From f9759c55321fe45dd8eb5ff762ed58b5b5d07ec9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Robert=20J=C3=A4schke?= <jaeschke@l3s.de>
Date: Mon, 23 Jan 2023 09:12:57 +0100
Subject: [PATCH] added another MP2 notebook
---
.gitattributes | 9 +-
AirBnB_Use_Berlin.ipynb | 21 +-
Art.ipynb | 30 +-
FCA.ipynb | 53 +-
Hamming.ipynb | 121 +-
Mondrian.ipynb | 4 +-
README.org | 12 +-
Weinbewertungen_Vivino.ipynb | 3842 ++++++++++++++++++++++++++++++++++
8 files changed, 4034 insertions(+), 58 deletions(-)
create mode 100644 Weinbewertungen_Vivino.ipynb
diff --git a/.gitattributes b/.gitattributes
index 3a70f95..0ae96d1 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1,4 +1,11 @@
AirBnB_Use_Berlin.ipynb !filter
-FCA.ipynb !filter
+Art.ipynb !filter
Das_Haus_vom_Nikolaus.ipynb !filter
+DraCor.ipynb !filter
+FCA.ipynb !filter
+FCA.ipynb !filter
+Hamming.ipynb !filter
+Weinbewertungen_Vivino.ipynb !filter
+distances.ipynb !filter
wikipedia_language_editions.ipynb !filter
+wikipedia_regex.ipynb !filter
diff --git a/AirBnB_Use_Berlin.ipynb b/AirBnB_Use_Berlin.ipynb
index f6f088b..a5293e3 100644
--- a/AirBnB_Use_Berlin.ipynb
+++ b/AirBnB_Use_Berlin.ipynb
@@ -4,8 +4,10 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "<h1><center>Datenanalyse & -auswertung: MAP - Untersuchung der AirBnB Nutzung in Berlin</center></h1>\n",
- "<h2><center>Juliane Köhler<br></center></h2>"
+ "<center>Institut für Bibliotheks- und Informationswissenschaft, Humboldt-Universität zu Berlin</center>\n",
+ "\n",
+ "<h1 align=\"center\">Modul Datenanalyse & -auswertung: Untersuchung der AirBnB Nutzung in Berlin</h1>\n",
+ "<h2 align=\"center\">Juliane Köhler</h2>"
]
},
{
@@ -16,11 +18,11 @@
"1. [Einleitung](#1Einleitung)\n",
"2. [Literaturbericht](#2Literaturbericht)\n",
"3. [Beschreibung der Bestandteile des Datensatzes](#3Beschreibung) \n",
- "3.1. [Beschreibung der Tabelle 'listings_summary'](#31ListingsSum) \n",
- "3.2. [Beschreibung der Tabelle 'reviews_summary'](#32ReviewsSum)\n",
+ " 1. [Beschreibung der Tabelle 'listings_summary'](#31ListingsSum) \n",
+ " 2. [Beschreibung der Tabelle 'reviews_summary'](#32ReviewsSum)\n",
"4. [Deskriptive Analyse des Datensatzes](#4Deskreptiv) \n",
- "4.1. [Deskriptive Analyse der Tabelle 'listings_summary'](#41ListingsSum) \n",
- "4.2. [Deskriptive Analyse der Tabelle 'reviews_summary'](#42ReviewsSum) \n",
+ " 1. [Deskriptive Analyse der Tabelle 'listings_summary'](#41ListingsSum) \n",
+ " 2. [Deskriptive Analyse der Tabelle 'reviews_summary'](#42ReviewsSum) \n",
"5. [Relationen zwischen den Variablen und Induktive Analyse](#5RelationenInduktiv)\n",
"6. [Diskussion](#6Diskussion)\n",
"7. [Fazit](#7Fazit)\n",
@@ -2012,13 +2014,6 @@
" \n",
"Zervas, G., Proserpio, D. & Byers, J. (2015).<a class=\"anchor\" id=\"ZervasProserpioByers2015\"></a> A First Look at Online Reputation on Airbnb, Where Every Stay is Above Average. doi: 10.2139/ssrn.2554500 <p>"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
diff --git a/Art.ipynb b/Art.ipynb
index bddf12b..6035627 100644
--- a/Art.ipynb
+++ b/Art.ipynb
@@ -20,10 +20,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"id": "desperate-hands",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2100x2100 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
@@ -70,9 +81,22 @@
}
],
"metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
"language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
"name": "python",
- "pygments_lexer": "ipython3"
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.2"
}
},
"nbformat": 4,
diff --git a/FCA.ipynb b/FCA.ipynb
index 89eb873..227fe87 100644
--- a/FCA.ipynb
+++ b/FCA.ipynb
@@ -16,10 +16,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"id": "legislative-disclaimer",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[33mWARNING: Keyring is skipped due to an exception: Failed to unlock the keyring!\u001b[0m\n",
+ "Collecting dracor\n",
+ " Downloading dracor-0.0.4-py3-none-any.whl (4.1 kB)\n",
+ "Installing collected packages: dracor\n",
+ "Successfully installed dracor-0.0.4\n"
+ ]
+ }
+ ],
"source": [
"!pip install dracor"
]
@@ -34,7 +46,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"id": "regular-arthur",
"metadata": {},
"outputs": [
@@ -63,7 +75,7 @@
" '4/5': {'#iphigenie', '#orest', '#thoas'}}"
]
},
- "execution_count": 1,
+ "execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -95,7 +107,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"id": "urban-alloy",
"metadata": {},
"outputs": [],
@@ -120,7 +132,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"id": "robust-potato",
"metadata": {},
"outputs": [
@@ -129,8 +141,8 @@
"output_type": "stream",
"text": [
"Requirement already satisfied: concepts in /home/rja/.local/lib/python3.9/site-packages (0.9.2)\r\n",
- "Requirement already satisfied: graphviz~=0.7 in /home/rja/.local/lib/python3.9/site-packages (from concepts) (0.20.1)\r\n",
- "Requirement already satisfied: bitsets~=0.7 in /home/rja/.local/lib/python3.9/site-packages (from concepts) (0.8.4)\r\n"
+ "Requirement already satisfied: bitsets~=0.7 in /home/rja/.local/lib/python3.9/site-packages (from concepts) (0.8.4)\r\n",
+ "Requirement already satisfied: graphviz~=0.7 in /home/rja/.local/lib/python3.9/site-packages (from concepts) (0.20.1)\r\n"
]
}
],
@@ -148,7 +160,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"id": "grave-hungary",
"metadata": {},
"outputs": [
@@ -158,7 +170,7 @@
"17"
]
},
- "execution_count": 4,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -180,7 +192,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "piano-practice",
"metadata": {},
"outputs": [
@@ -549,10 +561,10 @@
"</svg>\n"
],
"text/plain": [
- "<graphviz.graphs.Digraph at 0x7f05d9dd3d90>"
+ "<graphviz.graphs.Digraph at 0x7f83316012e0>"
]
},
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -571,7 +583,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"id": "organic-cable",
"metadata": {},
"outputs": [],
@@ -589,14 +601,21 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 10,
"id": "interior-steam",
"metadata": {},
"outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Widget Javascript not detected. It may not be installed or enabled properly. Reconnecting the current kernel may help.\n"
+ ]
+ },
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "54eab76066384427b9ce58b6504695e3"
+ "model_id": "a2db01f75d784b1cb8128c40e0fc07cc"
}
},
"metadata": {},
@@ -617,7 +636,7 @@
" \"shake\" : [\n",
" \"a-midsummer-night-s-dream\", \"macbeth\", \"the-merchant-of-venice\", \n",
" \"romeo-and-juliet\", \"othello\", \"much-ado-about-nothing\", \"king-lear\", \n",
- " \"julius-caesar\"\n",
+ " \"julius-caesar\", \"the-comedy-of-errors\"\n",
" ]\n",
"}\n",
"\n",
diff --git a/Hamming.ipynb b/Hamming.ipynb
index fdfcfa1..f1a3d62 100644
--- a/Hamming.ipynb
+++ b/Hamming.ipynb
@@ -15,7 +15,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -33,9 +33,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['s', 'a']"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"m = [] # resulting equal characters\n",
"for i in range(min(map(len, [v, w]))): # loop over the shortest word's length\n",
@@ -53,7 +64,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -74,7 +85,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -91,9 +102,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['s', 'a']"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"equal_chars(v, w)"
]
@@ -107,9 +129,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['a', 's']"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"equal_chars(\"Washington\", \"Massachusetts\")"
]
@@ -125,9 +158,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"len(equal_chars(v, w))"
]
@@ -143,7 +187,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -161,7 +205,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -181,7 +225,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
@@ -209,7 +253,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -225,9 +269,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"%matplotlib inline\n",
"from networkx.drawing.nx_agraph import graphviz_layout\n",
@@ -248,9 +303,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<img src=\"graph.svg?1489105652\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"from networkx.drawing.nx_pydot import write_dot\n",
"import pydot\n",
@@ -266,9 +334,22 @@
}
],
"metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
"language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
"name": "python",
- "pygments_lexer": "ipython3"
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.2"
}
},
"nbformat": 4,
diff --git a/Mondrian.ipynb b/Mondrian.ipynb
index 12056c5..fcb1864 100644
--- a/Mondrian.ipynb
+++ b/Mondrian.ipynb
@@ -50,9 +50,9 @@
"colors5 = ['blue', 'white', 'red', 'yellow', 'dark grey']\n",
"def get_color(d):\n",
" \"\"\"Select a color.\"\"\"\n",
- " # return choice(colors5) # five color palette\n",
+ " return choice(colors5) # five color palette\n",
" # return choice(colors) # fixed palette\n",
- " return (1 - d/(d+9), 1 - d/(d+9), 1 - d/(d+9)) # grey by depth\n",
+ " # return (1 - d/(d+9), 1 - d/(d+9), 1 - d/(d+9)) # grey by depth\n",
" # return (random(), random(), random()) # completely random\n",
"\n",
"def get_split(d, a, b):\n",
diff --git a/README.org b/README.org
index 3d2d09a..a19229a 100644
--- a/README.org
+++ b/README.org
@@ -32,8 +32,6 @@ So far, notebooks are listed by difficulty, indicated by stars (☆ = simple,
- [[file:Twitter.ipynb][Twitter]] :: analysing Twitter data (raw JSON from Twitter's API) (☆)
- [[file:wikipedia_language_editions.ipynb][Wikipedia language editions]] :: plotting the depth and number of
articles of different Wikipedia language editions (☆)
-- [[file:AirBnB_Use_Berlin.ipynb][AirBnB Use in Berlin]] :: exemplary (and excellent) term paper for the
- module "Datenanalyse & -auswertung" (☆☆)
- [[file:amazon_reviews.ipynb][Amazon reviews]] :: crawling web sites with [[https://scrapy.org/][Scrapy]], processing JSON
data, basic statistics and visualisation (☆☆)
- [[file:Art.ipynb][Art]] :: Creating computer-generated art by translation, scaling and
@@ -57,3 +55,13 @@ So far, notebooks are listed by difficulty, indicated by stars (☆ = simple,
- [[file:Das_Haus_vom_Nikolaus.ipynb][Das Haus vom Nikolaus]] :: graph [[https://en.wikipedia.org/wiki/Graph_traversal][traversal]] and drawing (☆☆☆)
- [[file:scrape_review_blog.ipynb][Scrape review blog]] :: Here, we use the python package scrapy to
download all reviews of a literature blog (☆☆☆)
+
+
+*** Module "Datenanalyse & -auswertung"
+
+Exemplary (and excellent) term papers from students of our module:
+
+- [[file:AirBnB_Use_Berlin.ipynb][AirBnB Use in Berlin]] :: /Untersuchung der AirBnB Nutzung in Berlin/
+ by Juliane Köhler
+- [[Weinbewertungen Vivino]] :: /Untersuchung von Weinbewertungen des
+ Online-Weinmarktplatzes Vivino/ by Heike Wilhelm
diff --git a/Weinbewertungen_Vivino.ipynb b/Weinbewertungen_Vivino.ipynb
new file mode 100644
index 0000000..71fb270
--- /dev/null
+++ b/Weinbewertungen_Vivino.ipynb
@@ -0,0 +1,3842 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "85059cb0",
+ "metadata": {},
+ "source": [
+ "<center>Institut für Bibliotheks- und Informationswissenschaft, Humboldt-Universität zu Berlin</center>\n",
+ "\n",
+ "<h1 align=\"center\">Modul Datenanalyse & -auswertung: Untersuchung von Weinbewertungen des Online-Weinmarktplatzes Vivino</h1>\n",
+ "<h2 align=\"center\">Heike Wilhelm</h2>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "distributed-bones",
+ "metadata": {},
+ "source": [
+ "<style type=\"text/css\">\n",
+ " ol {list-style-type: decimal;}\n",
+ "</style>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f478704f",
+ "metadata": {},
+ "source": [
+ "## Inhaltsverzeichnis\n",
+ "\n",
+ "1. [Einleitung](#1Einleitung)\n",
+ "2. [Beschreibung der Bestandteile des Vivino-Datensatzes](#2Beschreibung)\n",
+ "3. [Bereinigung und Deskriptive Analyse des Vivino-Datensatzes](#3BereinigungDeskriptiv)\n",
+ " 1. [Bereinigung der Daten](#31Bereinigung)\n",
+ " 2. [Deskriptive Analyse des Datensatzes](#32Deskriptiv)\n",
+ "4. [Induktive Analyse und Hypothesentest des Vivino-Datensatzes](#4Induktiv)\n",
+ "5. [Diskussion](#5Diskussion)\n",
+ "6. [Weiterführende Analyse](#6WeitereAnalyse)\n",
+ " 1. [Beschreibung der Bestandteile des Datensatzes von WineEnthusiast](#61BeschreibungWE)\n",
+ " 2. [Bereinigung und Deskriptive Analyse relevanter Attribute des Datensatzes von WineEnthusiast](#62BereinigungDeskriptivWE)\n",
+ " 3. [Induktive Analyse und Hypothesentest des Datensatzes von WineEnthusiast](#63InduktivWE)\n",
+ "7. [Fazit](#7Fazit)\n",
+ "\n",
+ "</br>\n",
+ "\n",
+ "[Literaturverzeichnis](#Literatur)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "d0861cd4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: opendatasets in c:\\users\\mader\\anaconda3\\lib\\site-packages (0.1.22)\n",
+ "Requirement already satisfied: kaggle in c:\\users\\mader\\anaconda3\\lib\\site-packages (from opendatasets) (1.5.12)\n",
+ "Requirement already satisfied: click in c:\\users\\mader\\anaconda3\\lib\\site-packages (from opendatasets) (8.0.3)\n",
+ "Requirement already satisfied: tqdm in c:\\users\\mader\\anaconda3\\lib\\site-packages (from opendatasets) (4.62.3)\n",
+ "Requirement already satisfied: colorama in c:\\users\\mader\\anaconda3\\lib\\site-packages (from click->opendatasets) (0.4.4)\n",
+ "Requirement already satisfied: certifi in c:\\users\\mader\\anaconda3\\lib\\site-packages (from kaggle->opendatasets) (2021.10.8)\n",
+ "Requirement already satisfied: python-dateutil in c:\\users\\mader\\anaconda3\\lib\\site-packages (from kaggle->opendatasets) (2.8.2)\n",
+ "Requirement already satisfied: six>=1.10 in c:\\users\\mader\\anaconda3\\lib\\site-packages (from kaggle->opendatasets) (1.16.0)\n",
+ "Requirement already satisfied: python-slugify in c:\\users\\mader\\anaconda3\\lib\\site-packages (from kaggle->opendatasets) (5.0.2)\n",
+ "Requirement already satisfied: requests in c:\\users\\mader\\anaconda3\\lib\\site-packages (from kaggle->opendatasets) (2.26.0)\n",
+ "Requirement already satisfied: urllib3 in c:\\users\\mader\\anaconda3\\lib\\site-packages (from kaggle->opendatasets) (1.26.7)\n",
+ "Requirement already satisfied: text-unidecode>=1.3 in c:\\users\\mader\\anaconda3\\lib\\site-packages (from python-slugify->kaggle->opendatasets) (1.3)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\mader\\anaconda3\\lib\\site-packages (from requests->kaggle->opendatasets) (3.2)\n",
+ "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\mader\\anaconda3\\lib\\site-packages (from requests->kaggle->opendatasets) (2.0.4)\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install opendatasets"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "6db3dcf9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.stats as st\n",
+ "import opendatasets as od"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6ea9138d",
+ "metadata": {},
+ "source": [
+ "*Code 1: Import von benötigten Libraries*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "a29819c7",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Skipping, found downloaded files in \".\\wine-rating-and-price\" (use force=True to force download)\n"
+ ]
+ }
+ ],
+ "source": [
+ "od.download(\"https://www.kaggle.com/datasets/budnyak/wine-rating-and-price\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8f734563",
+ "metadata": {},
+ "source": [
+ "*Code 2: Download der Tabellen {\"username\":\"heikewilhelm\",\"key\":\"8e60bb2d8a222cac5c8a97ed64fc3559\"}*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "b3236bd3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "red = pd.read_csv('wine-rating-and-price\\Red.csv')\n",
+ "white = pd.read_csv('wine-rating-and-price\\White.csv')\n",
+ "rose = pd.read_csv('wine-rating-and-price\\Rose.csv')\n",
+ "sparkling = pd.read_csv('wine-rating-and-price\\Sparkling.csv')\n",
+ "varieties = pd.read_csv('wine-rating-and-price\\Varieties.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "10dcc840",
+ "metadata": {},
+ "source": [
+ "*Code 3: Import der Tabellen*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c9d8eeee",
+ "metadata": {},
+ "source": [
+ "## 1. Einleitung <a class=\"anchor\" id=\"1Einleitung\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47e066e5",
+ "metadata": {},
+ "source": [
+ "Der weltweite B2B-E-Commerce-Markt ist auch im Jahr 2021 im Vergleich zum Vorjahr um 17,1 % gestiegen [(Cramer-Flood, 2022)](#Cramer-Flood2022). Laut dem Statista eCommerce Report 2021 besteht kaum ein Zweifel daran, dass der E-Commerce die Verbraucher- und Einzelhandelsbranche weiterhin prägen wird und nicht nur das Einkaufsverhalten verändert, sondern auch zur digitalen Transformation der Geschäftsmodelle des Einzelhandels beiträgt [(Statista, 2021)](#Statista2021). Dies betrifft, wenn auch in geringerem Umfang als in anderen Sektoren, den Markt für alkoholische und nichtalkoholische Getränke, wie u. a. Wein.\n",
+ "\n",
+ "Gleichzeitig ist Wein ein Erfahrungsgut eines hochspezialisierten Fachgebiets, das heißt seine wesentlichen Produktmerkmale sind im Gegensatz zu denen von Informationsgütern erst nach dem Kauf und dem Konsum evaluierbar. Zur Qualitätsbeurteilung ist der Konsument daher vielfach auf Empfehlungen und Erfahrungsberichte von Anderen angewiesen [(Scheurich, 2012)](#Scheurich2012). Im stationären Handel übernimmt diese Funktion in der Regel das Verkaufspersonal mit seiner Expertise. Im Online-Handel fällt diese Beraterposition häufig weg und Kunden ziehen stattdessen die Bewertungen der Produkte durch andere Konsumenten zu Rate. Mehr als jeder zweite Online-Shopper (56 %) gibt an, dass Kundenbewertungen in den Shops eine wichtige Entscheidungshilfe beim Kauf darstellen [(Lange, 2020)](#Lange2020).\n",
+ "\n",
+ "Einer der weltweit größten Online-Weinmarktplätze ist [Vivino.com](https://www.vivino.com/). Das Unternehmen wurde 2010 von Heini Zachariassen und Theis Sondergaard gegründet und hat seinen Hauptsitz in Kopenhagen, Dänemark. Zurzeit verfügt Vivino über eine Weindatenbank mit über 15 Millionen verschiedenen Weinen aus mehr als 3.427 Weinregionen. Die Vivino Community besteht aus 60 Millionen globalen Nutzern [(Vivino, k. A.)](#VivinokA). Mit der Vivino-App können die Verbraucher ein Foto vom Etikett einer Flasche machen, und die App zeigt sofort Informationen über den Wein, seine Bewertung, Rezensionen und vieles mehr an. Zudem nutzt Vivino Crowd-Sourcing-Daten, um personalisierte Weinempfehlungen vorzuschlagen. Einzigartig ist hierbei das Bewertungssystem, da die Rezensionen und Beurteilungen direkt aus der weltweiten Community stammen und es sich nicht um Expertenbeurteilungen handelt [(Vivino, 2020)](#Vivino2020).\n",
+ "\n",
+ "Vor dem Hintergrund der steigenden Bedeutung des E-Commerce-Markts im Weinhandel und des großen Angebots an Weinen sollen in dieser Arbeit, anhand von Daten der Webseite [Vivino.com](https://www.vivino.com/), Muster und Trends in Bezug auf die Bewertung von Weinen statistisch analysiert werden, um Aufschluss darüber zu erhalten, ob mittels bestimmter Kriterien, wie Preis, Herkunftsland oder Rebsorte, das Angebot an Weinen sinnvoll eingeschränkt werden kann. Dafür werden insbesondere folgende Fragestellungen untersucht:\n",
+ "\n",
+ "* Hat der Preis einen Einfluss auf die Bewertung der Weine?\n",
+ "* Gibt es Länder, deren Weißweine besonders niedrig bewertet werden und deren Angebot man bei der Suche nach guten Weinen ausschließen sollte?\n",
+ "* Welche der Top-Weißweinrebsorte sollte beim Kauf aufgrund ihrer besseren Bewertung besonders in Betracht gezogen werden?\n",
+ "\n",
+ "Dafür werden zunächst die verwendeten Daten beschrieben, gefolgt von der deskriptiven Analyse dieser Daten. Im Anschluss werden die Beziehungen der Variablen in Bezug auf die Forschungsfragen untersucht und beschrieben. Es folgt eine Diskussion der Ergebnisse und schließlich wird im letzten Kapitel das Fazit gezogen."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a0b6793f",
+ "metadata": {},
+ "source": [
+ " ## 2. Beschreibung der Bestandteile des Vivino-Datensatzes <a class=\"anchor\" id=\"2Beschreibung\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a070fa8e",
+ "metadata": {},
