Changed Structure added v7

Material/wise_24_25/Folien/3.Lösungen_Extended_Applications.ipynb

@@ -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
-}

Material/wise_24_25/lernmaterial/1.Tutorial.ipynb

@@ -1180,7 +1180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 3,
    "id": "c17338bb-c6df-493c-9d88-0e9ea36a755d",
    "metadata": {
     "editable": true,
@@ -1206,7 +1206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 4,
    "id": "a367442e-2c8c-4d32-8acb-5bccf94d64fb",
    "metadata": {
     "nbgrader": {
@@ -1257,7 +1257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 5,
    "id": "d3aac185-2d6e-4b30-b247-89be8aeeab7d",
    "metadata": {
     "editable": true,
@@ -1283,7 +1283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 6,
    "id": "c377ec37-b382-4f83-a9cc-829a44b7682e",
    "metadata": {
     "nbgrader": {
@@ -1330,20 +1330,19 @@
     "\n",
     "**Aufgabe** *1 Punkte*:\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",
-   "execution_count": 20,
+   "execution_count": 7,
    "id": "03f2c31a-04b4-4dc7-ab00-476cec6922ad",
    "metadata": {
     "editable": true,
     "nbgrader": {
-     "grade": true,
+     "grade": false,
      "grade_id": "cell-f190c63e28ae9e82",
      "locked": false,
-     "points": 1,
      "schema_version": 3,
      "solution": true,
      "task": false
@@ -1353,21 +1352,37 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "dict_values(['Apfel', 'Banane', 'Kirsche'])\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "### BEGIN SOLUTION\n",
-    "print(my_dict.values())\n",
+    "values = my_dict.values()\n",
     "### 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",
    "id": "6e774e49-895b-4bb2-9436-cddb75a3d46d",
@@ -1390,20 +1405,19 @@
     "\n",
     "**Aufgabe** *1 Punkte*:\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",
-   "execution_count": 21,
+   "execution_count": 16,
    "id": "a399cf66-43eb-4749-8864-18c5e4202f79",
    "metadata": {
     "editable": true,
     "nbgrader": {
-     "grade": true,
+     "grade": false,
      "grade_id": "cell-03afb00cc074d1ef",
      "locked": false,
-     "points": 1,
      "schema_version": 3,
      "solution": true,
      "task": false
@@ -1413,21 +1427,37 @@
     },
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "dict_items([('apple', 'Apfel'), ('banana', 'Banane'), ('cherry', 'Kirsche')])\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "### BEGIN SOLUTION\n",
-    "print(my_dict.items())\n",
+    "items = my_dict.items()\n",
     "### 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",
    "id": "a8d62b7e-ae53-4bd7-a930-84508c3948f9",
@@ -1516,9 +1546,7 @@
    "outputs": [],
    "source": [
     "# Hier werden die Loesungen getestet...\n",
-    "### BEGIN HIDDEN TESTS\n",
-    "assert successor(1) == 2\n",
-    "### END HIDDEN TESTS"
+    "assert successor(1) == 2"
    ]
   },
   {
@@ -1593,9 +1621,7 @@
    "outputs": [],
    "source": [
     "# Hier werden die Loesungen getestet...\n",
-    "### BEGIN HIDDEN TESTS\n",
-    "assert add(1,2) == 3\n",
-    "### END HIDDEN TESTS"
+    "assert add(1,2) == 3"
    ]
   },
   {
@@ -1869,10 +1895,8 @@
    "outputs": [],
    "source": [
     "# Hier werden die Loesungen getestet...\n",
-    "### BEGIN HIDDEN TESTS\n",
     "assert is_odd(2).lower() == \"Gerade Zahl\".lower()\n",
-    "assert is_odd(3).lower() == \"Ungerade Zahl\".lower()\n",
-    "### END HIDDEN TESTS"
+    "assert is_odd(3).lower() == \"Ungerade Zahl\".lower()"
    ]
   },
   {

Material/wise_24_25/lernmaterial/2.Tutorial.ipynb

@@ -1454,7 +1454,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.12.7"
   }
  },
  "nbformat": 4,

Material/wise_24_25/lernmaterial/Bees.csv

@@ -0,0 +1,181 @@
+species,length,parasites
+Fuchsrote Lockensandbiene,13.3,1.0
+Fuchsrote Lockensandbiene,12.0,2.0
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+Fuchsrote Lockensandbiene,11.0,0.0
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+Fuchsrote Lockensandbiene,13.1,1.0
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+Fuchsrote Lockensandbiene,12.6,0.0
+Fuchsrote Lockensandbiene,13.5,2.0
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+Fuchsrote Lockensandbiene,13.4,2.0
+Fuchsrote Lockensandbiene,13.4,1.0
+Fuchsrote Lockensandbiene,15.1,2.0
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+Fuchsrote Lockensandbiene,13.2,0.0
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+Fuchsrote Lockensandbiene,13.2,2.0
+Fuchsrote Lockensandbiene,13.9,0.0
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+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
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+Fuchsrote Lockensandbiene,12.4,0.0
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+Fuchsrote Lockensandbiene,14.5,2.0
+Fuchsrote Lockensandbiene,12.1,2.0
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+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
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+Ackerhummel,9.1,0.0
+Ackerhummel,11.0,3.0
+Ackerhummel,14.5,0.0
+Ackerhummel,6.8,4.0
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+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
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+Platterbsen-Mörtelbiene,14.3,0.0

Material/wise_24_25/lernmaterial/unis_nd.csv

@@ -0,0 +1,41 @@
+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