diff --git a/CRM/Sentiment analysis on amazon alexa reviews/notebook.ipynb b/CRM/Sentiment analysis on amazon alexa reviews/notebook.ipynb
deleted file mode 100644
index 0409942cb0e1c21bbba818a520784cd3bdb970ee..0000000000000000000000000000000000000000
--- a/CRM/Sentiment analysis on amazon alexa reviews/notebook.ipynb
+++ /dev/null
@@ -1,4658 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 56,
- "metadata": {
- "editable": true,
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "outputs": [],
- "source": [
- "import warnings\n",
- "\n",
- "import numpy as np\n",
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "# get_ipython().run_line_magic('matplotlib', 'inline')\n",
- "import seaborn as sns\n",
- "\n",
- "plt.style.use('fivethirtyeight')\n",
- "plt.rcParams['figure.figsize'] = (15, 9)\n",
- "\n",
- "from sklearn.feature_extraction.text import CountVectorizer\n",
- "# from sklearn import tree\n",
- "from sklearn.tree import DecisionTreeClassifier\n",
- "\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score, classification_report, confusion_matrix\n",
- "\n",
- "from wordcloud import WordCloud\n",
- "\n",
- "import re\n",
- "from nltk.corpus import stopwords\n",
- "from nltk.stem.porter import PorterStemmer\n",
- "# from wordcloud import STOPWORDS"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 57,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "showing info https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/index.xml\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 57,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "\n",
- "import nltk\n",
- "nltk.download()\n",
- "# https://www.nltk.org/data.html\n",
- "# A new window should open, showing the NLTK Downloader. Click on the File menu and select Change Download Directory. \n",
- "# For central installation, set this to C:\\nltk_data (Windows), /usr/local/share/nltk_data (Mac), or /usr/share/nltk_data (Unix). \n",
- "# Next, select the packages or collections you want to download.\n",
- "# If you did not install the data to one of the above central locations, you will need to set the NLTK_DATA environment variable \n",
- "# to specify the location of the data. (On a Windows machine, right click on “My Computer†then \n",
- "# select Properties > Advanced > Environment Variables > User Variables > New...)\n",
- "# Test that the data has been installed as follows. (This assumes you downloaded the Brown Corpus):\n",
- "\n",
- "# then close the window to continue"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 58,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(3150, 5)"
- ]
- },
- "execution_count": 58,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Sentiment_analysis_on_amazon_alexa_reviews_amazon_alexa.tsv', delimiter = '\\t', quoting = 3)\n",
- "\n",
- "alexa.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 59,
- "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>rating</th>\n",
- " <th>date</th>\n",
- " <th>variation</th>\n",
- " <th>verified_reviews</th>\n",
- " <th>feedback</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Love my Echo!</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Loved it!</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>4</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Walnut Finish</td>\n",
- " <td>\"Sometimes while playing a game, you can answe...</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>\"I have had a lot of fun with this thing. My 4...</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Music</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " rating date variation \\\n",
- "0 5 31-Jul-18 Charcoal Fabric \n",
- "1 5 31-Jul-18 Charcoal Fabric \n",
- "2 4 31-Jul-18 Walnut Finish \n",
- "3 5 31-Jul-18 Charcoal Fabric \n",
- "4 5 31-Jul-18 Charcoal Fabric \n",
- "\n",
- " verified_reviews feedback \n",
- "0 Love my Echo! 1 \n",
- "1 Loved it! 1 \n",
- "2 \"Sometimes while playing a game, you can answe... 1 \n",
- "3 \"I have had a lot of fun with this thing. My 4... 1 \n",
- "4 Music 1 "
- ]
- },
- "execution_count": 59,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa.head()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 60,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 3150 entries, 0 to 3149\n",
- "Data columns (total 5 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 rating 3150 non-null int64 \n",
- " 1 date 3150 non-null object\n",
- " 2 variation 3150 non-null object\n",
- " 3 verified_reviews 3150 non-null object\n",
- " 4 feedback 3150 non-null int64 \n",
- "dtypes: int64(2), object(3)\n",
- "memory usage: 123.2+ KB\n"
- ]
- }
- ],
- "source": [
- "alexa.info()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 61,
- "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>rating</th>\n",
- " <th>feedback</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>count</th>\n",
- " <td>3150.000000</td>\n",
- " <td>3150.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>mean</th>\n",
- " <td>4.463175</td>\n",
- " <td>0.918413</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>std</th>\n",
- " <td>1.068506</td>\n",
- " <td>0.273778</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>min</th>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25%</th>\n",
- " <td>4.000000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>50%</th>\n",
- " <td>5.000000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>75%</th>\n",
- " <td>5.000000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>max</th>\n",
- " <td>5.000000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " rating feedback\n",
- "count 3150.000000 3150.000000\n",
- "mean 4.463175 0.918413\n",
- "std 1.068506 0.273778\n",
- "min 1.000000 0.000000\n",
- "25% 4.000000 1.000000\n",
- "50% 5.000000 1.000000\n",
- "75% 5.000000 1.000000\n",
- "max 5.000000 1.000000"
- ]
- },
- "execution_count": 61,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 62,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "| Feature | Data Type|\n",
- "|-----|------|\n",
- "|rating | int64 |\n",
- "|date | str [ example: \"30-Jul-18\" ] |\n",
- "|variation | str [ example: \"Configuration: Fire TV Stick\" ] |\n",
- "|verified_reviews| str [ example: \"Works as advertised. Very easy to setup. Still learning what this can do.\" ] |\n",
- "|feedback | int64 |\n"
- ]
- }
- ],
- "source": [
- "def attribute_description(data):\n",
- " longestColumnName = len(max(np.array(data.columns), key=len))\n",
- " print(\"| Feature | Data Type|\")\n",
- " print(\"|-----|------|\")\n",
- " for col in data.columns:\n",
- " description = ''\n",
- " col_dropna = data[col].dropna()\n",
- " example = col_dropna.sample(1).values[0]\n",
- " if type(example) == str:\n",
- " description = 'str '\n",
- " if len(col_dropna.unique()) < 10:\n",
- " description += '{'\n",
- " description += '; '.join([ f'\"{name}\"' for name in col_dropna.unique()])\n",
- " description += '}'\n",
- " else:\n",
- " description += '[ example: \"'+ example + '\" ]'\n",
- " elif (type(example) == np.int32) and (len(col_dropna.unique()) < 10) :\n",
- " description += 'dummy int32 {'\n",
- " description += '; '.join([ f'{name}' for name in sorted(col_dropna.unique())])\n",
- " description += '}'\n",
- " else:\n",
- " try:\n",
- " description = example.dtype\n",
- " except:\n",
- " description = type(example)\n",
- " print(\"|\" + col.ljust(longestColumnName)+ f'| {description} |')\n",
- " \n",
- "attribute_description(alexa)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 63,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "False"
- ]
- },
- "execution_count": 63,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Es wird überprüft, ob es \"null data\" gibt oder nicht --> es geht hervor, dass es keine \"null data\" gibt\n",
- "\n",
- "alexa.isnull().any().any()\n",
- "\n",
- "\n",
- "# ## Beschreibung der Daten entsprechend der Länge der Bewertungen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 64,
- "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 tr th {\n",
- " text-align: left;\n",
- " }\n",
- "\n",
- " .dataframe thead tr:last-of-type th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr>\n",
- " <th></th>\n",
- " <th colspan=\"8\" halign=\"left\">rating</th>\n",
- " <th colspan=\"8\" halign=\"left\">feedback</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th></th>\n",
- " <th>count</th>\n",
- " <th>mean</th>\n",
- " <th>std</th>\n",
- " <th>min</th>\n",
- " <th>25%</th>\n",
- " <th>50%</th>\n",
- " <th>75%</th>\n",
- " <th>max</th>\n",
- " <th>count</th>\n",
- " <th>mean</th>\n",
- " <th>std</th>\n",
- " <th>min</th>\n",
- " <th>25%</th>\n",
- " <th>50%</th>\n",
- " <th>75%</th>\n",
- " <th>max</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>length</th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
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- " <th></th>\n",
- " <th></th>\n",
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- " <th></th>\n",
- " <th></th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>50</th>\n",
- " <td>21.0</td>\n",
- " <td>4.904762</td>\n",
- " <td>0.300793</td>\n",
- " <td>4.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>21.0</td>\n",
- " <td>1.000000</td>\n",
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- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>467</th>\n",
- " <td>1.0</td>\n",
- " <td>5.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>5.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
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- " <tr>\n",
- " <th>313</th>\n",
- " <td>2.0</td>\n",
- " <td>5.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>5.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>2.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8</th>\n",
- " <td>41.0</td>\n",
- " <td>4.853659</td>\n",
- " <td>0.357839</td>\n",
- " <td>4.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>41.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
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- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>142</th>\n",
- " <td>6.0</td>\n",
- " <td>4.333333</td>\n",
- " <td>1.632993</td>\n",
- " <td>1.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>6.0</td>\n",
- " <td>0.833333</td>\n",
- " <td>0.408248</td>\n",
- " <td>0.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>595</th>\n",
- " <td>1.0</td>\n",
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- " <td>NaN</td>\n",
- " <td>5.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
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- " <td>1.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>NaN</td>\n",
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- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
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- " <tr>\n",
- " <th>204</th>\n",
- " <td>4.0</td>\n",
- " <td>4.750000</td>\n",
- " <td>0.500000</td>\n",
- " <td>4.0</td>\n",
- " <td>4.75</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>4.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
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- " <td>1.0</td>\n",
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- " <tr>\n",
- " <th>325</th>\n",
- " <td>2.0</td>\n",
- " <td>5.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>5.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>2.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
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- " <tr>\n",
- " <th>116</th>\n",
- " <td>14.0</td>\n",
- " <td>4.142857</td>\n",
- " <td>1.561909</td>\n",
- " <td>1.0</td>\n",
- " <td>4.25</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>14.0</td>\n",
- " <td>0.785714</td>\n",
- " <td>0.425815</td>\n",
- " <td>0.0</td>\n",
- " <td>1.00</td>\n",
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- " <tr>\n",
- " <th>1566</th>\n",
- " <td>1.0</td>\n",
- " <td>5.000000</td>\n",
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- " <td>NaN</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1311</th>\n",
- " <td>1.0</td>\n",
- " <td>3.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>3.0</td>\n",
- " <td>3.00</td>\n",
- " <td>3.0</td>\n",
- " <td>3.0</td>\n",
- " <td>3.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12</th>\n",
- " <td>36.0</td>\n",
- " <td>4.944444</td>\n",
- " <td>0.232311</td>\n",
- " <td>4.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>36.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>160</th>\n",
- " <td>5.0</td>\n",
- " <td>5.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>5.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>103</th>\n",
- " <td>12.0</td>\n",
- " <td>4.583333</td>\n",
- " <td>0.668558</td>\n",
- " <td>3.0</td>\n",
- " <td>4.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>12.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>41</th>\n",
- " <td>11.0</td>\n",
- " <td>4.454545</td>\n",
- " <td>1.293340</td>\n",
- " <td>1.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>11.0</td>\n",
- " <td>0.909091</td>\n",
- " <td>0.301511</td>\n",
- " <td>0.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>632</th>\n",
- " <td>1.0</td>\n",
- " <td>4.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>4.0</td>\n",
- " <td>4.00</td>\n",
- " <td>4.0</td>\n",
- " <td>4.0</td>\n",
- " <td>4.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>166</th>\n",
- " <td>4.0</td>\n",
- " <td>4.000000</td>\n",
- " <td>2.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>4.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>4.0</td>\n",
- " <td>0.750000</td>\n",
- " <td>0.500000</td>\n",
- " <td>0.0</td>\n",
- " <td>0.75</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>170</th>\n",
- " <td>8.0</td>\n",
- " <td>5.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>5.0</td>\n",
- " <td>5.00</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>8.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>324</th>\n",
- " <td>1.0</td>\n",
- " <td>2.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>2.0</td>\n",
- " <td>2.00</td>\n",
- " <td>2.0</td>\n",
- " <td>2.0</td>\n",
- " <td>2.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>0.0</td>\n",
- " <td>0.00</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>112</th>\n",
- " <td>7.0</td>\n",
- " <td>4.714286</td>\n",
- " <td>0.487950</td>\n",
- " <td>4.0</td>\n",
- " <td>4.50</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>5.0</td>\n",
- " <td>7.0</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>1.0</td>\n",
- " <td>1.00</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " rating feedback \\\n",
- " count mean std min 25% 50% 75% max count \n",
- "length \n",
- "50 21.0 4.904762 0.300793 4.0 5.00 5.0 5.0 5.0 21.0 \n",
- "467 1.0 5.000000 NaN 5.0 5.00 5.0 5.0 5.0 1.0 \n",
- "313 2.0 5.000000 0.000000 5.0 5.00 5.0 5.0 5.0 2.0 \n",
- "8 41.0 4.853659 0.357839 4.0 5.00 5.0 5.0 5.0 41.0 \n",
- "142 6.0 4.333333 1.632993 1.0 5.00 5.0 5.0 5.0 6.0 \n",
- "595 1.0 5.000000 NaN 5.0 5.00 5.0 5.0 5.0 1.0 \n",
- "204 4.0 4.750000 0.500000 4.0 4.75 5.0 5.0 5.0 4.0 \n",
- "325 2.0 5.000000 0.000000 5.0 5.00 5.0 5.0 5.0 2.0 \n",
- "116 14.0 4.142857 1.561909 1.0 4.25 5.0 5.0 5.0 14.0 \n",
- "1566 1.0 5.000000 NaN 5.0 5.00 5.0 5.0 5.0 1.0 \n",
- "1311 1.0 3.000000 NaN 3.0 3.00 3.0 3.0 3.0 1.0 \n",
- "12 36.0 4.944444 0.232311 4.0 5.00 5.0 5.0 5.0 36.0 \n",
- "160 5.0 5.000000 0.000000 5.0 5.00 5.0 5.0 5.0 5.0 \n",
- "103 12.0 4.583333 0.668558 3.0 4.00 5.0 5.0 5.0 12.0 \n",
- "41 11.0 4.454545 1.293340 1.0 5.00 5.0 5.0 5.0 11.0 \n",
- "632 1.0 4.000000 NaN 4.0 4.00 4.0 4.0 4.0 1.0 \n",
- "166 4.0 4.000000 2.000000 1.0 4.00 5.0 5.0 5.0 4.0 \n",
- "170 8.0 5.000000 0.000000 5.0 5.00 5.0 5.0 5.0 8.0 \n",
- "324 1.0 2.000000 NaN 2.0 2.00 2.0 2.0 2.0 1.0 \n",
- "112 7.0 4.714286 0.487950 4.0 4.50 5.0 5.0 5.0 7.0 \n",
- "\n",
- " \n",
- " mean std min 25% 50% 75% max \n",
- "length \n",
- "50 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "467 1.000000 NaN 1.0 1.00 1.0 1.0 1.0 \n",
- "313 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "8 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "142 0.833333 0.408248 0.0 1.00 1.0 1.0 1.0 \n",
- "595 1.000000 NaN 1.0 1.00 1.0 1.0 1.0 \n",
- "204 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "325 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "116 0.785714 0.425815 0.0 1.00 1.0 1.0 1.0 \n",
- "1566 1.000000 NaN 1.0 1.00 1.0 1.0 1.0 \n",
- "1311 1.000000 NaN 1.0 1.00 1.0 1.0 1.0 \n",
- "12 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "160 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "103 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "41 0.909091 0.301511 0.0 1.00 1.0 1.0 1.0 \n",
- "632 1.000000 NaN 1.0 1.00 1.0 1.0 1.0 \n",
- "166 0.750000 0.500000 0.0 0.75 1.0 1.0 1.0 \n",
- "170 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 \n",
- "324 0.000000 NaN 0.0 0.00 0.0 0.0 0.0 \n",
- "112 1.000000 0.000000 1.0 1.00 1.0 1.0 1.0 "
- ]
- },
- "execution_count": 64,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#Es wird eine Längenkolonne zur Analyse der Länge der Bewertungen hinzugefügt\n",
- "\n",
- "alexa['length'] = alexa['verified_reviews'].apply(len)\n",
- "alexa.groupby('length').describe().sample(20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Verteilung nach Länge')"
- ]
- },
- "execution_count": 65,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 576x360 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#veranschaulicht die Verteilung nach Länge\n",
- "\n",
- "plt.figure(figsize=(8,5))\n",
- "alexa.length.plot(color = 'lightblue',kind=\"box\")\n",
- "plt.title(\"Verteilung nach Länge\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 66,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Durschnittliche Wortlänge von positiven und negativen Bewertungen')"
- ]
- },
- "execution_count": 66,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x648 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#veranschaulicht die Durschnittliche Wortlänge von positiven und negativen Bewertungen \n",
- "\n",
- "colors = ['teal', 'cadetblue']\n",
- "alexa.groupby(\"feedback\").length.mean().plot(color = colors, kind=\"bar\")\n",
- "plt.title(\"Durschnittliche Wortlänge von positiven und negativen Bewertungen\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 67,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x360 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "alexa['length'].value_counts().plot.hist(color = 'lightblue', figsize = (15, 5), bins = 50)\n",
- "plt.title('Verteilung der Länge der Bewertungen')\n",
- "plt.xlabel('lengths')\n",
- "plt.ylabel('count')\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 68,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'Love my Echo!'"
- ]
- },
- "execution_count": 68,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#zeigt ein paar Beispiele von verschiedenen Bewertungen mit verschiedenen Längen\n",
- "\n",
- "alexa[alexa['length'] == 13]['verified_reviews'].iloc[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 69,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'\"I love it, wife hates it.\"'"
- ]
- },
- "execution_count": 69,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa[alexa['length'] == 27]['verified_reviews'].iloc[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 70,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'Super easy set up and am loving our new Echo!'"