+ "source": [
+ "Für die folgende Analyse wurde Datensätze von der Webseite [kaggle.com](https://www.kaggle.com/) verwendet. Die Daten bzw. Tabellen wurden unter dem gemeinsamen Titel [\"Wine Rating & Price\"](https://www.kaggle.com/datasets/budnyak/wine-rating-and-price) von Anton Budnyak, einem Studenten an der MSU CS, auf [kaggle.com](https://www.kaggle.com/) veröffentlicht und zuletzt am 27. August 2020 aktualisiert. Die Datenquelle besteht aus vier CSV-Dateien bzw. Tabellen für jeden Weinstil: Rot, Weiß, Rose und Schaumwein sowie einer Datei mit Rebsorten.\n",
+ "\n",
+ "Anton Budnyak hat die Daten der ersten vier Tabellen selbst von der Webseite [Vivino.com](https://www.vivino.com/) gezogen, da er, laut eigener Aussage, keinen geeigneten Weindatensatz für eine explorative Datenanalyse finden konnte [(Budnyak, 2020-a)](#Budnyak2020a). Für die Tabelle der Rebsorten hat er über 1.500 Rebsorten von Wikis und Webseiten wie [wine-searcher.com](https://www.wine-searcher.com/) automatisiert zusammengestellt [(Budnyak, 2020-b)](#Budnyak2020b)\n",
+ "\n",
+ "Im folgenden Kapitel werden zunächst die einzelnen Tabellen 'red', 'white', 'rose', 'sparkling' und 'varieties' beschrieben, bevor sie im Anschluss zu einer Tabelle zusammengefügt werden und diese Tabelle vorgestellt wird."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "20657873",
+ "metadata": {},
+ "source": [
+ "Die Tabellen 'red', 'white', 'rose' und 'sparkling' enthalten Informationen zu den einzelnen auf Vivino bewerteten Weinen. Sie haben jeweils die folgenden acht Attribute:\n",
+ "\n",
+ "* **Name** [nominal]: Name des Weines. Datentyp: object;\n",
+ "* **Country** [nominal]: Herkunftsland des Weines. Datentyp: object;\n",
+ "* **Region** [nominal]: Herkunftsregion bzw. -provinz des Weines. Datentyp: object;\n",
+ "* **Winery** [nominal]: Weingut, das den Wein produziert hat. Datentyp: object;\n",
+ "* **Rating** [numerisch]: Durchschnittliche Bewertung des Weines. Datentyp: float;\n",
+ "* **NumberOfRatings** [numerisch]: Anzahl der Personen, die den Wein bewertet haben. Datentyp: integer;\n",
+ "* **Price** [numerisch]: Preis des Weines in der Währung Euro. Datentyp: float;\n",
+ "* **Year** [numerisch]: Jahr der Herstellung. Datentyp: object.</br>\n",
+ "Der Grund für den Datentyp object ist der Wert ‚N.V.‘, der für ‚Non-Vintage‘ steht. Vor allem bei Champagner und Schaumweinen werden Weine verschiedener Jahrgänge gemischt, um einen gleichbleibenden Geschmack zu gewährleisten.\n",
+ "\n",
+ "Die Tabelle 'varieties' besitzt 1.512 Einträge und das folgende Attribut.\n",
+ "\n",
+ "* **Variety** [nominal]: Rebsorte. Datentyp: object.\n",
+ "\n",
+ "Mit den folgenden Codes werden die Anzahl der Einträge je Tabelle sowie die oben genannten Attribute mit der jeweiligen Anzahl der Ausprägungen aufgezeigt:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "a7573c7c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tabelle \u001b[1;38mred \u001b[0;0m(Anzahl der Einträge, Anzahl der Attribute): (8666, 8)\n",
+ "\n",
+ "Die Tabelle \u001b[1;38mred \u001b[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\n",
+ " \n",
+ " Name: 6721 Ausprägungen \n",
+ " Country: 30 Ausprägungen \n",
+ " Region: 624 Ausprägungen \n",
+ " Winery: 2714 Ausprägungen \n",
+ " Rating: 24 Ausprägungen \n",
+ " NumberOfRatings: 1563 Ausprägungen \n",
+ " Price: 2491 Ausprägungen \n",
+ " Year: 32 Ausprägungen\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Tabelle \\033[1;38mred \\033[0;0m(Anzahl der Einträge, Anzahl der Attribute): \", red.shape)\n",
+ "Name = red['Name'].nunique()\n",
+ "Country = red['Country'].nunique()\n",
+ "Region = red['Region'].nunique()\n",
+ "Winery = red['Winery'].nunique()\n",
+ "Rating = red['Rating'].nunique()\n",
+ "NumberOfRatings = red['NumberOfRatings'].nunique()\n",
+ "Price = red['Price'].nunique()\n",
+ "Year = red['Year'].nunique()\n",
+ "print(\"\\nDie Tabelle \\033[1;38mred \\033[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\\n \\n Name: %d Ausprägungen \\n Country: %d Ausprägungen \\n Region: %d Ausprägungen \\n Winery: %d Ausprägungen \\n Rating: %d Ausprägungen \\n NumberOfRatings: %d Ausprägungen \\n Price: %d Ausprägungen \\n Year: %d Ausprägungen\" %(Name, Country, Region, Winery, Rating, NumberOfRatings, Price, Year))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8e6fdef0",
+ "metadata": {},
+ "source": [
+ "*Code 4: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute der Tabelle 'red'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "230adf3e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tabelle \u001b[1;38mwhite \u001b[0;0m(Anzahl der Einträge, Anzahl der Attribute): (3764, 8)\n",
+ "\n",
+ "Die Tabelle \u001b[1;38mwhite \u001b[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\n",
+ " \n",
+ " Name: 3040 Ausprägungen \n",
+ " Country: 30 Ausprägungen \n",
+ " Region: 457 Ausprägungen \n",
+ " Winery: 1412 Ausprägungen \n",
+ " Rating: 25 Ausprägungen \n",
+ " NumberOfRatings: 625 Ausprägungen \n",
+ " Price: 1325 Ausprägungen \n",
+ " Year: 22 Ausprägungen\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Tabelle \\033[1;38mwhite \\033[0;0m(Anzahl der Einträge, Anzahl der Attribute): \", white.shape)\n",
+ "Name = white['Name'].nunique()\n",
+ "Country = white['Country'].nunique()\n",
+ "Region = white['Region'].nunique()\n",
+ "Winery = white['Winery'].nunique()\n",
+ "Rating = white['Rating'].nunique()\n",
+ "NumberOfRatings = white['NumberOfRatings'].nunique()\n",
+ "Price = white['Price'].nunique()\n",
+ "Year = white['Year'].nunique()\n",
+ "print(\"\\nDie Tabelle \\033[1;38mwhite \\033[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\\n \\n Name: %d Ausprägungen \\n Country: %d Ausprägungen \\n Region: %d Ausprägungen \\n Winery: %d Ausprägungen \\n Rating: %d Ausprägungen \\n NumberOfRatings: %d Ausprägungen \\n Price: %d Ausprägungen \\n Year: %d Ausprägungen\" %(Name, Country, Region, Winery, Rating, NumberOfRatings, Price, Year))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f0688f06",
+ "metadata": {},
+ "source": [
+ "*Code 5: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute der Tabelle 'white'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "688dccf0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tabelle \u001b[1;38mrose \u001b[0;0m(Anzahl der Einträge, Anzahl der Attribute): (397, 8)\n",
+ "\n",
+ "Die Tabelle \u001b[1;38mrose \u001b[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\n",
+ " \n",
+ " Name: 337 Ausprägungen \n",
+ " Country: 16 Ausprägungen \n",
+ " Region: 129 Ausprägungen \n",
+ " Winery: 288 Ausprägungen \n",
+ " Rating: 18 Ausprägungen \n",
+ " NumberOfRatings: 198 Ausprägungen \n",
+ " Price: 266 Ausprägungen \n",
+ " Year: 9 Ausprägungen\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Tabelle \\033[1;38mrose \\033[0;0m(Anzahl der Einträge, Anzahl der Attribute): \", rose.shape)\n",
+ "Name = rose['Name'].nunique()\n",
+ "Country = rose['Country'].nunique()\n",
+ "Region = rose['Region'].nunique()\n",
+ "Winery = rose['Winery'].nunique()\n",
+ "Rating = rose['Rating'].nunique()\n",
+ "NumberOfRatings = rose['NumberOfRatings'].nunique()\n",
+ "Price = rose['Price'].nunique()\n",
+ "Year = rose['Year'].nunique()\n",
+ "print(\"\\nDie Tabelle \\033[1;38mrose \\033[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\\n \\n Name: %d Ausprägungen \\n Country: %d Ausprägungen \\n Region: %d Ausprägungen \\n Winery: %d Ausprägungen \\n Rating: %d Ausprägungen \\n NumberOfRatings: %d Ausprägungen \\n Price: %d Ausprägungen \\n Year: %d Ausprägungen\" %(Name, Country, Region, Winery, Rating, NumberOfRatings, Price, Year))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85bcda7b",
+ "metadata": {},
+ "source": [
+ "*Code 6: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute der Tabelle 'rose'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "88254964",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tabelle \u001b[1;38msparkling \u001b[0;0m(Anzahl der Einträge, Anzahl der Attribute): (1007, 8)\n",
+ "\n",
+ "Die Tabelle \u001b[1;38msparkling \u001b[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\n",
+ " \n",
+ " Name: 841 Ausprägungen \n",
+ " Country: 16 Ausprägungen \n",
+ " Region: 123 Ausprägungen \n",
+ " Winery: 377 Ausprägungen \n",
+ " Rating: 16 Ausprägungen \n",
+ " NumberOfRatings: 637 Ausprägungen \n",
+ " Price: 634 Ausprägungen \n",
+ " Year: 22 Ausprägungen\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Tabelle \\033[1;38msparkling \\033[0;0m(Anzahl der Einträge, Anzahl der Attribute): \", sparkling.shape)\n",
+ "Name = sparkling['Name'].nunique()\n",
+ "Country = sparkling['Country'].nunique()\n",
+ "Region = sparkling['Region'].nunique()\n",
+ "Winery = sparkling['Winery'].nunique()\n",
+ "Rating = sparkling['Rating'].nunique()\n",
+ "NumberOfRatings = sparkling['NumberOfRatings'].nunique()\n",
+ "Price = sparkling['Price'].nunique()\n",
+ "Year = sparkling['Year'].nunique()\n",
+ "print(\"\\nDie Tabelle \\033[1;38msparkling \\033[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\\n \\n Name: %d Ausprägungen \\n Country: %d Ausprägungen \\n Region: %d Ausprägungen \\n Winery: %d Ausprägungen \\n Rating: %d Ausprägungen \\n NumberOfRatings: %d Ausprägungen \\n Price: %d Ausprägungen \\n Year: %d Ausprägungen\" %(Name, Country, Region, Winery, Rating, NumberOfRatings, Price, Year))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "50e4bb1a",
+ "metadata": {},
+ "source": [
+ "*Code 7: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute der Tabelle 'sparkling'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "cbb97631",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tabelle \u001b[1;38mvarieties \u001b[0;0m(Anzahl der Einträge, Anzahl der Attribute): (1512, 1)\n",
+ "\n",
+ "Die Tabelle \u001b[1;38mvarieties \u001b[0;0menthält das folgende Attribut mit der Anzahl der verschiedenen Ausprägungen:\n",
+ " \n",
+ " Variety: 1493 Ausprägungen\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Tabelle \\033[1;38mvarieties \\033[0;0m(Anzahl der Einträge, Anzahl der Attribute): \", varieties.shape)\n",
+ "Variety = varieties['Variety'].nunique()\n",
+ "print(\"\\nDie Tabelle \\033[1;38mvarieties \\033[0;0menthält das folgende Attribut mit der Anzahl der verschiedenen Ausprägungen:\\n \\n Variety: %d Ausprägungen\" %(Variety))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8d8da3b8",
+ "metadata": {},
+ "source": [
+ "*Code 8: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute der Tabelle 'varieties'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d8e08099",
+ "metadata": {},
+ "source": [
+ "Um einen geeigneten Datensatz für die weitere Analyse zu erstellen, wurden zunächst die 4 Datensätze 'red', 'white', 'rose' und 'sparkling' zu einer Tabelle zusammengefügt. Dafür wurde in jedem Datensatz das zusätzliche Attribut 'WineStyle' hinzugefügt.\n",
+ "\n",
+ "Im Anschluss wurde der erzeugte Datensatz 'wines' mit der Information über die Rebsorte als zusätzliches Attribut angereichert, indem die Namen der Weine mit den gesammelten Rebsorten der Tabelle 'varieties' abgeglichen wurden. Einträge, bei denen mehr als eine Rebsorte im Namen enthalten ist, wurden als Cuvee klassifiziert.\n",
+ "\n",
+ "Cuvee nennt man einen Wein, der aus verschiedenen Rebsorten zusammengestellt ist. Der Verschnitt verschiedener Rebsorten ist bei der Weinproduktion gängige Praxis und macht den Winzer unabhängiger von Witterungsverhältnissen und erlaubt ihm die optimale Balance für das Endprodukt zu finden.\n",
+ "\n",
+ "Die erstellte Tabelle 'wines' enthält 13.834 Einträge und die folgenden 11 Attribute:\n",
+ "\n",
+ "* **Name** [nominal]: Name des Weines. Datentyp: object;\n",
+ "* **Country** [nominal]: Herkunftsland des Weines. Datentyp: object;\n",
+ "* **Region** [nominal]: Herkunftsregion bzw. -provinz des Weines. Datentyp: object;\n",
+ "* **Winery** [nominal]: Weingut, das den Wein produziert hat. Datentyp: object;\n",
+ "* **Rating** [numerisch]: Durchschnittliche Bewertung des Weines. Datentyp: float;\n",
+ "* **NumberOfRatings** [numerisch]: Anzahl der Personen, die den Wein bewertet haben. Datentyp: integer;\n",
+ "* **Price** [numerisch]: Preis des Weines in der Währung Euro. Datentyp: float;\n",
+ "* **Year** [numerisch]: Jahr der Herstellung. Datentyp: object;\n",
+ "* **WineStyle** [nominal]: Stil des Weines. Datentyp: object;\n",
+ "* **Variety** [nominal]: Rebsorte des Weines. Datentyp: object;\n",
+ "* **Variety_count** [numerisch|ordinal]: Anzahl der identifizierten Rebsorten. Datentyp: float."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "ec773a44",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "red['WineStyle'] = 'red'\n",
+ "white['WineStyle'] = 'white'\n",
+ "sparkling['WineStyle'] = 'sparkling'\n",
+ "rose['WineStyle'] = 'rose'\n",
+ "wines = pd.concat([red, white, sparkling, rose], ignore_index=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0ce566a2",
+ "metadata": {},
+ "source": [
+ "*Code 9: Zusammenfügen der einzelnen Tabellen 'red', 'white', 'rose' und 'sparkling' zu einer Tabelle 'wines'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "47ade283",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Name</th>\n",
+ " <th>Country</th>\n",
+ " <th>Region</th>\n",
+ " <th>Winery</th>\n",
+ " <th>Rating</th>\n",
+ " <th>NumberOfRatings</th>\n",
+ " <th>Price</th>\n",
+ " <th>Year</th>\n",
+ " <th>WineStyle</th>\n",
+ " <th>Variety</th>\n",
+ " <th>Variety_count</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Pomerol 2011</td>\n",
+ " <td>France</td>\n",
+ " <td>Pomerol</td>\n",
+ " <td>Château La Providence</td>\n",
+ " <td>4.2</td>\n",
+ " <td>100</td>\n",
+ " <td>95.0</td>\n",
+ " <td>2011</td>\n",
+ " <td>red</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Lirac 2017</td>\n",
+ " <td>France</td>\n",
+ " <td>Lirac</td>\n",
+ " <td>Château Mont-Redon</td>\n",
+ " <td>4.3</td>\n",
+ " <td>100</td>\n",
+ " <td>15.5</td>\n",
+ " <td>2017</td>\n",
+ " <td>red</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Name Country Region Winery Rating \\\n",
+ "0 Pomerol 2011 France Pomerol Château La Providence 4.2 \n",
+ "1 Lirac 2017 France Lirac Château Mont-Redon 4.3 \n",
+ "\n",
+ " NumberOfRatings Price Year WineStyle Variety Variety_count \n",
+ "0 100 95.0 2011 red NaN 0 \n",
+ "1 100 15.5 2017 red NaN 0 "
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Erstellt die neuen Spalten 'Variety' und 'Variety_count' und füllt sie mit NaN-Werten\n",
+ "# Geht jeden Eintrag der Tabelle 'wines' durch und gleicht den Namen des Weines mit den Einträgen der Tabelle 'varieties' ab. \n",
+ "# Bei Übereinstimmung trägt er die Rebsorte in die Spalte 'Variety' ein und zählt in der Spalte 'Variety_count' 1 hinzu.\n",
+ "wines['Variety'] = np.nan\n",
+ "wines['Variety_count'] = 0\n",
+ "\n",
+ "for index in wines.index:\n",
+ " for variety in varieties['Variety']: \n",
+ " if variety in wines.loc[index, 'Name']:\n",
+ " wines.loc[index, 'Variety'] = variety\n",
+ " wines.loc[index, 'Variety_count'] += 1\n",
+ "\n",
+ "wines.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "51ee86f1",
+ "metadata": {},
+ "source": [
+ "*Code 10: Erweitern der Tabelle 'wines' um die Rebsorten mit Hilfe der Tabelle 'varieties'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "e9d57955",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Füllt in die Spalte 'Variety' für alle Einträge mit unbekannter Rebsorte oder mehr als einer Rebsorte\n",
+ "wines.Variety = wines.Variety.fillna('unknown')\n",
+ "wines.loc[wines.Variety_count > 1,'Variety'] = 'Cuvee'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2fbe25b6",
+ "metadata": {},
+ "source": [
+ "*Code 11: Füllen der Spalte 'Variety' bei unbekannter bzw. mehreren Rebsorten*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "3d44b503",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tabelle \u001b[1;38mwines \u001b[0;0m(Anzahl der Einträge, Anzahl der Attribute): (13834, 11)\n",
+ "\n",
+ "Die Tabelle \u001b[1;38mwines \u001b[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\n",
+ " \n",
+ " Name: 10934 Ausprägungen \n",
+ " Country: 33 Ausprägungen \n",
+ " Region: 861 Ausprägungen \n",
+ " Winery: 3505 Ausprägungen \n",
+ " Rating: 26 Ausprägungen \n",
+ " NumberOfRatings: 1821 Ausprägungen \n",
+ " Price: 3008 Ausprägungen \n",
+ " Year: 34 Ausprägungen \n",
+ " WineStyle: 4 Ausprägungen \n",
+ " Variety: 187 Ausprägungen \n",
+ " Variety_count: 6 Ausprägungen\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Name</th>\n",
+ " <th>Country</th>\n",
+ " <th>Region</th>\n",
+ " <th>Winery</th>\n",
+ " <th>Rating</th>\n",
+ " <th>NumberOfRatings</th>\n",
+ " <th>Price</th>\n",
+ " <th>Year</th>\n",
+ " <th>WineStyle</th>\n",
+ " <th>Variety</th>\n",
+ " <th>Variety_count</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Pomerol 2011</td>\n",
+ " <td>France</td>\n",
+ " <td>Pomerol</td>\n",
+ " <td>Château La Providence</td>\n",
+ " <td>4.2</td>\n",
+ " <td>100</td>\n",
+ " <td>95.00</td>\n",
+ " <td>2011</td>\n",
+ " <td>red</td>\n",
+ " <td>unknown</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Lirac 2017</td>\n",
+ " <td>France</td>\n",
+ " <td>Lirac</td>\n",
+ " <td>Château Mont-Redon</td>\n",
+ " <td>4.3</td>\n",
+ " <td>100</td>\n",
+ " <td>15.50</td>\n",
+ " <td>2017</td>\n",
+ " <td>red</td>\n",
+ " <td>unknown</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Erta e China Rosso di Toscana 2015</td>\n",
+ " <td>Italy</td>\n",
+ " <td>Toscana</td>\n",
+ " <td>Renzo Masi</td>\n",
+ " <td>3.9</td>\n",
+ " <td>100</td>\n",
+ " <td>7.45</td>\n",
+ " <td>2015</td>\n",
+ " <td>red</td>\n",
+ " <td>unknown</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Name Country Region Winery \\\n",
+ "0 Pomerol 2011 France Pomerol Château La Providence \n",
+ "1 Lirac 2017 France Lirac Château Mont-Redon \n",
+ "2 Erta e China Rosso di Toscana 2015 Italy Toscana Renzo Masi \n",
+ "\n",
+ " Rating NumberOfRatings Price Year WineStyle Variety Variety_count \n",
+ "0 4.2 100 95.00 2011 red unknown 0 \n",
+ "1 4.3 100 15.50 2017 red unknown 0 \n",
+ "2 3.9 100 7.45 2015 red unknown 0 "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "print('Tabelle \\033[1;38mwines \\033[0;0m(Anzahl der Einträge, Anzahl der Attribute): ', wines.shape)\n",
+ "Name = wines['Name'].nunique()\n",
+ "Country = wines['Country'].nunique()\n",
+ "Region = wines['Region'].nunique()\n",
+ "Winery = wines['Winery'].nunique()\n",
+ "Rating = wines['Rating'].nunique()\n",
+ "NumberOfRatings = wines['NumberOfRatings'].nunique()\n",
+ "Price = wines['Price'].nunique()\n",
+ "Year = wines['Year'].nunique()\n",
+ "WineStyle = wines['WineStyle'].nunique()\n",
+ "Variety = wines['Variety'].nunique()\n",
+ "Variety_count = wines['Variety_count'].nunique()\n",
+ "print('\\nDie Tabelle \\033[1;38mwines \\033[0;0menthält die folgenden Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\\n \\n Name: %d Ausprägungen \\n Country: %d Ausprägungen \\n Region: %d Ausprägungen \\n Winery: %d Ausprägungen \\n Rating: %d Ausprägungen \\n NumberOfRatings: %d Ausprägungen \\n Price: %d Ausprägungen \\n Year: %d Ausprägungen \\n WineStyle: %d Ausprägungen \\n Variety: %d Ausprägungen \\n Variety_count: %d Ausprägungen' %(Name, Country, Region, Winery, Rating, NumberOfRatings, Price, Year, WineStyle, Variety, Variety_count))\n",
+ "wines.head(3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0853d0a1",
+ "metadata": {},
+ "source": [
+ "*Code 12: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute und die ersten drei Zeilen der Tabelle 'wines'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "35412aac",
+ "metadata": {},
+ "source": [
+ "## 3. Bereinigung und Deskriptive Analyse des Vivino-Datensatzes <a class=\"anchor\" id=\"3BereinigungDeskriptiv\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0c009d24",
+ "metadata": {},
+ "source": [
+ "In diesem Kapitel werden ausgewählte Attribute der Tabelle 'wines' mit Mitteln der deskriptiven Analyse beschrieben und visualisiert. Die Attribute 'Name', 'Region', 'Winery' und 'Variety_count' werden in dieser Arbeit nicht weiter betrachtet. Bei der Analyse wird besonders auf folgende Fragestellungen eingegangen:\n",
+ "\n",
