhummel,13.5,3.0
|
||||||
|
Ackerhummel,12.4,0.0
|
||||||
|
Ackerhummel,14.1,0.0
|
||||||
|
Ackerhummel,10.7,2.0
|
||||||
|
Ackerhummel,12.5,1.0
|
||||||
|
Ackerhummel,13.9,3.0
|
||||||
|
Ackerhummel,11.1,1.0
|
||||||
|
Ackerhummel,13.4,1.0
|
||||||
|
Ackerhummel,10.0,4.0
|
||||||
|
Ackerhummel,10.9,1.0
|
||||||
|
Ackerhummel,10.9,1.0
|
||||||
|
Ackerhummel,8.4,1.0
|
||||||
|
Ackerhummel,13.5,0.0
|
||||||
|
Ackerhummel,10.6,0.0
|
||||||
|
Ackerhummel,12.0,0.0
|
||||||
|
Ackerhummel,13.4,1.0
|
||||||
|
Ackerhummel,13.3,0.0
|
||||||
|
Ackerhummel,14.0,2.0
|
||||||
|
Ackerhummel,11.7,3.0
|
||||||
|
Ackerhummel,10.7,2.0
|
||||||
|
Ackerhummel,11.8,1.0
|
||||||
|
Ackerhummel,6.9,2.0
|
||||||
|
Ackerhummel,7.7,4.0
|
||||||
|
Ackerhummel,8.0,3.0
|
||||||
|
Ackerhummel,9.0,0.0
|
||||||
|
Ackerhummel,13.2,1.0
|
||||||
|
Ackerhummel,9.3,1.0
|
||||||
|
Ackerhummel,10.9,1.0
|
||||||
|
Ackerhummel,15.9,2.0
|
||||||
|
Ackerhummel,10.9,2.0
|
||||||
|
Ackerhummel,14.2,0.0
|
||||||
|
Ackerhummel,9.2,1.0
|
||||||
|
Ackerhummel,11.4,2.0
|
||||||
|
Ackerhummel,9.1,0.0
|
||||||
|
Ackerhummel,11.0,3.0
|
||||||
|
Ackerhummel,14.5,0.0
|
||||||
|
Ackerhummel,6.8,4.0
|
||||||
|
Ackerhummel,13.3,0.0
|
||||||
|
Ackerhummel,12.7,3.0
|
||||||
|
Ackerhummel,10.2,4.0
|
||||||
|
Ackerhummel,7.7,4.0
|
||||||
|
Ackerhummel,12.2,3.0
|
||||||
|
Ackerhummel,10.4,3.0
|
||||||
|
Ackerhummel,12.7,3.0
|
||||||
|
Ackerhummel,12.1,3.0
|
||||||
|
Ackerhummel,16.8,1.0
|
||||||
|
Ackerhummel,11.3,2.0
|
||||||
|
Platterbsen-Mörtelbiene,13.0,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.2,2.0
|
||||||
|
Platterbsen-Mörtelbiene,14.2,1.0
|
||||||
|
Platterbsen-Mörtelbiene,15.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.8,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,15.5,0.0
|
||||||
|
Platterbsen-Mörtelbiene,12.8,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.1,0.0
|
||||||
|
Platterbsen-Mörtelbiene,13.6,1.0
|
||||||
|
Platterbsen-Mörtelbiene,12.6,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.6,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.8,1.0
|
||||||
|
Platterbsen-Mörtelbiene,12.5,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.0,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.3,2.0
|
||||||
|
Platterbsen-Mörtelbiene,14.8,2.0
|
||||||
|
Platterbsen-Mörtelbiene,16.0,1.0
|
||||||
|
Platterbsen-Mörtelbiene,16.9,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.0,2.0
|
||||||
|
Platterbsen-Mörtelbiene,11.9,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.3,2.0
|
||||||
|
Platterbsen-Mörtelbiene,13.2,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.6,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.9,1.0
|
||||||
|
Platterbsen-Mörtelbiene,15.1,0.0
|
||||||
|
Platterbsen-Mörtelbiene,14.2,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.8,2.0
|
||||||
|
Platterbsen-Mörtelbiene,13.0,0.0
|
||||||
|