- ]
- },
- "execution_count": 70,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa[alexa['length'] == 45]['verified_reviews'].iloc[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 71,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'\"Love the Echo !!! I love the size, material and speaker quality. I have it hooked up to one light easily and will work on additional lights and thermostat. Next is Echo Dot for bedroom. There is a lot more to do with Echo that you think. Traffic, Weather, Trivia, etc.\"'"
- ]
- },
- "execution_count": 71,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa[alexa['length'] == 270]['verified_reviews'].iloc[0]\n",
- "\n",
- "\n",
- "# ## Beschreibung der Daten entsprechend den Bewertungen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 72,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
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- " .dataframe thead tr th {\n",
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- " }\n",
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- " .dataframe thead tr:last-of-type th {\n",
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- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr>\n",
- " <th></th>\n",
- " <th colspan=\"8\" halign=\"left\">feedback</th>\n",
- " <th colspan=\"8\" halign=\"left\">length</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th></th>\n",
- " <th>count</th>\n",
- " <th>mean</th>\n",
- " <th>std</th>\n",
- " <th>min</th>\n",
- " <th>25%</th>\n",
- " <th>50%</th>\n",
- " <th>75%</th>\n",
- " <th>max</th>\n",
- " <th>count</th>\n",
- " <th>mean</th>\n",
- " <th>std</th>\n",
- " <th>min</th>\n",
- " <th>25%</th>\n",
- " <th>50%</th>\n",
- " <th>75%</th>\n",
- " <th>max</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>rating</th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>161.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>161.0</td>\n",
- " <td>195.658385</td>\n",
- " <td>212.928219</td>\n",
- " <td>1.0</td>\n",
- " <td>36.00</td>\n",
- " <td>120.0</td>\n",
- " <td>284.00</td>\n",
- " <td>1126.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>96.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>96.0</td>\n",
- " <td>250.020833</td>\n",
- " <td>270.179472</td>\n",
- " <td>1.0</td>\n",
- " <td>78.75</td>\n",
- " <td>165.0</td>\n",
- " <td>311.25</td>\n",
- " <td>1688.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>152.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>152.0</td>\n",
- " <td>208.098684</td>\n",
- " <td>272.582517</td>\n",
- " <td>1.0</td>\n",
- " <td>54.00</td>\n",
- " <td>131.0</td>\n",
- " <td>286.00</td>\n",
- " <td>1956.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>455.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>455.0</td>\n",
- " <td>179.338462</td>\n",
- " <td>216.415268</td>\n",
- " <td>1.0</td>\n",
- " <td>34.50</td>\n",
- " <td>100.0</td>\n",
- " <td>242.00</td>\n",
- " <td>1362.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5</th>\n",
- " <td>2286.0</td>\n",
- " <td>1.0</td>\n",
- " <td>0.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>1.0</td>\n",
- " <td>2286.0</td>\n",
- " <td>109.006562</td>\n",
- " <td>152.505019</td>\n",
- " <td>1.0</td>\n",
- " <td>27.00</td>\n",
- " <td>65.0</td>\n",
- " <td>136.00</td>\n",
- " <td>2853.0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " feedback length \\\n",
- " count mean std min 25% 50% 75% max count mean \n",
- "rating \n",
- "1 161.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 161.0 195.658385 \n",
- "2 96.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 96.0 250.020833 \n",
- "3 152.0 1.0 0.0 1.0 1.0 1.0 1.0 1.0 152.0 208.098684 \n",
- "4 455.0 1.0 0.0 1.0 1.0 1.0 1.0 1.0 455.0 179.338462 \n",
- "5 2286.0 1.0 0.0 1.0 1.0 1.0 1.0 1.0 2286.0 109.006562 \n",
- "\n",
- " \n",
- " std min 25% 50% 75% max \n",
- "rating \n",
- "1 212.928219 1.0 36.00 120.0 284.00 1126.0 \n",
- "2 270.179472 1.0 78.75 165.0 311.25 1688.0 \n",
- "3 272.582517 1.0 54.00 131.0 286.00 1956.0 \n",
- "4 216.415268 1.0 34.50 100.0 242.00 1362.0 \n",
- "5 152.505019 1.0 27.00 65.0 136.00 2853.0 "
- ]
- },
- "execution_count": 72,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#zeigt die Verteilung der Sterne-Bewertungen an --> es geht hervor, dass am häufigsten 5 Sterne vergeben werden\n",
- "\n",
- "alexa.groupby('rating').describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 73,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1 2893\n",
- "0 257\n",
- "Name: feedback, dtype: int64"
- ]
- },
- "execution_count": 73,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "#zeigt in welche Richtung (positiv/negativ) die Bewertungen gehen --> es geht hervor, dass die Bewertungen eher positiv ausfallen\n",
- "\n",
- "alexa.feedback.value_counts()\n",
- "\n",
- "\n",
- "# ## Verteilung der positiven und negativen Bewertungen\n",
- "# "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 74,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Prozentuale Verteilung von positiven und negativen Bewertungen')"
- ]
- },
- "execution_count": 74,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x648 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#zeigt diprozentuale Verteilung von positiven und negativen Bewertungen an --> es geht hervor, dass Alexa sehr gut abschneidet\n",
- " \n",
- "colors = ['lightskyblue', 'teal']\n",
- "alexa.groupby(\"feedback\").rating.count().plot(colors=colors,kind=\"pie\",shadow=True, autopct='%1.1f%%',explode=(0.1,0.1))\n",
- "plt.title(\"Prozentuale Verteilung von positiven und negativen Bewertungen\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 75,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Percentage of negative reviews: 8.158730158730158\n",
- "Percentage of Positive reviews: 91.84126984126983\n"
- ]
- }
- ],
- "source": [
- "print(\"Percentage of negative reviews: \", (len(alexa[alexa['feedback'] == 0]) * 100)/len(alexa))\n",
- "print(\"Percentage of Positive reviews: \", (len(alexa[alexa['feedback'] == 1]) * 100)/len(alexa))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 76,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Prozentuale Verteilung nach Anzahl der Sterne')"
- ]
- },
- "execution_count": 76,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x648 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#visualisiert die prozentuale Verteilung nach Anzahl der Sterne\n",
- "\n",
- "colors = ['lightskyblue', 'teal', 'darkgrey', 'cadetblue', 'powderblue']\n",
- "alexa.groupby(\"rating\").feedback.count().plot(colors=colors,kind=\"pie\",shadow=True,autopct='%1.1f%%',explode=(0.1,0.1,0.1,0.1,0.1))\n",
- "plt.title(\"Prozentuale Verteilung nach Anzahl der Sterne\")\n",
- "\n",
- "\n",
- "# ## Rating vs. Länge\n",
- "# \n",
- "# "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 77,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Rating vs. Länge')"
- ]
- },
- "execution_count": 77,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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YI+4w/umf/ilPPPFEevbsmb333jt//OMfc9999+X111/PsGHDcthhhzX2iADsgAQ2AGwln/nMZ3LUUUflkUceyWuvvZbkz185dumll+aiiy5K8+bNG3nCHceAAQOyaNGizJw5M8uXL8/uu++eLl265JxzzlnvvfgAUIJ7sAEAAKAA92ADAABAAQIbAAAAChDYAAAAUIDApt78+fMbewTYahzv7Ewc7+xMHO/sTBzv2x6BDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChgg4E9fvz4HH/88dl///3zqU99KoMHD86zzz7bYJsRI0aksrKywc+JJ57YYJt33nknI0eOzIEHHpi2bdtmyJAhWbhwYdlXAwAAAI1kg4H90EMP5bzzzsusWbNyzz33pGnTpjn11FPz+uuvN9iuT58+mTdvXv3P3Xff3WD96NGjM2PGjPzwhz/Mz372s7z55psZPHhw3n///bKvCAAAABpB0w1tMH369AaPb7rpprRv3z5z5sxJ//7965c3a9YsNTU1632O5cuXZ9KkSbnxxhtz/PHH1z9P9+7d8+CDD+aEE07YnNcAAAAAjW6T78FesWJF1qxZk8rKygbLH3300XTs2DGHHXZY/uEf/iFLly6tX/fEE09k9erV6du3b/2ydu3apXPnznnsscc+/vQAAACwjdjgGey/dtlll6V79+7p2bNn/bITTzwxJ598cjp06JCXX345V111VQYNGpQHH3wwzZo1y5IlS9KkSZPstddeDZ6rqqoqS5Ys+dB9zZ8/f1PHYzN5z9kUR9x7b2OPsFP6zYABjT0C2yF/vrMzcbyzM3G8b12dOnX6yPWbFNhjxozJnDlzMnPmzDRp0qR++RlnnFH/9926dcuhhx6a7t27Z9asWRk0aNAmjvzfNjQ8Zc2fP997DtsB/5yyqfz5zs7E8c7OxPG+7dnoS8RHjx6dadOm5Z577skBBxzwkdvuu+++adu2bRYsWJAkqa6uzvvvv59ly5Y12G7p0qWprq7e9KkBAABgG7NRgT1q1Kj6uD7ooIM2uP2yZcuyaNGi+g89O/TQQ7Prrrtm9uzZ9dssXLgw8+bNS69evT7m6AAAALDt2OAl4pdeemnuvPPOTJ48OZWVlVm8eHGSpEWLFmnZsmVWrFiRa665JoMGDUpNTU1efvnlXHnllamqqsrAgQOTJK1bt84555yTsWPHpqqqKm3atMnXv/71dOvWLX369NmiLxAAAAC2hg0G9sSJE5Mkp5xySoPlo0aNyujRo9OkSZM8++yzueOOO7J8+fLU1NSkd+/eueWWW9KqVav67Wtra9OkSZMMGzYsq1atynHHHZfvf//7De7lBgAAgO3VBgO7rq7uI9c3b958ne/KXp9mzZpl3LhxGTdu3EYPBwAAANuLTf4ebAAAAGBdAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAApo29gAAsD2YNWtWY4+wWRYsWNDYI3wsJ510UmOPAAAbzRlsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFDABgN7/PjxOf7447P//vvnU5/6VAYPHpxnn322wTZr165NbW1tunTpkn322ScDBgzIc88912Cburq6DB8+PO3bt0/79u0zfPjw1NXVFX0xAAAA0Fg2GNgPPfRQzjvvvMyaNSv33HNPmjZtmlNPPTWvv/56/TY33HBDbrzxxlx77bV54IEHUlVVldNOOy1vvvlm/Tbnn39+nnzyyUydOjVTp07Nk08+mQsuuGDLvCoAAADYyppuaIPp06c3eHzTTTelffv2mTNnTvr375+1a9dmwoQJufjii3PKKackSSZMmJBOnTpl6tSpGTZsWObNm5f7778/M2fOTM+ePZMk119/ffr375/58+enU6dOW+ClAQAAwNazyfdgr1ixImvWrEllZWWS5KWXXsrixYvTt2/f+m2aN2+eo48+Oo899liSZO7cuWnZsmV69epVv82RRx6ZFi1a1G8DAAAA27MNnsH+a5dddlm6d+9efyZ68eLFSZKqqqoG21VVVWXRokVJkiVLlmSvvfZKRUVF/fqKiorsvffeWbJkyYfua/78+Zs6HpvJew7bPv+csjNxvPNxOG7YmTjet64NXX29SYE9ZsyYzJkzJzNnzkyTJk02a7CN4dLxrcvl+rB98M9p41iwYEFjj7BTcryzqfz3DDsTx/u2Z6MvER89enSmTZuWe+65JwcccED98pqamiTJ0qVLG2y/dOnSVFdXJ0mqq6uzbNmyrF27tn792rVr8+qrr9ZvAwAAANuzjQrsUaNG1cf1QQcd1GBdhw4dUlNTk9mzZ9cvW7VqVR599NH6e6579uyZFStWZO7cufXbzJ07N2+99VaD+7IBAABge7XBS8QvvfTS3HnnnZk8eXIqKyvr77lu0aJFWrZsmYqKiowYMSLjx49Pp06d0rFjx1x33XVp0aJFzjzzzCRJ586dc+KJJ+aSSy7Jd7/73STJJZdckpNOOsklDQAAAOwQNhjYEydOTJL6r+D6wKhRozJ69OgkyUUXXZS33347I0eOTF1dXQ477LBMnz49rVq1avA8X/va13LGGWckSfr375/vfOc7xV4IAAAANKYNBnZdXd0Gn6SioiKjR4+uD+71qayszA9+8INNGg4AAAC2F5v8PdgAAADAujb5e7D5aBMW7NHYI3x8TXrk/u30W2hGHLiysUcAAAB2cs5gAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKKBpYw8AAMC25aLpP23sETbPU8809gQfyw2nn9rYIwCbyRlsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUILABAACgAIENAAAABQhsAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAUsFGB/fDDD2fIkCE5+OCDU1lZmdtuu63B+hEjRqSysrLBz4knnthgm3feeScjR47MgQcemLZt22bIkCFZuHBhuVcCAAAAjWijAvutt95K165dc80116R58+br3aZPnz6ZN29e/c/dd9/dYP3o0aMzY8aM/PCHP8zPfvazvPnmmxk8eHDef//9zX8VAAAA0MiabsxG/fr1S79+/ZIkF1544Xq3adasWWpqata7bvny5Zk0aVJuvPHGHH/88UmSm266Kd27d8+DDz6YE0444ePMDgAAANuMYvdgP/roo+nYsWMOO+yw/MM//EOWLl1av+6JJ57I6tWr07dv3/pl7dq1S+fOnfPYY4+VGgEAAAAazUadwd6QE088MSeffHI6dOiQl19+OVdddVUGDRqUBx98MM2aNcuSJUvSpEmT7LXXXg1+r6qqKkuWLPnQ550/f36J8bauJj0ae4Kd0nZ5rMDH5HhnZ+J4Z2fieOfjcNxsXZ06dfrI9UUC+4wzzqj/+27duuXQQw9N9+7dM2vWrAwaNOhjP++Ght8W3b+gsSfYOW2Pxwp8XI73xrFggT/gG4PjvZE89UxjT7BTcryzqebPn++42cZska/p2nfffdO2bdv6/xiprq7O+++/n2XLljXYbunSpamurt4SIwAAAMBWtUUCe9myZVm0aFH9h54deuih2XXXXTN79uz6bRYuXJh58+alV69eW2IEAAAA2Ko26hLxFStW1J+NXrNmTV555ZU8+eSTadOmTdq0aZNrrrkmgwYNSk1NTV5++eVceeWVqaqqysCBA5MkrVu3zjnnnJOxY8emqqoqbdq0yde//vV069Ytffr02WIvDgAAALaWjQrsxx9/PCeffHL949ra2tTW1mbo0KEZP358nn322dxxxx1Zvnx5ampq0rt379xyyy1p1apVg99p0qRJhg0bllWrVuW4447L97///TRp0qT8qwIAAICtbKMCu3fv3qmrq/vQ9dOnT9/gczRr1izjxo3LuHHjNno4AAAA2F5skXuwAQAAYGcjsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKAAgQ0AAAAFCGwAAAAoQGADAABAAQIbAAAAChDYAAAAUIDABgAAgAIENgAAABQgsAEAAKCApo09AAAAQGN5sG5lY4/w8VXtl4Xb6fx9Kvdo7BG2CGewAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQwEYF9sMPP5whQ4bk4IMPTmVlZW677bYG69euXZva2tp06dIl++yzTwYMGJDnnnuuwTZ1dXUZPnx42rdvn/bt22f48OGpq6sr9kIAAACgMW1UYL/11lvp2rVrrrnmmjRv3nyd9TfccENuvPHGXHvttXnggQdSVVWV0047LW+++Wb9Nueff36efPLJTJ06NVOnTs2TTz6ZCy64oNwrAQAAgEbUdGM26tevX/r165ckufDCCxusW7t2bSZMmJCLL744p5xySpJkwoQJ6dSpU6ZOnZphw4Zl3rx5uf/++zNz5sz07NkzSXL99denf//+mT9/fjp16lTyNQEAAMBWt1GB/VFeeumlLF68OH379q1f1rx58xx99NF57LHHMmzYsMydOzctW7ZMr1696rc58sgj06JFizz22GMfGtjz58/f3PG2viY9GnuCndJ2eazAx+R4Z2fieGdn4nhvJFX7NfYEO6Xt9Xjf0MnhzQ7sxYsXJ0mqqqoaLK+qqsqiRYuSJEuWLMlee+2VioqK+vUVFRXZe++9s2TJkg997u3xzPb9Cxp7gp3T9niswMfleG8cCxb4A74xON4byVPPNPYEOyXHe+NYWLeysUfYKe2ox7tPEQcAAIACNjuwa2pqkiRLly5tsHzp0qWprq5OklRXV2fZsmVZu3Zt/fq1a9fm1Vdfrd8GAAAAtmebHdgdOnRITU1NZs+eXb9s1apVefTRR+vvue7Zs2dWrFiRuXPn1m8zd+7cvPXWWw3uywYAAIDt1Ubdg71ixYr6e8/WrFmTV155JU8++WTatGmT/fffPyNGjMj48ePTqVOndOzYMdddd11atGiRM888M0nSuXPnnHjiibnkkkvy3e9+N0lyySWX5KSTTtphr70HAABg57JRgf3444/n5JNPrn9cW1ub2traDB06NBMmTMhFF12Ut99+OyNHjkxdXV0OO+ywTJ8+Pa1atar/nYkTJ+ZrX/tazjjjjCRJ//79853vfKfwywEAAIDGsVGB3bt379TV1X3o+oqKiowePTqjR4/+0G0qKyvzgx/8YJMHBAAAgO2BTxEHAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAooEdm1tbSorKxv8HHTQQfXr165dm9ra2nTp0iX77LNPBgwYkOeee67ErgEAAGCbUOwMdqdOnTJv3rz6n0ceeaR+3Q033JAbb7wx1157bR544IFUVVXltNNOy5tvvllq9wAAANCoigV206ZNU1NTU/+z9957J/nz2esJEybk4osvzimnnJKuXbtmwoQJWbFiRaZOnVpq9wAAANCompZ6ohdffDFdunTJbrvtlsMPPzz/9E//lAMOOCAvvfRSFi9enL59+9Zv27x58xx99NF57LHHMmzYsA99zvnz55cab+tp0qOxJ9gpbZfHCnxMjnd2Jo53diaO90ZStV9jT7BT2l6P906dOn3k+iKBffjhh+d73/teOnXqlFdffTXjxo1Lv379MmfOnCxevDhJUlVV1eB3qqqqsmjRoo983g0Nvy26f0FjT7Bz2h6PFfi4HO+NY8ECf8A3Bsd7I3nqmcaeYKfkeG8cC+tWNvYIO6Ud9XgvEtif//znGzw+/PDDc+ihh2bKlCk54ogjSuwCAAAAtmlb5Gu6WrZsmS5dumTBggWpqalJkixdurTBNkuXLk11dfWW2D0AAABsdVsksFetWpX58+enpqYmHTp0SE1NTWbPnt1g/aOPPppevXptid0DAADAVlfkEvHLL788X/jCF9KuXbv6e7BXrlyZoUOHpqKiIiNGjMj48ePTqVOndOzYMdddd11atGiRM888s8TuAQAAoNEVCew//vGPOf/887Ns2bLsvffeOfzww3Pfffelffv2SZKLLroob7/9dkaOHJm6urocdthhmT59elq1alVi9wAAANDoigT2zTff/JHrKyoqMnr06IwePbrE7gAAAGCbs0XuwQYAAICdjcAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQgMAGAACAAgQ2AAAAFCCwAQAAoACBDQAAAAUIbAAAAChAYAMAAEABAhsAAAAKENgAAABQwFYP7IkTJ+aQQw5JTU1NPve5z+WRRx7Z2iMAAABAcVs1sKdPn57LLrssX/3qV/N//+//Tc+ePXPWWWflD3/4w9YcAwAAAIqrqKurW7u1dnbCCSekW7du+Zd/+Zf6ZZ/97GdzyimnZOzYsVtrDAAAAChuq53Bfvfdd/PEE0+kb9++DZb37ds3jz322NYaAwAAALaIrRbYy5Yty/vvv5+qqqoGy6uqqrJkyZKtNQYAAABsET5FHAAAAArYaoG91157pUmTJlm6dGmD5UuXLk11dfXWGgMAAAC2iK0W2LvttlsOPfTQzJ49u8Hy2bNnp1evXltrDAAAANgimm7NnX35y1/OBRdckMMOOyy9evXKzTffnD/96U8ZNmzY1hwDAIAd1OrVq7Prrrs29hjATmqrBvbpp5+e1157LePGjcvixYtz8MEH56677kr79u235hgAAOyg2rZtm4ceeiidO3du7FGAndBW/R5sth+vvPJKamtrc+ONNzb2KLDZ6urq8thjj6WysjI9e/ZMRUVF/bq33nor//qv/5pRo0Y14oRQzrPPPpvf/OY36dmzZw4++OD853/+Z773ve/lnXfeyeDBg9f5ukzYXn3ta19b7/KJEyfmzDPPTGVlZZLkO9/5zlacCraOurq6TJkyJQsWLEhNTU2GDh2adu3aNfZYRGDzIZ566ql87nOfy2uvvdbYo8Bmee6553Lqqafm1VdfzZo1a9KjR4/8+Mc/rr9yZsmSJenSpYtjnR3CL37xi5x99tlp2bJlVq5cmcmTJ+fv//7v071796xZsyYPP/xwpk2blj59+jT2qLDZ2rRpk09/+tNp3bp1g+UPP/xwPvOZz2SPPfZIRUVFZsyY0UgTQjldunTJI488kj333DMvvvhiTjrppKxZsyZdunTJ/Pnzs3Llytx///056KCDGnvUnZ7A3kndfvvtH7n+gzPYooPt3ZAhQ9K0adPcdNNNefPNN3PZZZdl7ty5mTFjRj71qU8JbHYo/fr1y3HHHZfLL78806ZNy1e/+tWcd955+cY3vpEkueKKK/LEE0/kJz/5SSNPCptv/PjxufXWW3PjjTfm2GOPrV++995756GHHkqXLl0acTooq02bNnn++edTVVWV8847L4sXL86dd96ZFi1aZNWqVTn33HOz++6759Zbb23sUXd6Ansn1aZNm/r/s7s+a9asyapVq0QH272OHTtmxowZOfjgg+uXjRkzJj/5yU8yY8aMfOITnxDY7DDat2+fBx98MAceeGDWrFmT6urq/PKXv0yPHj2S/Pny8VNPPTXPP/98I08KZfzmN7/J8OHDc9ppp+Xyyy/PLrvsIrDZIf1lYPfo0SP/8i//ks997nP16//jP/4j5557bp555plGnJJkK35NF9uWfffdNxMmTMgrr7yy3p+ZM2c29ohQxLvvvrvO/0i6+uqrc+qpp2bgwIGZN29eI00GW8Yuu+xS/9fdd9+9weWzLVu2zBtvvNFYo0FxRxxxRB588MH8/ve/zwknnJD/+q//auyRYIv54L9n3n333VRVVTVYV1VVlVdffbUxxuKvCOydVI8ePfLkk09+6PqKioqsXeviBrZ/HTt2zOOPP77O8tra2pxyyik5++yzG2Eq2DL233//BoHxi1/8osGH3ixcuDDV1dWNMRpsMa1bt84tt9ySL33pS/X3pcKOaMCAATn66KPzxhtvZP78+Q3WvfLKK9lrr70aaTL+0lb9mi62HV/5ylfy1ltvfej6Aw880IeCsEMYOHBgpk2blqFDh66z7tprr83777+fH/7wh40wGZQ3bNiwvPvuu/WPu3bt2mD9L37xiwb3qsKO5Nxzz80xxxyTuXPnpm3bto09DhT119920rJlywaPZ86cmaOOOmprjsSHcA82AAAAFOAScQAAAChAYAMAAEABAhsAdnC1tbWprKxs7DEAYIcnsAFgB7Bo0aLU1tZ+5DdEAABblsAGgB3An/70p1x77bV56qmn1lk3cuTI/OlPf2qEqQBg5yKwAWAb9VFfp7gpmjZtmt13373IcwEAH05gA8A24IP7pJ999tkMHz48BxxwQI466qi8/PLLufTSS9OzZ8/su+++ad++fQYPHpxnnnmm/nd//etf5/jjj0+SfPnLX05lZWUqKytTW1vb4Ln/Uvfu3XPGGWfk0UcfTd++fVNTU5MePXrk9ttvX2e2p59+Ol/84hezzz77pGvXrhk3blwmTZqUysrKvPTSS1vuTQGA7UzTxh4AAPhvf/u3f5sOHTrk8ssvz7vvvpvHH388jzzySAYNGpT9998/ixYtyo9+9KMMGDAgc+bMyT777JPOnTtnzJgxufrqq/OlL30pRx11VJKkW7duH7mvl156Keeee27OOeecDB06NJMnT86FF16YQw89NAcffHCS5I9//GNOPvnkJMnFF1+cFi1aZNKkSdl111237BsBANshgQ0A25BOnTpl0qRJ9Y/ffvvtnHLKKQ22GTJkSHr16pVJkyZl5MiRqa6uzuc///lcffXVOeKIIzJ48OCN2tcLL7yQe++9N8ccc0yS5LTTTku3bt1y22235aqrrkqSfPe7383rr7+e2bNn5zOf+UyS5G/+5m/y2c9+tsTLBYAdikvEAWAbct555zV43Lx58/q/X7lyZV577bW0atUqHTt2zBNPPLFZ++rYsWN9XCfJ3nvvnY4dO+bFF1+sX/bLX/4yhx12WH1cJ0mbNm1y1llnbda+AWBH5Aw2AGxDDjjggAaPV61alauvvjp33XXXOp8Evueee27Wvtq1a7fOssrKytTV1dU//sMf/rDes9UHHnjgZu0bAHZEAhsAtiF/ecY6Sb72ta9l8uTJGT58eHr16pXWrVtnl112yejRo7NmzZrN2leTJk3Wu3zt2rWb9bwAsLMS2ACwDfvpT3+aIUOG5JprrmmwvK6ursEZ7IqKii2y//333z8LFixYZ/n6lgHAzs492ACwDWvSpMk6Z5SnTp2aRYsWNVi2xx57JEmDy7tL6Nu3b37729/m8ccfr1/2+uuv5+677y66HwDYETiDDQDbsP79++eOO+5Iq1at0rVr1zz11FOZPn36Ovdqf/KTn0xlZWVuvvnmtGzZMi1btszBBx+crl27btb+L7rootx1110544wzcsEFF2SPPfbIpEmT0q5du7z++utb7Mw5AGyPnMEGgG3YNddck3POOSc/+clPMmbMmDz33HOZNm1a9ttvvwbb7brrrrnpppvSrFmzXHrppTnvvPPyb//2b5u9/3bt2mXGjBnp3Llzxo8fn+9///sZMmRIzj777CTJ7rvvvtn7AIAdRUVdXZ1PMgEANslll12WH/3oR1m4cOGHflgaAOxsnMEGAD7S22+/3eDxa6+9ljvvvDNHHnmkuAaAv+AebADgI33+85/Psccem86dO2fJkiWZNGlS3nzzzYwcObKxRwOAbYrABgA+Ur9+/fJv//ZvufXWW1NRUZEePXrkX//1X3PMMcc09mgAsE1xDzYAAAAU4B5sAAAAKEBgAwAAQAECGwAAAAoQ2AAAAFCAwAYAAIACBDYAAAAU8P8B25tH1e8DFDIAAAAASUVORK5CYII=",