+ "* Was sind die größte und die kleinste Ausprägung bei ordinalen Daten (sofern vorhanden)?\n",
+ "* Was sind Mittelwert und Standardabweichung bei numerischen Daten?\n",
+ "* Wie sehen die Verteilungen der Ausprägungen aus?\n",
+ "\n",
+ "Zunächst wurden die Daten in Vorbereitung für die deskriptive Analyse bereinigt."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47374a18",
+ "metadata": {},
+ "source": [
+ "### 3.1 Bereinigung der Daten <a class=\"anchor\" id=\"31Bereinigung\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2d078fbc",
+ "metadata": {},
+ "source": [
+ "Im ersten Schritt wurde der Datensatz nach Ausreißern bzw. fehlerhaften Werten untersucht. Es gibt sowohl beim Attribut 'NumberOfRatings' als auch dem Attribut 'Price' Werte, die \"außerhalb des vierfachen IQR-Bereichs um den Median\" [(Reinboth, 2022)](#Reinboth2022) liegen und damit als Ausreißer klassifiziert werden können. Bei der tiefergehenden Betrachtung dieser Werte wurde jedoch festgestellt, dass es sich bei den Weinen mit besonders vielen Bewertungen um Weine sehr beliebter und renommierter Weingüter handelt. Diese Ausreißer wurden als nicht fehlerhafte Werte eingeschätzt, da die hohe Anzahl an Bewertungen durchaus erklärbar ist. Auch die Ausreißer im Attribut 'Price' werden bei dem Produkt Wein, das bis in den Luxusbereich reicht, als normaler Teil der Datenverteilung angesehen.\n",
+ "\n",
+ "Im Anschluss wurde der Datensatz auf Duplikate geprüft. Obwohl mehrere Weine denselben Namen haben, unterscheiden sie sich in den weiteren Attributen wie Region oder Weingut. Lediglich zwei Duplikate wurden gefunden und aus der Tabelle entfernt. Der Datensatz hat nach diesem Bereinigungsschritt noch 13.830 Einträge.\n",
+ "\n",
+ "Als nächster Schritt in der Bereinigung der Daten folgte die Standardisierung der Bezeichnung der Rebsorten. In unterschiedlichen Ländern sind verschiedene Bezeichnung für dieselbe Rebsorte üblich. Es wurde daher eine bevorzugte Bezeichnung festgelegt und bei Synonymen ersetzt.\n",
+ "\n",
+ "Abschließen wurde der Datensatz auf fehlende Werte geprüft. Der Datensatz enthielt keine fehlenden Werte in einem der Attribute.\n",
+ "\n",
+ "Im weiteren Verlauf dieser Arbeit wird nur noch mit der bereinigten Tabelle 'wines_cleansed' gearbeitet."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "f51e24c3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Erstellt eine Kopie der Tabelle\n",
+ "wines_cleansed = wines.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "bf286d8d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Duplicate Rows :\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Name</th>\n",
+ " <th>Country</th>\n",
+ " <th>Region</th>\n",
+ " <th>Winery</th>\n",
+ " <th>Rating</th>\n",
+ " <th>NumberOfRatings</th>\n",
+ " <th>Price</th>\n",
+ " <th>Year</th>\n",
+ " <th>WineStyle</th>\n",
+ " <th>Variety</th>\n",
+ " <th>Variety_count</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>8348</th>\n",
+ " <td>Grande Cuvée 2017</td>\n",
+ " <td>Austria</td>\n",
+ " <td>Burgenland</td>\n",
+ " <td>Salzl Seewinkelhof</td>\n",
+ " <td>3.9</td>\n",
+ " <td>91</td>\n",
+ " <td>17.29</td>\n",
+ " <td>2017</td>\n",
+ " <td>red</td>\n",
+ " <td>unknown</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12306</th>\n",
+ " <td>Mâcon-Villages 2018</td>\n",
+ " <td>France</td>\n",
+ " <td>Mâcon-Villages</td>\n",
+ " <td>Joseph Drouhin</td>\n",
+ " <td>3.8</td>\n",
+ " <td>731</td>\n",
+ " <td>13.60</td>\n",
+ " <td>2018</td>\n",
+ " <td>white</td>\n",
+ " <td>unknown</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Name Country Region Winery \\\n",
+ "8348 Grande Cuvée 2017 Austria Burgenland Salzl Seewinkelhof \n",
+ "12306 Mâcon-Villages 2018 France Mâcon-Villages Joseph Drouhin \n",
+ "\n",
+ " Rating NumberOfRatings Price Year WineStyle Variety Variety_count \n",
+ "8348 3.9 91 17.29 2017 red unknown 0 \n",
+ "12306 3.8 731 13.60 2018 white unknown 0 "
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Prüft auf Duplikate in der Tabelle\n",
+ "duplicate = wines_cleansed[wines_cleansed.duplicated(['Name', 'Country', 'Region', 'Winery', 'Year'])] \n",
+ "print('Duplicate Rows :') \n",
+ "duplicate"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "5e9a878e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Entfernt die Duplikate\n",
+ "indexNames = duplicate.index\n",
+ "wines_cleansed.drop(indexNames , inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "78b45c8b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Standardisierung der Rebsorten bei Synonymen\n",
+ "wines_cleansed['Variety'] = wines_cleansed['Variety'].replace({'Syrah': 'Shiraz', 'Brunello': 'Sangiovese', 'Zinfandel': 'Primitivo', \n",
+ " 'Pinot Gris': 'Pinot Grigio', 'Blaufrankisch': 'Blaufränkisch', \n",
+ " 'Gewurztraminer': 'Gewürztraminer', 'Garnatxa': 'Grenache', 'MencÃa': 'Mencia', \n",
+ " 'Sankt Laurent': 'St. Laurent', 'Petite Sirah': 'Durif', \n",
+ " 'Prieto Picudo': 'Gouveio', 'Verdelho': 'Gouveio', 'Airén': 'Airen'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "a0f89094",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Name False\n",
+ "Country False\n",
+ "Region False\n",
+ "Winery False\n",
+ "Rating False\n",
+ "NumberOfRatings False\n",
+ "Price False\n",
+ "Year False\n",
+ "WineStyle False\n",
+ "Variety False\n",
+ "Variety_count False\n",
+ "dtype: bool"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Prüft auf NaN-Werte\n",
+ "wines_cleansed.isnull().any()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3adf616f",
+ "metadata": {},
+ "source": [
+ "*Code 13-17: Erstellen und Bereinigung der Tabelle 'wines_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "307257e8",
+ "metadata": {},
+ "source": [
+ "### 3.2 Deskriptive Analyse des Datensatzes <a class=\"anchor\" id=\"32Deskriptiv\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9ef2e03c",
+ "metadata": {},
+ "source": [
+ "Keines der ausgewählten Attribute gehört der Ordinalskala an, sodass hier eine weitere Analyse entfällt.\n",
+ "\n",
+ "Im folgenden Code werden die maximalen und minimalen Ausprägungen sowie die Mittelwerte und Standardabweichungen der relevanten numerischen Attribute berechnet.\n",
+ "\n",
+ "Die Verteilung des Attributs 'Rating' scheint normalverteilt zu sein. Bei den Attributen 'NumberOfRatings' und 'Price' gibt es eine große Streuung der Werte und daher auch eine hohe Standardabweichung. Wie bereits im vorherigen Abschnitt erläutert, hängen diese Ergebnisse mit der großen Bandbreite des untersuchten Produktes Wein zusammen.\n",
+ "\n",
+ "Zur besseren Verdeutlichung dieser Sachverhalte werden die einzelnen Verteilungen in Form von Histogrammen visualisiert."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "b737ff75",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Der Mittelwert und Standardabweichung des Attributs \u001b[1;38mRating\u001b[0;0m:\n",
+ "Höchster Wert: 4.9\n",
+ "Niedrigster Wert: 2.2\n",
+ "Mittelwert: 3.8656665702718342\n",
+ "Standardabweichung: 0.29644765608607265\n",
+ "\n",
+ "Der Mittelwert und Standardabweichung des Attributs \u001b[1;38mNumberOfRatings\u001b[0;0m:\n",
+ "Höchster Wert: 94287\n",
+ "Niedrigster Wert: 25\n",
+ "Mittelwert: 428.32497108155\n",
+ "Standardabweichung: 1838.542688458447\n",
+ "75th percentile: 336.0\n",
+ "\n",
+ "Der Mittelwert und Standardabweichung des Attributs \u001b[1;38mPrice\u001b[0;0m:\n",
+ "Höchster Wert: 3410.79\n",
+ "Niedrigster Wert: 3.15\n",
+ "Mittelwert: 33.027392278775764\n",
+ "Standardabweichung: 70.90469988979773\n",
+ "95th percentile: 98.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "max_rating = wines_cleansed['Rating'].max()\n",
+ "min_rating = wines_cleansed['Rating'].min()\n",
+ "mean_rating = wines_cleansed['Rating'].mean()\n",
+ "std_rating = wines_cleansed['Rating'].std ()\n",
+ "\n",
+ "max_nor = wines_cleansed['NumberOfRatings'].max()\n",
+ "min_nor = wines_cleansed['NumberOfRatings'].min()\n",
+ "mean_nor = wines_cleansed['NumberOfRatings'].mean()\n",
+ "std_nor = wines_cleansed['NumberOfRatings'].std ()\n",
+ "percentile_nor = np.percentile(wines_cleansed['NumberOfRatings'], 75)\n",
+ "\n",
+ "max_price = wines_cleansed['Price'].max()\n",
+ "min_price = wines_cleansed['Price'].min()\n",
+ "mean_price = wines_cleansed['Price'].mean()\n",
+ "std_price = wines_cleansed['Price'].std ()\n",
+ "percentile_price = np.percentile(wines_cleansed['Price'], 95)\n",
+ "\n",
+ "print(\"Der Mittelwert und Standardabweichung des Attributs \\033[1;38mRating\\033[0;0m:\")\n",
+ "print(\"Höchster Wert:\", (max_rating))\n",
+ "print(\"Niedrigster Wert:\", (min_rating))\n",
+ "print(\"Mittelwert:\", (mean_rating))\n",
+ "print(\"Standardabweichung:\", (std_rating))\n",
+ "\n",
+ "print(\"\\nDer Mittelwert und Standardabweichung des Attributs \\033[1;38mNumberOfRatings\\033[0;0m:\")\n",
+ "print(\"Höchster Wert:\", (max_nor))\n",
+ "print(\"Niedrigster Wert:\", (min_nor))\n",
+ "print(\"Mittelwert:\", (mean_nor))\n",
+ "print(\"Standardabweichung:\", (std_nor))\n",
+ "print(\"75th percentile:\", (percentile_nor))\n",
+ "\n",
+ "print(\"\\nDer Mittelwert und Standardabweichung des Attributs \\033[1;38mPrice\\033[0;0m:\")\n",
+ "print(\"Höchster Wert:\", (max_price))\n",
+ "print(\"Niedrigster Wert:\", (min_price))\n",
+ "print(\"Mittelwert:\", (mean_price))\n",
+ "print(\"Standardabweichung:\", (std_price))\n",
+ "print(\"95th percentile:\", (percentile_price))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "60ca6f0a",
+ "metadata": {},
+ "source": [
+ "*Code 18: Statistische Kennwerte der numerischen Attribute der Tabelle 'wines_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "521ccc1b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 100\n",
+ "sns.displot(x='Rating', data=wines_cleansed, kde=True, facet_kws={'despine': False}, aspect=2.5, color='crimson')\n",
+ "plt.title('Rating', fontsize=12)\n",
+ "plt.xlabel('Rating (Points)', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "9cc4229c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2000x500 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "g = sns.displot(x='Rating', data=wines_cleansed, kde=True, col='WineStyle', facet_kws={'despine': False}, color='crimson');\n",
+ "g.fig.subplots_adjust(top=0.8)\n",
+ "g.fig.suptitle('Rating pro WineStyle', fontsize=16)\n",
+ "g.set_axis_labels('Rating (Points)');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "a71ef113",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAABMwAAAH7CAYAAAAw8wPRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAABI3UlEQVR4nO3deZzVZd0//tc5w7DNoIgbKlkSSlkIaqXhkqKolWVpoNUXtcUNcyEVl0y9LW8sNSoNrAxb7rTS0rvUyi3EBbxN9A7Tft0i5hYo4jaDMMPM+f1BczyEywzbGWaez8eDx3A+n885n/d14H308eK6rlMolUqlAAAAAABJkmK1CwAAAACAzkRgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAFRFqVSqdgkAAK9LYAYAdDvjxo3L9ttvnzlz5rzu+VGjRuWMM85Y63VceumlGTp06Fq/T2NjY6ZMmZKPf/zjGTFiRD7wgQ/ksMMOyy9/+cssW7Zspesvvvji7LLLLhkxYkSuv/76jBs3LkOHDl3h17ve9a7svPPOGTNmTG688cYO1/Too4/m05/+9ArHhg4dmksvvXSVxwkAsKb0qHYBAADV0NLSkjPPPDO/+c1v0rNnz2qXs9b885//zOc+97m88MILGTduXHbeeecsXbo099xzTy644ILccMMNmTJlSvr165ck+fvf/54f/vCHGTt2bA466KAMHjw4v/71r7P99tvn3HPPLb9uS0tL5s+fnx//+Mf58pe/nH79+mXPPfdsd12///3v88ADD6xw7Je//GUGDhy4ZgYOALAaBGYAQLfUr1+//N///V++973vZcKECdUuZ60olUo58cQT8+qrr+a6667LlltuWT6311575cMf/nAOP/zwnH/++bnooouSJC+++GKS5KMf/Wje9773la+vr6/PiBEjVrrHhz70oXzwgx/Mr3/96w4FZq/n9V4fAKAaLMkEALqld7/73fnEJz6RK664Ig899NAbXvd6yzN/85vfZOjQoXnqqaeSLF9aecABB+TWW2/NgQcemGHDhuWggw7KAw88kAcffDBjxozJDjvskAMPPDAzZ85c6R633npr9t9//wwbNixjxoxZ6ZoXX3wx55xzTkaOHJlhw4Zl7NixK10zdOjQXHbZZTnkkEOy8847Z8qUKbnjjjvyl7/8JaeeeuoKYVmbHXfcMUcccUR++9vf5oknnsill16acePGJUmOOOKIjBo16i3fx549e6a2tnaFY0uWLMkll1yS/fbbL+9973uz00475XOf+1weeeSR8vt12WWXletuW4ZZ+ft77703Q4cOzcyZM/P5z38+w4cPz8iRI/ONb3xjhWWkDQ0NOeecc/LBD34wO+64YyZMmJAf//jHKyx1ffLJJ3Pcccdll112yfDhw3PooYfmjjvueMuxAQDdl8AMAOi2zjrrrGy00UY588wz09TUtFqvNX/+/EyaNCnHHntsvv3tb+ell17KiSeemC9/+csZO3ZsvvWtb6W1tTUTJkzIkiVLVqrj8MMPz6WXXpq6urocddRRefTRR5MkS5cuzRFHHJHbbrstEyZMyGWXXZaBAwfmi1/84kqh2dSpU7P//vvnW9/6VvbZZ5/ceeedKRaL2Xvvvd+w7o9+9KNJkttvvz1jxozJOeeckyQ555xzyqFWsny22rJly8q/li5dmn/84x85++yz09jYmIMOOqh87cSJE3Pttdfm6KOPzrRp03LGGWfk73//eyZMmJBSqZQxY8bkU5/6VJLlyzDHjBnzhvWdeuqp2XnnnXP55ZfnYx/7WKZNm5Zrr722fP7444/P73//+5xwwgmZPHlyGhsbc8kll5TPt7a25phjjsnixYvzzW9+M1OmTEn//v0zfvz4/OMf/3jD+wIA3ZslmQBAt7Xhhhvm/PPPz3HHHbfaSzNfffXVnHvuueVliXPnzs0ll1ySCy64oBwOtbS05MQTT8y8efPy7ne/u/zcc889txxcffCDH8w+++yTqVOn5pJLLsl///d/529/+1t+9atfZfjw4UmSPffcM+PGjcvFF1+cX//61+XX2WGHHXL00UeXHz/11FPp379/6uvr37DurbfeunztwIEDM2TIkCTJkCFDsv3225evu++++/Ke97xnhecWCoVst912+c53vlOejdbU1JTGxsZ89atfzUc+8pEkyQc+8IE0NjbmwgsvzHPPPZeBAweW9yp7q2WYY8aMyfHHH19+b2699dZMnz49hx12WGbOnJlZs2bl0ksvzX777Vd+bz72sY+VA8fnn38+c+fOzbHHHpsPfehD5ffpsssuy9KlS9/03gBA9yUwAwC6tVGjRuXjH/94rrjiiuy3334rhUIdsdNOO5V/v8kmmyRZMRDq379/kuTll18uH6upqSmHPUnSq1ev7LnnnvnTn/6UJJk5c2Y23XTTvOc971lhKeLee++db37zm3nppZey4YYbJkm22267FeoplUrp0ePN/3fvrc63ec973pP/+I//SJIsWLAg3/nOd9Lc3JzJkyfnne98Z/m6nj175kc/+lGS5Nlnn80//vGPPPbYY+XxNDc3t+t+bXbccccVHg8cODCLFy9OksyaNSu1tbXZd999y+eLxWI+/OEPl5d2brLJJhkyZEi++tWv5p577smee+6Z3XffPWeeeWaH6gAAuheBGQDQ7Z199tmZOXNmzjjjjBVmbHXU683k6t2795s+p3///ivtAbbxxhuXQ7UXX3wxzz333BsGec8991w5MGsL6dpstdVWufvuu7NkyZI3rOPJJ59Mktfd46xSXV1dhg0bliQZNmxYdtxxxxx00EH5/Oc/n+uuuy4DBgwoX3vnnXfmP//zP/PYY4+lrq4uQ4cOTV1dXZLlIV5H/HvdxWKx/BovvPBC+vfvn2JxxV1GKt+HQqGQadOmZerUqbnlllty3XXXlUO28847rxxiAgBUsocZANDtbbjhhjnvvPPy97//PVOnTl3pfEtLywqP22Y4rQmvvPLKSiHSwoULywFUv3798o53vCPXXnvt6/4aNGjQG772qFGjsmzZstx6661veM0f/vCH8rUdsfHGG+ecc87J/Pnzc8EFF5SPP/HEEzn++OPzrne9K7fccktmz56dq6+++k33UVtVm2++eV544YW0traucPz5559f6brzzjsvd911V66//vp84QtfyM0335zJkyev8ZoAgK5BYAYAkGTffffNgQcemB/84AdZtGhR+Xh9fX3mz5+/wrWzZ89eY/dtamrKrFmzyo8bGxszffr07LLLLkmW7//1z3/+MxtvvHGGDRtW/jVz5sxcccUVqampecPX3m233bLzzjvnG9/4Rp5++umVzs+ZMydXXHFFPvKRj+Qd73hHh2vfb7/9sscee+SGG27IvffemyR56KGHsnTp0hxzzDHl/dGS5bPOktdmmP37rLBV8YEPfCDLli3L7bffvsLxyoDwgQceyMiRI/OXv/wlhUIh7373uzNhwoRst912K/25AgC0EZgBAPzLV7/61fTv3z+vvvpq+djee++d++67L5dffnlmzZqVCy+8cKVvp1wdtbW1Oeuss/K73/0uf/rTn/LFL34xS5Ysyfjx45MkBx98cLbccst87nOfy3XXXZdZs2blW9/6ViZPnpzNNttspeWclYrFYi655JL0798/Bx98cKZMmZKZM2fm7rvvzkUXXZRx48Zl++23L+9NtirOOuus1NbW5utf/3qWLVuW97znPenRo0cuuuii3H333fnTn/6UE044IdOnT0/y2uy8DTbYIElyww03lJeFdtT73//+7LbbbvnKV76SX/ziF5kxY0ZOPPHE/O1vf0uhUEiSbL/99undu3cmTpyYG2+8Mffee28mT56cRx55JPvvv/8qjxsA6NoEZgAA/9K/f/+cd955Kxw75phjMmbMmEybNi3HHXdcFixYsMISxNW14YYb5rTTTsvkyZNz4oknpqamJv/1X/+VwYMHJ0n69u2bn//859l5551z0UUX5aijjsrNN9+cU045pV0b12+xxRb55S9/maOPPjq33HJLjj/++Jx88sm5//77c8YZZ+SnP/1pObxaFYMHD864cePy97//Pf/1X/+Vt7/97bnkkkuyYMGCHHfccTnnnHOSJD/72c9SKBTy5z//Ocny2WnDhg3LGWecUf6SgFUxefLkjBo1KpdccklOOumk9OzZM5/+9KfTt2/fJMu/RGHatGnZdtttc8EFF+QLX/hCbrvttpx//vk5+OCDV/m+AEDXVih1dOdVAADoBJ5++uk8+OCD2WeffVb4coATTzwxTz75ZK677roqVgcArM98SyYAAOulYrGYM844I/vss08+9alPpaamJjNmzMjNN9+cSZMmVbs8AGA9ZoYZAADrrVmzZuV73/teHnnkkSxbtizvfOc787nPfS4HHnhgtUsDANZjAjMAAAAAqGDTfwAAAACoIDADAAAAgAoCMwAAAACo0K2/JbO1tTXLli1LsVhMoVCodjkAAAAArCWlUimtra3p0aNHisU3n0PWrQOzZcuWZc6cOdUuAwAAAIB1ZNiwYenZs+ebXtOtA7O2NHHYsGGpqampcjWrr6WlJXPmzOky44H1hd6DdU/fQXXoPagOvQdrRlsvvdXssqSbB2ZtyzBramq61IdOVxsPrC/0Hqx7+g6qQ+9Bdeg9WDPasy2XTf8BAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoEKPahfAmld6uTHNja+ucKzYr29qNuxXpYoAAAAA1h8Csy6otWFxGq6+aYVj/T7zUYEZAAAAQDtYkgkAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFQRmAAAAAFChaoHZrbfemjPPPDNJcvPNN+eQQw7J2LFjM3369CTJwoULc8QRR+Qzn/lMzj333LS2tiZJJk+enDFjxmTcuHF54oknkiT3339/PvWpT+XQQw/Nr371q6qMBwAAAICuoSqB2cUXX5yLL744pVIpzc3NmTx5cn76059m2rRpmTx5cpqbmzN16tQceuihueqqq5Ik06dPz0MPPZRHHnkk11xzTU499dRcdNFFSZILLrggl112WX72s5/lV7/6VRYtWlSNYQEAAADQBfSoxk2HDRuW3XffPddff33mzp2bbbbZJnV1dUmSQYMGZe7cuZk9e3ZOOumkJMkee+yRWbNmZdCgQRk5cmSSZPjw4Xn44YfT0NCQ1tbWDBw4MEmy0047Zfbs2dl3333bXU9LS8saHmF1tI2jVCqVZ+S1KZVKXWac0Nm09ZYeg3VH30F16D2oDr0Ha0ZHeqgqgdn++++fe++9N0nS0NCQfv36lc/V1dWloaFhheN1dXVpbGxMQ0NDNt988/K1pVIpDQ0Nqa+vX+H5jY2NHapnzpw5qzOcTuelF1/Mc/Pnr3Cs9YUX8uSzT1epIugeutpnCawP9B1Uh96D6tB7sO5UJTCrVF9fv0LA1djYmH79+pWPt/2sPNamWCy+4fM7YtiwYampqVn9wVRZS0tL5syZkw3790/xXzPu2myw0UbZeMvtqlQZdG1tvddVPktgfaDvoDr0HlSH3oM1o62X2qPqgdngwYPz2GOPpaGhIUkyb968DB48OCNGjMhdd92VAw44IDNmzMhuu+2WLbbYIlOmTMnhhx+eBx98MEOGDCnPLps/f34GDBiQP//5zznqqKM6VENNTU2X+tApFAopFosrHetKY4TOqKt9lsD6QN9Bdeg9qA69B+tO1QOznj17ZsKECTnyyCPT0tKSk08+ObW1tRk/fnwmTpyYK6+8MoMHD87o0aNTLBYzdOjQjB07NoVCIZMmTUqSnH322TnhhBPS0tKSQw45JJtuummVRwUAAADA+qpqgdkuu+ySXXbZJUkyevTojB49eoXzm266aa688sqVnjdhwoRMmDBhhWM777xzrrnmmrVXLAAAAADdRvGtLwEAAACA7kNgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVBGYAAAAAUEFgBgAAAAAVelS7gCRpbm7OaaedlgULFqRPnz656KKLcv/99+f73/9+ampqMn78+Oy1115ZuHBhTjnllDQ3N2fbbbfNueeem2KxmMmTJ+eee+5J7969c8EFF2Trrbeu9pAAAAAAWE91ihlmM2bMSO/evXP11Vfnwx/+cH784x9n8uTJ+elPf5pp06Zl8uTJaW5uztSpU3PooYfmqquuSpJMnz49Dz30UB555JFcc801OfXUU3PRRRdVeTQAAAAArM86xQyzIUOG5MYbb0ypVEpjY2N69eqVbbbZJnV1dUmSQYMGZe7cuZk9e3ZOOumkJMkee+yRWbNmZdCgQRk5cmSSZPjw4Xn44Yc7fP+WlpY1N5gqahtHqVRKa2vrCudKpVKXGSd0Nm29pcdg3dF3UB16D6pD78Ga0ZEe6hSBWW1tbR599NEccMABaWxszLe//e08+eST5fN1dXVpaGhIQ0ND+vXrVz7W2NiYhoaGbL755uVrS6VSh+8/Z86c1R9EJ/LSiy/mufnzVzjW+sILefLZp6tUEXQPXe2zBNYH+g6qQ+9Bdeg9WHc6RWD2k5/8JPvtt1++9KUvZe7cufn0pz+dD3zgA+XzjY2N6devX+rr69PY2Fj+WXmsTbHY8VWmw4YNS01NzRoZSzW1tLRkzpw52bB//xQHDlzh3AYbbZSNt9yuSpVB19bWe13lswTWB/oOqkPvQXXoPVgz2nqpPTpFYNavX79ssMEGSZIBAwakX79+eeyxx9LQ0JAkmTdvXgYPHpwRI0bkrrvuygEHHJAZM2Zkt912yxZbbJEpU6bk8MMPz4MPPpghQ4Z0+P41NTVd6kOnUCisFBwWCoUuNUbojLraZwmsD/QdVIfeg+rQe7DudIrA7Mgjj8xZZ52VP/zhD2lpacl5552XJUuW5Mgjj0xLS0tOPvnk1NbWZvz48Zk4cWKuvPLKDB48OKNHj06xWMzQoUMzduzYFAqFTJo0qdrDAQAAAGA91ikCs/r6+nz3u99d6fjo0aNXeLzpppvmyiuvXOm6CRMmZMKECWutPgAAAAC6j45v+AUAAAAAXZjADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILADAAAAAAqCMwAAAAAoILArAtZtuD59Jn8izQ9PLfapQAAAACst3pUuwDWnFf/eHd6/XFWXinWptd7h1S7HAAAAID1khlmXUltbZKk9ZWGKhcCAAAAsP4SmHUhxfo+SZJS45IqVwIAAACw/upwYHbvvfeujTpYA4r1fZMkrY2Lq1wJAAAAwPqrw4HZiSeemH333Tff+9738swzz6yNmlhFhbbAbLEZZgAAAACrqsOB2V133ZXTTjstDz30UPbff/98/vOfzw033JCmpqa1UR8d0DbDrNT4apUrAQAAAFh/dTgwq62tzf7775+pU6fmjjvuyL777ptp06Zl9913z3/8x3/kb3/729qok3YoB2aLBWYAAAAAq2qVN/1//vnn87vf/S7XX399Hn300eyyyy7p1atXjjzyyFx++eVrskbaqW1JZmlpc0otrVWuBgAAAGD91KOjT7jxxhvz3//937nnnnsyePDgHHzwwbn88sszYMCAJMmHPvShHH/88Tn22GPXeLG8ubYZZklSampOoU+vKlYDAAAAsH7qcGD2H//xH/noRz+aX/ziF3nve9+70vltttkmRx555JqojQ4q1PZIqbZHCs3LUmpqTgRmAAAAAB3W4cDsrrvuypNPPpnNN988SfLggw+mX79+eec735kkGThwYE488cQ1WyXtVurbO4WXGpKm5mqXAgAAALBe6vAeZrfddls+8YlP5PHHH0+SPPDAAxkzZkzuuOOONV0bq6DUd/msspLADAAAAGCVdHiG2WWXXZYpU6aUl2N+7nOfy5AhQ3LRRRflQx/60BovkA7qIzADAAAAWB0dnmH2z3/+M3vssccKx3bfffc888wza6woVl2pT+/lPwVmAAAAAKukw4HZVlttlTvvvHOFYzNnzsyWW265xopi1VmSCQAAALB6Orwk8+ijj87xxx+f/fbbL1tttVWeeeaZ3HLLLfnGN76xNuqjg0p9zTADAAAAWB0dDsw+9rGPZbPNNsv111+fv/71r9liiy0ybdq07LTTTmujPjqoZA8zAAAAgNXS4cAsSXbZZZfssssua7oW1gCBGQAAAMDq6XBgtmDBgkydOjWPP/54WltbVzj305/+dI0Vxir615LMCMwAAAAAVkmHA7MzzzwzCxcuzN57753a2tq1UROrwQwzAAAAgNXT4cBszpw5+eMf/5gBAwasjXpYTTb9BwAAAFg9xY4+oV+/funZs+faqIU1wAwzAAAAgNXT4Rlm48ePz5lnnpmjjjoqm2yyyQrnttxyyzVWGKvGDDMAAACA1dPhwOzss89Oktxyyy1JkkKhkFKplEKhkEceeWTNVkeHmWEGAAAAsHo6HJjddttta6MO1hSBGQAAAMBq6fAeZltttVW22mqrvPTSS/nrX/+aTTfdNL17985WW221Nuqjg0p1lmQCAAAArI4OB2bPP/98DjvssIwdOzann356nnzyyey777554IEH1kZ9dFCpz/LALE3NKZVK1S0GAAAAYD3U4cDsP//zP7PddtvlvvvuS48ePfLOd74zRx99dL75zW+ujfrooLY9zJIkzcuqVwgAAADAeqrDgdmsWbNy5plnpk+fPikUCkmSL37xi3n00UfXeHGsgl61SXH5n4tlmQAAAAAd1+HArLa2NkuWLEmS8pK/xsbG1NXVrdnKWDWFQgp9+yQRmAEAAACsig5/S+aoUaNy2mmn5eyzz06hUMjzzz+fr3/96/nQhz60WoVMmTIld955Z5qamnLCCSekqakp3//+91NTU5Px48dnr732ysKFC3PKKaekubk52267bc4999wUi8VMnjw599xzT3r37p0LLrggW2+99WrVsr4r1vdJS8NigRkAAADAKujwDLNTTjklffv2zQEHHJCXX345u+++e1599dWceuqpq1zErFmz8re//S1XX311fvCDH+TRRx/N5MmT89Of/jTTpk3L5MmT09zcnKlTp+bQQw/NVVddlSSZPn16HnrooTzyyCO55pprcuqpp+aiiy5a5Tq6CjPMAAAAAFZdh2eY1dXV5bvf/W4WLVqUp556KgMHDsxmm222WkXcfffd2XLLLXPsscemubk5p512WmbPnl1e5jlo0KDMnTs3s2fPzkknnZQk2WOPPTJr1qwMGjQoI0eOTJIMHz48Dz/8cIfv39LSslr1dxZt4yj+KzBrXbI0ra2tSZYvn+0q44TOpq239BisO/oOqkPvQXXoPVgzOtJDHQ7M7rvvvhUe/+Mf/8g//vGPJMn73//+jr5ckmTRokV5/vnnc9lll+Xhhx/OQQcdlE984hPl83V1dWloaEhDQ0P69etXPtbY2JiGhoZsvvnm5Wvb9lXriDlz5qxS3Z1VS8/lf6wvPrcwrfU9kyStL7yQJ599upplQZfX1T5LYH2g76A69B5Uh96DdafDgdm4ceNWOlYsFrPFFlvktttuW6Ui+vfvn+233z49evTIDjvskA033DCNjY3l842NjenXr1/q6+vT2NhY/ll5rLKWjho2bFhqampWqfbOpKWlJXPmzEnthv3SkmSDPn3Ta+DAJMkGG22UjbfcrroFQhfV1ntd5bME1gf6DqpD70F16D1YM9p6qT06HJj97W9/W+HxokWL8r3vfS9bbbVVR1+qbKeddso111yTz372s3n88cez5ZZb5rHHHktDQ0OSZN68eRk8eHBGjBiRu+66KwcccEBmzJiR3XbbLVtssUWmTJmSww8/PA8++GCGDBnS4fvX1NR0qQ+dYv3yJZmF5pZygFgoFLrUGKEz6mqfJbA+0HdQHXoPqkPvwbrT4cDs3w0YMCCnnXZa9t9//3z+859fpdcYNWpU/ud//idjxoxJqVTK+eefnwULFuTII49MS0tLTj755NTW1mb8+PGZOHFirrzyygwePDijR49OsVjM0KFDM3bs2BQKhUyaNGl1h7Tea9vDrNRs038AAACAjlrtwCxJXnrppSxdunSVn18oFHLmmWeudHz06NErPN50001z5ZVXrnTdhAkTMmHChFW+f1dT/pbMpU1VrgQAAABg/dPhwOzfg63m5ubcf//95W+qpPqKdf8KzJqWVbkSAAAAgPXPas8w69WrV8aNG5dDDz10TdTDGlDo2ztJUmqyJBMAAACgozocmNkjrPMr1vdNIjADAAAAWBUdDswuu+yydl33pS99qcPFsGaYYQYAAACw6jocmP3f//1fbr755rzrXe/KNttsk/nz52f27NnZfvvtU1dXl2T5Jv5Uz2t7mNn0HwAAAKCjOhyYFYvFnHnmmTn88MPLx/77v/87f/rTn/Ltb397TdbGKmr7lszY9B8AAACgw4odfcIdd9yRz372syscO/DAAzNz5sw1VhSrp1hnSSYAAADAqupwYDZgwIDcd999Kxy78847M3DgwDVWFKunUPfapv+lUqnK1QAAAACsXzq8JPOYY47J0Ucfnf333z9bbrllnnzyyfzpT3/KpZdeujbqYxUU/7Xpf1pbk5aWpEeH/5gBAAAAuq0OJyljxozJVlttld/+9rd5+OGH87a3vS2/+MUvMnTo0LVRH6ug7Vsyk6TUtCwFgRkAAABAu61SkjJy5MiMHDkyixYtyoABA9Z0TaymQk1NUtsjaV62fB+zigANAAAAgDfX4T3MmpubM3ny5Oy8884ZNWpUnnzyyRxyyCF59tln10Z9rKJCbW0SG/8DAAAAdFSHA7PLLrsss2bNyne+853U1tZm4403zsCBA3PBBResjfpYRYVeywOzCMwAAAAAOqTDSzJ/97vf5eqrr87mm2+eQqGQvn37ZtKkSRk9evTaqI9VVOjZNsOsqcqVAAAAAKxfOjzDbPHixeV9y0qlUpKkd+/eKRY7/FKsRa8FZmaYAQAAAHREh1OuESNG5LLLLkuSFAqFJMnPfvazDBs2bM1Wxmp5LTBbVuVKAAAAANYvHV6SedZZZ+XII4/Mddddl8bGxnzkIx9JY2NjrrzyyrVRH6vKDDMAAACAVdLhwGyTTTbJjTfemOnTp+fpp5/OwIEDs9dee6W+vn5t1McqsiQTAAAAYNV0ODA78MAD89vf/jYf/vCH10Y9rCHlwGypTf8BAAAAOmKVdup/9dVX13QdrGFmmAEAAACsmg7PMNtll10yZsyY7Lnnntlss81WOPelL31pjRXG6ikHZs02/QcAAADoiA4HZk899VTe9ra3Zd68eZk3b175eNs3ZtI5tAVmMcMMAAAAoEPaHZh94QtfyI9+9KP87Gc/S5IsWbIkvXv3XmuFsXosyQQAAABYNe3ew+yBBx5Y4fGee+65xothzbHpPwAAAMCqWaVN/5OkVCqtyTpYw8wwAwAAAFg1qxyY2bOskysHZjb9BwAAAOiIVQ7M6Nxe+5ZMM8wAAAAAOqLdm/4vW7Ys119/fflxc3PzCo+T5BOf+MQaKovVVf6WzOZlKbW2VrcYAAAAgPVIuwOzTTbZJN/97nfLjzfaaKMVHhcKBYFZJ1IOzGIfMwAAAICOaHdgdvvtt6/NOljDCj1qkmIxaW1NBGYAAAAA7WYPsy6sYON/AAAAgA4TmHVhrwVmZpgBAAAAtJfArAt7LTBrqnIlAAAAAOsPgVlXZoYZAAAAQIcJzLowSzIBAAAAOk5g1oUJzAAAAAA6TmDWhfmWTAAAAICOE5h1YYVeywOz2PQfAAAAoN0EZl2YJZkAAAAAHScw68IKtQIzAAAAgI4SmHVhZpgBAAAAdJzArCuz6T8AAABAhwnMurC2Tf9LNv0HAAAAaDeBWRdmSSYAAABAxwnMujCBGQAAAEDHCcy6sLbALPYwAwAAAGg3gVkXVjnDrFQqVbkaAAAAgPWDwKwLK88wK5VSWrK0usUAAAAArCcEZl1ZbY/yb0uNr1axEAAAAID1h8CsCysUCsm/Zpm1Ni6pcjUAAAAA6weBWRdX3sdssRlmAAAAAO0hMOviCuUZZgIzAAAAgPYQmHVxAjMAAACAjhGYdXGWZAIAAAB0jMCsizPDDAAAAKBjBGZdnBlmAAAAAB0jMOviyjPMGgRmAAAAAO0hMOvqzDADAAAA6BCBWRf32h5mS6pcCQAAAMD6QWDWxdnDDAAAAKBjBGZdnG/JBAAAAOgYgVkXV55hJjADAAAAaBeBWRdnhhkAAABAxwjMurhyYGYPMwAAAIB26VSB2cKFC/P+978/SXLzzTfnkEMOydixYzN9+vTy+SOOOCKf+cxncu6556a1tTVJMnny5IwZMybjxo3LE088Ua3yO6XXlmT6lkwAAACA9uhUgdnFF1+c5ubmNDc3Z/LkyfnpT3+aadOmZfLkyWlubs7UqVNz6KGH5qqrrkqSTJ8+PQ899FAeeeSRXHPNNTn11FNz0UUXVXkUnUzPHkmS0qsCMwAAAID26FHtAtrMnDkzG220UQYMGJC5c+dmm222SV1dXZJk0KBBmTt3bmbPnp2TTjopSbLHHntk1qxZGTRoUEaOHJkkGT58eB5++OEO37ulpWXNDaSK2sZRKpXKs+9KNTXLfy5tyrKlS1Po0Wn+yKHLaOu9rvJZAusDfQfVofegOvQerBkd6aFOkZ40NTXl8ssvz5QpU/LHP/4xDQ0N6devX/l8XV1dGhoaVjheV1eXxsbGNDQ0ZPPNNy9fWyqVOnz/OXPmrP4gOpGXXnwxz82fv/xBS0t6/+v4/957X1LXp2p1QVfX1T5LYH2g76A69B5Uh96DdadTBGY/+MEPcthhh5VnlNXX16exsbF8vrGxMf369Ssfb/tZeaxNsdjxVabDhg1Lzb9mYq3PWlpaMmfOnGzYv3+KAwcmWR4gvlwoJKVS3vvObdNj4CZVrhK6nrbe6yqfJbA+0HdQHXoPqkPvwZrR1kvt0SkCs5kzZ+bee+/NVVddleeeey6XXHJJnn766TQ0NCRJ5s2bl8GDB2fEiBG56667csABB2TGjBnZbbfdssUWW2TKlCk5/PDD8+CDD2bIkCEdvn9NTU2X+tApFAorBIeFnrUpLW1KYcnSLjVO6Gy62mcJrA/0HVSH3oPq0Huw7nSKwOznP/95+fejRo3KD3/4w9xyyy058sgj09LSkpNPPjm1tbUZP358Jk6cmCuvvDKDBw/O6NGjUywWM3To0IwdOzaFQiGTJk2q4kg6qdoeydKmlBperXYlAAAAAJ1epwjMKt1+++1JktGjR2f06NErnNt0001z5ZVXrvScCRMmZMKECeukvvVRoWdtSklaGwVmAAAAAG+l4xt+sd4p1C7PRQVmAAAAAG9NYNYNFHrWJklKAjMAAACAtyQw6wbMMAMAAABoP4FZdyAwAwAAAGg3gVk38NqSzMVVrgQAAACg8xOYdQPlJZmLl1S5EgAAAIDOT2DWDdj0HwAAAKD9BGbdQe3ywMweZgAAAABvTWDWDRR62vQfAAAAoL0EZt1Aodam/wAAAADtJTDrBswwAwAAAGg/gVk3ULCHGQAAAEC7Ccy6g3/NMPMtmQAAAABvTWDWDZhhBgAAANB+ArNuoFBrhhkAAABAewnMuoFCz3/NMFu8JKVSqcrVAAAAAHRuArNuoG2GWVpaUlraVN1iAAAAADo5gVl30BaYxbJMAAAAgLciMOsGCsViCr17JrHxPwAAAMBbEZh1E4U+vZMIzAAAAADeisCsmyj0XR6YWZIJAAAA8OYEZt1Esa8ZZgAAAADtITDrJtqWZJYaF1e5EgAAAIDOTWDWTZhhBgAAANA+ArNuwqb/AAAAAO0jMOsmypv+L15S5UoAAAAAOjeBWTdRNMMMAAAAoF0EZt1EobyHmU3/AQAAAN6MwKybaNv0v2SGGQAAAMCbEph1Ezb9BwAAAGgfgVk3UTDDDAAAAKBdBGbdRLGvGWYAAAAA7SEw6yYsyQQAAABoH4FZN2HTfwAAAID2EZh1E2aYAQAAALSPwKybaNv0v3WxwAwAAADgzQjMuglLMgEAAADaR2DWTbQtySy9ujSllpYqVwMAAADQeQnMuom2GWZJUlq8pIqVAAAAAHRuArPuomdtUlOTxMb/AAAAAG9GYNZNFAqFFOv6JElaGxdXuRoAAACAzktg1o0U/hWYlRrMMAMAAAB4IwKzbuS1GWYCMwAAAIA3IjDrRgRmAAAAAG9NYNaNlJdk+pZMAAAAgDckMOtGin17J7HpPwAAAMCbEZh1I4W6vkmSkiWZAAAAAG9IYNaN2MMMAAAA4K0JzLoRgRkAAADAWxOYdSPlTf8FZgAAAABvSGDWjZhhBgAAAPDWBGbdiMAMAAAA4K0JzLqR15ZkLq5yJQAAAACdl8CsGynW9U1ihhkAAADAmxGYdSPlGWaLl1S5EgAAAIDOS2DWjRT79k5ihhkAAADAmxGYdSM2/QcAAAB4awKzbqRQ37bpv8AMAAAA4I0IzLqRyk3/S6VSlasBAAAA6JwEZt1I25LMtLSktLSpusUAAAAAdFICs26k8K9N/xPLMgEAAADeiMCsGynU1KTQp1cSG/8DAAAAvBGBWTdT8E2ZAAAAAG+qR7ULSJKmpqacdtppWbhwYZqbm3PWWWfl2Wefzfe///3U1NRk/Pjx2WuvvbJw4cKccsopaW5uzrbbbptzzz03xWIxkydPzj333JPevXvnggsuyNZbb13tIXVaxbo+aV34oiWZAAAAAG+gUwRmv/nNb/KOd7wj3/nOd/LYY4/lzDPPzMsvv5xrr702pVIpn/3sZ7Pbbrtl6tSpOfTQQ/ORj3wk5557bqZPn57NNtssjzzySK655pr87//+by666KJceuml1R5Sp9W28X/rYoEZAAAAwOvpFIHZgQcemEKhkCRpbW3NvHnz8r73vS91dXVJkkGDBmXu3LmZPXt2TjrppCTJHnvskVmzZmXQoEEZOXJkkmT48OF5+OGHO3z/lpaWNTSS6mobR6lUSmtr6wrnSqVSWlpaUui7PDBreaWxy4wbqq2tl/QUrDv6DqpD70F16D1YMzrSQ50iMKuvr0+SLFq0KBMnTsyUKVNyzTXXlM/X1dWloaEhDQ0N6devX/lYY2NjGhoasvnmm5evLZVKHb7/nDlzVnMEnctLL76Y5+bPX+FY6wsv5Mlnn05dS3Nqk8x7+G9pHlhfnQKhi+pqnyWwPtB3UB16D6pD78G60ykCsyR5/PHHc8IJJ+Tkk09OfX19Ghsby+caGxvTr1+/8vG2n5XH2hSLHf8eg2HDhqWmpmaNjKOaWlpaMmfOnGzYv3+KAweucG6DjTbKxltul2cHbpbF+Xu23mSz9BsxojqFQhfT1ntd5bME1gf6DqpD70F16D1YM9p6qT06RWC2YMGCHHfccbnwwgszfPjwNDU15bHHHktDQ0OSZN68eRk8eHBGjBiRu+66KwcccEBmzJiR3XbbLVtssUWmTJmSww8/PA8++GCGDBnS4fvX1NR0qQ+dQqGwUnBYKBRSU1OTYn3f5QdeXdqlxgydQVf7LIH1gb6D6tB7UB16D9adThGYTZ06NY2Njbn44ouTJBtttFEmTJiQI488Mi0tLTn55JNTW1ub8ePHZ+LEibnyyiszePDgjB49OsViMUOHDs3YsWNTKBQyadKkKo+mcytv+u9bMgEAAABeV6cIzM4777ycd955Kx0fPXr0Co833XTTXHnllStdN2HChEyYMGFtldelFMqB2eIqVwIAAADQOXV8wy/Wa8W65UsyS2aYAQAAALwugVk3Y0kmAAAAwJsTmHUzbUsyS4uXVLkSAAAAgM5JYNbNmGEGAAAA8OYEZt2MwAwAAADgzQnMuplC338tyfQtmQAAAACvS2DWzZhhBgAAAPDmBGbdTEFgBgAAAPCmBGbdTNsMs5LADAAAAOB1Ccy6mXJg9urSlFpaqlwNAAAAQOcjMOtm2pZkJklp8ZIqVgIAAADQOQnMuplCr55JTU0S+5gBAAAAvB6BWTdTKBR8UyYAAADAmxCYdUMFG/8DAAAAvCGBWTdkhhkAAADAGxOYdUMCMwAAAIA3JjDrhgp9eyexJBMAAADg9QjMuqHXZpgtrnIlAAAAAJ2PwKwbKtT1TWKGGQAAAMDrEZh1Q/YwAwAAAHhjArNuSGAGAAAA8MYEZt1Q4V+BmSWZAAAAACvrUe0CWEcKSfNTC5IkpWUtSZKWF1+uZkUAAAAAnZLArJsoLV6ShutuS5I0PTI3SdL6UkM1SwIAAADolCzJ7IYKtbVJktZXl1S5EgAAAIDOR2DWDRV6Lp9YWFosMAMAAAD4dwKzbqhQKzADAAAAeCMCs+7IkkwAAACANyQw64YsyQQAAAB4YwKzbqi86b/ADAAAAGAlArNuqNBzeWBWenVJSqVSlasBAAAA6FwEZt1Q26b/aWlNaWlTdYsBAAAA6GQEZt1RW2AW+5gBAAAA/DuBWTdUKBaTHjVJktbGV6tcDQAAAEDnIjDrptr2MWt9pbHKlQAAAAB0LgKzbqq4Yb8kSdOc/6tyJQAAAACdi8Csm6rdemCS5NW7Zle5EgAAAIDORWDWTfV42xZJlgdmpVKpytUAAAAAdB4Cs26qx1abJT16ZNlTC7Ls8WeqXQ4AAABApyEw66YKPWvTa9iQJJZlAgAAAFQSmHVjvd4/LInADAAAAKCSwKwb6/3+9ySxjxkAAABAJYFZN9Zr2HYp9O6ZlmcXpfn//lHtcgAAAAA6BYFZN1bo1TO93//eJMmrdz1Q5WoAAAAAOgeBWTfXZ/edkySv3nl/lSsBAAAA6BwEZt1cn913TJK8evcDKbW2VrkaAAAAgOoTmHVzvXZ8dwp9+6T1hZfT9PBj1S4HAAAAoOoEZt1cobZHeu+6Q5Lk1bssywQAAAAQmJE+e+yUxMb/AAAAAInAjCR9dl8emC2558GUli2rcjUAAAAA1SUwI72GbZviBvVpfaUxS+f8X7XLAQAAAKgqgVl3Vkian1qQZf9cmF47vTtJsviWmVUuCgAAAKC6BGbdWGnxkrxy1Y155aobk2IhSfLqXbOrXBUAAABAdQnMSJLUbr1FkmTpA39Lqam5ytUAAAAAVI/AjCRJcZONUujTK6UlS7Nk9iPVLgcAAACgagRmJEkKhUJ6/GuW2aLzp6Z18ZIqVwQAAABQHQIzyvqM3DGFfnVZct9DWXD0eSktW1btkgAAAADWOYEZZTWb9M+m3z49hd49s/iPd+e5Uy5OqVSqdlkAAAAA65TAjBX03mn7bP6D85JiMa9cdWMW/ecPq10SAAAAwDolMGNFhaTnsO0y4CtHJ0le/PbPsuiiK9Py0itVLgwAAABg3RCYsYLS4iV55aobU1qyNL133ylJ8sI3p+WF7/w8ra80Vrk6AAAAgLVPYMYb6r3rDum147uTJC9d+vM8vsPBWXj2d9P8+DNVrgwAAABg7RGY8YYKhUL67LNL+u43Mj222SqlhsV56fvX5IldPp35R34ljX+4K8ueXVTtMgEAAADWqB7VLoDOrVAopNfwodn4wpOz5J7/zStX3Zgl9zyYxhtnpPHGGUmSmi03S+8RQ9Nr+LvSc4ft0vNd26THVpulUChUuXoAAACAjusSgVlra2u+8pWvZN68eamvr883v/nNDBgwoNpldS1LmrLsH8+kz247pufQbbL0gUfS+nJDmuc9nZZnnk3jM8+m8aY7y5cX+vZJz+3entrt3pGe226dHltsmprNBqRm0wGp2XSj1GzSP4WamioOCAAAAOD1dYnA7JZbbkmvXr3yi1/8IjfddFN+8IMf5Iwzzqh2WV1WzSb903f0B1P/yX3yyi//kGXPPp+W+c+nZf7ClJY2pfmJ+SktfjVLH/xblj74t9d/kWIxxQ3rl//aoD41G9anuGG/FOv6JD1rU6itTaFnjxV+pmePFHr2fJ3jtSnU9kih8mfP2qTi95XnyseLViQDAAAAK+sSgdns2bOz++67J0n22GOP/OAHP2jX80qlUpKkqakpNV1gtlNLS0uSZFlLS5b922rIZa2tq3zsza5t6VWbwtsGpsfbBqZHkvqP751XrrstrS81pPWFl9Ky6OXUbFiflhdeSuuil9O66KW0vvhyUiqlZenStDy7NHn2+dUb+KoqFl8L0Gprk9qaZIUQ7d8GXPFwheWmlb8vFpa/RrGQQqG4/FyxmBSzPKBre1worPTyb6iUpFR67Vdee1wqlf51PiufT+nfXqiwcr2Vj8s///3yfz//Vs9f8XXe8Pnl+7zFG1H693FUnnvzp65Y5+vcb4V7v1kdle9r5c+2h6XULX41T/Xts/aXIq+rlc7rckn1OrtX11smvs6WvnfC+5RKpfRd3JCn+9av2vvQFXuJtevN/nvUjZRKSd/GhjxdV792/np7m9c+f5fXjTX8Pi//715jnu5bZ+ubCiV/n9e6Qm2PbHDMmPQZOaLapawRbblJe/7udInArKGhIfX19UmSurq6NDY2tut5ra2tSZKHH354rdVWDY88Pz8ZNXzFgw2LVv1YR58/esdVKxzWc+375AHWpMXVLgC6Kb0H1aH3qIZnk2TOnGqXsUa15UFvpksEZvX19eWQrLGxMf369WvX83r06JFhw4alWCxK6QEAAAC6sFKplNbW1vTo8dZxWJcIzEaMGJG77747++yzT2bMmJEdd2zfDKdisZiePXuu5eoAAAAAWJ8USl1g0W9LS0vOPvvszJs3L7W1tZk8eXI22WSTapcFAAAAwHqoSwRmAAAAALCmFN/6EgAAAADoPgRmAAAAAFBBYAYAAAAAFQRmAAAAAFBBYAYAAAAAFXpUuwDWjNbW1nzlK1/JvHnzUl9fn29+85sZMGBAtcuC9VJTU1NOO+20LFy4MM3NzTnrrLPy7LPP5vvf/35qamoyfvz47LXXXlm4cGFOOeWUNDc3Z9ttt825556bYrGYyZMn55577knv3r1zwQUXZOutt87999+fSZMmpaamJoccckjGjh1b7WFCp7Rw4cJ8+MMfzn333Zebb75Z38E6MGXKlNx5551pamrKCSeckKamJr0Ha1lzc3NOO+20LFiwIH369MlFF12U+++/X+9BZ1KiS/jDH/5QOvfcc0ulUql04403liZNmlTdgmA9dvXVV5e+9a1vlUqlUmnu3LmlsWPHlg444IBSQ0ND6ZVXXil9/OMfLzU1NZXOP//80o033lgqlUqlc845p3TbbbeV5syZUzrqqKNKpVKp9OCDD5a+9KUvlUqlUumTn/xk6Z///Gdp6dKlpUMOOaT0/PPPV2dw0MmdfvrppeHDh5eampr0HawDM2fOLJ1wwgmlUqlUWrhwYemHP/yh3oN14NZbby2dfvrppVKpVPrVr35Vuvjii/UedDKWZHYRs2fPzu67754k2WOPPTJr1qwqVwTrrwMPPDBHH310kuWzN+fNm5dtttkmdXV1qa+vz6BBgzJ37tzX7bvZs2dn5MiRSZLhw4fn4YcfTkNDQ1pbWzNw4MD07NkzO+20U2bPnl218UFnNXPmzGy00UYZMGBA5s6dq+9gHbj77ruz5ZZb5thjj83EiROz++676z1YB4YMGZKmpqaUSqU0NjamV69eeg86GYFZF9HQ0JD6+vokSV1dXRobG6tcEay/6uvrU1dXl0WLFmXixImZMmVK+vXrVz5fV1eXhoaGNDQ0lI+39V3lsSQplUor9GfltcBrmpqacvnll+dLX/pSkqzUS/oO1o5Fixbl8ccfz2WXXZaTTjopBx10kN6DdaC2tjaPPvpoDjjggFxxxRXZdddd9R50MgKzLqK+vr78gdjY2LjCByjQcY8//niOOOKIHH/88Sv0V/Jaj71e3/37tcVi8Q2fD7zmBz/4QQ477LDU1dUlib6DdaR///7ZY4890qNHj+ywww7ZcMMN9R6sAz/5yU+y33775Y9//GN+8pOfZPz48XoPOhmBWRcxYsSI3H333UmSGTNmZMcdd6xyRbD+WrBgQY477rh8/etfzz777JPBgwfnscceK/8r37x58zJ48OCMGDEid911V5LX+m7EiBG55557kiQPPvhghgwZUv7Xvvnz56epqSl//vOfM2zYsKqNDzqjmTNn5qqrrsq4cePy3HPP5ZJLLtF3sA7stNNOufPOO5Ms/8eiLbfcUu/BOtCvX79ssMEGSZIBAwakX79+eg86mUKpVCpVuwhWX0tLS84+++zMmzcvtbW1mTx5cjbZZJNqlwXrpfPOOy+333573v72tydJNtpoo3zsYx/L97///bS0tOS4447Lfvvtl+eeey4TJ07M4sWLM3jw4FxwwQXlby2aOXNmCoVCJk2alMGDB+f+++/PhRdemJaWlhxyyCH57Gc/W+VRQuc1atSo3H777bnlllv0HaxlpVIpF154YWbPnp1SqZRzzjknCxYs0HuwljU0NOSss87KwoUL09LSki996UtZsmSJ3oNORGAGAAAAABUsyQQAAACACgIzAAAAAKggMAMAAACACgIzAAAAAKggMAMAAACACgIzAAAAAKggMAMAYJ159tlns3jx4mqXAQDwpgRmAAD/ZujQoTn66KNTKpVWOP6b3/wmo0aNWiv3HDVqVH7zm9+sldduj5tuuikf/OAHs/POO+dPf/rTSueHDh2aHXbYITvuuGN23HHHjBgxIu9///tz1FFH5cknn2zXPRYuXJj9998/ixYtSpJcfvnl+eIXv7hGxwEAsCYIzAAAXscdd9yRK664otplrDPXXHNNPvrRj+b+++/P3nvv/brX/PCHP8wDDzyQBx54IA8++GCuu+66vPTSSzn99NPbdY8lS5asMLvs2GOP7VbvMQCw/hCYAQC8jnHjxuU73/lOZs+e/brnn3rqqQwdOjRPPfVU+dill16acePGJVk+G+0zn/lMvvGNb+QDH/hAdt111/zsZz/Lr371q+y9997Zeeedc84556zwmn/9619z8MEH5wMf+EC+8IUv5PHHHy+fe+KJJ3Lsscdml112yd57753JkyenqampfK+DDz44n//85/O+970vv/vd71aq94UXXshXv/rV7L777tlll11yzDHHlF//U5/6VGbNmpVf/OIX2Xfffdv9Hg0aNCgf//jH88gjj5SP3X777TnssMPywQ9+MMOHD8//+3//L48//nhaWlpy4IEHJkkOPPDA3HTTTSu9X5/+9Kfz9a9/Pbvuums++MEP5itf+Uqam5uTJC0tLfn2t7+d3XbbLSNHjsy5556bww47rDwr749//GM++tGPZuedd86HP/zhTJkypd3jAAD4dwIzAIDXMXr06Bx66KH58pe/nBdffHGVXuP+++/P5ptvnlmzZuXEE0/MpEmTcu+99+amm27Kj3/841x77bW57777ytffeuutmTRpUu68884MGjQoxxxzTJYtW5bFixfnyCOPzLbbbpsZM2bkqquuyj333JNLL720/Ny//vWv+djHPpZ77rkno0ePXqmWE088MU888USuu+663HHHHRk8eHCOPPLINDQ05Nprr8373ve+HHPMMbn11lvbPb7HHnssv/71r7PnnnsmSebPn5+TTjopRx99dGbOnJnp06enVCrle9/7XmpqanLDDTckSW644YZ85CMfWen1Zs+enY033jh33nlnvv/97+emm27KzTffnCT50Y9+lN/+9rf5yU9+kunTp2eDDTbIAw88kGT5zLXTTjst55xzTu6///5ccskl+eEPf5i//OUv7R4LAEAlgRkAwBs4/fTTM2DAgJxxxhkr7WfWHn379s0RRxyRYrGY3XffPS0tLfnCF76QPn36ZNiwYdlss83y9NNPl6///Oc/n6FDh6ZXr14544wz8tRTT+Uvf/lLpk+fnqampnz5y19Or169ssUWW+Skk07Kz3/+8/Jza2trc9BBB6Vnz57p3bv3CnU8+eST+Z//+Z989atfzaabbprevXvn1FNPzbJly3LHHXe0ezzHHnts3ve+92X48OHZfvvtc+KJJ2bUqFG58MILkyQDBgzIjTfemFGjRqWhoSHz58/PRhttlAULFrTr9Xv37p1jjz02tbW12WGHHTJ06NDMmzcvSXLttdfm6KOPzpAhQ9KzZ8+cfPLJ2XTTTVd47rXXXpuZM2fmne98Z+6///7ssMMO7R4bAEClHtUuAACgs+rZs2e+/e1v55Of/GSmTZuWjTbaqEPP79+/fwqFQpKkWFz+75QbbLBB+XyxWExra2v58aBBg8q/79OnT/r3758FCxbk6aefzqJFi/L+97+/fL5UKqW5uTnPP/98kmTTTTct3+PfLVy4MEnytre9rXyspqYmW2yxxQqB3Vu5/PLLs8suu6SxsTHf+c53ctNNN2W//fZLnz59kiwP7W644Yb84he/SKFQyHbbbZeGhob06NG+/+XceOONy+9X2+u1BZX//Oc/s9VWW61Q/5ZbbplkeVh29dVXZ8qUKTnllFPS0NCQ/fffP2effXY23HDDdo8PAKCNwAwA4E1svfXW+drXvpaJEyfm4IMPLh+vqalJkvIeW8nyfcIqVYY/7fHss8+Wf9/Q0JAXXnghW221VZYtW5att946f/jDH1Y4//zzz2fAgAFvea+2oOmJJ57Itttum2T5nmDPPPPMCrO02quuri5nnXVWFi5cmC984Qv59a9/nc033zy///3v81//9V+5+uqr8/a3vz1J8rWvfS1///vfO3yPf7flllvmmWeeKT8ulUr55z//mWT5e/Hss8/mkksuSZI88sgj+fKXv5zLL7+83V9IAABQyZJMAIC38JGPfCSHHHJIfvnLX5aPbbzxxtlwww1z4403plQq5a9//esKgdaqmDZtWh577LG8+uqrueCCC/Lud787733ve7P33nunsbExV1xxRZqamvLyyy/n9NNPz4QJE9oVym222Wb50Ic+lK9//et57rnnsmTJklx88cVpaWl5w2/EbI+vfe1r6dOnTyZOnJhSqZRXXnklxWIxvXv3TqlUyowZM3L99deXQ8VevXolWR5wddShhx6aadOmZd68eWlqasr3vve9csDY2NiYo446Kr/73e9SKpWy2WabpVgsdnhGIABAG4EZAEA7nHXWWXn3u99dftyzZ8987Wtfy+9///vstNNOufDCCzN27NjVuse+++6bY489NnvuuWdeeumlTJkyJcViMfX19fnxj3+ce++9N3vuuWf23XffFIvFTJ06td2v/c1vfjNve9vb8slPfjIjR47M//f//X/5yU9+kv79+69yvXV1dbn44ovz5z//OT/60Y/Kr/3Rj340u+66a6ZOnZojjjiiHHJtsskm5S9TuPrqqzt0ryOOOCKjRo3KYYcdlr322isvvvhiBg4cmNra2my++eb57ne/mx/+8IfZaaedcuCBB2bXXXfNkUceucpjAwC6t0JpVXawBQCAdeh///d/s9VWW2WTTTZJsnxJ5q677ppvfetb2W233apcHQDQ1ZhhBgBAp/e73/0uEydOzCuvvJJly5blyiuvTJKMGDGiuoUBAF2SGWYAAHR6DQ0NOf/88zNjxow0NTXlPe95T04//fS8973vrXZpAEAXJDADAAAAgAqWZAIAAABABYEZAAAAAFQQmAEAAABABYEZAAAAAFQQmAEAAABABYEZAAAAAFQQmAEAAABABYEZAAAAAFQQmAEAAABAhf8fcIOgiAB1f8wAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 100\n",
+ "sns.displot(x='NumberOfRatings', data=wines_cleansed, kde=True, bins=200, facet_kws={'despine': False}, aspect=2.5, color='crimson')\n",
+ "plt.title('NumberOfRatings', fontsize=12)\n",
+ "plt.xlabel('Number of Ratings', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);\n",
+ "\n",
+ "sns.displot(x='NumberOfRatings', data=wines_cleansed, kde=True, log_scale=True, bins=200, facet_kws={'despine': False}, aspect=2.5, color='crimson')\n",
+ "plt.xlabel('Number of Ratings (log scale)', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "5dd861a2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 100\n",
+ "sns.displot(x='Price', data=wines_cleansed, kde=True, bins=200, facet_kws={'despine': False}, aspect=2.5, color='crimson')\n",
+ "plt.title('Price', fontsize=12)\n",
+ "plt.xlabel('Price (Euro)', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);\n",
+ "\n",
+ "sns.displot(x='Price', data=wines_cleansed, kde=True, log_scale=True, bins=200, facet_kws={'despine': False}, aspect=2.5, color='crimson')\n",
+ "plt.xlabel('Price (Euro) (log scale)', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d97132e2",
+ "metadata": {},
+ "source": [
+ "*Code 19-22: Histogramme der numerischen Attribute der Tabelle 'wines_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "aba40758",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 13832.000000\n",
+ "mean 33.027392\n",
+ "std 70.904700\n",
+ "min 3.150000\n",
+ "25% 9.900000\n",
+ "50% 15.950000\n",
+ "75% 32.500000\n",
+ "max 3410.790000\n",
+ "Name: Price, dtype: float64"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wines_cleansed['Price'].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "24633431",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "98.0"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "p = np.percentile(wines_cleansed['Price'], 95)\n",
+ "p"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8ac2e9db",
+ "metadata": {},
+ "source": [
+ "Wie bereits die statistischen Kennwerte vermuten lassen, zeigt auch das Histogramm, dass die Verteilung der Bewertungen der Weine normal verteilt zu sein scheint. Die schlechtesten Weine werden mit 2,2 und die besten mit 4,9 bewertet. Die mittlere Bewertung liegt bei ca. 3,9. Auch bei den Verteilungen der Bewertungen pro Weinstil kann von einer annähernden Normalverteilung ausgegangen werden.\n",
+ "\n",
+ "Sowohl die Verteilung des Attributs 'NumberOfRatings' als auch die des Attributs 'Price' erscheinen sehr rechtsschief. Nach der Log-Transformation ist die Verteilung der Preise und der Anzahl der Bewertungen \"normaler\", jedoch immer noch ziemlich rechtsschief. <br>\n",
+ "Schaut man sich die Verteilung der Anzahl der Bewertungen näher an, fällt auf, dass es keinen Wein gibt, der weniger als 25 Bewertungen hat und nur etwa ein Viertel der Weine mehr als 350 Bewertungen haben. Die Preise der untersuchten Weine liegen zwischen 3,15 Euro und 3.410,79 Euro, wobei 95 % der Weine weniger als 100 Euro kosten.\n",
+ "\n",
+ "Die nicht-numerischen Attribute 'Year', 'Country', 'Variety' und 'Winestyle' werden gesondert betrachtet, da man von ihnen keine statistischen Kennwerte, wie Mittelwert und Standardabweichung, berechnen kann."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "e9df7c19",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1275x525 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 75\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.countplot(x=\"Year\", data=wines_cleansed, order=wines_cleansed.Year.value_counts().sort_index().index, color='crimson')\n",
+ "plt.title('Year', fontsize=16)\n",
+ "plt.xlabel('Year', fontsize=12)\n",
+ "plt.ylabel('Frequency', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "369fae05",
+ "metadata": {},
+ "source": [
+ "*Code 23: Verteilung des Attributs 'Year' aus der Tabelle 'wines_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "a9d18728",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1275x525 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 75\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.countplot(x='Country', data=wines_cleansed, order=wines_cleansed.Country.value_counts().index, color='crimson')\n",
+ "plt.title('Countries', fontsize=16)\n",
+ "plt.xlabel('Country', fontsize=12)\n",
+ "plt.ylabel('Frequency', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "ef86ce7b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1275x525 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "biggest_wine_countries = wines_cleansed.loc[(wines_cleansed.Country == 'Italy') | (wines_cleansed.Country == 'France') | (wines_cleansed.Country == 'Spain') | (wines_cleansed.Country == 'Germany') | (wines_cleansed.Country == 'South Africa') | (wines_cleansed.Country == 'United States') | (wines_cleansed.Country == 'Austria') | (wines_cleansed.Country == 'Chile') | (wines_cleansed.Country == 'Portugal') | (wines_cleansed.Country == 'Australia') | (wines_cleansed.Country == 'Argentina') | (wines_cleansed.Country == 'New Zealand')]\n",
+ "\n",
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 75\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.countplot(x='Country', data=biggest_wine_countries, order=biggest_wine_countries.Country.value_counts().index, color='crimson')\n",
+ "plt.title('Top Countries', fontsize=16)\n",
+ "plt.xlabel('Country', fontsize=12)\n",
+ "plt.ylabel('Frequency', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8a8626ae",
+ "metadata": {},
+ "source": [
+ "*Code 24-25: Verteilung des Attributs 'Country' aus der Tabelle 'wines_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "0a65ff7b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.countplot(x='Variety', data=wines_cleansed, order=wines_cleansed.Variety.value_counts().index, color='crimson')\n",
+ "plt.title('Varieties', fontsize=16)\n",
+ "plt.xlabel('Variety', fontsize=12)\n",
+ "plt.ylabel('Frequency', fontsize=12)\n",
+ "plt.xticks(fontsize=6, rotation=90)\n",