Platterbsen-Mörtelbiene,12.3,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.5,0.0
|
||||||
|
Platterbsen-Mörtelbiene,13.9,1.0
|
||||||
|
Platterbsen-Mörtelbiene,15.8,0.0
|
||||||
|
Platterbsen-Mörtelbiene,14.1,2.0
|
||||||
|
Platterbsen-Mörtelbiene,15.0,0.0
|
||||||
|
Platterbsen-Mörtelbiene,13.5,2.0
|
||||||
|
Platterbsen-Mörtelbiene,12.8,2.0
|
||||||
|
Platterbsen-Mörtelbiene,13.0,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.3,2.0
|
||||||
|
Platterbsen-Mörtelbiene,16.1,2.0
|
||||||
|
Platterbsen-Mörtelbiene,13.2,2.0
|
||||||
|
Platterbsen-Mörtelbiene,14.8,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.1,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.9,0.0
|
||||||
|
Platterbsen-Mörtelbiene,14.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.8,0.0
|
||||||
|
Platterbsen-Mörtelbiene,14.0,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.3,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.4,1.0
|
||||||
|
Platterbsen-Mörtelbiene,13.5,1.0
|
||||||
|
Platterbsen-Mörtelbiene,12.8,2.0
|
||||||
|
Platterbsen-Mörtelbiene,12.7,2.0
|
||||||
|
Platterbsen-Mörtelbiene,14.2,1.0
|
||||||
|
Platterbsen-Mörtelbiene,15.6,1.0
|
||||||
|
Platterbsen-Mörtelbiene,14.2,2.0
|
||||||
|
Platterbsen-Mörtelbiene,13.9,0.0
|
||||||
|
Platterbsen-Mörtelbiene,14.3,0.0
|
||||||
|
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1001
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Material/wise_24_25/lernmaterial/unis_nd.csv
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|
|||||||
|
University name,Type of university,Sponsorship,Right of promotion,Founding year,Number of students,Address,lat,lon,plz,pic
|
||||||
|
Hochschule für Bildende Künste Braunschweig,Artistic university,public,yes,1963,976,Johannes-Selenka-Platz 1,52.2577384,10.5023145,38118 Braunschweig,https://www.hbk-bs.de/fileadmin/_processed_/5/1/csm_HBK_Logo_9f3f898a2b.png
|
||||||
|
Technische Universität Carolo-Wilhelmina zu Braunschweig,University,public,yes,1745,17709,Universitätspl. 2,52.27355,10.530097,38106 Braunschweig,https://upload.wikimedia.org/wikipedia/commons/thumb/9/9d/Siegel_TU_Braunschweig_transparent.svg/1200px-Siegel_TU_Braunschweig_transparent.svg.png
|
||||||
|
Hochschule 21,University of Applied Sciences,privat,no,2005,1084,Harburger Str. 6,53.47765,9.70465,21614 Buxtehude,https://upload.wikimedia.org/wikipedia/commons/thumb/b/bd/Hochschule_21_logo.svg/2560px-Hochschule_21_logo.svg.png
|
||||||
|
Technische Universität Clausthal,University,public,yes,1775,3446,Adolph-Roemer-Straße 2A,51.80484,10.33411,38678 Clausthal-Zellerfeld,https://www.presse.tu-clausthal.de/fileadmin/TU_Clausthal/images/CorporateDesign/Logo/Logo_TUC_en_RGB_gross.gif
|
||||||
|
Hochschule Emden/Leer,University of Applied Sciences,public,no,2009,4481,Constantiapl. 4,53.36816,7.18141,26723 Emden,https://sta-hisweb.hs-emden-leer.de/QIS/images//logo_el.jpg
|
||||||
|