- "text/plain": [
- "<Figure size 1080x648 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#veranschaulicht die Verteilung der Bewertungen nach Sternevergabe und Länge\n",
- "\n",
- "colors = ['lightskyblue', 'teal', 'darkgrey', 'cadetblue', 'powderblue']\n",
- "alexa.groupby(\"rating\").length.mean().plot(color= colors,kind=\"bar\")\n",
- "plt.title(\"Rating vs. Länge\")\n",
- "\n",
- "\n",
- "# ## Variation vs. Rating "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 78,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x648 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.rcParams['figure.figsize'] = (15, 9)\n",
- "\n",
- "sns.boxenplot(alexa['variation'], alexa['rating'], palette = 'ocean')\n",
- "plt.title(\"Variation vs Ratings\")\n",
- "plt.xticks(rotation = 60)\n",
- "plt.show()\n",
- "\n",
- "\n",
- "# ## Variation vs. Länge "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 79,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x648 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.swarmplot(alexa['variation'], alexa['length'], palette = 'ocean')\n",
- "plt.title(\"Variation vs Length of Ratings\")\n",
- "plt.xticks(rotation = 90)\n",
- "plt.show()\n",
- "\n",
- "\n",
- "# ## Feedback vs. Länge\n",
- "# "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 80,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 864x504 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "\n",
- "warnings.filterwarnings('ignore')\n",
- "\n",
- "plt.rcParams['figure.figsize'] = (12, 7)\n",
- "\n",
- "sns.stripplot(alexa['feedback'], alexa['length'], palette = 'ocean')\n",
- "plt.title(\"Feedback vs. Länge\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 81,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2893"
- ]
- },
- "execution_count": 81,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "sum(alexa['feedback'] == 1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 82,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<seaborn.axisgrid.FacetGrid at 0x18d5e8bd1c0>"
- ]
- },
- "execution_count": 82,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 360x360 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.lmplot(x='length',y='rating',data=alexa)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 83,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1080x432 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# CountVectorizer zeigt die am häufigsten verwendeten Wörter\n",
- "\n",
- "cv = CountVectorizer(stop_words = 'english')\n",
- "words = cv.fit_transform(alexa.verified_reviews)\n",
- "sum_words = words.sum(axis=0)\n",
- "\n",
- "words_freq = [(word, sum_words[0, idx]) for word, idx in cv.vocabulary_.items()]\n",
- "words_freq = sorted(words_freq, key = lambda x: x[1], reverse = True)\n",
- "frequency = pd.DataFrame(words_freq, columns=['word', 'freq'])\n",
- "\n",
- "color = plt.cm.ocean(np.linspace(0, 1, 20))\n",
- "frequency.head(20).plot(x='word', y='freq', kind='bar', figsize=(15, 6), color=color)\n",
- "plt.title(\"Die meist verwendeten Wörter - Top 20\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 84,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 720x720 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#Visualisiert die meist verwendeten Wörter\n",
- "\n",
- "wordcloud = WordCloud(background_color = 'lightcyan', width = 2000, height = 2000).generate_from_frequencies(dict(words_freq))\n",
- "\n",
- "plt.style.use('fivethirtyeight')\n",
- "plt.figure(figsize=(10, 10))\n",
- "plt.axis('off')\n",
- "plt.imshow(wordcloud)\n",
- "plt.title(\"Verwendete Wörter\", fontsize = 20)\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 85,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.image.AxesImage at 0x18d001c2490>"
- ]
- },
- "execution_count": 85,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 720x576 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#visualisiert positive Bewertungen\n",
- "good=alexa[alexa.feedback==1].verified_reviews.unique().tolist()\n",
- "good=\" \".join(good)\n",
- "cv=WordCloud().generate(good)\n",
- "cv\n",
- "plt.figure(figsize=(10,8))\n",
- "plt.imshow(cv)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 86,
- "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>rating</th>\n",
- " <th>date</th>\n",
- " <th>variation</th>\n",
- " <th>verified_reviews</th>\n",
- " <th>feedback</th>\n",
- " <th>length</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Love my Echo!</td>\n",
- " <td>1</td>\n",
- " <td>13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Loved it!</td>\n",
- " <td>1</td>\n",
- " <td>9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>4</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Walnut Finish</td>\n",
- " <td>\"Sometimes while playing a game, you can answe...</td>\n",
- " <td>1</td>\n",
- " <td>197</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>\"I have had a lot of fun with this thing. My 4...</td>\n",
- " <td>1</td>\n",
- " <td>174</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>5</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Music</td>\n",
- " <td>1</td>\n",
- " <td>5</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",
- " </tr>\n",
- " <tr>\n",
- " <th>3145</th>\n",
- " <td>5</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Black Dot</td>\n",
- " <td>\"Perfect for kids, adults and everyone in betw...</td>\n",
- " <td>1</td>\n",
- " <td>52</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3146</th>\n",
- " <td>5</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Black Dot</td>\n",
- " <td>\"Listening to music, searching locations, chec...</td>\n",
- " <td>1</td>\n",
- " <td>137</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3147</th>\n",
- " <td>5</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Black Dot</td>\n",
- " <td>\"I do love these things, i have them running m...</td>\n",
- " <td>1</td>\n",
- " <td>443</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3148</th>\n",
- " <td>5</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>White Dot</td>\n",
- " <td>\"Only complaint I have is that the sound quali...</td>\n",
- " <td>1</td>\n",
- " <td>382</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3149</th>\n",
- " <td>4</td>\n",
- " <td>29-Jul-18</td>\n",
- " <td>Black Dot</td>\n",
- " <td>Good</td>\n",
- " <td>1</td>\n",
- " <td>4</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>3150 rows × 6 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " rating date variation \\\n",
- "0 5 31-Jul-18 Charcoal Fabric \n",
- "1 5 31-Jul-18 Charcoal Fabric \n",
- "2 4 31-Jul-18 Walnut Finish \n",
- "3 5 31-Jul-18 Charcoal Fabric \n",
- "4 5 31-Jul-18 Charcoal Fabric \n",
- "... ... ... ... \n",
- "3145 5 30-Jul-18 Black Dot \n",
- "3146 5 30-Jul-18 Black Dot \n",
- "3147 5 30-Jul-18 Black Dot \n",
- "3148 5 30-Jul-18 White Dot \n",
- "3149 4 29-Jul-18 Black Dot \n",
- "\n",
- " verified_reviews feedback length \n",
- "0 Love my Echo! 1 13 \n",
- "1 Loved it! 1 9 \n",
- "2 \"Sometimes while playing a game, you can answe... 1 197 \n",
- "3 \"I have had a lot of fun with this thing. My 4... 1 174 \n",
- "4 Music 1 5 \n",
- "... ... ... ... \n",
- "3145 \"Perfect for kids, adults and everyone in betw... 1 52 \n",
- "3146 \"Listening to music, searching locations, chec... 1 137 \n",
- "3147 \"I do love these things, i have them running m... 1 443 \n",
- "3148 \"Only complaint I have is that the sound quali... 1 382 \n",
- "3149 Good 1 4 \n",
- "\n",
- "[3150 rows x 6 columns]"
- ]
- },
- "execution_count": 86,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 87,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.image.AxesImage at 0x18d078dff40>"
- ]
- },
- "execution_count": 87,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 720x576 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#visualisiert positive Bewertungen\n",
- "good=alexa[alexa.feedback==1].verified_reviews.unique().tolist()\n",
- "good=\" \".join(good)\n",
- "cv=WordCloud().generate(good)\n",
- "cv\n",
- "plt.figure(figsize=(10,8))\n",
- "plt.imshow(cv)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 88,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.image.AxesImage at 0x18d0015bca0>"
- ]
- },
- "execution_count": 88,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
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",
- "text/plain": [
- "<Figure size 720x576 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#visualisiert negative Bewertunegen\n",
- "bad=alexa[alexa.feedback==0].verified_reviews.unique().tolist()\n",
- "bad=\" \".join(bad)\n",
- "cv=WordCloud().generate(bad)\n",
- "cv\n",
- "plt.figure(figsize=(10,8))\n",
- "plt.imshow(cv)\n",
- "\n",
- "\n",
- "# # Meachine Learning Model Teil"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 89,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['i',\n",
- " 'me',\n",
- " 'my',\n",
- " 'myself',\n",
- " 'we',\n",
- " 'our',\n",
- " 'ours',\n",
- " 'ourselves',\n",
- " 'you',\n",
- " \"you're\",\n",
- " \"you've\",\n",
- " \"you'll\",\n",
- " \"you'd\",\n",
- " 'your',\n",
- " 'yours',\n",
- " 'yourself',\n",
- " 'yourselves',\n",
- " 'he',\n",
- " 'him',\n",
- " 'his',\n",
- " 'himself',\n",
- " 'she',\n",
- " \"she's\",\n",
- " 'her',\n",
- " 'hers',\n",
- " 'herself',\n",
- " 'it',\n",
- " \"it's\",\n",
- " 'its',\n",
- " 'itself',\n",
- " 'they',\n",
- " 'them',\n",
- " 'their',\n",
- " 'theirs',\n",
- " 'themselves',\n",
- " 'what',\n",
- " 'which',\n",
- " 'who',\n",
- " 'whom',\n",
- " 'this',\n",
- " 'that',\n",
- " \"that'll\",\n",
- " 'these',\n",
- " 'those',\n",
- " 'am',\n",
- " 'is',\n",
- " 'are',\n",
- " 'was',\n",
- " 'were',\n",
- " 'be',\n",
- " 'been',\n",
- " 'being',\n",
- " 'have',\n",
- " 'has',\n",
- " 'had',\n",
- " 'having',\n",
- " 'do',\n",
- " 'does',\n",
- " 'did',\n",
- " 'doing',\n",
- " 'a',\n",
- " 'an',\n",
- " 'the',\n",
- " 'and',\n",
- " 'but',\n",
- " 'if',\n",
- " 'or',\n",
- " 'because',\n",
- " 'as',\n",
- " 'until',\n",
- " 'while',\n",
- " 'of',\n",
- " 'at',\n",
- " 'by',\n",
- " 'for',\n",
- " 'with',\n",
- " 'about',\n",
- " 'against',\n",
- " 'between',\n",
- " 'into',\n",
- " 'through',\n",
- " 'during',\n",
- " 'before',\n",
- " 'after',\n",
- " 'above',\n",
- " 'below',\n",
- " 'to',\n",
- " 'from',\n",
- " 'up',\n",
- " 'down',\n",
- " 'in',\n",
- " 'out',\n",
- " 'on',\n",
- " 'off',\n",
- " 'over',\n",
- " 'under',\n",
- " 'again',\n",
- " 'further',\n",
- " 'then',\n",
- " 'once',\n",
- " 'here',\n",
- " 'there',\n",
- " 'when',\n",
- " 'where',\n",
- " 'why',\n",
- " 'how',\n",
- " 'all',\n",
- " 'any',\n",
- " 'both',\n",
- " 'each',\n",
- " 'few',\n",
- " 'more',\n",
- " 'most',\n",
- " 'other',\n",
- " 'some',\n",
- " 'such',\n",
- " 'no',\n",
- " 'nor',\n",
- " 'not',\n",
- " 'only',\n",
- " 'own',\n",
- " 'same',\n",
- " 'so',\n",
- " 'than',\n",
- " 'too',\n",
- " 'very',\n",
- " 's',\n",
- " 't',\n",
- " 'can',\n",
- " 'will',\n",
- " 'just',\n",
- " 'don',\n",
- " \"don't\",\n",
- " 'should',\n",
- " \"should've\",\n",
- " 'now',\n",
- " 'd',\n",
- " 'll',\n",
- " 'm',\n",
- " 'o',\n",
- " 're',\n",
- " 've',\n",
- " 'y',\n",
- " 'ain',\n",
- " 'aren',\n",
- " \"aren't\",\n",
- " 'couldn',\n",
- " \"couldn't\",\n",
- " 'didn',\n",
- " \"didn't\",\n",
- " 'doesn',\n",
- " \"doesn't\",\n",
- " 'hadn',\n",
- " \"hadn't\",\n",
- " 'hasn',\n",
- " \"hasn't\",\n",
- " 'haven',\n",
- " \"haven't\",\n",
- " 'isn',\n",
- " \"isn't\",\n",
- " 'ma',\n",
- " 'mightn',\n",
- " \"mightn't\",\n",
- " 'mustn',\n",
- " \"mustn't\",\n",
- " 'needn',\n",
- " \"needn't\",\n",
- " 'shan',\n",
- " \"shan't\",\n",
- " 'shouldn',\n",
- " \"shouldn't\",\n",
- " 'wasn',\n",
- " \"wasn't\",\n",
- " 'weren',\n",
- " \"weren't\",\n",
- " 'won',\n",
- " \"won't\",\n",
- " 'wouldn',\n",
- " \"wouldn't\"]"
- ]
- },
- "execution_count": 89,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "stopwords.words('english')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 90,
- "metadata": {},
- "outputs": [],
- "source": [
- "corpus = []\n",
- "stop_words = set(stopwords.words('english'))\n",
- "stop_words.remove('not')\n",
- "for i in range(0, len(alexa)):\n",
- " review = re.sub('[^a-zA-Z]', ' ', alexa['verified_reviews'][i])\n",
- " review = review.lower()\n",
- " review = review.split()\n",
- " ps = PorterStemmer()\n",
- " review = [ps.stem(word) for word in review if not word in stop_words]\n",
- " review = ' '.join(review)\n",
- " corpus.append(review)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 91,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['love echo',\n",
- " 'love',\n",
- " 'sometim play game answer question correctli alexa say got wrong answer like abl turn light away home',\n",
- " 'lot fun thing yr old learn dinosaur control light play game like categori nice sound play music well',\n",
- " 'music',\n",
- " 'receiv echo gift need anoth bluetooth someth play music easili access found smart speaker wait see els',\n",
- " 'without cellphon cannot use mani featur ipad not see use great alarm u r almost deaf hear alarm bedroom live room reason enough keep fun ask random question hear respons not seem smartbon polit yet',\n",
- " 'think th one purchas work get one everi room hous realli like featur offer specifili play music echo control light throughout hous',\n",
- " 'look great',\n",
- " 'love listen song heard sinc childhood get news weather inform great',\n",
- " 'sent year old dad talk constantli',\n",
- " 'love learn knew thing eveyday still figur everyth work far easi use understand make laugh time',\n",
- " 'purchas mother knee problem give someth tri come not get around fast like enjoy littl big thing alexa play song time cook',\n",
- " 'love love love',\n",
- " 'expect',\n",
- " 'love wife hate',\n",
- " 'realli happi purchas great speaker easi set',\n",
- " 'use alexa coupl day lot fun new toy like new household member tri learn differ featu benefit come',\n",
- " 'love size nd gener echo still need littl improv sound',\n",
- " 'like origin echo shorter greater fabric color choic miss volum ring top plu minu button not big deal ring w comfort well like use standard usb charger port instead previou round pin guess sound seem work still answer alexa echo comput not like',\n",
- " 'love echo good music sound play alexa understand command difficult time find specif playlist song spotifi good amazon music lack major program',\n",
- " 'love alexa use play music play radio itun play podcast anypod set remind listen flash brief news weather everi morn reli custom list like abl voic control volum sure continu find new use sometim bit frustrat alexa understand say',\n",
- " 'set day still ad smart home devic speaker great play music like size station kitchen counter not intrus look',\n",
- " 'love play sleep sound immedi ask',\n",
- " 'got second unit bedroom expect sound improv didnt realli see differ overal not big improv st gener',\n",
- " 'amaz product',\n",
- " 'love echo easi oper load fun everyth advertis use mainli play favorit tune test alexa knowledg',\n",
- " 'sound great love',\n",
- " 'fun item play get use use sometim hard time answer question ask think better',\n",
- " 'like one',\n",
- " 'still learn capabl far pretti pretti pretti good',\n",
- " 'like',\n",
- " 'work well need learn command uniqu owner user like alexa learn tasha birthday alexa learn definit fine etc great',\n",
- " 'speaker sound pretti good small setup pretti easi bought two reason rate follow instruct synch music unit know done correctli sync primari motiv purchas multipl unit',\n",
- " 'devic awesom',\n",
- " 'bought compar speaker qualiti first gener speaker like sound better ship daughter though like fact first gener chargeabl base bought keep mobil need better sound',\n",
- " 'love echo still learn thing abl follow instruct includ packag found great one u tube',\n",
- " 'speaker better st gener echo',\n",
- " 'thing way cool get one want cool',\n",
- " 'first digit assist give good review speaker realli good cheap price prime day fun play use alarm clock go get first place end echo go one definit tri like best number devic connect purchas came smart plug connect lamp alexa turn light',\n",
- " 'husband like abl use listen music wish knew capabl',\n",
- " 'android would not allow alexa connect fortun sister appl cell hour tech support fix glitch run',\n",
- " 'far good',\n",
- " 'tri play certain broadway show like camelot give ne group camelot',\n",
- " 'great',\n",
- " 'satisfi echo alexa control light famili room wife listen jimmi buffet ask alexa',\n",
- " 'like siri fact siri answer accur alexa see real need household though good bargain prime day deal',\n",
- " 'love echo still learn everi thing work ton fun',\n",
- " 'love much',\n",
- " 'differ appl play specif list music must amazon spotifi plu prime etc account must pay play music star reason everyth els',\n",
- " 'excelent lo unico es que esta en espa ol',\n",
- " 'still learn use far echo great sound actual much better expect',\n",