+ "plt.yticks(fontsize=10);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "7feb3399",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "main_varieties = wines_cleansed.loc[(wines_cleansed.Variety == 'Riesling') | (wines_cleansed.Variety == 'Chardonnay') | (wines_cleansed.Variety == 'Cabernet Sauvignon') | (wines_cleansed.Variety == 'Shiraz') | (wines_cleansed.Variety == 'Sauvignon Blanc') | (wines_cleansed.Variety == 'Pinot Noir') | (wines_cleansed.Variety == 'Merlot') | (wines_cleansed.Variety == 'Sangiovese') | (wines_cleansed.Variety == 'Primitivo') | (wines_cleansed.Variety == 'Malbec') | (wines_cleansed.Variety == 'Prosecco') | (wines_cleansed.Variety == 'Barbera') | (wines_cleansed.Variety == 'Tempranillo') | (wines_cleansed.Variety == 'Montepulciano') | (wines_cleansed.Variety == 'Pinot Grigio') | (wines_cleansed.Variety == 'Grüner Veltliner')]\n",
+ "\n",
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.countplot(x='Variety', data=main_varieties, order=main_varieties.Variety.value_counts().index, color='crimson')\n",
+ "plt.title('Top Varieties', fontsize=16)\n",
+ "plt.xlabel('Variety', fontsize=12)\n",
+ "plt.ylabel('Frequency', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "5a8880ad",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.countplot(x='WineStyle', data=wines_cleansed, order=wines_cleansed.WineStyle.value_counts().index, color='crimson')\n",
+ "plt.title('WineStyle', fontsize=16)\n",
+ "plt.xlabel('WineStyle', fontsize=12)\n",
+ "plt.ylabel('Frequency', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1f63fd09",
+ "metadata": {},
+ "source": [
+ "*Code 26-28: Verteilung des Attributs 'Variety' aus der Tabelle 'wines_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a0f66e06",
+ "metadata": {},
+ "source": [
+ "Das Attribut 'Year' reicht von 1988 bis 2020 mit einer Ausnahme 1961, welches nur eine sehr geringe Anzahl von Einträgen aufweist. Auch für das Jahr 2020 gibt es nur sehr wenige Einträge, was damit zusammenhängt, dass die Daten vermutlich in diesem Jahr von der Webseite Vivino gezogen wurden und die Jahrgangsweine in der Regel erst im Jahr nach der Produktion in den Handel kommen. Die Häufigkeitsverteilung konzentriert sich stark auf das letzte Jahrzehnt. Die siebent häufigste Ausprägung ist der Wert ‚N.V.‘, der für ‚Non-Vintage‘ steht. Es handelt sich dabei um Weine, in denen Trauben verschiedener Jahrgänge kombiniert wurden.\n",
+ "\n",
+ "Das Attribut 'Country' hat 33 verschiedene Ausprägungen, wobei der Großteil der Weine aus nur fünf Ländern kommt. Allein auf Italien und Frankreich entfallen bereits mehr als 50 % der Weine.\n",
+ "\n",
+ "Das Attribut 'Variety' hat insgesamt 187 verschiedene Ausprägungen, darunter die als Cuvee klassifizierten Weine. Bei den meisten Weinen konnte die Rebsorte nicht identifiziert werden. Die häufigsten Weißweinrebsorten sind Riesling, Chardonnay und Sauvignon Blanc, während bei den Rotweinrebsorten Cabernet Sauvignon, Shiraz, Pinot Noir und Merlot am häufigsten vertreten sind.\n",
+ "\n",
+ "Die Häufigkeitsverteilung des Attributs 'WineStyle' ist ebenfalls recht unausgewogen. Bei mehr als 60 % der Weine handelt es sich um Rotweine und Rot- und Weißweine zusammen machen etwa 90 % des gesamten Datensatzes aus."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f95b3126",
+ "metadata": {},
+ "source": [
+ "## 4. Induktive Analyse und Hypothesentest des Vivino-Datensatzes <a class=\"anchor\" id=\"4Induktiv\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "833ab912",
+ "metadata": {},
+ "source": [
+ "Es soll im Rahmen dieser Arbeit untersucht werden, ob das große Angebot an Weinen auf Vivino mittels bestimmter Kriterien, wie Preis, Herkunftsland oder Rebsorte, eingeschränkt werden kann, um mit höherer Wahrscheinlichkeit qualitativ besser Weine zur Auswahl zu haben. Dafür werden im Folgenden Hypothesen aufgestellt und statistisch getestet.\n",
+ "\n",
+ "Wie bereits die deskriptive Analyse der Daten gezeigt hat, umfasst das Produkt Wein eine große Preisspanne. Die Preise der untersuchten Weine liegen zwischen 3,15 Euro und 3.410,79 Euro. Wein reicht also vom alltäglichen Genussmittel zum Luxusgut. Für Verbraucher spricht ein entsprechend hoher Preis für eine Flasche Wein in der Regel auch für eine entsprechend hohe Qualität. Es könnte also eine Korrelation zwischen dem Attribut 'Rating' und dem Attribut 'Price' bestehen. Auf Grundlage dieser Annahme wird folgende Hypothese formuliert:\n",
+ "\n",
+ "**Hypothese 1**: Die Bewertung der Weine steigt mit der Höhe des Preises.\n",
+ "\n",
+ "Zur Untersuchung dieser Hypothese wird entsprechende Nullhypothese formuliert.\n",
+ "\n",
+ "**Nullhypothese 1**: Die Bewertung der Weine hat keinen Einfluss auf die Höhe des Preises.\n",
+ "\n",
+ "Um zu testen, ob die Nullhypothese 1 akzeptiert oder verworfen wird, wird ein Scatterplot erstellt und die Korrelation der beiden Variablen 'Price' und 'Rating' sowie deren Signifikanz berechnet:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "7138290c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "wines_cleansed_white = wines_cleansed.loc[wines_cleansed.WineStyle == 'white']\n",
+ "wines_cleansed_red = wines_cleansed.loc[wines_cleansed.WineStyle == 'red']\n",
+ "wines_cleansed_rose = wines_cleansed.loc[wines_cleansed.WineStyle == 'rose']\n",
+ "wines_cleansed_sparkling = wines_cleansed.loc[wines_cleansed.WineStyle == 'sparkling']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "19aa3e34",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Pearson-Korrelation und Signifikanz (vor Log-Transformation): (0.45065441353792873, 0.0)\n",
+ "Pearson-Korrelation und Signifikanz (nach Log-Transformation): (0.736819252013569, 0.0)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.regplot(x='Price', y='Rating', data=wines_cleansed, scatter_kws={'s': 10, 'alpha': 0.5}, line_kws={'color': '#595959'}, logx=True, color='crimson')\n",
+ "plt.title('Relation between Price and Rating', fontsize=16)\n",
+ "plt.xlabel('Price', fontsize=12)\n",
+ "plt.ylabel('Rating', fontsize=12)\n",
+ "plt.xticks(fontsize=10)\n",
+ "plt.yticks(fontsize=10);\n",
+ "\n",
+ "wines_log = wines_cleansed.copy(deep=True)\n",
+ "wines_log['Price'] = np.log(wines_log['Price'])\n",
+ "print(\"Pearson-Korrelation und Signifikanz (vor Log-Transformation): \", st.pearsonr(wines_cleansed['Price'],wines_cleansed['Rating']))\n",
+ "print(\"Pearson-Korrelation und Signifikanz (nach Log-Transformation): \", st.pearsonr(wines_log['Price'],wines_cleansed['Rating']))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "09ca1e05",
+ "metadata": {},
+ "source": [
+ "*Code 29: Korrelation der Attribute 'Price' und 'Rating' nach Pearson mit Signifikanz*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "d991d122",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Red wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): (0.7560316358587598, 0.0)\n",
+ "White wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): (0.6633573209589132, 0.0)\n",
+ "Sparkling wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): (0.7685744620841672, 3.648942616171812e-197)\n",
+ "Rose wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): (0.5805310091309597, 3.83914312096935e-37)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2800x700 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "g = sns.relplot(x='Price', y='Rating', data=wines_cleansed, col='WineStyle', s=50, alpha=0.5, color='crimson')\n",
+ "g.fig.subplots_adjust(top=0.8)\n",
+ "g.fig.suptitle('Relation between Price and Rating per WineStyle', fontsize=16)\n",
+ "g.set_xlabels('Price (Euro)')\n",
+ "g.set_ylabels('Rating (Points)');\n",
+ "\n",
+ "wines_log_white = wines_cleansed_white.copy(deep=True)\n",
+ "wines_log_red = wines_cleansed_red.copy(deep=True)\n",
+ "wines_log_rose = wines_cleansed_rose.copy(deep=True)\n",
+ "wines_log_sparkling = wines_cleansed_sparkling.copy(deep=True)\n",
+ "wines_log_white['Price'] = np.log(wines_log_white['Price'])\n",
+ "wines_log_red['Price'] = np.log(wines_log_red['Price'])\n",
+ "wines_log_rose['Price'] = np.log(wines_log_rose['Price'])\n",
+ "wines_log_sparkling['Price'] = np.log(wines_log_sparkling['Price'])\n",
+ "print(\"Red wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): \", st.pearsonr(wines_log_red['Price'],wines_cleansed_red['Rating']))\n",
+ "print(\"White wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): \", st.pearsonr(wines_log_white['Price'],wines_cleansed_white['Rating']))\n",
+ "print(\"Sparkling wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): \", st.pearsonr(wines_log_sparkling['Price'],wines_cleansed_sparkling['Rating']))\n",
+ "print(\"Rose wines: Pearson-Korrelation und Signifikanz (nach Log-Transformation): \", st.pearsonr(wines_log_rose['Price'],wines_cleansed_rose['Rating']))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1fbc50a7",
+ "metadata": {},
+ "source": [
+ "*Code 30: Korrelation der Attribute 'Price' und 'Rating' pro Weinstil nach Pearson mit Signifikanz*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "359a4071",
+ "metadata": {},
+ "source": [
+ "Aus der grafischen Darstellung der Korrelation zwischen dem Attribut 'Rating' in Abhängigkeit des Attributs 'Price' lässt sich nur ein mäßiger linearer Zusammenhang zwischen den Attributen feststellen. Dies wird auch durch den Pearson-Korrelationskoeffizient (vor Log-Transformation) von 0,45 bestätigt. \n",
+ "\n",
+ "Wie bereits in der deskriptiven Analyse festgestellt, ist die Verteilung der Preise nach der Log-Transformation \"normaler\". Möglicherweise gibt es also eine nichtlineare Beziehung zwischen den beiden Variablen.\n",
+ "\n",
+ "Wie die Regressionslinie visuell verdeutlicht, scheint die logarithmische Regression eine gute Kurve zu sein, um die Beziehung zwischen der Bewertung und dem Preis zu erklären. Auch der Pearson-Korrelationskoeffizient von 0,74 bestätigt, dass nach der Log-Transformation des Attributes 'Price' der lineare Zusammenhang zwischen den beiden Variablen größer ist.\n",
+ "\n",
+ "Auch bei der Aufteilung des Datensatz in Untergruppen nach Weinstil kann für jeden Weinstil ein entsprechender Zusammenhang zwischen der Bewertung und dem Preis festgestellt werden, wobei der Zusammenhang bei Rot- und Schaumweinen an stärksten ist.\n",
+ "\n",
+ "Sowohl die Richtung als auch die Stärke der Korrelation deuten auf den vermuteten Effekt hin, dass die Bewertung der Weine mit steigendem Preis höher ausfällt. Dieser Effekt ist besonders stark in den oberen Preisklassen. Die p-Werte sind in allen Fällen sehr klein. Das Ergebnis ist somit signifikant und die Nullhypothese 1 kann verworfen werden."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1af03801",
+ "metadata": {},
+ "source": [
+ "Bei der Auswahl von Weinen über ein Online-Portal stellt sich unter anderem auch die Frage, sollte man sich gezielt Weine eines bestimmten Landes ansehen oder eventuell Weine eines Landes ausschließen, um in der angezeigten Auswahl mit höherer Wahrscheinlichkeit qualitativ bessere Weine angezeigt zu bekommen. Aus persönlicher Präferenz werden im Folgenden nur die Weißweine betrachtet.\n",
+ "\n",
+ "Um diesen Einfluss des Herkunftslandes zu untersuchen, wird zunächst auf die Länder mit den meisten bewerteten Weinen eingeschränkt, um repräsentative Daten zu gewährleisten. Im Anschluss werden die mittleren Bewertungen der Weißweine pro Land als Balkendiagramm und die mittlere Bewertung aller Weißweine als Referenzlinie visualisiert."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "608c660a",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Germany 888\n",
+ "Italy 792\n",
+ "France 652\n",
+ "South Africa 296\n",
+ "Spain 256\n",
+ "Austria 243\n",
+ "United States 135\n",
+ "Chile 99\n",
+ "New Zealand 94\n",
+ "Portugal 89\n",
+ "Name: Country, dtype: int64"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wines_cleansed_white.Country.value_counts().head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "34736f38",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "top_wines_cleansed_white = wines_cleansed_white.loc[(wines_cleansed_white.Country == 'Germany') | (wines_cleansed_white.Country == 'Italy') | (wines_cleansed.Country == 'France') | (wines_cleansed.Country == 'South Africa') | (wines_cleansed.Country == 'Spain') | (wines_cleansed.Country == 'Austria') | (wines_cleansed.Country == 'United States') | (wines_cleansed.Country == 'Chile') | (wines_cleansed.Country == 'New Zealand') | (wines_cleansed.Country == 'Portugal')]\n",
+ "\n",
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "top_wines_cleansed_white.groupby(['Country'])['Rating'].mean().sort_values(ascending=False).plot(kind = 'bar', color='crimson', label='Average Rating per Country')\n",
+ "plt.title('Countries by average Rating', fontsize=16)\n",
+ "plt.ylabel('Average Rating', fontsize=12)\n",
+ "plt.xlabel('Countries', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10)\n",
+ "plt.ylim(3.0)\n",
+ "plt.axhline(wines_cleansed_white['Rating'].mean(), color='#595959', lw=2, label='Average Rating of white wines')\n",
+ "plt.legend();"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c7e103d3",
+ "metadata": {},
+ "source": [
+ "*Code 31: Mittleres Rating der Weißweine pro Land*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d4c5239d",
+ "metadata": {},
+ "source": [
+ "Die Weißweine aus Chile haben die niedrigste Durchschnittsbewertung mit einem Rating von 3,58 Punkten, während die Weißweine insgesamt mit durchschnittlich 3,82 Punkten besser bewertet werden. Es ist interessant zu wissen, ob dieser Unterschied statistisch signifikant ist oder nur auf den Zufall zurückzuführen ist.\n",
+ "\n",
+ "**Hypothese 2**: Chilenische Weißweine werden im Durchschnitt schlechter bewertet als Weißweine insgesamt.\n",
+ "\n",
+ "Zur Untersuchung dieser Hypothese wird entsprechende Nullhypothese formuliert.\n",
+ "\n",
+ "**Nullhypothese 2**: Die Bewertung chilenischer Weißweine ist im Mittel gleich oder größer als die Bewertung von Weißweinen insgesamt."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "86cd33d6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(3.5808080808080804, 0.22116425130767217)"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wines_cleansed_white_chile = wines_cleansed_white.loc[wines_cleansed_white.Country == 'Chile']\n",
+ "wines_cleansed_white_chile['Rating'].mean(), wines_cleansed_white_chile['Rating'].std()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "744c6acb",
+ "metadata": {},
+ "source": [
+ "*Code 32: Mittelwert und Standardabweichung der chilenischen Weißweine*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "ff4e1508",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sample size: 99\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Sample size:',len(wines_cleansed_white[wines_cleansed_white['Country'] == 'Chile']))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3e61d47d",
+ "metadata": {},
+ "source": [
+ "Da bekannt ist, dass das Attribut 'Rating' annähern normalverteilt ist, wird zur Überprüfung der Nullhypothese 2 ein linksseitiger t-Test durchgeführt. Zur Vorbereitung des t-Test wurden zunächst Mittelwert und Standardabweichung der Verteilung der Ratings chilenischer Weißweine sowie der Stichprobenumfang ermittelt. Für den t-Test werden folgende Testkriterien festgelegt:\n",
+ "\n",
+ "* Teststatistik: Einseitiger t-Test (linksseitig)\n",
+ "* Signifikanzniveau: 5 %\n",
+ "* Konfidenzintervall: 95 %\n",
+ "* kritischer t-Wert: -1,66 (Der kritische t-Wert ergibt sich aus dem Signifikanzniveau und den Freiheitsgraden und wurde über folgende Seite ermittelt: https://datatab.de/tutorial/tabelle-t-verteilung.)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "d276e8bd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "T-Wert: -10.67\n",
+ "Signifikanz: 0.0%.\n",
+ "Die Nullhypothese H0.2 wird verworfen.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Berechnet T-Score und p-Value\n",
+ "sample_mean = wines_cleansed_white[wines_cleansed_white['Country'] == 'Chile']['Rating'].mean()\n",
+ "population_mean = wines_cleansed_white['Rating'].mean()\n",
+ "sample_std = wines_cleansed_white[wines_cleansed_white['Country'] == 'Chile']['Rating'].std()\n",
+ "sample_size = len(wines_cleansed_white[wines_cleansed_white['Country'] == 'Chile'])\n",
+ "t_criticalvalue = 1.66\n",
+ "t_score, p_value = st.ttest_1samp(wines_cleansed_white[wines_cleansed_white['Country'] == 'Chile']['Rating'], population_mean)\n",
+ "\n",
+ "print('T-Wert:', round(t_score,2))\n",
+ "print(\"Signifikanz: {}%.\".format(round(p_value*100,4)))\n",
+ "if t_score >= t_criticalvalue:\n",
+ " print('Die Nullhypothese H0.2 wird nicht verworfen.')\n",
+ "else:\n",
+ " print('Die Nullhypothese H0.2 wird verworfen.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c7d99da9",
+ "metadata": {},
+ "source": [
+ "*Code 33: Berechnung des T-Werts und der Signifikanz bzgl. Hypothese 2*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9e1dd745",
+ "metadata": {},
+ "source": [
+ "Der ermittelte t-Wert ist mit -10,67 niedriger als der festgelegte kritische t-Wert von -1,66, wobei der p-Wert > 0,05 % ist. Das bedeutet, dass die durchschnittlich schlechtere Bewertung chilenischer Weißweine im Vergleich zur mittleren Bewertung aller Weißweine des Datensatzes als statistisch signifikant betrachtet werden kann. Die Nullhypothese 2 kann daher mit einem Konfidenzniveau von 95 % verworfen werden."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ba011b3f",
+ "metadata": {},
+ "source": [
+ "Neben dem Herkunftsland des Weines, ist es ebenfalls interessant zu wissen, ob eine bestimmt Weißweinrebsorte zu bevorzugen ist.\n",
+ "\n",
+ "Um diesen Sachverhalt zu untersuchen, werden zunächst die mittleren Bewertungen der häufigsten Weißweinrebsorten als Balkendiagramm und die mittlere Bewertung aller Weißweine als Referenzlinie visualisiert."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "3b99c462",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "unknown 1397\n",
+ "Riesling 670\n",
+ "Chardonnay 519\n",
+ "Sauvignon Blanc 335\n",
+ "Cuvee 137\n",
+ "Pinot Grigio 102\n",
+ "Grüner Veltliner 91\n",
+ "Chenin Blanc 48\n",
+ "Verdejo 46\n",
+ "Gewürztraminer 43\n",
+ "Name: Variety, dtype: int64"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wines_cleansed_white.Variety.value_counts().head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "d227e9ce",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "main_varieties_w = wines_cleansed_white.loc[(wines_cleansed_white.Variety == 'Riesling') | (wines_cleansed_white.Variety == 'Chardonnay') | (wines_cleansed_white.Variety == 'Sauvignon Blanc') | (wines_cleansed_white.Variety == 'Pinot Grigio') | (wines_cleansed_white.Variety == 'Grüner Veltliner') | (wines_cleansed_white.Variety == 'Cuvee')]\n",
+ "\n",
+ "sns.set_style(\"whitegrid\")\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "main_varieties_w.groupby(['Variety'])['Rating'].mean().sort_values(ascending=False).plot(kind = 'bar', color='crimson', label='Average Rating per Variety')\n",
+ "plt.title('Varieties by average Rating', fontsize=16)\n",
+ "plt.ylabel('Average Rating', fontsize=12)\n",
+ "plt.xlabel('Varieties', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10)\n",
+ "plt.ylim(3.0)\n",
+ "plt.axhline(wines_cleansed_white[\"Rating\"].mean(), color='#595959', lw=2, label='Average Rating of white wines')\n",
+ "plt.legend();"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8c33b770",
+ "metadata": {},
+ "source": [
+ "*Code 34: Mittleres Rating der Top Weißweinrebsorten*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a172bc61",
+ "metadata": {},
+ "source": [
+ "Es fällt auf, dass Riesling-Weine mit 3,9 Punkten einzig eine höhere mittlere Bewertung haben als alle Weißweine im Mittel. Auch hier ist es interessant zu wissen, ob dieser Unterschied statistisch signifikant ist oder nur auf den Zufall zurückzuführen ist.\n",
+ "\n",
+ "**Hypothese 3**: Die durchschnittliche Bewertung von Riesling-Weinen ist größer als die mittlere Bewertung von Weißweinen aller Rebsorten.\n",
+ "\n",
+ "Zur Untersuchung dieser Hypothese wird entsprechende Nullhypothese formuliert.\n",
+ "\n",
+ "**Nullhypothese 3**: Die Bewertung von Riesling-Weinen ist im Mittel kleiner oder gleich hoch wie die durchschnittliche Bewertung von Weißweinen aller Rebsorten."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "0b9a4318",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(3.9074626865671744, 0.23249696324475494)"
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "riesling_cleansed = wines_cleansed_white.loc[wines_cleansed_white.Variety == 'Riesling']\n",