PFH – Private Hochschule Göttingen,University of Applied Sciences,privat,no,1995,4226,Weender Landstraße 3-7,51.53891,9.93322,37073 Göttingen,https://goettingen-campus.de/fileadmin/_processed_/d/7/csm_logopfh_20f8eee765.jpg
|
||||||
|
Georg-August-Universität Göttingen,University,public,yes,1737,28614,Wilhelmsplatz 1,51.53407,9.93785,37073 Göttingen,https://upload.wikimedia.org/wikipedia/commons/c/c0/Logo_Uni_G%C3%B6ttingen_2022.png
|
||||||
|
Fachhochschule für die Wirtschaft Hannover,University of Applied Sciences,privat,no,1996,641,Freundallee 15,52.3662,9.77247,30173 Hannover,https://upload.wikimedia.org/wikipedia/commons/5/5c/Fachhochschule_f%C3%BCr_die_Wirtschaft_logo.svg
|
||||||
|
Hochschule Hannover,University of Applied Sciences,public,no,1971,9209,Ricklinger Stadtweg 120,52.35419,9.72238,30459 Hannover,https://upload.wikimedia.org/wikipedia/commons/thumb/0/0e/HsH_Logo.svg/1200px-HsH_Logo.svg.png
|
||||||
|
"Hochschule für Musik, Theater und Medien Hannover",Artistic university,public,yes,1897,1409,Neues Haus 1,52.37738,9.75392,30175 Hannover,https://upload.wikimedia.org/wikipedia/commons/thumb/7/78/HMTM-Logo-2010.svg/1200px-HMTM-Logo-2010.svg.png
|
||||||
|
Leibniz-Fachhochschule,University of Applied Sciences,privat,no,1920,589,Expo Plaza 11,52.32115,9.81868,30539 Hannover,https://www.visit-hannover.com/var/storage/images/_aliases/image_full/media/01-data-neu/bilder/redaktion-hannover.de/portale/initiative-wissenschaft/leibniz-fh/leibniz-fachhochschule-logo/8135360-1-ger-DE/Leibniz-Fachhochschule-Logo.jpg
|
||||||
|
Medizinische Hochschule Hannover (MHH),University,public,yes,1963,3778,Carl-Neuberg-Straße 1,52.38405,9.80603,30625 Hannover,https://upload.wikimedia.org/wikipedia/commons/thumb/3/3d/Medizinische_Hochschule_Hannover_logo.svg/2560px-Medizinische_Hochschule_Hannover_logo.svg.png
|
||||||
|
Stiftung Tierärztliche Hochschule Hannover,University,public,yes,1778,2381,Bünteweg 2,52.35468,9.79773,30559 Hannover,https://upload.wikimedia.org/wikipedia/de/thumb/5/59/Tier%C3%A4rztliche_Hochschule_Hannover_logo.svg/1200px-Tier%C3%A4rztliche_Hochschule_Hannover_logo.svg.png
|
||||||
|
Gottfried Wilhelm Leibniz Universität Hannover,University,public,yes,1831,28935,Welfengarten 1,52.38225,9.71777,30167 Hannover,https://www.uni-hannover.de/fileadmin/_processed_/1/5/csm_luh-logo-3x2_8dea6c08fc.jpg
|
||||||
|
Fachhochschule für Interkulturelle Theologie Hermannsburg,University of Applied Sciences,privat,no,2012,91,Missionsstraße 3-5,52.708843,10.14071,29320 Südheide,https://cdn.max-e5.info/damfiles/logo/fh_hermannsburg/fh_hermannsburg/Kopfgrafik/Logo-FIT--weiss.jpg-b5f510cb468ab8840e0f2e62b703208e.jpg
|
||||||
|
Universität Hildesheim,University,public,yes,1978,8378,Universitätspl. 1,52.13401,9.97469,31141 Hildesheim,https://www.uni-hildesheim.de/media/_processed_/d/8/csm_Bildkombo_Logo_Uni_Hildesheim-1850_8fd99cc21e.jpg
|
||||||
|