- " 'work expect also good sound qualiti consid price sale featur',\n",
- " 'sound echo nd gener phenomen not mention love alexa help',\n",
- " 'like googl better',\n",
- " 'let play learn get',\n",
- " 'work advertis easi setup still learn',\n",
- " 'great sound easi set',\n",
- " 'love alexa bought other friend',\n",
- " 'love echo purchas compani husband alexa great say name tell joke play favorit song',\n",
- " '',\n",
- " 'love abl listen music easili still learn featur avail',\n",
- " 'realli know could use devic use thing need overview',\n",
- " 'love wish built hub',\n",
- " 'use primarili play music work wonder still get use mani thing amazon sent sever tip sinc got thank help',\n",
- " 'easi set',\n",
- " 'fast respons amaz clear concis answer sound qualiti fantast still get use alexia not usd echo full extent',\n",
- " 'need na na nana',\n",
- " 'everyth expect',\n",
- " 'love echo work like said would smart home cannot speak function everyth els good',\n",
- " 'great sound small packag easi set use fun',\n",
- " 'work sound great',\n",
- " 'sound amaz mani collect music',\n",
- " 'set',\n",
- " 'alway listen',\n",
- " 'awesom',\n",
- " 'bought control fio televis work well hope time control fio discov thing alexa play music ask great sound alexa play game play radio station play old time radio program like long ranger alexa mani app add abil day play madlib great fun also alexa control household applianc purchas alexa compat power strip control light fan tv compon look forward implement control also add alexa compon chosen music play room compon locat',\n",
- " 'speaker excel sound work perfectli',\n",
- " 'like',\n",
- " 'love everyth',\n",
- " 'littl nervou receiv new echo not realli tech savvi found bit intimid first take long figur happi purchas think ad echo spot',\n",
- " 'like still learn use',\n",
- " 'great technolog believ speaker volum qualiti wonder wish bought anoth one',\n",
- " 'purchas echo dot husband father day use constantli hear qualiti sound echo nd gener brainer best gift ever',\n",
- " 'work fine',\n",
- " '',\n",
- " 'clear music',\n",
- " 'fun use good sound qualiti',\n",
- " 'echo work well abl sync amazon music devic',\n",
- " 'work great think amazon charg anoth cent unlimit music prime buy echo',\n",
- " 'alreadi echo dot echo even better fuller sound also setup let phone call made contact list great',\n",
- " 'speaker sound realli good',\n",
- " 'good sound work well',\n",
- " 'love alexa not savvi support help patient',\n",
- " 'love think get one prime day discount offer could not pass fun ask alexa play song group come playlist amazon prime music also connect iphon bluetooth play music pandora youtub video use alexa speaker fun ask alexa differ type question inform like weather news even time countri downsid limit data wifi plan alexa use burn play music',\n",
- " 'like far lot tri yet',\n",
- " 'love use strictli music great',\n",
- " 'love echo love size materi speaker qualiti hook one light easili work addit light thermostat next echo dot bedroom lot echo think traffic weather trivia etc',\n",
- " 'love',\n",
- " 'entir famili love alexa echo part famili',\n",
- " 'great fun get know function product wow famili fun homework help talk grandchildren also echo huge bonu wait learn',\n",
- " 'love',\n",
- " 'awesom thing love alexa',\n",
- " 'work exactli expect speaker great sound perfect classroom',\n",
- " 'love love new littl gadget made live much easier like person secretari live home hardli need cd anymor sinc alexa play everyth need go get alexa dot soon room thank',\n",
- " 'speaker surpris qualiti happi purchas',\n",
- " 'easi set work wonder love',\n",
- " 'realli impress sound qualiti play music devic bass sound almost like come bigger speaker prop amazon',\n",
- " 'still great product sound qualiti seem wors get wrong definit get use within hour definit feel like echo gen sound qualiti better besid great addit abl play bluetooth wifi even better',\n",
- " 'outlet not work disappoint',\n",
- " 'great devic respons help',\n",
- " 'sound terribl u want good music get bose',\n",
- " 'like sound troubl paid extra money access million song sometim work ex alexa play italian song understand play opera tosca respons sorri',\n",
- " 'easi set use bad plug would nice take outsid oper batteri recharg',\n",
- " 'still learn way use real hit grandkid ask play music danc yr cute',\n",
- " 'star gener like product great ask like play music set timer make call reason rate sometim connect die echo stop play music show red ring seem connect issu overal great product',\n",
- " 'work great upgrad echo dot full size echo happier',\n",
- " 'alexa els say',\n",
- " 'upgrad lilttl echo dot happi sound',\n",
- " 'excel product set eas well',\n",
- " 'first gen echo sinc first came work well purchas nd gen prime day far happi seem improv speaker provid enhanc sound music',\n",
- " 'love echo smart speaker love volum clariti easi set wonder gift age',\n",
- " 'wonder product fast deliveri',\n",
- " 'initi harder set call tech knowledg work great',\n",
- " 'easi set famili love',\n",
- " 'great sound respons voic command',\n",
- " 'live long without echo get enjoy music style ask alexa go gread wireless love echo love alexa',\n",
- " 'cool product speaker sound good spotifi blast',\n",
- " 'much fun alexa love abl listen music across room busi someth els',\n",
- " 'far seem nice item pick voic understand without problem day ask turn music next room heard fine use listen music check weather done thing well',\n",
- " 'love echo',\n",
- " 'love help use rememb thing sleep ask anyth week still learn',\n",
- " 'better st gen everi way except one realli miss ring top volum control quicker easier grab top twist without look button find one press time also wish bass bit better great devic happi',\n",
- " 'love alexa',\n",
- " 'far like',\n",
- " 'thoroughli enjoy ecoo love read audiobook offic simpli open audiobook kindl continu elsewher wonder listen music not mood book great set remind much',\n",
- " 'still love',\n",
- " 'love',\n",
- " 'love sound qualiti unit clear sound',\n",
- " 'listen talk radio morn turn light etc system excel job full hous sound system stream siriu',\n",
- " 'week still learn alexa learn process love music call time listen podcast radio station start keep shop list groceri list love search paper pencil get time temperatur great not wait weather report sound good not fussi woofer tweeter base etc echo fine afternoon go tri drop son get home go surpris',\n",
- " 'not much featur',\n",
- " 'great sound qualiti great featur great product multi room music cool',\n",
- " 'cool',\n",
- " 'everyon echo two three bought echo qvc',\n",
- " 'annoy everyth show alexa abl download spend much time tri figur phrase machin may well look',\n",
- " 'alexa sinc begin accident spill water replac nd gener decid without echo setup easi work within minut',\n",
- " 'like abl tell alexia music want hear sometim troubl find song not specif titl',\n",
- " 'like look better origin echo move old echo basement famili room nice sound',\n",
- " 'echo wonder still learn use music request somewhat limit',\n",
- " 'know half thing ask recogn sprinkler wifi control even though product detail say compat program chang wifi thermostat set match wifi router handi music player amazon music',\n",
- " 'love',\n",
- " 'awesom understand kid',\n",
- " 'pleasantli surpris sound qualiti mani featur nice easili hear particular artist hear book simpl command look forward explor option devic',\n",
- " 'met exceed expect easi set realli quick respons',\n",
- " 'like fact get kind music prime want request alexa like inform photo littl pamphlet wish includ connect tv etc command alexa realli love music',\n",
- " 'not found way access echo thorough prime account think part top line video music etc also think setup app defin exampl music like not well integr echo tri ask playlist echo not sure even though set play list set also not like fact word exact match playlist name never rememb like readi natur echo respond queri',\n",
- " 'great item ad audibl book make even better thank',\n",
- " 'prime day nd gen echo sale resist begin smart home set happier say alexa done amaz job connect smart devic thank control light smart plug tv etc troubl connect echo wifi phone app work perfectli fine let add skill routin smart devic timer much sound qualiti good enough sinc not audiophil alexa hear voic even watch movi high volum design great modern definit add nice touch home chang cover like sale overal great addit home enabl mani possibl yet sure add alexa home',\n",
- " 'versatil fun',\n",
- " 'work great killer speaker wife son love',\n",
- " 'regret wait long purchas item surpris pleas sound qualiti',\n",
- " 'stop work week follow command realli fun work',\n",
- " 'far love work get thing set love groceri list app',\n",
- " 'perform pretti much expect disappoint not provid terminolog need play variou kind music without subscrib amazon music servic understand music choic may limit without know ask cannot access music provid free along echo purchas chart show languag need use',\n",
- " 'easi set',\n",
- " 'like product except speaker not high qualiti expect',\n",
- " 'great invest alexa help made laugh',\n",
- " 'yet anoth exho home love',\n",
- " 'love plan gender music big band jazz not easi find local radio sound good stop voic command get phone call',\n",
- " 'good valu',\n",
- " 'super easi set love new echo',\n",
- " 'what not like speaker ask alexa',\n",
- " 'best father day gift dad joke mom alexa one listen repeat stori go forward',\n",
- " 'great addit breakfast room kitchen tune inform instantli avail slowli learn featur',\n",
- " 'sound qualiti',\n",
- " 'sad joke worthless',\n",
- " 'entertain',\n",
- " 'good qualiti',\n",
- " 'work great sound great not miss beat wish batteri better portabl',\n",
- " 'love till someon stole afford replac yet go',\n",
- " 'alexa rock',\n",
- " 'got gift love never would bought one allow play music amozon prime music worth also give new brief tell joke',\n",
- " '',\n",
- " 'mom bought echo dot repeat ask take one great told two day made take hour later could not live life without amaz four larg speaker small echo dot return say go order alexa speaker go big get echo otherwis tou return two echo dot live without',\n",
- " 'love great product',\n",
- " 'easi set user friendli',\n",
- " 'realli disappoint alexa plug wall socket time fault not check made assumpt compani technolog advanc amazon would sell product recharg batteri could return would appl music boom speaker give flexibl alexa',\n",
- " 'think nd gen sound good st aux could add extern speaker go get dot nd issu uniqu unit understand overrid default prevent play blue tooth speaker play group get delay use bt speaker unit not heard abl play group use bt speaker',\n",
- " 'everyth',\n",
- " 'like interact ask question like ask setup schedul connect lamp',\n",
- " 'supberb sound definit worth extra money listen lot music',\n",
- " 'realli love amazon echo think sound qualiti great lot fun realli handi music get updat weather sport',\n",
- " 'love grandkid',\n",
- " 'far work well not alway intuit link differ devic skill get hang',\n",
- " 'work advertis',\n",
- " 'love',\n",
- " 'love new addit hous speaker qualiti great love alexa two not complaint suggest futur seri would better commun abil exampl smart light hous unless specifi kitchen light kitchen light prior command either respond say recogn may want alexa respond say thank afterward repeat alexa thank time respond husband know sound odd laugh mayb southern thing want alexa manner',\n",
- " 'like everyth music trivia game weather',\n",
- " 'describ receiv time not like automat enrol music',\n",
- " 'great devic',\n",
- " 'own echo overa year new lack easi way increas decreas volum without tell increas decreas volum hard wife sinc english second languag born korea sound echo superb keep',\n",
- " 'love kitchen work well',\n",
- " 'nice impress wish say though',\n",
- " 'love product nice easi access much info',\n",
- " 'got great sound bass work time still hot miss recogn thing',\n",
- " 'still discov echo',\n",
- " 'amaz paroduct',\n",
- " 'good hear rang sound qualiti bit complic set quit understand lot even speak slowli clearli love flash brief featur interfac abod home secur system',\n",
- " 'speaker sound good',\n",
- " 'absolut love',\n",
- " 'best part product control thermostat light hous anyth dislik',\n",
- " 'thoroughli enjoy amazon echo instal easi use alexa app purchas kasa smart plug control live room light instal easi use kasa app sinqu right echo enjoy play music echo sound qualiti awesom ad kasa smart bulb kitchen setup seamless look forward ad autom home',\n",
- " 'home entertain',\n",
- " 'cool product easi setup fun use sound qualiti much better anticip',\n",
- " 'love great sound easi connect use',\n",
- " 'work fairli new smart tv mainli tv manufactur lg fault due not support anyth older tv year smart lock also need addit piec equip order connect well speaker sound great work well',\n",
- " 'great sound littl speaker',\n",
- " 'enjoy',\n",
- " '',\n",
- " 'cool',\n",
- " 'good qualiti great sound qualiti',\n",
- " 'work perfectli',\n",
- " 'great product sometim alexa not understand command fire tv fabul speaker',\n",
- " 'love echo great sound smart',\n",
- " 'sure love',\n",
- " 'play great',\n",
- " 'work absolut great',\n",
- " 'amaz product great sound qualiti',\n",
- " 'best thing invest thank much',\n",
- " 'extrem impress item bought warehous outlet minor imperfect tell even one work great come packag seal damag miss anyth like sound qualiti see knock not bose great famili easi use minor learn curv learn voic integr seamlessli amazon servic wait get classroom lot fun even speaker let alon plan',\n",
- " 'love echo show bedroom wonder music info sleep sound',\n",
- " 'awesom life changer serious abl start morn alexa wake alarm play music gotten use voic anoth room listen say love echo hesit get one price speaker unbeliev buy cordless holder take echo anywher love purchas love alexa',\n",
- " 'not super impress alexa prime laps play anyth smart enough differenti among spotifi account use either randomli speak nobodi talk today unplug not sure ever use alexa',\n",
- " 'like everyth',\n",
- " 'like',\n",
- " 'never issu buy use electron long get good like new read comment see use',\n",
- " 'famili realli love new echo',\n",
- " 'bought wife love',\n",
- " 'fun got today pod go car use hous',\n",
- " 'like',\n",
- " 'third echo worth everi penni like household employe small flat rate keep bedroom live room drop use intercom listen music answer quick question alarm wake school etc',\n",
- " 'listen music set timer',\n",
- " 'receiv echo perfect condit devic easi set respond quickli without issu alexa great addit famili',\n",
- " 'good sound like music schedul like get random thought record think joke cute',\n",
- " 'purchas begin learn far pleas amaz differ action perform enjoy look forward learn option provid',\n",
- " 'echo great other even though smaller',\n",
- " 'funni buy someth look fun wind total use part home love',\n",
- " 'bought replac dot live room speaker slightli better hear better tv unfortun understand respond request well dot frequent request time get want dot usual exactli want first request consid upgrad',\n",
- " 'good experi far second gener echo mani thing learn not time yet right mostli enjoy music weather updat use alarm featur person also purchas mini smart socket ye excit begin use',\n",
- " 'troubl connect tv not exactli tech smart sure one grandson figur far use mostli music',\n",
- " 'simpli love echo hardli watch tv anymor busi listen music speaker pretti goo size fun skill realli make echo fun whole famili',\n",
- " 'enjoy entir echo experi',\n",
- " 'easi set',\n",
- " 'echo amaz devic mani time seem intuit time ask someth seem clear simpl get result instal fairli straightforward mess sever time simpli thought step complet actual made lose ground figur advic patient app let know move next step biggest issu moment sever echo devic home would like use intercom told done howev make echo awar other exist ask alexa answer instruct chang name know like fault would think design would anticip make easier find need instruct small deal mani devic savvi peopl challeng',\n",
- " 'love much',\n",
- " 'origin alexa tap far nd gener best happi see make improv new one would great updat littl think would help lot bug happi play music throughout whole hous adjust bass trebl thank',\n",
- " 'pleas echo nd gener nice alexa avail music weather news probabl lot discov',\n",
- " 'pleasantli surpris sound qualiti echo big fan deep bass might not suffici though potenti control home option explor evolv home smart home voic recognit impress stylish fun regret purchas great technic chang peopl ask play song movi respond instantli elderli love one would great gift connect wifi simpl use want unlimit music control sure amazon prime premium spotifi blown away person dj even convers echo not embarrass say echo made laugh coupl time ask tell joke tell packag sinc amazon prime addict come extrem handi',\n",