+ "riesling_cleansed['Rating'].mean(), riesling_cleansed['Rating'].std()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85c780c3",
+ "metadata": {},
+ "source": [
+ "*Code 35: Mittelwert und Standardabweichung der Riesling-Weine*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "3a3f1b78",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sample size: 670\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Sample size:',len(wines_cleansed_white[wines_cleansed_white['Variety'] == 'Riesling']))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b4703859",
+ "metadata": {},
+ "source": [
+ "Auch in diesem Fall wird zur Überprüfung der Nullhypothese 3 ein t-Test durchgeführt, der diesmal rechtsseitig ist. Zur Vorbereitung des t-Test wurden wiederum Mittelwert und Standardabweichung der Verteilung der Ratings von Riesling-Weinen sowie der Stichprobenumfang ermittelt. Für den t-Test werden folgende Testkriterien festgelegt:\n",
+ "\n",
+ "* Teststatistik: Einseitiger t-Test (rechtsseitig)\n",
+ "* Signifikanzniveau: 5 %\n",
+ "* Konfidenzintervall: 95 %\n",
+ "* kritischer t-Wert: 1,651"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "b1df02f3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "T-Wert: 9.97\n",
+ "Signifikanz: 0.0%.\n",
+ "Die Nullhypothese H0.3 wird verworfen.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Berechnet T-Score und p-Value\n",
+ "sample_mean = wines_cleansed_white[wines_cleansed_white['Variety'] == 'Riesling']['Rating'].mean()\n",
+ "population_mean = wines_cleansed_white['Rating'].mean()\n",
+ "sample_std = wines_cleansed_white[wines_cleansed_white['Variety'] == 'Riesling']['Rating'].std()\n",
+ "sample_size = len(wines_cleansed_white[wines_cleansed_white['Variety'] == 'Riesling'])\n",
+ "t_criticalvalue = 1.651\n",
+ "t_score, p_value = st.ttest_1samp(wines_cleansed_white[wines_cleansed_white['Variety'] == 'Riesling']['Rating'], population_mean)\n",
+ "\n",
+ "print('T-Wert:', round(t_score,2))\n",
+ "print(\"Signifikanz: {}%.\".format(round(p_value*100,4)))\n",
+ "if t_score <= t_criticalvalue:\n",
+ " print('Die Nullhypothese H0.3 wird nicht verworfen.')\n",
+ "else:\n",
+ " print('Die Nullhypothese H0.3 wird verworfen.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5e16df07",
+ "metadata": {},
+ "source": [
+ "*Code 36: Berechnung des T-Werts und der Signifikanz bzgl. Hypothese 3*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b49d012",
+ "metadata": {},
+ "source": [
+ "Der ermittelte t-Wert ist mit 9,97 größer als der festgelegte kritische t-Wert von 1,651. Auch hier ist der p-Wert kleiner als 0,05 %. Das bedeutet, dass die durchschnittlich bessere Bewertung von Riesling-Weinen im Vergleich zur mittleren Bewertung der Weine aller Weißweinrebsorten des Datensatzes als statistisch signifikant betrachtet werden kann. Auch die Nullhypothese 3 kann daher mit einem Konfidenzniveau von 95 % verworfen werden."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "de442093",
+ "metadata": {},
+ "source": [
+ "## 5. Diskussion <a class=\"anchor\" id=\"5Diskussion\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47a7bf2e",
+ "metadata": {},
+ "source": [
+ "In dieser Arbeit wurde anhand von Daten der Webseite [Vivino.com](https://www.vivino.com/) untersucht, ob anhand der Kriterien Preis, Herkunftsland und Rebsorte die große Produktauswahl an Wein, insbesondere Weißwein, eingeschränkt werden kann und das Angebot trotzdem qualitativ besseren Wein enthält.\n",
+ "\n",
+ "Alle aufgestellten Hypothesen konnten bestätigt werden und sind statistisch signifikant. Die Untersuchungsergebnisse bestätigen, dass es eine positive Korrelation zwischen Weinbewertungen und Preisen gibt. Es kann allerdings nicht festgestellt werden in welche Richtung der Zusammenhang der beiden Variablen verläuft. Der Weinpreis könnte die Wahrnehmung der Verbraucher beeinflussen. Gleichzeit können aber höhere Preise auch wegen der besseren Qualität des Weines gerechtfertigt und erklärbar sein. Die Untersuchung dieses Sachverhalts ist in diesem Fall noch offen.\n",
+ "\n",
+ "Des Weiteren hat die Untersuchung ergeben, dass Weißweine aus Chile im Vergleich zu den übrigen Ländern im Datensatz eine allgemein niedrigere mittlere Bewertung haben und Riesling-Weine im Vergleich zu den übrigen Weißweinrebsorten eine durchschnittlich höhere Bewertung haben. Wenn man bei der Suche nach Weinen also keine bestimmte Präferenz nach Land oder Rebsorte hat, kann man mit diesen Kriterien das Angebot an qualitativ besseren Weinen gezielt steuern.\n",
+ "\n",
+ "Doch kann man diesen Ergebnissen trauen? Sind die Bewertungen unabhängig, objektiv und ohne Beeinflussung?\n",
+ "\n",
+ "Wie bereits in der Einleitung dieser Arbeit erläutert, unterscheidet sich das Bewertungssystem von Vivino von anderen Webangeboten, die sich mit der Bewertung von Weinen auseinandersetzen. Die Rezensionen und Beurteilungen bei Vivino stammen direkt aus der weltweiten Community, während es sich bei anderen renommierten Weinbewertungswebseiten in der Regel um Expertenbeurteilungen handelt. Auch die Beurteilungsverfahren unterscheiden sich. Im Falle von Vivino wurden die Weine zumeist durch die bewertenden Personen selbst erworben, so dass sie bereits vor der Bewertung genauere Kenntnisse überden Wein haben. Im Unterschied dazu erfolgt die Beurteilungen durch erfahrene Kritiker und Redaktionsteams häufig im Blindverfahren ohne Kenntnis von Preis, Herkunft oder Rebsorte.\n",
+ "\n",
+ "Es überrascht also nicht, dass viele professionelle Kritiker einer Bewertung durch Amateure ablehnend gegenüberstehen. So schreibt der Kritiker Matt Kramer über die Schwarmintelligenz von Weinamateuren: \"You see, if enough people - never mind how little they might actually know - post enough of their tasting notes, a crystalline 'truth' about a particular wine, or even a whole region or vintage will make itself known\" [(Kramer, 2012)](#Kramer2012). Und auch der Kritiker Steve Body stimmt dem zu: \"The readers and users of these sites are almost always slaves to their personal preferences and current trends.\" [(Body, 2014)](#Body2014)\n",
+ "\n",
+ "Zu der Beeinflussung der Bewertungen durch persönliche Präferenzen und aktuelle Trends kommen psychologische Effekte, wie der Marketing-Placebo-Effekt. Der Marketing-Placebo-Effekt ist definiert als \"ein verändertes Produkterlebnis durch Marketingmaßnahmen, welches nicht auf inhärente Veränderungen des Produktes zurückzuführen ist.\" [(Gier, k. A.)](#GierkA) Ein bekanntes Beispiel ist die \"preisinduzierte Qualitätsvermutung\", bei der die Qualitätswahrnehmung eines Produktes vom Preis beeinflusst wird. [(Gier, k. A.)](#GierkA) Dies konnten auch Wissenschaftler in ihrer Studie am Beispiel von Wein zeigen. Sie fanden heraus, dass der Preis einen Einfluss auf das Geschmackserlebnis hat. [(Schmidt u. a., 2017)](#Schmidtua2017)\n",
+ "\n",
+ "Es bedarf somit noch weiterer Analysen, um zu ermitteln, ob die Ergebnisse der Untersuchung durch die mögliche Unerfahrenheit und fehlende Objektivität der Bewertenden beeinflusst wurden. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b7030b30",
+ "metadata": {},
+ "source": [
+ "## 6. Weiterführende Analyse <a class=\"anchor\" id=\"6WeitereAnalyse\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "69228087",
+ "metadata": {},
+ "source": [
+ "Um zu untersuchen, ob die beschriebenen Effekte Auswirkungen auf die Bewertungen der Weine auf Vivino haben, werden die oben gemachten Hypothesentest an einem weiteren Datensatz der Webseite [WineEnthusiast](https://www.winemag.com/) durchgeführt.\n",
+ "\n",
+ "Das Wine Enthusiast Magazine ist eine amerikanische Weinzeitschrift, welche zum ersten Mal 1988 von Adam and Sybil Strum herausgegeben wurde. Mit einer Leserschaft von über 4,1 Mio. und über 25.000 Weinrezensionen pro Jahr ist sie heute eine der renommiertesten Weinzeitschriften der Welt. [(WineEnthusiast, k. A.-a)](#WineEnthusiastkAa) Auf der zugehörigen Webseite erhält man genaue Informationen über die Weintester, ihren Hintergrund, ihre Expertise und Spezialisierung. [(WineEnthusiast, k. A.-b)](#WineEnthusiastkAb) Die Beurteilung der Weine erfolgt in der Regel durch Blindverkostung, bei welcher dem Prüfer Informationen, wie Hersteller und Preis, unbekannt sind. Das Punktesystem unterscheidet sich ebenfalls von dem von Vivino. Während Vivino ein 5-Sterne-Bewertungssystem verwendet, verwendet WineEnthusiast das in der Branche verbreitete 100-Punkte-Schema. [(Mövenpick Wein, k. A.)](#MövenpickWeinkA) Da in dieser Arbeit allerdings nicht untersucht wird, ob die durchschnittliche Bewertung von Weinen auf beiden Webseiten übereinstimmt, sondern nur der Vergleich zu anderen Weinratings derselben Webseite gemacht wird, kann dieser Unterschied im Folgenden ignoriert werden.\n",
+ "\n",
+ "Können bei der folgenden Untersuchung annähern gleiche Ergebnisse gefunden werden, kann daraus geschlussfolgert werden, dass diese nicht auf fehlende Objektivität und Beeinflussung zurückzuführen sind."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "6c6101d9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Downloading wine-reviews.zip to .\\wine-reviews\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 50.9M/50.9M [00:19<00:00, 2.68MB/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "od.download(\"https://www.kaggle.com/datasets/zynicide/wine-reviews\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "68299bf0",
+ "metadata": {},
+ "source": [
+ "*Code 37: Download der Tabellen {\"username\":\"heikewilhelm\",\"key\":\"8e60bb2d8a222cac5c8a97ed64fc3559\"}*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "30814fdc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "winemag = pd.read_csv(\"wine-reviews\\winemag-data-130k-v2.csv\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "064dc7c0",
+ "metadata": {},
+ "source": [
+ "*Code 38: Import der Tabelle*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9335826e",
+ "metadata": {},
+ "source": [
+ "### 6.1 Beschreibung der Bestandteile des Datensatzes von WineEnthusiast <a class=\"anchor\" id=\"61BeschreibungWE\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1a117ebf",
+ "metadata": {},
+ "source": [
+ "Für die weiterführende Analyse wurde ebenfalls ein Datensatz der Webseite [kaggle.com](https://www.kaggle.com/) verwendet. Die Daten wurden am 22. November 2017 von Zach Thoutt von der Webseite [WineEnthusiast](https://www.winemag.com/) gezogen und auf kaggle unter dem Titel [\"Wine Reviews\"](https://www.kaggle.com/zynicide/wine-reviews) veröffentlicht. [(Thoutt, 2017)](#Thoutt2017)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "b4aa0fe9",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(Anzahl der Einträge, Anzahl der Attribute): (129971, 14)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"(Anzahl der Einträge, Anzahl der Attribute): \", winemag.shape)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bd5bbd27",
+ "metadata": {},
+ "source": [
+ "*Code 39: Anzahl der Einträge und Attribute der Tabelle 'winemag'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "393e6852",
+ "metadata": {},
+ "source": [
+ "Der Datensatz 'winemag-data-130k-v2', im Weiteren als 'winemag' bezeichnet, besitzt 129.971 Einträge und die folgenden 14 Attribute:\n",
+ "\n",
+ "* **country** [nominal]: Herkunftsland des Weines. Datentyp: object;\n",
+ "* **description** [nominal]: Beschreibung des Weines. Datentyp: object;\n",
+ "* **designation** [nominal]: Weinberg, aus dem die Trauben für den Wein stammen. Datentyp: object;\n",
+ "* **points** [numerisch]: Durchschnittliche Bewertung des Weines. Datentyp: float;\n",
+ "* **price** [numerisch]: Preis des Weines. Datentyp: float;\n",
+ "* **province** [nominal]: Provinz, aus der der Wein stammt. Datentyp: object;\n",
+ "* **region_1** [nominal]: Weinanbaugebiet innerhalb einer Provinz. Datentyp: object;\n",
+ "* **region_2** [nominal]: Spezifischere Region innerhalb eines Weinanbaugebiet einer Provinz. Datentyp: object;\n",
+ "* **taster_name** [nominal]: Name des Testers. Datentyp: object;\n",
+ "* **taster_twitter_handle** [nominal]: Name des Testers auf Twitter. Datentyp: object;\n",
+ "* **title** [nominal]: Titel der Weinkritik, welche oft auch den Jahrgang enthält. Datentyp: object;\n",
+ "* **variety** [nominal]: Rebsorte des Weines. Datentyp: object;\n",
+ "* **winery** [nominal]: Weingut, das den Wein produziert hat. Datentyp: object. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "id": "d3a01554",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Die Tabelle \u001b[1;38mwinemag \u001b[0;0menthält die folgenden 14 Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\n",
+ " \n",
+ " country: 43 Ausprägungen \n",
+ " description: 119955 Ausprägungen \n",
+ " designation: 37979 Ausprägungen \n",
+ " points: 21 Ausprägungen \n",
+ " price: 390 Ausprägungen \n",
+ " province: 425 Ausprägungen \n",
+ " region_1: 1229 Ausprägungen \n",
+ " region_2: 17 Ausprägungen \n",
+ " taster_name: 19 Ausprägungen \n",
+ " taster_twitter_handle: 15 Ausprägungen \n",
+ " title: 118840 Ausprägungen \n",
+ " variety: 707 Ausprägungen \n",
+ " winery: 16757 Ausprägungen\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Unnamed: 0</th>\n",
+ " <th>country</th>\n",
+ " <th>description</th>\n",
+ " <th>designation</th>\n",
+ " <th>points</th>\n",
+ " <th>price</th>\n",
+ " <th>province</th>\n",
+ " <th>region_1</th>\n",
+ " <th>region_2</th>\n",
+ " <th>taster_name</th>\n",
+ " <th>taster_twitter_handle</th>\n",
+ " <th>title</th>\n",
+ " <th>variety</th>\n",
+ " <th>winery</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0</td>\n",
+ " <td>Italy</td>\n",
+ " <td>Aromas include tropical fruit, broom, brimston...</td>\n",
+ " <td>Vulkà Bianco</td>\n",
+ " <td>87</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Sicily & Sardinia</td>\n",
+ " <td>Etna</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Kerin O’Keefe</td>\n",
+ " <td>@kerinokeefe</td>\n",
+ " <td>Nicosia 2013 Vulkà Bianco (Etna)</td>\n",
+ " <td>White Blend</td>\n",
+ " <td>Nicosia</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>Portugal</td>\n",
+ " <td>This is ripe and fruity, a wine that is smooth...</td>\n",
+ " <td>Avidagos</td>\n",
+ " <td>87</td>\n",
+ " <td>15.0</td>\n",
+ " <td>Douro</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Roger Voss</td>\n",
+ " <td>@vossroger</td>\n",
+ " <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
+ " <td>Portuguese Red</td>\n",
+ " <td>Quinta dos Avidagos</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>US</td>\n",
+ " <td>Tart and snappy, the flavors of lime flesh and...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>87</td>\n",
+ " <td>14.0</td>\n",
+ " <td>Oregon</td>\n",
+ " <td>Willamette Valley</td>\n",
+ " <td>Willamette Valley</td>\n",
+ " <td>Paul Gregutt</td>\n",
+ " <td>@paulgwine</td>\n",
+ " <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
+ " <td>Pinot Gris</td>\n",
+ " <td>Rainstorm</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Unnamed: 0 country description \\\n",
+ "0 0 Italy Aromas include tropical fruit, broom, brimston... \n",
+ "1 1 Portugal This is ripe and fruity, a wine that is smooth... \n",
+ "2 2 US Tart and snappy, the flavors of lime flesh and... \n",
+ "\n",
+ " designation points price province region_1 \\\n",
+ "0 Vulkà Bianco 87 NaN Sicily & Sardinia Etna \n",
+ "1 Avidagos 87 15.0 Douro NaN \n",
+ "2 NaN 87 14.0 Oregon Willamette Valley \n",
+ "\n",
+ " region_2 taster_name taster_twitter_handle \\\n",
+ "0 NaN Kerin O’Keefe @kerinokeefe \n",
+ "1 NaN Roger Voss @vossroger \n",
+ "2 Willamette Valley Paul Gregutt @paulgwine \n",
+ "\n",
+ " title variety \\\n",
+ "0 Nicosia 2013 Vulkà Bianco (Etna) White Blend \n",
+ "1 Quinta dos Avidagos 2011 Avidagos Red (Douro) Portuguese Red \n",
+ "2 Rainstorm 2013 Pinot Gris (Willamette Valley) Pinot Gris \n",
+ "\n",
+ " winery \n",
+ "0 Nicosia \n",
+ "1 Quinta dos Avidagos \n",
+ "2 Rainstorm "
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "country = winemag['country'].nunique()\n",
+ "description = winemag['description'].nunique()\n",
+ "designation = winemag['designation'].nunique()\n",
+ "points = winemag['points'].nunique()\n",
+ "price = winemag['price'].nunique()\n",
+ "province = winemag['province'].nunique()\n",
+ "region_1 = winemag['region_1'].nunique()\n",
+ "region_2 = winemag['region_2'].nunique()\n",
+ "taster_name = winemag['taster_name'].nunique()\n",
+ "taster_twitter_handle = winemag['taster_twitter_handle'].nunique()\n",
+ "title = winemag['title'].nunique()\n",
+ "variety = winemag['variety'].nunique()\n",
+ "winery = winemag['winery'].nunique()\n",
+ "print('\\nDie Tabelle \\033[1;38mwinemag \\033[0;0menthält die folgenden 14 Attribute mit der Anzahl der jeweiligen verschiedenen Ausprägungen:\\n \\n country: %d Ausprägungen \\n description: %d Ausprägungen \\n designation: %d Ausprägungen \\n points: %d Ausprägungen \\n price: %d Ausprägungen \\n province: %d Ausprägungen \\n region_1: %d Ausprägungen \\n region_2: %d Ausprägungen \\n taster_name: %d Ausprägungen \\n taster_twitter_handle: %d Ausprägungen \\n title: %d Ausprägungen \\n variety: %d Ausprägungen \\n winery: %d Ausprägungen' %(country, description, designation, points, price, province, region_1, region_2, taster_name, taster_twitter_handle, title, variety, winery))\n",
+ "winemag.head(3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d0feff37",
+ "metadata": {},
+ "source": [
+ "*Code 40: Anzahl der Einträge und Attribute, sowie Ausprägungen der Attribute und die ersten drei Zeilen der Tabelle 'winemag'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9efc6f00",
+ "metadata": {},
+ "source": [
+ "### 6.2 Bereinigung und Deskriptive Analyse relevanter Attribute des Datensatzes von WineEnthusiast <a class=\"anchor\" id=\"62BereinigungDeskriptivWE\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "66c05019",
+ "metadata": {},
+ "source": [
+ "Auch dieser Datensatz wurde in Vorbereitung auf die deskriptive Analyse bereinigt. Wie bereits bei dem Vivino-Datensatz festgestellt wurde, kann eine große Streuung der Werte bei dem Attribut 'price' als reguläre Datenverteilung angesehen, weshalb auch hier Ausreißer nicht als fehlerhafte Werte interpretiert werden. Die Prüfung auf Duplikate ergab eine Reihe von Mehrfacheinträgen, welche aus der Tabelle entfernt wurden. In den nächsten Schritten wurden die für die Analyse irrelevanten Spalten aus der Tabelle gelöscht und bei den Weißweinen, die Bezeichnung der Rebsorte standardisiert. Abschließend wurden alle Datensätze mit fehlenden Werten entfernt.\n",
+ "\n",
+ "Da die Analyse der mittleren Bewertung des Herkunftslandes und der Rebsorte sich im vorherigen Datensatz 'wines_cleansed' nur auf Weißweine bezieht, wurde der Datensatz 'winemag' um das zusätzliche Attribute 'winestyle' erweitert. Die Zuordnung des Weinstils erfolgte mittels der Weißweinrebsorten des Vivino-Datensatzes. Bei übereinstimmender Rebsorte, wurde der Weinstil 'white' in die Spalte eingetragen. Dasselbe wurde anschließend mit den Rebsorten der Rotweine durchgeführt. Hintergrund ist, dass der Vivino-Datensatz Weine enthält, die unter die Bezeichnung Blanc de Noirs fallen. Dies sind Weißweine, die aus roten Rebsorten erzeugt werden. Diese Rotweinrebsorten waren daher in der Liste der Rebsorten der Weißweine des Vivino-Datensatzes enthalten. Es wurden somit auch Rotweine des Datensatzes von WineEnthusiast fälschlicherweise als Weißweine gekennzeichnet. Durch die nachfolgende Zuordnung der Rotweinrebsorten, konnte dieser Fehler behoben werden. \n",
+ "\n",
+ "Im weiteren Verlauf wird nur noch mit der bereinigten Tabelle 'winemag_cleansed' gearbeitet, welche noch 111.537 Einträge enthält. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "id": "ef62a5ab",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Duplicate Rows :\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Unnamed: 0</th>\n",
+ " <th>country</th>\n",
+ " <th>description</th>\n",
+ " <th>designation</th>\n",
+ " <th>points</th>\n",
+ " <th>price</th>\n",
+ " <th>province</th>\n",
+ " <th>region_1</th>\n",
+ " <th>region_2</th>\n",
+ " <th>taster_name</th>\n",
+ " <th>taster_twitter_handle</th>\n",