HAWK Hochschule für angewandte Wissenschaft und Kunst Hildesheim,University of Applied Sciences,public,no,1971,6495,Hohnsen 4,52.14246,9.95798,31134 Hildesheim,https://upload.wikimedia.org/wikipedia/commons/0/02/HAWK-Logo.jpg
|
||||||
|
HAWK Hochschule für angewandte Wissenschaft und Kunst Holzminden,University of Applied Sciences,public,no,1971,6495,Haarmannpl. 3,51.82726,9.45069,37603 Holzminden,https://upload.wikimedia.org/wikipedia/commons/0/02/HAWK-Logo.jpg
|
||||||
|
HAWK Hochschule für angewandte Wissenschaft und Kunst Göttingen,University of Applied Sciences,public,no,1971,6495,Von-Ossietzky-Straße 99,51.52175,9.96967,37085 Göttingen,https://upload.wikimedia.org/wikipedia/commons/0/02/HAWK-Logo.jpg
|
||||||
|
Leuphana Universität Lüneburg,University,public,yes,1946,6497,Universitätsallee 1,53.228531,10.40171,21335 Lüneburg,https://upload.wikimedia.org/wikipedia/commons/thumb/9/93/Leuphana_Universit%C3%A4t_L%C3%BCneburg_Logo_2020.svg/2560px-Leuphana_Universit%C3%A4t_L%C3%BCneburg_Logo_2020.svg.png
|
||||||
|
Norddeutsche Hochschule für Rechtspflege – Niedersachsen,University of Administration,public,no,2007,6409,Godehardspl. 6,52.14484,9.94923,31134 Hildesheim,https://static.studycheck.de/media/images/institute_logos/small/hr-nord.jpg
|
||||||
|
Kommunale Hochschule für Verwaltung in Niedersachsen,University of Administration,public,no,2007,1570,Wielandstraße 8,52.3705,9.72239,30169 Hannover,https://www.nsi-hsvn.de/fileadmin/user_upload/02_Studium/big-hsvn_logo.png
|
||||||
|
"Carl von Ossietzky Universität Oldenburg
|
||||||
|
",University,public,yes,1973,15635,Uhlhornsweg 49-55,53.14734,8.17902,26129 Oldenburg,https://upload.wikimedia.org/wikipedia/commons/thumb/2/22/Carl_von_Ossietzky_Universit%C3%A4t_Oldenburg_logo.svg/1200px-Carl_von_Ossietzky_Universit%C3%A4t_Oldenburg_logo.svg.png
|
||||||
|
Hochschule Osnabrück,University of Applied Sciences,public,no,1971,13620,Albrechtstraße 30,52.28268,8.02501,49076 Osnabrück,https://login.hs-osnabrueck.de/nidp/hsos/images/hsos-logo.png
|
||||||
|
Universität Osnabrück,University,public,yes,1973,13640,Neuer Graben 29,52.27137,8.04454,49074 Osnabrück,https://www.eh-tabor.de/sites/default/files/styles/width980px/public/logo-universitaet-osnabrueck.png?itok=DmZEq9ka
|
||||||
|
"Hochschule Braunschweig/Wolfenbüttel, Ostfalia Hochschule für angewandte Wissenschaften",University of Applied Sciences,public,no,1971,11577,Salzdahlumer Str. 46/48,52.17683,10.54865,38302 Wolfenbüttel,https://www.ostfalia.de/export/system/modules/de.ostfalia.module.template/resources/images/logo/Ostfalia_German.png_230952558.png
|
||||||
|
"Hochschule Wolfsburg, Ostfalia Hochschule für angewandte Wissenschaften",University of Applied Sciences,public,no,1971,11577,Robert-Koch-Platz 8A,52.42595,10.78711,38440 Wolfsburg,https://www.ostfalia.de/export/system/modules/de.ostfalia.module.template/resources/images/logo/Ostfalia_German.png_230952558.png
|
||||||
|