- " 'easi setup love thing',\n",
- " 'alexa throughout hous futur arriv',\n",
- " 'alreadi alexa amazon find today could not resist get echo also best thing ever use side hous happier',\n",
- " 'arriv expect',\n",
- " 'bought week ago everyth product excel forget buy charger order must take outsid pool not worri hire electrician put outlet yard',\n",
- " 'terrif',\n",
- " 'love echo',\n",
- " 'smaller origin look nicer',\n",
- " 'work great',\n",
- " 'husband would call late adopt come technolog decid would tri echo serv primarili music sourc wow amaz great sound also great time listen favorit song buy ask alexa may even buy one elderli dad think enjoy one listen music even place call us',\n",
- " 'realli enjoy chang directv channel play iheartradio pandora adjust ac thermostat turn live room light outsid light',\n",
- " 'want one bought prime day absolut love',\n",
- " 'glad got echo bluetooth speaker alexa much stuff non smart speaker person love timer featur help cook multipl thing simultan pandora integr anoth featur use daili happi prime day purchas get echo hub echo dot futur',\n",
- " 'see subject line love',\n",
- " 'love',\n",
- " 'easi setup',\n",
- " 'hesit buy echo echo dot seem good enough echo except sound qualiti realli feel need howev glad got differ sound realli far superior echo dot listen greatest showman littl power',\n",
- " 'sound qualiti great still learn differ thing fun',\n",
- " 'got good deal work great prime setup bit pain fault crappi internet servic work great nice sound small speaker',\n",
- " 'love',\n",
- " 'work great perfect offic',\n",
- " 'love one insid hous one pool good bose speaker around hous',\n",
- " 'easi use amaz',\n",
- " 'nice product',\n",
- " 'love echo total amaz speaker qualiti bum buy two sinc got prime day',\n",
- " 'respons great sound qualiti size',\n",
- " 'effici amaz cool use often everi day',\n",
- " 'impress qualiti sound echo definit compar bose mini gave star use appl music account',\n",
- " 'technolog small devic price good sound amaz must featur home',\n",
- " 'mainli use music learn time realli noth bad say',\n",
- " 'replac st gen concern smaller unit not sound wrong anyth volum clear good product',\n",
- " 'great addit echo plu',\n",
- " 'best',\n",
- " 'love featur play music everi room multipl echo',\n",
- " 'love alexa surpris much use',\n",
- " 'use product enjoy love',\n",
- " 'easi use great sound great purchas great price',\n",
- " 'easi set issu',\n",
- " 'unit add much pleasur echo plu music inform home one room',\n",
- " 'extrem use simpl thing like spotifi audibl thing like sometim answer everyth ask still nice use',\n",
- " 'difficult set keep time enter password',\n",
- " 'get use use echo use shop list listen music timer work great far',\n",
- " 'cool lot fun use week still learn capabl',\n",
- " 'love love',\n",
- " 'love hard time set app',\n",
- " 'use offic anoth apart music inform',\n",
- " 'great music littl hard figur work',\n",
- " 'given year time birthday gift dad love ask alexa anyth answer plu good homework purchas one prime day bathroom get readi work listen music base metro boom replac clock radio plu echo dot night stand alarm clock',\n",
- " 'impress look clariti sound color',\n",
- " 'alexa amaz great speaker',\n",
- " 'still get use alexa connect tv yet thing right use music inform great',\n",
- " 'work sound great hous bare sf sit kitchen counter hear speak room lot function still discov',\n",
- " 'pure fun echo weather joke news brief music still much use lot fun money',\n",
- " 'use time especi commun kid throughout home',\n",
- " 'love still learn make lot thing easier like forget turn light anoth room ask alexa turn light',\n",
- " 'bought daughter turn love especi like call featur sinc cell phone love play music danc amazon music play favorit song sometim lol',\n",
- " 'got wed gift discov featur yet updat play music great though',\n",
- " 'impress sound qualiti',\n",
- " 'pleas purchas echo smart speaker love fact play music differ genr whenev want troubl first wi fi work',\n",
- " 'wife enjoy eas play music game fun entertain look forward ad smart product home',\n",
- " 'second echo love help kitchen set timer listen news prepar groceri list get great music',\n",
- " 'sound qualiti good wish alexa could answer question',\n",
- " 'second echo dot speaker weak purchas listen music speaker great',\n",
- " 'great sound',\n",
- " 'great',\n",
- " 'realli use speaker stream music month kinda useless',\n",
- " 'set user friendli set user friendli hope alexa app abl download pc without instal invas driver wife retir abl instal alexa son suppli smart phone use alexa yet',\n",
- " 'easi set realli enjoy',\n",
- " 'echo come built batteri plug time use make quit inconveni',\n",
- " 'compact bit better origin',\n",
- " 'love pretti cool',\n",
- " 'live room music sound realli good live room hear upstair',\n",
- " 'great product set easi sound wonder',\n",
- " 'far like bought music though sound pretti good',\n",
- " 'love',\n",
- " 'love',\n",
- " 'glad bought',\n",
- " 'like type fun music',\n",
- " 'like volum top turn quickli',\n",
- " 'beyond capabl program grandkid lve',\n",
- " 'love new echo give hour music help thing difficult set help tekki',\n",
- " 'almost good bose love whole hous music',\n",
- " 'alexa hardli came',\n",
- " 'easi setup use app also easi instal phone sound qualiti listen music pandora wonder',\n",
- " 'still learn use echo far love',\n",
- " 'work awesom',\n",
- " 'work great',\n",
- " 'small speaker sound great',\n",
- " 'great sound size prize cours alexa',\n",
- " 'echo definit need one',\n",
- " 'great devic seem work better st gener',\n",
- " 'item longer work month use not connect wifi unrespons reset request',\n",
- " 'love echo dot easi fun get drop grandaught live mile away sound like right next',\n",
- " 'work great differ new one',\n",
- " 'one go kitchen timer music duti',\n",
- " 'love volum could definit use boost better built speaker would definit star thought ahead put audio auxiliari input bought dedic speaker echo prove best way go',\n",
- " 'work fine',\n",
- " 'work great look brand new love new echo dot get main room hous',\n",
- " 'refurbish item work like new love easi set love issu volum listen relax fine expect anyth els recommend purchas speaker',\n",
- " 'not loud',\n",
- " 'nd one love',\n",
- " 'not sure feel echo dot mani thing need get use ask right question understand',\n",
- " 'thing bare work select rd parti app stuff think could box send mine back asap wast money',\n",
- " 'gift man like plug pictur not show cord would prefer cordless still work though purpos bought',\n",
- " 'th amazon echo devic purchas refurbish satisfi time differ tell brand new price cheaper echo wake us keep timer play music us act encyclopedia turn light much',\n",
- " 'small echo dot amaz sound come great chang nest thermostat phillip hue light without leav chair',\n",
- " 'talk time song dislik devic',\n",
- " 'never disappoint amazon technolog',\n",
- " 'work promis',\n",
- " 'return echo dot get refund return one packag want refund packag not see',\n",
- " 'not work',\n",
- " 'weird paus speech pattern not present echo devic',\n",
- " 'sure love alexa lol thank great price product',\n",
- " 'work',\n",
- " 'echo fan one not work',\n",
- " '',\n",
- " 'bought bathroom listen shower love',\n",
- " 'alway respond spoken promp word thought would connect echo upstair use like intercom abl',\n",
- " 'fast ship work well',\n",
- " 'love',\n",
- " 'love love love new free assist',\n",
- " 'six word alexa tell poop joke',\n",
- " 'work month stop tri everyth tri make work noth work want refund',\n",
- " 'poor qualiti gave away',\n",
- " 'refurbish way go echo work like new',\n",
- " 'love',\n",
- " 'five need say',\n",
- " 'speaker arent loud alexa great though besid naw',\n",
- " 'work great sound good',\n",
- " 'never could get work techi friend look said adapt strong enough power look like bought dollar store go replac adapt hope work',\n",
- " 'almost like star trek home fun tri outsmart',\n",
- " 'add echo system refurbish product work like new',\n",
- " 'great offic use daili mani way includ spell background music',\n",
- " 'awesom love alexa',\n",
- " 'sure realli want one extrem use get one love',\n",
- " 'initi echo dot work well time dot stop respond alexa unless within one foot yell echo echo dot room would respond without respons echo dot would not recommend buy refurbish',\n",
- " 'great product fast ship',\n",
- " 'bought echo dot refurbish stop whatev function perform quit often wake everi time randomli turn noth not buy refurbish echo dot',\n",
- " 'perfect work great problem refurbish',\n",
- " 'dont trust',\n",
- " 'perfect condit love echo',\n",
- " 'love beauti experi especi hook smart light accessori',\n",
- " 'got within last coupl week tell issu son want alexa th birthday could tell joke could ask question listen music enjoy one much bought second one week prime deal day',\n",
- " 'divertido',\n",
- " 'great product work great',\n",
- " 'bought guest room radio alarm clock inform center much',\n",
- " 'great buy bought go echo love speaker best music work great kitchen timer alarm',\n",
- " '',\n",
- " 'work perfect save buck buy refurbish look brand new',\n",
- " 'look work perfect glad got good deal',\n",
- " 'good new one bought less',\n",
- " 'love work well',\n",
- " 'everyth perfect',\n",
- " 'good price prompt ship work flawlessli',\n",
- " 'love alexa',\n",
- " 'room improv price cannot complain much still complain howev audio terribl kind like listen speak n spell',\n",
- " 'iov bought son want awesom',\n",
- " 'echo work price great deal issu dot speaker bit tinni good second unit like attach extern speaker sound good buy',\n",
- " 'thank',\n",
- " 'want use radio intercom get terribl fm recept live speech recognit softwar horribl wife nativ american whose languag english north texa neither accent birth area yet not good job understand us bought two thing addit wifi recept poor margin buy wifi rang extend offic ten feet router problem switch around differ disconnect dust collector',\n",
- " 'third dot work perfectli use one multipl time day absolut love',\n",
- " 'item never work box broken spent sever day tri get work run fix amazon thing accomplish never order anoth refurbish devic',\n",
- " 'alreadi echo plu bought one bedroom love function',\n",
- " 'simpl set music everywher',\n",
- " 'work like brand new dot satisfi',\n",
- " 'great product return new alexa dot refurbish alreadi give problem connect',\n",
- " 'echo alreadi went one refurbish save buck work great love new gener one rubber bottom nice',\n",
- " 'love fact unplug take basement want laundri',\n",
- " 'refurbish good new one bought',\n",
- " 'good new',\n",
- " 'granddaught love',\n",
- " 'price great troubl hear across room move anoth spot seem work fine buy want everi room',\n",
- " 'set alexa blue tooth speaker enjoy listen music outdoor wait tri new stuff use alexa',\n",
- " 'thank',\n",
- " 'work great',\n",
- " 'never buy certifi refurbish echo dot bought certifi refurbish echo dot unit poor receiv command sometim not even acknowledg command never buy refurbish echo dot unit receiv probabl never certifi refurbish indic also bought new echo dot work perfectli disappoint',\n",
- " 'start amazon productsand regret noth absolut great journey product continu improv day day life',\n",
- " 'use sever month without problem',\n",
- " 'first smart devic sure buy devic compat one',\n",
- " 'love',\n",
- " 'love good new one',\n",
- " 'larger echo time love bought one anoth portion hous sinc sever wifi home devic want voic control hous',\n",
- " 'love product use turn light answer quick question',\n",
- " 'great buy',\n",
- " 'leari refurbish work great',\n",
- " 'puni sound work great',\n",
- " 'great',\n",
- " 'exactli like new tell differ new dot got prior one work perfectli love alexa',\n",
- " 'work perfect wear tear devic love alexa work make home smart',\n",
- " 'work good',\n",
- " 'thing like shut work great',\n",
- " 'excel product mint condit refurbish unit would never know refurbish',\n",
- " 'alreadi own coupl echo frustrat also use intercom final amazon enabl drop featur use echo reach famili remot part hous teenag insist never heard yell come dinner featur mainli use echo standard stuff play music set alarm answer question etc not life chang home devic amazon would believ conveni around refurb save buck look work brand new one',\n",
- " 'love worri refurbish part first first echo awesom use everyth light sinc work night shop well spotifi plan get parent help everyday thing take grant young would recommend everyon',\n",
- " 'love alexa hope everi room soon',\n",
- " 'simplic use set',\n",
- " 'great got one gazebo one upstair',\n",
- " 'work great never issu',\n",
- " 'everyth ask',\n",
- " 'work great good sound',\n",
- " 'use echo listen music well sort research tool answer varieti question would like volum could go littl bit louder complain also believ intern power sourc order use echo must plug time use univers charg cord would nice use echo dot go without buy product',\n",
- " 'love great fun',\n",
- " 'love',\n",
- " 'outstand use time work like say',\n",
- " 'save alway nice son alway say buy refurbish mean get new devic product less run diagnost everyth correct',\n",
- " 'work perfectli alexa turn light tv roomba',\n",
- " 'never would know refurbish',\n",
- " 'far good',\n",
- " 'look perform new complaint',\n",
- " 'goe great echo',\n",
- " 'work great like new one alreadi',\n",
- " 'item not work certifi refurbish mean work advertis instead item crash soon turn plug tri connect phone echo dot crash not would disconnect orang light would freez thing would reboot blue light alexa would tell readi connect freez mid sentenc tri hold action button second anyth return immedi hope actual fix item next buyer purchas',\n",
- " 'fast servic got order thank',\n",
- " 'love even though still tri figur thing item work great phone',\n",
- " 'none',\n",
- " 'echo one bought brand new refurbish one honestli tell differ perform look',\n",
- " 'great product learn work thing awesom',\n",
- " 'work',\n",
- " 'not work time',\n",
- " 'love though wish portabl',\n",
- " 'cours',\n",
- " 'could not tell refurbish work excel would highli recommend instead purchas new',\n",
- " 'got mom love',\n",
- " 'love echo dot look brand new work perfect satisfi',\n",
- " 'new',\n",
- " 'small problem box rep amazon call walk reset process solv issu shock get respons quickli real effort made includ follow email get thing work one googl clone use learn like also plan instal one car boat garag alexa new best friend lol think gf worri alexa learn cook time limit',\n",
- " 'love alexa dot play game son ask weather love work amazon fire tv',\n",
- " 'like could ask differ question differ thing work intermitt smart tv ask chang volum sometim ask chang channel sometim reset know refurbish okay not expect',\n",
- " 'far certifi refurbish echo dot work well littl confus green ring echo dot not know ask alexa said receiv call drop not case took minut figur notif deliveri amazon believ ring suppos yellow pulsat messag notif refurbish echo dot green puls',\n",
- " 'arriv quickli easi set refurbish amazon echo dot beyond expect alexa becom buddi great assist',\n",
- " 'work advertis speak clearli research command also get wall holder keep way set breez make sure close devic initi connect phone reason made set easier though could psycholog haha',\n",
- " 'love two echo dot third one order give gift defect speaker return process still done alreadi taken week',\n",
- " 'alreadi return',\n",
- " 'refurbish echo wonder purchas mother love abil contact without phone listen music weather ask question wonder gift work excel problem',\n",
- " 'work good howev price went week purchas',\n",
- " 'work amazingli bought daughter love',\n",
- " 'love alexa great help make appoint play song like els look forward',\n",
- " 'got bathroom love listen music whe shower',\n",
- " 'dot origin new one work perfectli buy futur dot recondit',\n",
- " 'littl hard get pare other problem',\n",
- " 'weari pick convers not activ use heard happen news concern wish amazon would releas someth widespread push firmwar prevent not heard yet',\n",
- " 'realli dislik alexa dot thought cortna cool alexa awesom applic famili unbeliev devic seem aliv must get',\n",
- " 'happi refurbish echo dot two week far work perfectli even though not come origin box look like new happi purchas',\n",
- " 'thumb',\n",
- " 'workreat',\n",
- " 'someth wrong first one even rep spoke could fix replac regist someon els price dot went price refurbish one bought brand spank new one problem new one',\n",
- " 'work expect',\n",
- " 'problem',\n",