+ " <th>title</th>\n",
+ " <th>variety</th>\n",
+ " <th>winery</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2408</th>\n",
+ " <td>2408</td>\n",
+ " <td>US</td>\n",
+ " <td>This is weighty, creamy and medium to full in ...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>85</td>\n",
+ " <td>14.0</td>\n",
+ " <td>California</td>\n",
+ " <td>North Coast</td>\n",
+ " <td>North Coast</td>\n",
+ " <td>Virginie Boone</td>\n",
+ " <td>@vboone</td>\n",
+ " <td>Souverain 2010 Chardonnay (North Coast)</td>\n",
+ " <td>Chardonnay</td>\n",
+ " <td>Souverain</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2409</th>\n",
+ " <td>2409</td>\n",
+ " <td>Italy</td>\n",
+ " <td>There's a touch of toasted almond at the start...</td>\n",
+ " <td>Sallier de la Tour</td>\n",
+ " <td>85</td>\n",
+ " <td>13.0</td>\n",
+ " <td>Sicily & Sardinia</td>\n",
+ " <td>Sicilia</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Tasca d'Almerita 2011 Sallier de la Tour Grill...</td>\n",
+ " <td>Grillo</td>\n",
+ " <td>Tasca d'Almerita</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2410</th>\n",
+ " <td>2410</td>\n",
+ " <td>Chile</td>\n",
+ " <td>Lightly herbal strawberry and raspberry aromas...</td>\n",
+ " <td>Reserve</td>\n",
+ " <td>85</td>\n",
+ " <td>13.0</td>\n",
+ " <td>Maipo Valley</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Michael Schachner</td>\n",
+ " <td>@wineschach</td>\n",
+ " <td>Tres Palacios 2011 Reserve Pinot Noir (Maipo V...</td>\n",
+ " <td>Pinot Noir</td>\n",
+ " <td>Tres Palacios</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2412</th>\n",
+ " <td>2412</td>\n",
+ " <td>Italy</td>\n",
+ " <td>The Monica grape often shows a rustic or raw q...</td>\n",
+ " <td>Dolia</td>\n",
+ " <td>85</td>\n",
+ " <td>14.0</td>\n",
+ " <td>Sicily & Sardinia</td>\n",
+ " <td>Monica di Sardegna</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Cantine di Dolianova 2010 Dolia (Monica di Sa...</td>\n",
+ " <td>Monica</td>\n",
+ " <td>Cantine di Dolianova</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2413</th>\n",
+ " <td>2413</td>\n",
+ " <td>France</td>\n",
+ " <td>Fruity and lightly herbaceous, this has fine t...</td>\n",
+ " <td>La Fleur d'Amélie</td>\n",
+ " <td>85</td>\n",
+ " <td>15.0</td>\n",
+ " <td>Bordeaux</td>\n",
+ " <td>Bordeaux Blanc</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Roger Voss</td>\n",
+ " <td>@vossroger</td>\n",
+ " <td>Château de Sours 2011 La Fleur d'Amélie (Bord...</td>\n",
+ " <td>Bordeaux-style White Blend</td>\n",
+ " <td>Château de Sours</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129879</th>\n",
+ " <td>129879</td>\n",
+ " <td>US</td>\n",
+ " <td>This wine is a blend of 45% Grenache, 37% Syra...</td>\n",
+ " <td>Metis</td>\n",
+ " <td>90</td>\n",
+ " <td>20.0</td>\n",
+ " <td>Washington</td>\n",
+ " <td>Columbia Valley (WA)</td>\n",
+ " <td>Columbia Valley</td>\n",
+ " <td>Sean P. Sullivan</td>\n",
+ " <td>@wawinereport</td>\n",
+ " <td>Maison Bleue 2013 Metis Red (Columbia Valley (...</td>\n",
+ " <td>Red Blend</td>\n",
+ " <td>Maison Bleue</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129880</th>\n",
+ " <td>129880</td>\n",
+ " <td>US</td>\n",
+ " <td>Apple blossom intrigues on the nose of this li...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>90</td>\n",
+ " <td>20.0</td>\n",
+ " <td>California</td>\n",
+ " <td>Russian River Valley</td>\n",
+ " <td>Sonoma</td>\n",
+ " <td>Virginie Boone</td>\n",
+ " <td>@vboone</td>\n",
+ " <td>Martin Ray 2015 Chardonnay (Russian River Valley)</td>\n",
+ " <td>Chardonnay</td>\n",
+ " <td>Martin Ray</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129881</th>\n",
+ " <td>129881</td>\n",
+ " <td>Spain</td>\n",
+ " <td>This Verdejo smells like citrus fruits and wil...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>90</td>\n",
+ " <td>19.0</td>\n",
+ " <td>Northern Spain</td>\n",
+ " <td>Rueda</td>\n",
+ " <td>NaN</td>\n",
+ " <td>Michael Schachner</td>\n",
+ " <td>@wineschach</td>\n",
+ " <td>Martinsancho 2015 Verdejo (Rueda)</td>\n",
+ " <td>Verdejo</td>\n",
+ " <td>Martinsancho</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129882</th>\n",
+ " <td>129882</td>\n",
+ " <td>US</td>\n",
+ " <td>This wine is mostly Cabernet Sauvignon (78%), ...</td>\n",
+ " <td>Reserve</td>\n",
+ " <td>90</td>\n",
+ " <td>60.0</td>\n",
+ " <td>Washington</td>\n",
+ " <td>Columbia Valley (WA)</td>\n",
+ " <td>Columbia Valley</td>\n",
+ " <td>Sean P. Sullivan</td>\n",
+ " <td>@wawinereport</td>\n",
+ " <td>Matthews 2012 Reserve Red (Columbia Valley (WA))</td>\n",
+ " <td>Bordeaux-style Red Blend</td>\n",
+ " <td>Matthews</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129913</th>\n",
+ " <td>129913</td>\n",
+ " <td>US</td>\n",
+ " <td>This is taut and dense, and requires time and ...</td>\n",
+ " <td>Artist Series #14</td>\n",
+ " <td>92</td>\n",
+ " <td>44.0</td>\n",
+ " <td>Washington</td>\n",
+ " <td>Columbia Valley (WA)</td>\n",
+ " <td>Columbia Valley</td>\n",
+ " <td>Paul Gregutt</td>\n",
+ " <td>@paulgwine</td>\n",
+ " <td>Woodward Canyon 2005 Artist Series #14 Caberne...</td>\n",
+ " <td>Cabernet Sauvignon</td>\n",
+ " <td>Woodward Canyon</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>9983 rows × 14 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Unnamed: 0 country description \\\n",
+ "2408 2408 US This is weighty, creamy and medium to full in ... \n",
+ "2409 2409 Italy There's a touch of toasted almond at the start... \n",
+ "2410 2410 Chile Lightly herbal strawberry and raspberry aromas... \n",
+ "2412 2412 Italy The Monica grape often shows a rustic or raw q... \n",
+ "2413 2413 France Fruity and lightly herbaceous, this has fine t... \n",
+ "... ... ... ... \n",
+ "129879 129879 US This wine is a blend of 45% Grenache, 37% Syra... \n",
+ "129880 129880 US Apple blossom intrigues on the nose of this li... \n",
+ "129881 129881 Spain This Verdejo smells like citrus fruits and wil... \n",
+ "129882 129882 US This wine is mostly Cabernet Sauvignon (78%), ... \n",
+ "129913 129913 US This is taut and dense, and requires time and ... \n",
+ "\n",
+ " designation points price province \\\n",
+ "2408 NaN 85 14.0 California \n",
+ "2409 Sallier de la Tour 85 13.0 Sicily & Sardinia \n",
+ "2410 Reserve 85 13.0 Maipo Valley \n",
+ "2412 Dolia 85 14.0 Sicily & Sardinia \n",
+ "2413 La Fleur d'Amélie 85 15.0 Bordeaux \n",
+ "... ... ... ... ... \n",
+ "129879 Metis 90 20.0 Washington \n",
+ "129880 NaN 90 20.0 California \n",
+ "129881 NaN 90 19.0 Northern Spain \n",
+ "129882 Reserve 90 60.0 Washington \n",
+ "129913 Artist Series #14 92 44.0 Washington \n",
+ "\n",
+ " region_1 region_2 taster_name \\\n",
+ "2408 North Coast North Coast Virginie Boone \n",
+ "2409 Sicilia NaN NaN \n",
+ "2410 NaN NaN Michael Schachner \n",
+ "2412 Monica di Sardegna NaN NaN \n",
+ "2413 Bordeaux Blanc NaN Roger Voss \n",
+ "... ... ... ... \n",
+ "129879 Columbia Valley (WA) Columbia Valley Sean P. Sullivan \n",
+ "129880 Russian River Valley Sonoma Virginie Boone \n",
+ "129881 Rueda NaN Michael Schachner \n",
+ "129882 Columbia Valley (WA) Columbia Valley Sean P. Sullivan \n",
+ "129913 Columbia Valley (WA) Columbia Valley Paul Gregutt \n",
+ "\n",
+ " taster_twitter_handle \\\n",
+ "2408 @vboone \n",
+ "2409 NaN \n",
+ "2410 @wineschach \n",
+ "2412 NaN \n",
+ "2413 @vossroger \n",
+ "... ... \n",
+ "129879 @wawinereport \n",
+ "129880 @vboone \n",
+ "129881 @wineschach \n",
+ "129882 @wawinereport \n",
+ "129913 @paulgwine \n",
+ "\n",
+ " title \\\n",
+ "2408 Souverain 2010 Chardonnay (North Coast) \n",
+ "2409 Tasca d'Almerita 2011 Sallier de la Tour Grill... \n",
+ "2410 Tres Palacios 2011 Reserve Pinot Noir (Maipo V... \n",
+ "2412 Cantine di Dolianova 2010 Dolia (Monica di Sa... \n",
+ "2413 Château de Sours 2011 La Fleur d'Amélie (Bord... \n",
+ "... ... \n",
+ "129879 Maison Bleue 2013 Metis Red (Columbia Valley (... \n",
+ "129880 Martin Ray 2015 Chardonnay (Russian River Valley) \n",
+ "129881 Martinsancho 2015 Verdejo (Rueda) \n",
+ "129882 Matthews 2012 Reserve Red (Columbia Valley (WA)) \n",
+ "129913 Woodward Canyon 2005 Artist Series #14 Caberne... \n",
+ "\n",
+ " variety winery \n",
+ "2408 Chardonnay Souverain \n",
+ "2409 Grillo Tasca d'Almerita \n",
+ "2410 Pinot Noir Tres Palacios \n",
+ "2412 Monica Cantine di Dolianova \n",
+ "2413 Bordeaux-style White Blend Château de Sours \n",
+ "... ... ... \n",
+ "129879 Red Blend Maison Bleue \n",
+ "129880 Chardonnay Martin Ray \n",
+ "129881 Verdejo Martinsancho \n",
+ "129882 Bordeaux-style Red Blend Matthews \n",
+ "129913 Cabernet Sauvignon Woodward Canyon \n",
+ "\n",
+ "[9983 rows x 14 columns]"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Erstellt eine Kopie der Tabelle\n",
+ "winemag_cleansed = winemag.copy()\n",
+ "\n",
+ "# Prüft auf Duplikate in der Tabelle\n",
+ "duplicate = winemag_cleansed[winemag_cleansed.duplicated(['country', 'description', 'designation', 'province', 'region_1', 'region_2', 'taster_name', 'title', 'variety', 'winery'])]\n",
+ "print(\"Duplicate Rows :\") \n",
+ "duplicate"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "id": "dcd787d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Entfernt die Duplikate\n",
+ "indexNames = duplicate.index\n",
+ "winemag_cleansed.drop(indexNames , inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "f9e8d0be",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Entfernen der irrelevanten Spalten\n",
+ "winemag_cleansed.drop(columns=['designation', 'description', 'province', 'region_1', 'region_2', 'taster_name', 'taster_twitter_handle', 'winery'], inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "f59a9899",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Standardisierung der Rebsorte bei Synonymen\n",
+ "winemag_cleansed['variety'] = winemag_cleansed['variety'].replace({'Pinot Gris': 'Pinot Grigio'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "1e0c8bd7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Entfernen von Einträgen mit NaN-Werten\n",
+ "winemag_cleansed = winemag_cleansed.dropna()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "id": "b570cdc7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Unnamed: 0 False\n",
+ "country False\n",
+ "points False\n",
+ "price False\n",
+ "title False\n",
+ "variety False\n",
+ "dtype: bool"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Prüft auf NaN-Werte\n",
+ "winemag_cleansed.isnull().any()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "id": "68e45bd9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reds = wines.loc[wines.WineStyle == \"red\"]\n",
+ "whites = wines.loc[wines.WineStyle == \"white\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "28645453",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Entfernen von Einträgen mit Rotweinrebsorten aus der Tabelle der Weißweine\n",
+ "whites = whites.loc[(whites.Variety != \"Pinot Noir\") & (whites.Variety != \"Merlot\") & (whites.Variety != \"Cabernet Sauvignon\")]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "b5a5fd96",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Erstellung eines Dictionaries mit den Weißweinrebsorten aus der Tabelle der Weißweine\n",
+ "unique_list_white = list(dict.fromkeys(whites.Variety))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "206c99fe",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Erstellung eines Dictionaries mit den Rotweinrebsorten aus der Tabelle der Rotweine\n",
+ "unique_list_red = list(dict.fromkeys(reds.Variety))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "b3f0e441",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Erstellt die neuen Spalte 'winestyle' und füllt sie mit NaN-Werten\n",
+ "# Geht jeden Eintrag der Tabelle 'winemag' durch und gleicht die Rebsorte mit den Einträgen der erstellten Liste der Weißweinrebsorten ab. \n",
+ "# Bei Übereinstimmung trägt er den Wert 'white' in die Spalte 'winestyle' ein.\n",
+ "winemag_cleansed['winestyle'] = np.nan\n",
+ "\n",
+ "for index in winemag_cleansed.index:\n",
+ " for einzelwert in unique_list_white: \n",
+ " if einzelwert in winemag_cleansed.loc[index, 'variety']:\n",
+ " winemag_cleansed.loc[index, 'winestyle'] = \"white\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "d387f646",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Unnamed: 0</th>\n",
+ " <th>country</th>\n",
+ " <th>points</th>\n",
+ " <th>price</th>\n",
+ " <th>title</th>\n",
+ " <th>variety</th>\n",
+ " <th>winestyle</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1</td>\n",
+ " <td>Portugal</td>\n",
+ " <td>87</td>\n",
+ " <td>15.0</td>\n",
+ " <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
+ " <td>Portuguese Red</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>US</td>\n",
+ " <td>87</td>\n",
+ " <td>14.0</td>\n",
+ " <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
+ " <td>Pinot Grigio</td>\n",
+ " <td>white</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3</td>\n",
+ " <td>US</td>\n",
+ " <td>87</td>\n",
+ " <td>13.0</td>\n",
+ " <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n",
+ " <td>Riesling</td>\n",
+ " <td>white</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>4</td>\n",
+ " <td>US</td>\n",
+ " <td>87</td>\n",
+ " <td>65.0</td>\n",
+ " <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n",
+ " <td>Pinot Noir</td>\n",
+ " <td>red</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>5</td>\n",
+ " <td>Spain</td>\n",
+ " <td>87</td>\n",
+ " <td>15.0</td>\n",
+ " <td>Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...</td>\n",
+ " <td>Tempranillo-Merlot</td>\n",
+ " <td>red</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Unnamed: 0 country points price \\\n",
+ "1 1 Portugal 87 15.0 \n",
+ "2 2 US 87 14.0 \n",
+ "3 3 US 87 13.0 \n",
+ "4 4 US 87 65.0 \n",
+ "5 5 Spain 87 15.0 \n",
+ "\n",
+ " title variety \\\n",
+ "1 Quinta dos Avidagos 2011 Avidagos Red (Douro) Portuguese Red \n",
+ "2 Rainstorm 2013 Pinot Gris (Willamette Valley) Pinot Grigio \n",
+ "3 St. Julian 2013 Reserve Late Harvest Riesling ... Riesling \n",
+ "4 Sweet Cheeks 2012 Vintner's Reserve Wild Child... Pinot Noir \n",
+ "5 Tandem 2011 Ars In Vitro Tempranillo-Merlot (N... Tempranillo-Merlot \n",
+ "\n",
+ " winestyle \n",
+ "1 NaN \n",
+ "2 white \n",
+ "3 white \n",
+ "4 red \n",
+ "5 red "
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Geht jeden Eintrag der Tabelle 'winemag' durch und gleicht die Rebsorte mit den Einträgen der erstellten Liste der Rotweinrebsorten ab. \n",
+ "# Bei Übereinstimmung trägt er den Wert 'red' in die Spalte 'winestyle' ein.\n",
+ "for index in winemag_cleansed.index:\n",
+ " for einzelwert in unique_list_red: \n",
+ " if einzelwert in winemag_cleansed.loc[index, 'variety']:\n",
+ " winemag_cleansed.loc[index, 'winestyle'] = \"red\"\n",
+ " \n",
+ "winemag_cleansed.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "244d0d01",
+ "metadata": {},
+ "source": [
+ "*Code 41-51: Erstellen und Bereinigung der Tabelle 'winemag_cleansed' und Erweitern um das Attribut 'winestyle'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0bbfcaf8",
+ "metadata": {},
+ "source": [
+ "Auch in diesem Datensatz gibt es kein Attribut, dass der Ordinalskala angehört, so dass weitere Anaylsen in dieser Hinsicht entfallen.\n",
+ "\n",
+ "Im folgenden Code werden die maximalen und minimalen Ausprägungen sowie die Mittelwerte und Standardabweichungen der relevanten numerischen Attribute berechnet und im Anschluss in Form von Histogrammen visualisiert."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "0956b71d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Der Mittelwert und Standardabweichung des Attributs \u001b[1;38mpoints\u001b[0;0m:\n",
+ "Höchster Wert: 100\n",
+ "Niedrigster Wert: 80\n",
+ "Mittelwert: 88.413808870599\n",
+ "Standardabweichung: 3.099243160157034\n",
+ "\n",
+ "Der Mittelwert und Standardabweichung des Attributs \u001b[1;38mprice\u001b[0;0m:\n",
+ "Höchster Wert: 3300.0\n",
+ "Niedrigster Wert: 4.0\n",
+ "Mittelwert: 35.62627648224356\n",
+ "Standardabweichung: 42.113062143804285\n"
+ ]
+ }
+ ],
+ "source": [
+ "wm_max_points = winemag_cleansed['points'].max()\n",
+ "wm_min_points = winemag_cleansed['points'].min()\n",
+ "wm_mean_points = winemag_cleansed['points'].mean()\n",
+ "wm_std_points = winemag_cleansed['points'].std ()\n",
+ "\n",
+ "wm_max_price = winemag_cleansed['price'].max()\n",
+ "wm_min_price = winemag_cleansed['price'].min()\n",
+ "wm_mean_price = winemag_cleansed['price'].mean()\n",
+ "wm_std_price = winemag_cleansed['price'].std ()\n",
+ "\n",
+ "print(\"Der Mittelwert und Standardabweichung des Attributs \\033[1;38mpoints\\033[0;0m:\")\n",
+ "print(\"Höchster Wert:\", (wm_max_points))\n",
+ "print(\"Niedrigster Wert:\", (wm_min_points))\n",
+ "print(\"Mittelwert:\", (wm_mean_points))\n",
+ "print(\"Standardabweichung:\", (wm_std_points))\n",
+ "\n",
+ "print(\"\\nDer Mittelwert und Standardabweichung des Attributs \\033[1;38mprice\\033[0;0m:\")\n",
+ "print(\"Höchster Wert:\", (wm_max_price))\n",
+ "print(\"Niedrigster Wert:\", (wm_min_price))\n",
+ "print(\"Mittelwert:\", (wm_mean_price))\n",
+ "print(\"Standardabweichung:\", (wm_std_price))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85458f7e",
+ "metadata": {},
+ "source": [
+ "*Code 52: Statistische Kennwerte der numerischen Attribute der Tabelle 'winemag_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "5b7513fa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 100\n",
+ "sns.displot(x='points', data=winemag_cleansed, kde=True, facet_kws={'despine': False}, aspect=2.5, color='#027D83')\n",
+ "plt.title('points', fontsize=12)\n",
+ "plt.xlabel('Points', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "614d3b6a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 1250x500 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 100\n",
+ "sns.displot(x='price', data=winemag_cleansed, kde=True, bins=200, facet_kws={'despine': False}, aspect=2.5, color='#027D83')\n",
+ "plt.title('price', fontsize=12)\n",
+ "plt.xlabel('Price', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);\n",
+ "\n",
+ "sns.displot(x='price', data=winemag_cleansed, kde=True, log_scale=True, bins=200, facet_kws={'despine': False}, aspect=2.5, color='#027D83')\n",
+ "plt.xlabel('Price (log scale)', fontsize=10)\n",
+ "plt.ylabel('Frequency', fontsize=10)\n",
+ "plt.xticks(fontsize=7)\n",
+ "plt.yticks(fontsize=7);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "947025d5",
+ "metadata": {},
+ "source": [
+ "*Code 53-54: Histogramme der numerischen Attribute der Tabelle 'winemag_cleansed'*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1e2f23dc",
+ "metadata": {},
+ "source": [
+ "Die statistischen Kennwerte und das Histogramm lassen erkennen, dass die Verteilung des Attributs 'points' normal zu sein scheint, während das Attribut 'price' sehr rechtsschief erscheint. Auch in diesem Fall ist die Verteilung nach der Log-Transformation \"normaler\".\n",
+ "\n",
+ "Die Verteilungen der beiden Datensätze von Vivino und WineEnthusiast sind bei den numerischen Variablen also ähnlich."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "67d9ce25",
+ "metadata": {},
+ "source": [
+ "### 6.3 Induktive Analyse und Hypothesentest des Datensatzes von WineEnthusiast <a class=\"anchor\" id=\"63InduktivWE\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "368419cc",
+ "metadata": {},
+ "source": [
+ "Im Folgenden soll untersucht werden, ob die Ergebnisse der Analyse des Vivino-Datensatzes sich auch bei den Daten von WineEnthusiast zeigen und daraus der Schluss gezogen werden kann, dass die Ergebnisse nicht durch den Amateurstatus der Bewerter und die Kenntnisse über Herkunft, Rebsorte und Preis beeinflusst sind.\n",
+ "\n",
+ "Es werden deswegen dieselben Hypothesen und zugehörigen Nullhypothesen aufgestellt und getestet.\n",
+ "\n",
+ "**Hypothese 1**: Die Bewertung der Weine steigt mit der Höhe des Preises.</br>\n",
+ "**Nullhypothese 1**: Die Bewertung der Weine hat keinen Einfluss auf die Höhe des Preises.\n",
+ "\n",
+ "**Hypothese 2**: Chilenische Weißweine werden im Durchschnitt schlechter bewertet als Weißweine insgesamt.</br>\n",