"Hochschule Suderburg, Ostfalia Hochschule für angewandte Wissenschaften",University of Applied Sciences,public,no,1971,11577,Herbert-Meyer-Straße 7,52.89761,10.44659,29556 Suderburg,https://www.ostfalia.de/export/system/modules/de.ostfalia.module.template/resources/images/logo/Ostfalia_German.png_230952558.png
|
||||||
|
"Hochschule Salzgitter, Ostfalia Hochschule für angewandte Wissenschaften",University of Applied Sciences,public,no,1971,11577,Karl-Scharfenberg-Straße 55/57,52.08724,10.38055,38229 Salzgitter,https://www.ostfalia.de/export/system/modules/de.ostfalia.module.template/resources/images/logo/Ostfalia_German.png_230952558.png
|
||||||
|
"Hochschule für Künste im Sozialen, Ottersberg",University of Applied Sciences,privat,no,1967,342,Große Str. 107,53.10668,9.1631,28870 Ottersberg,https://upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Logo_HKS_Ottersberg.svg/1200px-Logo_HKS_Ottersberg.svg.png
|
||||||
|
Private Hochschule für Wirtschaft und Technik Vechta,University of Applied Sciences,privat,no,1998,558,Rombergstraße 40,52.72125,8.27891,49377 Vechta,https://www.phwt.de/wp-content/uploads/2020/09/phwt-logo-free.png
|
||||||
|
Private Hochschule für Wirtschaft und Technik Diepholz,University of Applied Sciences,privat,no,1998,558,Schlesier Str. 13A,52.61171,8.36334,49356 Diepholz,https://www.phwt.de/wp-content/uploads/2020/09/phwt-logo-free.png
|
||||||
|
Universität Vechta,University,public,yes,1995,4.551,Driverstraße 22,52.72117,8.2938,49377 Vechta,https://upload.wikimedia.org/wikipedia/commons/0/08/Logo_Uni_Vechta-neu.png
|
||||||
|
Hochschule Weserbergland,University of Applied Sciences,privat,no,2010,485,Am Stockhof 2,52.09875,9.35542,31785 Hameln,https://upload.wikimedia.org/wikipedia/commons/thumb/0/04/Hochschule_Weserbergland_logo.svg/1200px-Hochschule_Weserbergland_logo.svg.png
|
||||||
|
Jade Hochschule – Wilhelmshaven,University of Applied Sciences,public,no,2009,6789,Friedrich-Paffrath-Straße 101,53.54787,8.08804,26389 Wilhelmshaven,https://www.jade-hs.de/fileadmin/layout2016/assets/jadehs-logo.png
|
||||||
|
Jade Hochschule – Oldenburg,University of Applied Sciences,public,no,2009,6789,Ofener Str. 16/19,53.14179,8.20213,26121 Oldenburg,https://www.jade-hs.de/fileadmin/layout2016/assets/jadehs-logo.png
|
||||||
|
Jade Hochschule – Elsfleth,University of Applied Sciences,public,no,2009,6789,Weserstraße 52,53.24244,8.46651,26931 Elsfleth,https://www.jade-hs.de/fileadmin/layout2016/assets/jadehs-logo.png
|
||||||
|
Steuerakademie Niedersachsen Rinteln,University of Administration,public,no,2006,500,Wilhelm-Busch-Weg 29,52.20696,9.09112,31737 Rinteln,https://www.steuerakademie.niedersachsen.de/assets/image/232/85611
|
||||||
|
Steuerakademie Niedersachsen Bad Eilsen,University of Administration,public,no,2006,500,Bahnhofstraße 5,52.23981,9.10423,31707 Bad Eilsen,https://www.steuerakademie.niedersachsen.de/assets/image/232/85611
|
||||||
|
Reference in New Issue
Block a user