- " 'almost everi room realli enjoy work perfectli',\n",
- " 'purchas grandson',\n",
- " 'like new',\n",
- " 'happi order',\n",
- " 'love dot especi abil talk one realli conveni issu refurbish like new',\n",
- " 'start take use sinc unplug day one talk daughter lay bed next start go movi moana complet scare sh daughter',\n",
- " 'work great speaker sound fine overal would recommend',\n",
- " 'great like new',\n",
- " 'love price essenti brand new dot open realli tell refurbish everyth look brand new less new unit consid better deal realli love versatil echo dot get one',\n",
- " 'pleas order want',\n",
- " 'think throughout hous conveni set timer check weather whatev wherev',\n",
- " 'love best experi refurbish devic excel',\n",
- " 'love echo dot',\n",
- " 'refurbish item fine awar fee echo set room howev miss cordthank',\n",
- " 'two week set longer work connect light sound guess purchas refurbish dot',\n",
- " 'work like brandnew unit great addit collect',\n",
- " 'great price work perfectli save money refurb would buy',\n",
- " '',\n",
- " 'god',\n",
- " 'not good',\n",
- " 'great bought one bought anoth right away grab smart switch set smart home capabl highli recommend',\n",
- " 'like new',\n",
- " 'work still need figur link devic though set sono pretti easi not product fault not time figur',\n",
- " 'use',\n",
- " 'worst amazon purchas made big amazon fan love brand unlimit digit music prime video even buy onlin game music movi amazon app tri use make simpl purchas anyth useless',\n",
- " 'work well microphon pick well full size echo audio qualiti okay size',\n",
- " 'bought two refurbish one work home work perfectli appear brand new',\n",
- " 'amazon disappoint',\n",
- " 'work great bt receiv output connect vintag stereo equip',\n",
- " 'work great far tell not new edit longev year real test',\n",
- " 'amaz',\n",
- " 'love everyth',\n",
- " 'use dot work fine compliment echo',\n",
- " 'work like new one tell differ new one bough refurbish one',\n",
- " 'well big fan echo one went bathroom work great expect',\n",
- " 'purchas year old mother love talk alexa respons detect name room',\n",
- " 'like new perform brand new one problem',\n",
- " 'echo dot disconnect speaker time day not buy refurbish product star effort',\n",
- " 'love great product',\n",
- " 'work good satisfi',\n",
- " 'love alexa sound dot not best echo nd gen kitchen live room got bedroom signific differ sound dot lack full base sound sound come cheap portabl speaker realli disappoint return right away shell money buy second echo bedroom also',\n",
- " 'took awhil get connect not electron savi love',\n",
- " 'cant seem get thing sink wireless not sure return tri one time',\n",
- " 'absolut love',\n",
- " 'product stop work return time ran',\n",
- " 'second dot work great refurbishedthought new',\n",
- " 'love guy work great',\n",
- " 'love second alexa bedroom great check weather medit music timer perfect husband use eye drop multipl time day keep eye close minut',\n",
- " 'purchas refurbish work like brand new minut set easi echo dot command start play music backyard deck sound system',\n",
- " 'not substitut origin echo dot perform well sound qualiti poor listen highest level',\n",
- " 'love echo dot help husband get netflix app amazon fire tv problem refurbish plan get anoth one amazon fire stick bedroom',\n",
- " 'stop work month warranti good month would assum amazon product sold amazon would higher standard guarante would work whole month mean product suppos piec junk offer discount want buy anoth one would want buy anoth one',\n",
- " 'like new problem whatsoev alexa thank',\n",
- " 'like uncl sometim goe littl haywir',\n",
- " 'bought son work return',\n",
- " 'bought quit connect wifi respond voic within month hard soft reset not fix problem',\n",
- " 'receiv echo dot today good condit advis paid amazon write rais price research buy get good deal set dot went simpl enough plug follow app instruct except initi took actual show iphon wifi set call amazon custom servic dunno late get terribl support guy took call rambl complet unhelp script end set dot middl spiel not sure norm refurbish dot pretti finicki wifi rang randomli disconnect even though app show rang ghz connect strong reconnect pain time well said alexa work work amazingli well speaker hook one thing realli enjoy mic rang sensit one annoy limit appl siri play audio devic speaker music podcast etc hey siri featur useless alexa problem hear whatev play time amazingli fast respons tri louder speaker yet not sure continu hold true set alexa control wireless devic breez albeit limit support arlo devic nil special set led devic eg rainbow effect alexa handl know chang solid color bright level rate would lower not gotten decent price item connect problem persist may exchang return item want though alexa kind grow',\n",
- " 'bought everyon say much love need use volum not loud enough play music treadmil rather use tower speaker xs louder',\n",
- " 'work like new',\n",
- " 'second one refurbish model work least not home',\n",
- " 'bad devic know refurbish activ nobodi talk activ start talk talk yell super laud',\n",
- " 'good new like brand new save money get one',\n",
- " 'ad room conveni',\n",
- " 'nice work good time not easi recogn voic repeat sever time time almost scream',\n",
- " 'took chanc certifi refurbish unit look brand new excus disappoint minut troubl free set effortless bluetooth speaker connect alexa app iphon flawless listen favorit tune bose bluetooth setup happier walk door ask alexa play music viola instant atmospher open ipad go set turn bluetooth access pandora app make thing effortless true joy right box discov use fine piec technolog worth everi penni',\n",
- " 'alexa sister second dot',\n",
- " 'love alexa echo dot two one new one refurbish work great becom go sooo mani thing love alarm everi morn whenev love play music sound ocean natur sound tri sleep love mani thing',\n",
- " 'bought refurb work new one bought prior came origin packag well',\n",
- " 'love like second wife',\n",
- " 'far not impress not save group correctli not understand time not sure excit alexa voic sound like water suppos understand go return tri googl home',\n",
- " 'work well obviou issu refurbish',\n",
- " 'work great tell refurbish set kid mode home ad love thing',\n",
- " 'great product useless overal mani unnecessari featur unless smart home need',\n",
- " 'work good two new echo dot precious purchas',\n",
- " 'bought mother love love guard dog featur say give sens secur night leav hous',\n",
- " 'bought mainli speaker play music video phone not work read instruct not work',\n",
- " 'work',\n",
- " 'bought two work great not much electron run home alexa want need done',\n",
- " 'nd one come',\n",
- " 'blue light blink time',\n",
- " 'fun use still learn new trick use function futur human comput interfac household autom like star trek knew would soon',\n",
- " 'work great control tv light variou devic late use wake know time want open eye shout alexa time could figur get hous hold chore walk dog golden sound not great size expect echo plu much better audio get larger expens echo',\n",
- " 'work great',\n",
- " 'sure like product littl want one everi room daughter constantli ask alexa spell word bare tap thing product capabl look forward learn capabl',\n",
- " '',\n",
- " 'great product work well',\n",
- " 'absolutli love',\n",
- " 'bought first echo dot love got work absolut love',\n",
- " 'work promis',\n",
- " 'work great exist smart home setup',\n",
- " 'perfect could not tell differ new one',\n",
- " 'cant figur use',\n",
- " 'good sometim hear well',\n",
- " 'littl apprehens buy refurbish electron product amazon guarante thought would tri glad probabl buy anoth refurb product form amazon love alexa product sever one sit desk small footprint great sound use daili work great',\n",
- " 'not bad bad speaker sound',\n",
- " 'great devic mainli use verbal add thing shop list occasion use number fun thing program like go red alert make tardi land ye hous geek even chose wake word comput instead alexa need majel barret voic geek heaven not easi get premium spotifi work properli still not sure get multipl music account attach listen differ music differ room far still worth often ask time weather even give us news brief also use intercom system realli awesom plu fun know nsa listen everyth',\n",
- " 'love',\n",
- " 'purchas daughter love amaz love game',\n",
- " 'alway work',\n",
- " 'good new perfectli packag zero issu dot',\n",
- " 'love bought granddaught play music ask question entertain hour good buy honest opinion',\n",
- " 'issu work look great',\n",
- " 'fun toy daughter read',\n",
- " 'refurbish echo dot receiv new condit new packag complaint neat littl gadget drive wife nut',\n",
- " 'receiv echo gift love much decid get dot bedroom easi set big differ sound qualiti would still buy',\n",
- " 'work advertis thank',\n",
- " 'new amazon product great everyth bought refurbish complet garbag never purchas amazon refurbish total dissatisfact',\n",
- " 'work good microphon not good better echo product',\n",
- " 'took littl work set final got sound qualiti not best got work great check weather ask cook question kitchen play radio want music probabl upgrad echo plu better sound',\n",
- " 'love alexa best thing ever bought know ever live thing amaz happi product wish would use googl',\n",
- " 'love work great',\n",
- " 'extrem low volum',\n",
- " 'troubl get program download phone end use comput interest answer come wikipedia howev give echo dot music play depart heard song music total forgotten mainstream station also amus alexa respond know think yard cotton fabric refer footbal play paid full price gadget would sore disappoint seem reason step hal',\n",
- " 'brought replac one move rang previou non refurbish unit would seldom abl find wi fi connect got tire hear messag troubl connect check alexa app unplug went troubleshoot reconnect sever time not strong',\n",
- " 'want listen music come sever echo dot unit simultan must pay monthli fee thought amazon not appl paid mani could one room not enough money',\n",
- " 'purchas gift',\n",
- " 'love',\n",
- " 'overal good devic bought workout room issu reach volum heard standard row machin could use much better speaker',\n",
- " 'work great simpl set alexa way accur imagin im use thought wish alarm could set bit that complaint not listen say wake word worri lose conspiraci theori speaker great hold get one turn gen like',\n",
- " 'voic clariti made eavesdrop effort much easier govern',\n",
- " 'work perfect',\n",
- " 'littl troubl begin replac old router work good except current temperatur time alexa much degre like degre alexa would say degre otherwis everyth work expect enjoy listen music amazon pandora station request favorit song record artist',\n",
- " 'bought three three work flawlessli label refurbish known',\n",
- " 'devic work perfectli good price love alexa great fun music great get radio station need morn traffic report think would enjoy ai hous fun educ entertain even peopl tech savvi',\n",
- " 'eh work half time not respond say wake name work fine',\n",
- " 'great littl thing work better siri',\n",
- " 'amaz love',\n",
- " 'bought son love',\n",
- " 'first second gener echo dot think prefer volum ring first gen better button second gen still job great price got still definit recommend',\n",
- " 'fun use morn brief',\n",
- " 'arriv time work amaz',\n",
- " 'like new set quick easi',\n",
- " 'like new good refurbish',\n",
- " 'love',\n",
- " 'love echo dot',\n",
- " 'like know music type least wireless volum not high',\n",
- " 'great product',\n",
- " 'work great reason leav star wont play unless plug whole time pretti irrit especi outlet avail',\n",
- " 'work great',\n",
- " 'love ita like person assist comput everyth els one',\n",
- " 'problem item could inexperi order wrong thing decid set use alexa tri replac small bluetooth speaker bedroom thought could learn go download app never could get echo sync iphon decid give one kid probabl enjoy use intend',\n",
- " 'es perfecto',\n",
- " 'work good far',\n",
- " 'work great daughter love',\n",
- " 'work great',\n",
- " 'love',\n",
- " 'want white dot white bathroom top black shown knew not realiz cord plug also black want white cord plug',\n",
- " '',\n",
- " 'work great',\n",
- " 'amaz',\n",
- " 'great product',\n",
- " 'work perfectli',\n",
- " 'perfect',\n",
- " 'set echo dot work hour die complet not buy refurbish sent back return day receiv',\n",
- " 'echo dot horribl volum phone louder devic boss one not case',\n",
- " 'overal work well connect issu definit worth money',\n",
- " 'issu refurbish unit perform expect would buy anoth one need',\n",
- " 'great mom insid owlhead jacuzzi',\n",
- " 'work great put son room use drop option get attent game watch tv',\n",
- " 'perfect',\n",
- " 'look brand nrw noth complain defent order',\n",
- " 'ok speaker pretti terribl googl home better product',\n",
- " 'love',\n",
- " 'love answer stupid question tell weather get couch',\n",
- " 'first one quit work shortli got next one becom unrespons voic time way get work app not sure dot way',\n",
- " 'bought go niec room tell refurbish look good work like new',\n",
- " 'devic not work follow instruct alexa echo dot not come upset',\n",
- " 'sent back due crackl nois turn expect refurbish item',\n",
- " 'best price could find use around answer question handi not find phone also intercom system',\n",
- " 'never satisfi product perfect introduct alexa',\n",
- " 'work well speaker not grand get anoth speaker drop futur would gone full size echo',\n",
- " 'love echo thing full size version sound better though',\n",
- " 'work great',\n",
- " 'need life plan time date music',\n",
- " 'seem troubl hear say wake word despit train voic wonder someth buy refurbish googl home mini problem hear us much louder',\n",
- " 'love work perfectli',\n",
- " 'brand new echo dot thought refurbish would good quit differ expect refurbish unit not even turn realiz power adapt faulti way amazon send power adapt accord return option love amazon buy even toilet paper truli let updat amazon contact credit enough buy new power adapt shop amazon alway trust deliv product',\n",
- " 'bought famili member gift call see like said love',\n",
- " 'not loud qualiti eas use great sound perfect background music would suggest connect togeth tri use host louder parti',\n",
- " 'look brand new work great love echo dot refurbish one like new',\n",
- " 'nd one use time',\n",
- " 'work like new one l anoth alexa devic lm fanat',\n",
- " 'echo good',\n",
- " 'work great',\n",
- " 'great price extend rang super valu dot offer hook wireless speaker use work outsid dot made outdoor sound rang possibl without disturb indoor light control possibl',\n",
- " 'amazingli fun daughter ask question first day set daili alarm weekend remind playlist morn show random song daili bibl vers weather morn commut tell way go dodg traffic get one link phone yet',\n",
- " 'work perfect differ refurb one new one hous buy refurb',\n",
- " 'great product wake everi morn time',\n",
- " 'like new differ new unus origin',\n",
- " 'complaint far know exactli like new littl cheaper great',\n",
- " 'perfect condit',\n",
- " 'like new',\n",
- " 'work well new version got discount echo speaker decid purchas version amazon state warranti',\n",
- " 'receiv echo gift need anoth bluetooth someth play music easili access found smart speaker wait see els',\n",
- " 'without cellphon cannot use mani featur ipad not see use great alarm u r almost deaf hear alarm bedroom live room reason enough keep fun ask random question hear respons not seem smartbon polit yet',\n",
- " 'think th one purchas work get one everi room hous realli like featur offer specifili play music echo control light throughout hous',\n",
- " 'look great',\n",
- " 'love listen song heard sinc childhood get news weather inform great',\n",
- " 'sent year old dad talk constantli',\n",
- " 'love learn knew thing eveyday still figur everyth work far easi use understand make laugh time',\n",
- " 'purchas mother knee problem give someth tri come not get around fast like enjoy littl big thing alexa play song time cook',\n",
- " 'love love love',\n",
- " 'expect',\n",
- " 'love wife hate',\n",
- " 'realli happi purchas great speaker easi set',\n",
- " 'use alexa coupl day lot fun new toy like new household member tri learn differ featu benefit come',\n",
- " 'love size nd gener echo still need littl improv sound',\n",
- " 'like origin echo shorter greater fabric color choic miss volum ring top plu minu button not big deal ring w comfort well like use standard usb charger port instead previou round pin guess sound seem work still answer alexa echo comput not like',\n",
- " 'love echo good music sound play alexa understand command difficult time find specif playlist song spotifi good amazon music lack major program',\n",