+ "**Nullhypothese 2**: Die Bewertung chilenischer Weißweine ist im Mittel gleich oder größer als die Bewertung von Weißweinen insgesamt.\n",
+ "\n",
+ "**Hypothese 3**: Die durchschnittliche Bewertung von Riesling-Weinen ist größer als die mittlere Bewertung von Weißweinen aller Rebsorten.</br>\n",
+ "**Nullhypothese 3**: Die Bewertung von Riesling-Weinen ist im Mittel kleiner oder gleich hoch wie die durchschnittliche Bewertung von Weißweinen aller Rebsorten.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "984b1a8e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "winemag_cleansed_white = winemag_cleansed.loc[winemag_cleansed.winestyle == 'white']\n",
+ "winemag_cleansed_red = winemag_cleansed.loc[winemag_cleansed.winestyle == 'red']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "55904325",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Pearson-Korrelation und Signifikanz (vor Log-Transformation): (0.41656148976710766, 0.0)\n",
+ "Pearson-Korrelation und Signifikanz (nach Log-Transformation): (0.6176842071288486, 0.0)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "sns.regplot(x='price', y='points', data=winemag_cleansed, scatter_kws={'s': 10, 'alpha': 0.5}, line_kws={'color': '#595959'}, logx=True, color='#027D83')\n",
+ "plt.title('Relation between price and points', fontsize=16)\n",
+ "plt.xlabel('price', fontsize=12)\n",
+ "plt.ylabel('points', fontsize=12)\n",
+ "plt.xticks(fontsize=10)\n",
+ "plt.yticks(fontsize=10);\n",
+ "\n",
+ "winemag_log = winemag_cleansed.copy(deep=True)\n",
+ "winemag_log['price'] = np.log(winemag_log['price'])\n",
+ "print(\"Pearson-Korrelation und Signifikanz (vor Log-Transformation): \", st.pearsonr(winemag_cleansed['price'],winemag_cleansed['points']))\n",
+ "print(\"Pearson-Korrelation und Signifikanz (nach Log-Transformation): \", st.pearsonr(winemag_log['price'],winemag_cleansed['points']))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7995b92a",
+ "metadata": {},
+ "source": [
+ "*Code 55: Korrelation der Attribute 'price' und 'points' nach Pearson mit Signifikanz*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8d09e514",
+ "metadata": {},
+ "source": [
+ "Aus der grafischen Darstellung der Korrelation zwischen dem Attribut 'points' in Abhängigkeit des Attributs 'price' und dem Pearson-Korrelationskoeffizient von 0,62 nach der Log-Transformation wird bestätigt, dass es auch bei den Daten von WineEnthusiast eine positive Korrelation zwischen den beiden Variablen gibt, die mit einem p-Wert > 0,05 % statistisch signifikant ist."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "f2cc66db",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "US 13102\n",
+ "France 4746\n",
+ "Italy 2060\n",
+ "Germany 1735\n",
+ "Austria 1607\n",
+ "Chile 1209\n",
+ "Spain 830\n",
+ "New Zealand 711\n",
+ "Australia 710\n",
+ "Argentina 654\n",
+ "Name: country, dtype: int64"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "winemag_cleansed_white.country.value_counts().head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "d0881fbc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2380x980 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "top_winemag_cleansed_white = winemag_cleansed_white.loc[(winemag_cleansed_white.country == 'Germany') | (winemag_cleansed_white.country == 'Italy') | (winemag_cleansed.country == 'France') | (winemag_cleansed.country == 'South Africa') | (winemag_cleansed.country == 'Spain') | (winemag_cleansed.country == 'Austria') | (winemag_cleansed.country == 'US') | (winemag_cleansed.country == 'Chile') | (winemag_cleansed.country == 'New Zealand') | (winemag_cleansed.country == 'Portugal')]\n",
+ "\n",
+ "sns.set_style('whitegrid')\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(17,7)\n",
+ "top_winemag_cleansed_white.groupby(['country'])['points'].mean().sort_values(ascending=False).plot(kind = 'bar', color='#027D83', label='Average points per country')\n",
+ "plt.title('Countries by average points', fontsize=16)\n",
+ "plt.ylabel('Average points', fontsize=12)\n",
+ "plt.xlabel('Countries', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10)\n",
+ "plt.ylim(0, 110)\n",
+ "plt.axhline(winemag_cleansed_white['points'].mean(), color='#595959', lw=2, label='Average points of white wines')\n",
+ "plt.legend();"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "id": "6fba9aab",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "88.21396001403016"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "winemag_cleansed_white['points'].mean()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4da409ff",
+ "metadata": {},
+ "source": [
+ "*Code 56: Mittlere Punktzahl der Weißweine pro Land*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "79870552",
+ "metadata": {},
+ "source": [
+ "Auch anhand der Daten von WineEnthusiast zeigt sich, dass die Weißweine aus Chile eine niedrigere Durchschnittsbewertung im Vergleich zu den Weißweinen anderer Länder haben.\n",
+ "\n",
+ "Bei der Untersuchung, ob dieser Unterschied auch in diesem Fall statistisch signifikant ist, wird wieder ein linksseitigen t-Test durchgeführt mit denselben Testkriterien:\n",
+ "\n",
+ "* Teststatistik: Einseitiger t-Test (linksseitig)\n",
+ "* Signifikanzniveau: 5 %\n",
+ "* Konfidenzintervall: 95 %\n",
+ "* kritischer t-Wert: -1,646"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "8798cae8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(85.54177005789909, 2.34134672361772)"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "winemag_cleansed_white_chile = winemag_cleansed_white.loc[winemag_cleansed_white.country == 'Chile']\n",
+ "winemag_cleansed_white_chile['points'].mean(), winemag_cleansed_white_chile['points'].std()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "19463c83",
+ "metadata": {},
+ "source": [
+ "*Code 57: Mittelwert und Standardabweichung der chilenischen Weißweine*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "ec3026ba",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sample size: 1209\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Sample size:',len(winemag_cleansed_white[winemag_cleansed_white['country'] == 'Chile']))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "f5492558",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "T-Wert: -39.68\n",
+ "Signifikanz: 0.0%.\n",
+ "Die Nullhypothese H0.2 wird verworfen.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Berechnet T-Score und p-Value\n",
+ "sample_mean = winemag_cleansed_white[winemag_cleansed_white['country'] == 'Chile']['points'].mean()\n",
+ "population_mean = winemag_cleansed_white['points'].mean()\n",
+ "sample_std = winemag_cleansed_white[winemag_cleansed_white['country'] == 'Chile']['points'].std()\n",
+ "sample_size = len(winemag_cleansed_white[winemag_cleansed_white['country'] == 'Chile'])\n",
+ "t_criticalvalue = 1.646\n",
+ "t_score, p_value = st.ttest_1samp(winemag_cleansed_white[winemag_cleansed_white['country'] == 'Chile']['points'], population_mean)\n",
+ "\n",
+ "print('T-Wert:', round(t_score,2))\n",
+ "print(\"Signifikanz: {}%.\".format(round(p_value*100,4)))\n",
+ "if t_score >= t_criticalvalue:\n",
+ " print('Die Nullhypothese H0.2 wird nicht verworfen.')\n",
+ "else:\n",
+ " print('Die Nullhypothese H0.2 wird verworfen.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "38880958",
+ "metadata": {},
+ "source": [
+ "*Code 58: Berechnung des T-Werts und der Signifikanz bzgl. Hypothese 2*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "de4fc895",
+ "metadata": {},
+ "source": [
+ "Der ermittelte t-Wert ist mit -39,68 niedriger als der festgelegte kritische t-Wert von -1,646 mit einem p-Wert von > 0,05 %. Das bedeutet, dass die durchschnittlich schlechtere Bewertung chilenischer Weißweine im Vergleich zur mittleren Bewertung aller Weißweine als statistisch signifikant betrachtet werden kann. Die Nullhypothese 2 kann auch in diesem Fall mit einem Konfidenzniveau von 95 % verworfen werden."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "3ca1e93e",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Chardonnay 10235\n",
+ "Riesling 4571\n",
+ "Sauvignon Blanc 4400\n",
+ "Pinot Grigio 2200\n",
+ "Grüner Veltliner 1019\n",
+ "Viognier 911\n",
+ "Gewürztraminer 885\n",
+ "Chenin Blanc 492\n",
+ "Albariño 432\n",
+ "Pinot Blanc 345\n",
+ "Name: variety, dtype: int64"
+ ]
+ },
+ "execution_count": 77,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "winemag_cleansed_white.variety.value_counts().head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "ed93ce66",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 2100x1120 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "wm_main_varieties_w = winemag_cleansed_white.loc[(winemag_cleansed_white.variety == 'Riesling') | (winemag_cleansed_white.variety == 'Chardonnay') | (winemag_cleansed_white.variety == 'Sauvignon Blanc') | (winemag_cleansed_white.variety == 'Pinot Grigio') | (winemag_cleansed_white.variety == 'Grüner Veltliner')]\n",
+ "\n",
+ "sns.set_style(\"whitegrid\")\n",
+ "plt.rcParams['figure.dpi']= 140\n",
+ "plt.rcParams['figure.figsize']=(15,8)\n",
+ "wm_main_varieties_w.groupby(['variety'])['points'].mean().sort_values(ascending=False).plot(kind = 'bar', color='#027D83', label='Average points per variety')\n",
+ "plt.title('Varieties by average points', fontsize=16)\n",
+ "plt.ylabel('Average points', fontsize=12)\n",
+ "plt.xlabel('Varieties', fontsize=12)\n",
+ "plt.xticks(fontsize=10, rotation=75)\n",
+ "plt.yticks(fontsize=10)\n",
+ "plt.ylim(0, 110)\n",
+ "plt.axhline(winemag_cleansed_white[\"points\"].mean(), color='#595959', lw=2, label='Average points of white wines')\n",
+ "plt.legend();"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "192db5cd",
+ "metadata": {},
+ "source": [
+ "*Code 59: Mittlere Punktzahl der Top Weißweinrebsorten*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e17419e4",
+ "metadata": {},
+ "source": [
+ "Bei den Riesling-Weinen, die von WineEnthusiast bewertet wurden, zeigt sich ebenfalls eine höhere mittlere Bewertung als bei allen Weißweinen im Mittel.\n",
+ "\n",
+ "Auch in diesem Fall wird zur Überprüfung der Nullhypothese 3 ein rechtsseitiger t-Test durchgeführt mit folgenden Testkriterien:\n",
+ "\n",
+ "* Teststatistik: Einseitiger t-Test (rechtsseitig)\n",
+ "* Signifikanzniveau: 5 %\n",
+ "* Konfidenzintervall: 95 %\n",
+ "* kritischer t-Wert: 1,646"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "id": "65fdc8ff",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(89.46838766134326, 2.901602289457461)"
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wm_riesling_cleansed = winemag_cleansed_white.loc[winemag_cleansed_white.variety == 'Riesling']\n",
+ "wm_riesling_cleansed['points'].mean(), wm_riesling_cleansed['points'].std()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a6358269",
+ "metadata": {},
+ "source": [
+ "*Code 60: Mittelwert und Standardabweichung der Riesling-Weine*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "486bee1a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Sample size: 4571\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Sample size:',len(winemag_cleansed_white[winemag_cleansed_white['variety'] == 'Riesling']))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "id": "98739809",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "T-Wert: 29.23\n",
+ "Signifikanz: 0.0%.\n",
+ "Die Nullhypothese H0.3 wird verworfen.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Berechnet T-Score und p-Value\n",
+ "sample_mean = winemag_cleansed_white[winemag_cleansed_white['variety'] == 'Riesling']['points'].mean()\n",
+ "population_mean = winemag_cleansed_white['points'].mean()\n",
+ "sample_std = winemag_cleansed_white[winemag_cleansed_white['variety'] == 'Riesling']['points'].std()\n",
+ "sample_size = len(winemag_cleansed_white[winemag_cleansed_white['variety'] == 'Riesling'])\n",
+ "t_criticalvalue = 1.646\n",
+ "t_score, p_value = st.ttest_1samp(winemag_cleansed_white[winemag_cleansed_white['variety'] == 'Riesling']['points'], population_mean)\n",
+ "\n",
+ "print('T-Wert:', round(t_score,2))\n",
+ "print(\"Signifikanz: {}%.\".format(round(p_value*100,4)))\n",
+ "if t_score <= t_criticalvalue:\n",
+ " print('Die Nullhypothese H0.3 wird nicht verworfen.')\n",
+ "else:\n",
+ " print('Die Nullhypothese H0.3 wird verworfen.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ed4fa3b0",
+ "metadata": {},
+ "source": [
+ "*Code 61: Berechnung des T-Werts und der Signifikanz bzgl. Hypothese 3*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "74fd1f43",
+ "metadata": {},
+ "source": [
+ "Der ermittelte t-Wert ist mit 29,23 größer als der festgelegte kritische t-Wert von 1,646 mit einem p-Wert von > 0,05 %. Das bedeutet, dass die durchschnittlich bessere Bewertung von Riesling-Weinen im Vergleich zur mittleren Bewertung der Weine aller Weißweinrebsorten des Datensatzes als statistisch signifikant betrachtet werden kann. Die Nullhypothese 3 kann auch für die Daten von WineEnthusiast mit einem Konfidenzniveau von 95 % verworfen werden."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8f63993c",
+ "metadata": {},
+ "source": [
+ "## 7. Fazit <a class=\"anchor\" id=\"7Fazit\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d755bc92",
+ "metadata": {},
+ "source": [
+ "In dieser Arbeit sollten die folgenden Fragen mit Hilfe statistischer Analysen beantwortet werden:\n",
+ "\n",
+ "* Hat der Preis einen Einfluss auf die Bewertung der Weine?\n",
+ "* Gibt es Länder, deren Weißweine besonders niedrig bewertet werden und deren Angebot man bei der Suche nach guten Weinen ausschließen sollte?\n",
+ "* Welche der Top Weißweinrebsorte sollte beim Kauf aufgrund ihrer besseren Bewertung besonders in Betracht ziehen?\n",
+ "\n",
+ "Es wurden dafür zunächst Daten der Webseite Vivino untersucht. Da hier die Bewertungen der Weine durch die weltweite Community erfolgen, die vor der Bewertung genauere Kenntnisse über Kriterien wie Herkunft, Rebsorte und Preis hat, wurden dieselben Analysen noch einmal an einem Datensatz vorgenommen, deren Bewertungen von Experten stammen und in der Regel im Blindverfahren erfolgen. \n",
+ "\n",
+ "Es hat sich gezeigt, dass es in beiden Fällen eine positive Korrelation zwischen den Variablen Preis und Bewertung gibt, auch wenn bei Vivino dieser Zusammenhang etwas stärker ist. Man kann vermuten, dass sich die Bewerter vor allem bei hochpreisigen Weinen ein wenig durch den Preis beeinflussen lassen, aber grundsätzlich kann eher davon ausgegangen werden, dass die hohen Bewertungen auf eine bessere Qualität der Weine zurückzuführen sind. Die Daten beider Quellen zeigen allerdings auch, dass man bereits im niedrigeren Preisniveau sehr gute Weine finden kann. </br>\n",
+ "Auch die schlechtere Bewertung der chilenischen Weißweine und die bessere Bewertung von Riesling-Weinen zeigt sich in beiden Datensätzen und ist damit nicht zwangsläufig ein Resultat von fehlender Objektivität, Beeinflussung und Expertise. Es soll jedoch auch angemerkt werden, dass es schade wäre chilenische Weißweine generell auszuschließen.\n",
+ "\n",
+ "Für eine weitere Analyse wäre es interessant zu untersuchen, inwiefern die Bewertungen der Community mit den Bewertungen der Fachleute korrelieren und inwiefern die Bewertungen von verschieden Fachleuten zueinander korrelieren. Sind sich die Fachleute in ihrer Bewertung von Weinen einig oder unterscheiden sie sich vielleicht stärker als der jeweilige Unterschied der einzelnen Fachleute zu den Bewertungen von Amateuren ist."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ce8ab588",
+ "metadata": {},
+ "source": [
+ "## Literaturverzeichnis <a class=\"anchor\" id=\"Literatur\"></a>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e456f992",
+ "metadata": {},
+ "source": [
+ "<a class=\"anchor\" id=\"Body2014\">Body, Steve (2014).</a> Crowd-Sourced Ratings and Why They Suck. 29.12.2014. Online verfügbar unter: https://thepourfool.com/2014/12/29/crowd-sourced-ratings-and-why-they-suck/ [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Budnyak2020a\">Budnyak, Anton (2020-a).</a> Wine Rating & Price. About Dataset. Online verfügbar unter: https://www.kaggle.com/datasets/budnyak/wine-rating-and-price [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Budnyak2020b\">Budnyak, Anton (2020-b).</a> Wines: EDA and rating prediction. Online verfügbar unter: https://www.kaggle.com/code/budnyak/wines-eda-and-rating-prediction/notebook [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Cramer-Flood2022\">Cramer-Flood, Ethan (2022).</a> Worldwide ecommerce growth drops to single digits, while overall retail muddles through. Insider Intelligence. 02.08.2022. Online verfügbar unter: https://www.insiderintelligence.com/content/worldwide-ecommerce-growth-drops-single-digits-while-overall-retail-muddles-through [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"GierkA\">Gier, Nadine (k. A.).</a> Marketing Placebo Effekt: Medizinisches Phänomen in der BWL. Düsseldorf, Heinrich-Heine-Universität. Online verfügbar unter: https://www.wiwi.hhu.de/fileadmin/redaktion/Oeffentliche_Medien/Fakultaeten/Wirtschaftswissenschaftliche_Fakultaet/Ressourcen/HHU_Whitepaper_Marketing_Placebo_Effekt_Lehrstuhl_Marketing.pdf [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Kramer2012\">Kramer, Matt (2012).</a> Dubious Wine Achievements of Our Time: How smart wine people became boneheads. 02.10.2012. Online verfügbar unter: https://www.winespectator.com/articles/dubious-wine-achievements-of-our-time-47379 [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Lange2020\">Lange, Bettina (2020).</a> Jeder Zweite liest Online-Bewertungen vor dem Kauf. Pressemitteilung von bitkom Research. 13.01.2020. Online verfügbar unter: https://www.bitkom-research.de/de/pressemitteilung/jeder-zweite-liest-online-bewertungen-vor-dem-kauf [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"MövenpickWeinkA\">Mövenpick Wein, k. A..</a> Wine Enthusiast. Online verfügbar unter: https://www.moevenpick-wein.de/wine-enthusiast [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Reinboth2022\">Reinboth, Christian (2022).</a> Einführung in die Statistik. Umgang mit Ausreißern und fehlenden Werten. Präsentation. Wernigerode: Hochschule Harz. Online verfügbar unter: https://www.academia.edu/77062990/Einf%C3%BChrung_in_die_Statistik_Umgang_mit_Ausrei%C3%9Fern_und_fehlenden_Werten [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Scheurich2012\">Scheurich, Rebekka (2012).</a> Der Einsatz von Online-Empfehlungen als verkaufsfördernde Maßnahme in einem Wein-Webshop. Eisenstadt: Fachhochschule Burgenland, 2012. Online verfügbar unter: https://fhburgenland.contentdm.oclc.org/digital/collection/p15425dc/id/3424/rec/1 [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Schmidtua2017\">Schmidt, Liane; Skvortsova, Vasilisa; Kullen, Claus; Weber, Bernd & Plassmann, Hilke (2017).</a> How context alters value: The brain’s valuation and affective regulation system link price cues to experienced taste pleasantness. Scientific Reports 7, 8098 (2017). Online verfügbar unter: https://doi.org/10.1038/s41598-017-08080-0 [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Statista2021\">Statista (2021).</a> Statista eCommerce Report 2021. Statista Digital Market Outlook – Market Report. Juni 2021\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Thoutt2017\">Thoutt, 2017.</a> Wine Reviews. About Dataset. Online verfügbar unter: https://www.kaggle.com/zynicide/wine-reviews [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"Vivino2020\">Vivino (2020).</a> Vivino: Die smarte Weinshopping-App erobert Deutschland. Pressemitteilung von Vivino. 05.11.2020. Online verfügbar unter: https://www.presseportal.de/pm/113481/4754589 [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"VivinokA\">Vivino (k. A.).</a> About. Online verfügbar unter: https://www.vivino.com/about [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"WineEnthusiastkAa\">WineEnthusiast (k. A.-a).</a> About us. Online verfügbar unter: https://www.winemag.com/about-us/ [30.09.2022]\n",
+ "\n",
+ "<a class=\"anchor\" id=\"WineEnthusiastkAb\">WineEnthusiast (k. A.-b).</a> Meet the team. Online verfügbar unter: https://www.winemag.com/meet-the-team/ [30.09.2022]"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
--
GitLab