- " 'love alexa use play music play radio itun play podcast anypod set remind listen flash brief news weather everi morn reli custom list like abl voic control volum sure continu find new use sometim bit frustrat alexa understand say',\n",
- " 'set day still ad smart home devic speaker great play music like size station kitchen counter not intrus look',\n",
- " 'love play sleep sound immedi ask',\n",
- " 'got second unit bedroom expect sound improv didnt realli see differ overal not big improv st gener',\n",
- " 'amaz product',\n",
- " 'love echo easi oper load fun everyth advertis use mainli play favorit tune test alexa knowledg',\n",
- " 'sound great love',\n",
- " 'fun item play get use use sometim hard time answer question ask think better',\n",
- " 'like one',\n",
- " 'still learn capabl far pretti pretti pretti good',\n",
- " 'like',\n",
- " 'work well need learn command uniqu owner user like alexa learn tasha birthday alexa learn definit fine etc great',\n",
- " 'speaker sound pretti good small setup pretti easi bought two reason rate follow instruct synch music unit know done correctli sync primari motiv purchas multipl unit',\n",
- " 'devic awesom',\n",
- " 'bought compar speaker qualiti first gener speaker like sound better ship daughter though like fact first gener chargeabl base bought keep mobil need better sound',\n",
- " 'love echo still learn thing abl follow instruct includ packag found great one u tube',\n",
- " 'speaker better st gener echo',\n",
- " 'thing way cool get one want cool',\n",
- " 'first digit assist give good review speaker realli good cheap price prime day fun play use alarm clock go get first place end echo go one definit tri like best number devic connect purchas came smart plug connect lamp alexa turn light',\n",
- " 'husband like abl use listen music wish knew capabl',\n",
- " 'android would not allow alexa connect fortun sister appl cell hour tech support fix glitch run',\n",
- " 'far good',\n",
- " 'tri play certain broadway show like camelot give ne group camelot',\n",
- " 'great',\n",
- " 'satisfi echo alexa control light famili room wife listen jimmi buffet ask alexa',\n",
- " 'like siri fact siri answer accur alexa see real need household though good bargain prime day deal',\n",
- " 'love echo still learn everi thing work ton fun',\n",
- " 'love much',\n",
- " 'differ appl play specif list music must amazon spotifi plu prime etc account must pay play music star reason everyth els',\n",
- " 'excelent lo unico es que esta en espa ol',\n",
- " 'still learn use far echo great sound actual much better expect',\n",
- " 'work expect also good sound qualiti consid price sale featur',\n",
- " 'sound echo nd gener phenomen not mention love alexa help',\n",
- " 'like googl better',\n",
- " 'let play learn get',\n",
- " 'work advertis easi setup still learn',\n",
- " 'great sound easi set',\n",
- " 'love alexa bought other friend',\n",
- " 'love echo purchas compani husband alexa great say name tell joke play favorit song',\n",
- " '',\n",
- " 'love abl listen music easili still learn featur avail',\n",
- " 'realli know could use devic use thing need overview',\n",
- " 'love wish built hub',\n",
- " 'use primarili play music work wonder still get use mani thing amazon sent sever tip sinc got thank help',\n",
- " 'easi set',\n",
- " 'fast respons amaz clear concis answer sound qualiti fantast still get use alexia not usd echo full extent',\n",
- " 'need na na nana',\n",
- " 'everyth expect',\n",
- " 'love echo work like said would smart home cannot speak function everyth els good',\n",
- " 'great sound small packag easi set use fun',\n",
- " 'work sound great',\n",
- " 'sound amaz mani collect music',\n",
- " 'set',\n",
- " 'alway listen',\n",
- " 'awesom',\n",
- " 'bought control fio televis work well hope time control fio discov thing alexa play music ask great sound alexa play game play radio station play old time radio program like long ranger alexa mani app add abil day play madlib great fun also alexa control household applianc purchas alexa compat power strip control light fan tv compon look forward implement control also add alexa compon chosen music play room compon locat',\n",
- " 'speaker excel sound work perfectli',\n",
- " 'like',\n",
- " 'love everyth',\n",
- " 'littl nervou receiv new echo not realli tech savvi found bit intimid first take long figur happi purchas think ad echo spot',\n",
- " 'like still learn use',\n",
- " 'great technolog believ speaker volum qualiti wonder wish bought anoth one',\n",
- " 'purchas echo dot husband father day use constantli hear qualiti sound echo nd gener brainer best gift ever',\n",
- " 'work fine',\n",
- " '',\n",
- " 'clear music',\n",
- " 'fun use good sound qualiti',\n",
- " 'echo work well abl sync amazon music devic',\n",
- " 'work great think amazon charg anoth cent unlimit music prime buy echo',\n",
- " 'alreadi echo dot echo even better fuller sound also setup let phone call made contact list great',\n",
- " 'speaker sound realli good',\n",
- " 'good sound work well',\n",
- " 'love alexa not savvi support help patient',\n",
- " 'love think get one prime day discount offer could not pass fun ask alexa play song group come playlist amazon prime music also connect iphon bluetooth play music pandora youtub video use alexa speaker fun ask alexa differ type question inform like weather news even time countri downsid limit data wifi plan alexa use burn play music',\n",
- " 'like far lot tri yet',\n",
- " 'love use strictli music great',\n",
- " 'love echo love size materi speaker qualiti hook one light easili work addit light thermostat next echo dot bedroom lot echo think traffic weather trivia etc',\n",
- " 'love',\n",
- " 'entir famili love alexa echo part famili',\n",
- " 'great fun get know function product wow famili fun homework help talk grandchildren also echo huge bonu wait learn',\n",
- " 'love',\n",
- " 'awesom thing love alexa',\n",
- " 'work exactli expect speaker great sound perfect classroom',\n",
- " 'love love new littl gadget made live much easier like person secretari live home hardli need cd anymor sinc alexa play everyth need go get alexa dot soon room thank',\n",
- " 'speaker surpris qualiti happi purchas',\n",
- " 'easi set work wonder love',\n",
- " 'realli impress sound qualiti play music devic bass sound almost like come bigger speaker prop amazon',\n",
- " 'still great product sound qualiti seem wors get wrong definit get use within hour definit feel like echo gen sound qualiti better besid great addit abl play bluetooth wifi even better',\n",
- " 'outlet not work disappoint',\n",
- " 'great devic respons help',\n",
- " 'sound terribl u want good music get bose',\n",
- " 'like sound troubl paid extra money access million song sometim work ex alexa play italian song understand play opera tosca respons sorri',\n",
- " 'easi set use bad plug would nice take outsid oper batteri recharg',\n",
- " 'still learn way use real hit grandkid ask play music danc yr cute',\n",
- " 'star gener like product great ask like play music set timer make call reason rate sometim connect die echo stop play music show red ring seem connect issu overal great product',\n",
- " 'work great upgrad echo dot full size echo happier',\n",
- " 'alexa els say',\n",
- " 'upgrad lilttl echo dot happi sound',\n",
- " 'excel product set eas well',\n",
- " 'first gen echo sinc first came work well purchas nd gen prime day far happi seem improv speaker provid enhanc sound music',\n",
- " 'love echo smart speaker love volum clariti easi set wonder gift age',\n",
- " 'wonder product fast deliveri',\n",
- " 'initi harder set call tech knowledg work great',\n",
- " 'easi set famili love',\n",
- " 'great sound respons voic command',\n",
- " 'live long without echo get enjoy music style ask alexa go gread wireless love echo love alexa',\n",
- " 'cool product speaker sound good spotifi blast',\n",
- " 'much fun alexa love abl listen music across room busi someth els',\n",
- " 'far seem nice item pick voic understand without problem day ask turn music next room heard fine use listen music check weather done thing well',\n",
- " 'love echo',\n",
- " 'love help use rememb thing sleep ask anyth week still learn',\n",
- " 'better st gen everi way except one realli miss ring top volum control quicker easier grab top twist without look button find one press time also wish bass bit better great devic happi',\n",
- " 'love alexa',\n",
- " 'far like',\n",
- " 'thoroughli enjoy ecoo love read audiobook offic simpli open audiobook kindl continu elsewher wonder listen music not mood book great set remind much',\n",
- " 'still love',\n",
- " 'love',\n",
- " 'love sound qualiti unit clear sound',\n",
- " 'listen talk radio morn turn light etc system excel job full hous sound system stream siriu',\n",
- " 'week still learn alexa learn process love music call time listen podcast radio station start keep shop list groceri list love search paper pencil get time temperatur great not wait weather report sound good not fussi woofer tweeter base etc echo fine afternoon go tri drop son get home go surpris',\n",
- " 'not much featur',\n",
- " 'great sound qualiti great featur great product multi room music cool',\n",
- " 'cool',\n",
- " 'everyon echo two three bought echo qvc',\n",
- " 'annoy everyth show alexa abl download spend much time tri figur phrase machin may well look',\n",
- " 'alexa sinc begin accident spill water replac nd gener decid without echo setup easi work within minut',\n",
- " 'like abl tell alexia music want hear sometim troubl find song not specif titl',\n",
- " 'like look better origin echo move old echo basement famili room nice sound',\n",
- " 'echo wonder still learn use music request somewhat limit',\n",
- " 'know half thing ask recogn sprinkler wifi control even though product detail say compat program chang wifi thermostat set match wifi router handi music player amazon music',\n",
- " 'love',\n",
- " 'awesom understand kid',\n",
- " 'pleasantli surpris sound qualiti mani featur nice easili hear particular artist hear book simpl command look forward explor option devic',\n",
- " 'met exceed expect easi set realli quick respons',\n",
- " 'like fact get kind music prime want request alexa like inform photo littl pamphlet wish includ connect tv etc command alexa realli love music',\n",
- " 'not found way access echo thorough prime account think part top line video music etc also think setup app defin exampl music like not well integr echo tri ask playlist echo not sure even though set play list set also not like fact word exact match playlist name never rememb like readi natur echo respond queri',\n",
- " 'great item ad audibl book make even better thank',\n",
- " 'prime day nd gen echo sale resist begin smart home set happier say alexa done amaz job connect smart devic thank control light smart plug tv etc troubl connect echo wifi phone app work perfectli fine let add skill routin smart devic timer much sound qualiti good enough sinc not audiophil alexa hear voic even watch movi high volum design great modern definit add nice touch home chang cover like sale overal great addit home enabl mani possibl yet sure add alexa home',\n",
- " 'versatil fun',\n",
- " 'work great killer speaker wife son love',\n",
- " 'regret wait long purchas item surpris pleas sound qualiti',\n",
- " 'stop work week follow command realli fun work',\n",
- " 'far love work get thing set love groceri list app',\n",
- " 'perform pretti much expect disappoint not provid terminolog need play variou kind music without subscrib amazon music servic understand music choic may limit without know ask cannot access music provid free along echo purchas chart show languag need use',\n",
- " 'easi set',\n",
- " 'like product except speaker not high qualiti expect',\n",
- " 'great invest alexa help made laugh',\n",
- " 'yet anoth exho home love',\n",
- " 'love plan gender music big band jazz not easi find local radio sound good stop voic command get phone call',\n",
- " 'good valu',\n",
- " 'super easi set love new echo',\n",
- " 'what not like speaker ask alexa',\n",
- " 'best father day gift dad joke mom alexa one listen repeat stori go forward',\n",
- " 'great addit breakfast room kitchen tune inform instantli avail slowli learn featur',\n",
- " 'sound qualiti',\n",
- " 'sad joke worthless',\n",
- " 'entertain',\n",
- " 'good qualiti',\n",
- " 'work great sound great not miss beat wish batteri better portabl',\n",
- " 'love till someon stole afford replac yet go',\n",
- " 'alexa rock',\n",
- " 'got gift love never would bought one allow play music amozon prime music worth also give new brief tell joke',\n",
- " '',\n",
- " 'mom bought echo dot repeat ask take one great told two day made take hour later could not live life without amaz four larg speaker small echo dot return say go order alexa speaker go big get echo otherwis tou return two echo dot live without',\n",
- " 'love great product',\n",
- " 'easi set user friendli',\n",
- " 'realli disappoint alexa plug wall socket time fault not check made assumpt compani technolog advanc amazon would sell product recharg batteri could return would appl music boom speaker give flexibl alexa',\n",
- " 'think nd gen sound good st aux could add extern speaker go get dot nd issu uniqu unit understand overrid default prevent play blue tooth speaker play group get delay use bt speaker unit not heard abl play group use bt speaker',\n",
- " 'everyth',\n",
- " 'like interact ask question like ask setup schedul connect lamp',\n",
- " 'supberb sound definit worth extra money listen lot music',\n",
- " 'realli love amazon echo think sound qualiti great lot fun realli handi music get updat weather sport',\n",
- " 'love grandkid',\n",
- " 'far work well not alway intuit link differ devic skill get hang',\n",
- " 'work advertis',\n",
- " 'love',\n",
- " 'love new addit hous speaker qualiti great love alexa two not complaint suggest futur seri would better commun abil exampl smart light hous unless specifi kitchen light kitchen light prior command either respond say recogn may want alexa respond say thank afterward repeat alexa thank time respond husband know sound odd laugh mayb southern thing want alexa manner',\n",
- " 'like everyth music trivia game weather',\n",
- " 'describ receiv time not like automat enrol music',\n",
- " 'great devic',\n",
- " 'own echo overa year new lack easi way increas decreas volum without tell increas decreas volum hard wife sinc english second languag born korea sound echo superb keep',\n",
- " 'love kitchen work well',\n",
- " 'nice impress wish say though',\n",
- " 'love product nice easi access much info',\n",
- " 'got great sound bass work time still hot miss recogn thing',\n",
- " 'still discov echo',\n",
- " 'amaz paroduct',\n",
- " 'good hear rang sound qualiti bit complic set quit understand lot even speak slowli clearli love flash brief featur interfac abod home secur system',\n",
- " 'speaker sound good',\n",
- " 'absolut love',\n",
- " 'best part product control thermostat light hous anyth dislik',\n",
- " 'thoroughli enjoy amazon echo instal easi use alexa app purchas kasa smart plug control live room light instal easi use kasa app sinqu right echo enjoy play music echo sound qualiti awesom ad kasa smart bulb kitchen setup seamless look forward ad autom home',\n",
- " 'home entertain',\n",
- " 'cool product easi setup fun use sound qualiti much better anticip',\n",
- " 'love great sound easi connect use',\n",
- " 'work fairli new smart tv mainli tv manufactur lg fault due not support anyth older tv year smart lock also need addit piec equip order connect well speaker sound great work well',\n",
- " 'great sound littl speaker',\n",
- " 'enjoy',\n",
- " '',\n",
- " 'cool',\n",
- " 'good qualiti great sound qualiti',\n",
- " 'work perfectli',\n",
- " 'great product sometim alexa not understand command fire tv fabul speaker',\n",
- " 'love echo great sound smart',\n",
- " 'sure love',\n",
- " 'play great',\n",
- " 'work absolut great',\n",
- " 'amaz product great sound qualiti',\n",
- " 'best thing invest thank much',\n",
- " 'extrem impress item bought warehous outlet minor imperfect tell even one work great come packag seal damag miss anyth like sound qualiti see knock not bose great famili easi use minor learn curv learn voic integr seamlessli amazon servic wait get classroom lot fun even speaker let alon plan',\n",
- " 'love echo show bedroom wonder music info sleep sound',\n",
- " 'awesom life changer serious abl start morn alexa wake alarm play music gotten use voic anoth room listen say love echo hesit get one price speaker unbeliev buy cordless holder take echo anywher love purchas love alexa',\n",
- " 'not super impress alexa prime laps play anyth smart enough differenti among spotifi account use either randomli speak nobodi talk today unplug not sure ever use alexa',\n",
- " 'like everyth',\n",
- " 'like',\n",
- " 'never issu buy use electron long get good like new read comment see use',\n",
- " 'famili realli love new echo',\n",
- " 'bought wife love',\n",
- " 'fun got today pod go car use hous',\n",
- " 'like',\n",
- " 'third echo worth everi penni like household employe small flat rate keep bedroom live room drop use intercom listen music answer quick question alarm wake school etc',\n",
- " 'listen music set timer',\n",
- " 'receiv echo perfect condit devic easi set respond quickli without issu alexa great addit famili',\n",
- " 'good sound like music schedul like get random thought record think joke cute',\n",
- " 'purchas begin learn far pleas amaz differ action perform enjoy look forward learn option provid',\n",
- " 'echo great other even though smaller',\n",
- " 'funni buy someth look fun wind total use part home love',\n",
- " 'bought replac dot live room speaker slightli better hear better tv unfortun understand respond request well dot frequent request time get want dot usual exactli want first request consid upgrad',\n",
- " 'good experi far second gener echo mani thing learn not time yet right mostli enjoy music weather updat use alarm featur person also purchas mini smart socket ye excit begin use',\n",
- " 'troubl connect tv not exactli tech smart sure one grandson figur far use mostli music',\n",
- " 'simpli love echo hardli watch tv anymor busi listen music speaker pretti goo size fun skill realli make echo fun whole famili',\n",
- " 'enjoy entir echo experi',\n",
- " 'easi set',\n",
- " 'echo amaz devic mani time seem intuit time ask someth seem clear simpl get result instal fairli straightforward mess sever time simpli thought step complet actual made lose ground figur advic patient app let know move next step biggest issu moment sever echo devic home would like use intercom told done howev make echo awar other exist ask alexa answer instruct chang name know like fault would think design would anticip make easier find need instruct small deal mani devic savvi peopl challeng',\n",
- " 'love much',\n",
- " 'origin alexa tap far nd gener best happi see make improv new one would great updat littl think would help lot bug happi play music throughout whole hous adjust bass trebl thank',\n",
- " 'pleas echo nd gener nice alexa avail music weather news probabl lot discov',\n",
- " 'pleasantli surpris sound qualiti echo big fan deep bass might not suffici though potenti control home option explor evolv home smart home voic recognit impress stylish fun regret purchas great technic chang peopl ask play song movi respond instantli elderli love one would great gift connect wifi simpl use want unlimit music control sure amazon prime premium spotifi blown away person dj even convers echo not embarrass say echo made laugh coupl time ask tell joke tell packag sinc amazon prime addict come extrem handi',\n",
- " 'easi setup love thing',\n",
- " 'alexa throughout hous futur arriv',\n",
- " 'alreadi alexa amazon find today could not resist get echo also best thing ever use side hous happier',\n",
- " 'arriv expect',\n",
- " 'bought week ago everyth product excel forget buy charger order must take outsid pool not worri hire electrician put outlet yard',\n",
- " 'terrif',\n",
- " 'love echo',\n",
- " 'smaller origin look nicer',\n",
- " 'work great',\n",
- " 'husband would call late adopt come technolog decid would tri echo serv primarili music sourc wow amaz great sound also great time listen favorit song buy ask alexa may even buy one elderli dad think enjoy one listen music even place call us',\n",
- " 'realli enjoy chang directv channel play iheartradio pandora adjust ac thermostat turn live room light outsid light',\n",
- " 'want one bought prime day absolut love',\n",
- " 'glad got echo bluetooth speaker alexa much stuff non smart speaker person love timer featur help cook multipl thing simultan pandora integr anoth featur use daili happi prime day purchas get echo hub echo dot futur',\n",
- " 'see subject line love',\n",
- " 'love',\n",
- " 'easi setup',\n",
- " 'hesit buy echo echo dot seem good enough echo except sound qualiti realli feel need howev glad got differ sound realli far superior echo dot listen greatest showman littl power',\n",
- " 'sound qualiti great still learn differ thing fun',\n",
- " 'got good deal work great prime setup bit pain fault crappi internet servic work great nice sound small speaker',\n",
- " 'love',\n",
- " 'work great perfect offic',\n",
- " 'love one insid hous one pool good bose speaker around hous',\n",
- " 'easi use amaz',\n",
- " 'nice product',\n",
- " 'love echo total amaz speaker qualiti bum buy two sinc got prime day',\n",
- " 'respons great sound qualiti size',\n",
- " 'effici amaz cool use often everi day',\n",
- " 'impress qualiti sound echo definit compar bose mini gave star use appl music account',\n",
- " 'technolog small devic price good sound amaz must featur home',\n",
- " 'mainli use music learn time realli noth bad say',\n",
- " 'replac st gen concern smaller unit not sound wrong anyth volum clear good product',\n",
- " 'great addit echo plu',\n",
- " 'best',\n",
- " 'love featur play music everi room multipl echo',\n",
- " 'love alexa surpris much use',\n",
- " 'use product enjoy love',\n",
- " 'easi use great sound great purchas great price',\n",
- " 'easi set issu',\n",
- " 'unit add much pleasur echo plu music inform home one room',\n",
- " 'extrem use simpl thing like spotifi audibl thing like sometim answer everyth ask still nice use',\n",
- " 'difficult set keep time enter password',\n",
- " 'get use use echo use shop list listen music timer work great far',\n",
- " 'cool lot fun use week still learn capabl',\n",
- " 'love love',\n",
- " 'love hard time set app',\n",
- " 'use offic anoth apart music inform',\n",
- " ...]"
- ]
- },
- "execution_count": 91,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "corpus"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 92,
- "metadata": {},
- "outputs": [],
- "source": [
- "counter = CountVectorizer(max_features = 2500)\n",
- "X = counter.fit_transform(corpus).toarray()\n",
- "y = alexa.iloc[:, 4].values"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 93,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
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- " 'forev',\n",
- " 'forget',\n",
- " 'forgot',\n",
- " 'forgotten',\n",
- " 'forjust',\n",
- " 'form',\n",
- " 'forth',\n",
- " 'fortun',\n",
- " 'forum',\n",
- " 'forward',\n",
- " 'found',\n",
- " 'four',\n",
- " 'fourth',\n",
- " 'free',\n",
- " 'freez',\n",
- " 'frequent',\n",
- " 'fri',\n",
- " 'friday',\n",
- " 'friend',\n",
- " 'friendli',\n",
- " 'front',\n",
- " 'frustrat',\n",
- " 'full',\n",
- " 'fuller',\n",
- " 'fulli',\n",
- " 'fumbl',\n",
- " 'fun',\n",
- " 'funcion',\n",
- " 'funciona',\n",
- " 'funcionamiento',\n",
- " 'function',\n",
- " 'funni',\n",
- " 'furthermor',\n",
- " 'fuss',\n",
- " 'fussi',\n",
- " 'futur',\n",
- " 'fw',\n",
- " 'gadget',\n",
- " 'gain',\n",
- " 'galaxi',\n",
- " 'game',\n",
- " 'gameshow',\n",
- " 'gap',\n",
- " 'garag',\n",
- " 'garbag',\n",
- " 'gateway',\n",
- " 'gather',\n",
- " 'gave',\n",
- " 'gazebo',\n",
- " 'gb',\n",
- " 'ge',\n",
- " 'gear',\n",
- " ...]"
- ]
- },
- "execution_count": 93,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "counter.get_feature_names()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 94,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "127"
- ]
- },
- "execution_count": 94,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "sum(sum(X == 4))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 95,
- "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>rating</th>\n",
- " <th>date</th>\n",
- " <th>variation</th>\n",
- " <th>verified_reviews</th>\n",
- " <th>feedback</th>\n",
- " <th>length</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>46</th>\n",
- " <td>2</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>\"It's like Siri, in fact, Siri answers more ac...</td>\n",
- " <td>0</td>\n",
- " <td>165</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>111</th>\n",
- " <td>2</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Sound is terrible if u want good music too get...</td>\n",
- " <td>0</td>\n",
- " <td>53</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>141</th>\n",
- " <td>1</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Not much features.</td>\n",
- " <td>0</td>\n",
- " <td>18</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>162</th>\n",
- " <td>1</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Sandstone Fabric</td>\n",
- " <td>\"Stopped working after 2 weeks ,didn't follow ...</td>\n",
- " <td>0</td>\n",
- " <td>89</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>176</th>\n",
- " <td>2</td>\n",
- " <td>30-Jul-18</td>\n",
- " <td>Heather Gray Fabric</td>\n",
- " <td>Sad joke. Worthless.</td>\n",
- " <td>0</td>\n",
- " <td>20</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>187</th>\n",
- " <td>2</td>\n",
- " <td>29-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>\"Really disappointed Alexa has to be plug-in t...</td>\n",
- " <td>0</td>\n",
- " <td>340</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>205</th>\n",
- " <td>2</td>\n",
- " <td>29-Jul-18</td>\n",
- " <td>Sandstone Fabric</td>\n",
- " <td>It's got great sound and bass but it doesn't w...</td>\n",
- " <td>0</td>\n",
- " <td>114</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>233</th>\n",
- " <td>2</td>\n",
- " <td>29-Jul-18</td>\n",
- " <td>Sandstone Fabric</td>\n",
- " <td>\"I am not super impressed with Alexa. When my ...</td>\n",
- " <td>0</td>\n",
- " <td>309</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>299</th>\n",
- " <td>2</td>\n",
- " <td>29-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Too difficult to set up. It keeps timing out ...</td>\n",
- " <td>0</td>\n",
- " <td>79</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>341</th>\n",
- " <td>1</td>\n",
- " <td>28-Jul-18</td>\n",
- " <td>Charcoal Fabric</td>\n",
- " <td>Alexa hardly came on..</td>\n",
- " <td>0</td>\n",
- " <td>22</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>350</th>\n",
- " <td>1</td>\n",
- " <td>31-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>Item no longer works after just 5 months of us...</td>\n",
- " <td>0</td>\n",
- " <td>109</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>361</th>\n",
- " <td>1</td>\n",
- " <td>29-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>This thing barely works. You have to select 3r...</td>\n",
- " <td>0</td>\n",
- " <td>154</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>368</th>\n",
- " <td>1</td>\n",
- " <td>28-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>I returned 2 Echo Dots & am only getting refun...</td>\n",
- " <td>0</td>\n",
- " <td>181</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>369</th>\n",
- " <td>1</td>\n",
- " <td>28-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>not working</td>\n",
- " <td>0</td>\n",
- " <td>11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>373</th>\n",
- " <td>1</td>\n",
- " <td>27-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>I'm an Echo fan but this one did not work</td>\n",
- " <td>0</td>\n",
- " <td>41</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>374</th>\n",
- " <td>1</td>\n",
- " <td>26-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td></td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>376</th>\n",
- " <td>2</td>\n",
- " <td>26-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>Doesn't always respond when spoken to with pro...</td>\n",
- " <td>0</td>\n",
- " <td>159</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>381</th>\n",
- " <td>1</td>\n",
- " <td>25-Jul-18</td>\n",
- " <td>White</td>\n",
- " <td>It worked for a month or so then it stopped. I...</td>\n",
- " <td>0</td>\n",
- " <td>130</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>382</th>\n",
- " <td>2</td>\n",
- " <td>25-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>Poor quality. Gave it away.</td>\n",
- " <td>0</td>\n",
- " <td>27</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>388</th>\n",
- " <td>1</td>\n",
- " <td>24-Jul-18</td>\n",
- " <td>Black</td>\n",
- " <td>\"Never could get it to work. A techie friend l...</td>\n",
- " <td>0</td>\n",
- " <td>243</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " rating date variation \\\n",
- "46 2 30-Jul-18 Charcoal Fabric \n",
- "111 2 30-Jul-18 Charcoal Fabric \n",
- "141 1 30-Jul-18 Charcoal Fabric \n",
- "162 1 30-Jul-18 Sandstone Fabric \n",
- "176 2 30-Jul-18 Heather Gray Fabric \n",
- "187 2 29-Jul-18 Charcoal Fabric \n",
- "205 2 29-Jul-18 Sandstone Fabric \n",
- "233 2 29-Jul-18 Sandstone Fabric \n",
- "299 2 29-Jul-18 Charcoal Fabric \n",
- "341 1 28-Jul-18 Charcoal Fabric \n",
- "350 1 31-Jul-18 Black \n",
- "361 1 29-Jul-18 Black \n",
- "368 1 28-Jul-18 Black \n",
- "369 1 28-Jul-18 Black \n",
- "373 1 27-Jul-18 Black \n",
- "374 1 26-Jul-18 Black \n",
- "376 2 26-Jul-18 Black \n",
- "381 1 25-Jul-18 White \n",
- "382 2 25-Jul-18 Black \n",
- "388 1 24-Jul-18 Black \n",
- "\n",
- " verified_reviews feedback length \n",
- "46 \"It's like Siri, in fact, Siri answers more ac... 0 165 \n",
- "111 Sound is terrible if u want good music too get... 0 53 \n",
- "141 Not much features. 0 18 \n",
- "162 \"Stopped working after 2 weeks ,didn't follow ... 0 89 \n",
- "176 Sad joke. Worthless. 0 20 \n",
- "187 \"Really disappointed Alexa has to be plug-in t... 0 340 \n",
- "205 It's got great sound and bass but it doesn't w... 0 114 \n",
- "233 \"I am not super impressed with Alexa. When my ... 0 309 \n",
- "299 Too difficult to set up. It keeps timing out ... 0 79 \n",
- "341 Alexa hardly came on.. 0 22 \n",
- "350 Item no longer works after just 5 months of us... 0 109 \n",
- "361 This thing barely works. You have to select 3r... 0 154 \n",
- "368 I returned 2 Echo Dots & am only getting refun... 0 181 \n",
- "369 not working 0 11 \n",
- "373 I'm an Echo fan but this one did not work 0 41 \n",
- "374 0 1 \n",
- "376 Doesn't always respond when spoken to with pro... 0 159 \n",
- "381 It worked for a month or so then it stopped. I... 0 130 \n",
- "382 Poor quality. Gave it away. 0 27 \n",
- "388 \"Never could get it to work. A techie friend l... 0 243 "
- ]
- },
- "execution_count": 95,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "alexa[alexa['feedback']==0].head(20)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 96,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Daten werden in Test und Train Daten aufgeteilt\n",
- "\n",
- "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.20, random_state = 0)\n",
- "\n",
- "classifier = DecisionTreeClassifier()\n",
- "classifier.fit(X_train, y_train)\n",
- "y_preddata = classifier.predict(X_test)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 103,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The F1 score is: 73.798908703753\n",
- "The precision score is: 74.67241379310346\n",
- "The recall score is: 73.00347222222221\n",
- "The accuracy score is: 92.06349206349206\n"
- ]
- }
- ],
- "source": [
- "print(\"The F1 score is: \", f1_score(y_test, y_preddata, average=\"macro\")*100)\n",
- "print(\"The precision score is: \", precision_score(y_test, y_preddata, average=\"macro\")*(100))\n",
- "print(\"The recall score is: \", recall_score(y_test, y_preddata, average=\"macro\")*100) \n",
- "print(\"The accuracy score is: \", accuracy_score(y_test, y_preddata)*100)\n",
- "\n",
- "\n",
- "# ## Decision tree (2. Variante)\n",
- "# \n",
- "# "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 98,
- "metadata": {},
- "outputs": [],
- "source": [
- "dt_clf = DecisionTreeClassifier(class_weight='balanced')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 99,
- "metadata": {},
- "outputs": [],
- "source": [
- "dt_clf.fit(X_train, y_train) # Model fitting auf X_train,y_train\n",
- "y_pred = dt_clf.predict(X_test)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 100,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[[ 30 24]\n",
- " [ 46 530]]\n"
- ]
- }
- ],
- "source": [
- "# Confusion Matrix\n",
- "cm = confusion_matrix(y_test,y_pred)\n",
- "print(cm)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 101,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " precision recall f1-score support\n",
- "\n",
- " 0 0.39 0.56 0.46 54\n",
- " 1 0.96 0.92 0.94 576\n",
- "\n",
- " accuracy 0.89 630\n",
- " macro avg 0.68 0.74 0.70 630\n",
- "weighted avg 0.91 0.89 0.90 630\n",
- "\n"
- ]
- }
- ],
- "source": [
- "cr = classification_report(y_test ,y_pred)\n",
- "print(cr)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 102,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0.8888888888888888\n"
- ]
- }
- ],
- "source": [
- "acc=accuracy_score(y_test,y_pred)\n",
- "print(acc)"
- ]
- }
- ],
- "metadata": {
- "category": "CRM",
- "interpreter": {
- "hash": "d8ad938b111551bd971540a987a9651c3040c84fd74b784460cb61a1a48b653c"
- },
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.3"
- },
- "title": "Sentiment analysis on amazon alexa reviews"
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}