scraping_book.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Il notebook usa la classe AmazonScraper per estrarre recensioni amazon dai link sotto definiti. Queste recensioni costituiscono il test_set.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import pandas as pd\n",
    "from review_scraper import AmazonScraper\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=1...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=2...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=3...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=4...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=5...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=6...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=7...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=8...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=9...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=10...\n",
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=11...\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=47...\n",
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      "Processing https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=51...\n",
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
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      "Processing https://www.amazon.com/Echo-Auto--Hands-free-Alexa-in-your-car-with-your-phone/product-reviews/B07VTK654B?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=298...\n",
      "Processing https://www.amazon.com/Echo-Auto--Hands-free-Alexa-in-your-car-with-your-phone/product-reviews/B07VTK654B?reviewerType=all_reviews&sortBy=helpful&reviewerType=avp_only_reviews&filterByStar=critical&pageNumber=299...\n"
     ]
    }
   ],
   "source": [
    "#questa cella scrapa le recensioni\n",
    "\n",
    "amz_scraper = AmazonScraper()\n",
    "\n",
    "products_url = {\"echo_dot_3_gen.csv\":\"https://www.amazon.com/Echo-Dot/product-reviews/B07FZ8S74R/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\",\n",
    "                \"echo_dot_4_gen\":\"https://www.amazon.com/Echo-Dot/product-reviews/B07XJ8C8F5/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\",\n",
    "                \"echo_4_gen\":\"https://www.amazon.com/Echo-4th-Gen/product-reviews/B07XKF5RM3/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\",\n",
    "                \"echo_studio\":\"https://www.amazon.com/Echo-Studio/product-reviews/B07G9Y3ZMC/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\",\n",
    "                \"echo_show_10\": \"https://www.amazon.com/echo-show-10/product-reviews/B07VHZ41L8/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\",\n",
    "                \"echo_show_8\":\"https://www.amazon.com/Echo-Show-8/product-reviews/B07PF1Y28C/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\",\n",
    "                \"echo_auto\":\"https://www.amazon.com/Echo-Auto--Hands-free-Alexa-in-your-car-with-your-phone/product-reviews/B07VTK654B/ref=cm_cr_arp_d_viewopt_sr?ie=UTF8&reviewerType=avp_only_reviews&pageNumber=1&filterByStar=critical\"}\n",
    "\n",
    "\n",
    "for product in products_url:\n",
    "    reviews = []\n",
    "    for page in range(1, 300):\n",
    "        response = amz_scraper.scrapeReviews(url=products_url[product], page_num=page, filter_by=\"helpful\", star=\"critical\")\n",
    "        reviews.extend(response)\n",
    "        time.sleep(1) # per evitare ban\n",
    "\n",
    "    df = pd.DataFrame(reviews)\n",
    "\n",
    "    #######################################################\n",
    "    #pulisce i dati\n",
    "\n",
    "    ratings = []\n",
    "    feedbacks = []\n",
    "\n",
    "    for score in df[\"rating\"]:\n",
    "        try:\n",
    "            value = int(score[0])\n",
    "        except TypeError:\n",
    "            print(\"Errore sul valore:\", score)\n",
    "        if value <= 2:\n",
    "            feedbacks.append(0)\n",
    "        elif value >= 3:\n",
    "            feedbacks.append(1)\n",
    "\n",
    "        ratings.append(value)\n",
    "\n",
    "    df[\"rating\"] = ratings\n",
    "    df[\"feedback\"] = feedbacks\n",
    "    df.drop([\"review_title\", \"username\", \"profile_url\", \"verified_purchase\"], axis=1, inplace=True)\n",
    "    df.rename({\"product_name\":\"variation\", \"comment\":\"verified_reviews\"}, inplace=True, axis=1)\n",
    "\n",
    "    #######################################################\n",
    "\n",
    "    df.to_csv(f\"scraped_data/{product}\", sep=\"\\t\", index = False) #salva"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#################################\n",
    "#unisce tutti i df estratti in uno unico\n",
    "df_list = []\n",
    "\n",
    "for path in os.listdir(\"scraped_data\"):\n",
    "    df = pd.read_csv(f\"scraped_data/{path}\", sep = \"\\t\")\n",
    "    df_list.append(df)\n",
    "\n",
    "total_df = pd.concat(df_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_df.to_csv(\"data_for_pt.csv\", sep = \"\\t\", index = False) #salva il df totale come test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data_for_pt.csv\", sep=\"\\t\", encoding = \"utf-8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>variation</th>\n",
       "      <th>verified_reviews</th>\n",
       "      <th>rating</th>\n",
       "      <th>date</th>\n",
       "      <th>feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Echo 4th Gen</td>\n",
       "      <td>QUICK SUMMARY:---------------------------The 4...</td>\n",
       "      <td>3</td>\n",
       "      <td>October 3, 2021</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Echo 4th Gen</td>\n",
       "      <td>I will start off on a good note:  The sound is...</td>\n",
       "      <td>3</td>\n",
       "      <td>October 17, 2022</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Echo 4th Gen</td>\n",
       "      <td>I was super excited to get these, I’ve had an ...</td>\n",
       "      <td>1</td>\n",
       "      <td>August 23, 2022</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Echo 4th Gen</td>\n",
       "      <td>[Edit] This is my second time to edit this rev...</td>\n",
       "      <td>1</td>\n",
       "      <td>January 14, 2021</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Echo 4th Gen</td>\n",
       "      <td>Update October 11—-DO NOT BUY. AMOAZON WILL FO...</td>\n",
       "      <td>1</td>\n",
       "      <td>July 8, 2022</td>\n",
       "      <td>0</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>22385</th>\n",
       "      <td>2985</td>\n",
       "      <td>Echo Studio</td>\n",
       "      <td>Very, Very good sound for a small speaker. Hea...</td>\n",
       "      <td>5</td>\n",
       "      <td>July 12, 2021</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22386</th>\n",
       "      <td>2986</td>\n",
       "      <td>Echo Studio</td>\n",
       "      <td>I feel like the sound quality although better ...</td>\n",
       "      <td>3</td>\n",
       "      <td>January 19, 2021</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22387</th>\n",
       "      <td>2987</td>\n",
       "      <td>Echo Studio</td>\n",
       "      <td>We built a large deck in our backyard and want...</td>\n",
       "      <td>5</td>\n",
       "      <td>August 31, 2020</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22388</th>\n",
       "      <td>2988</td>\n",
       "      <td>Echo Studio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>September 26, 2021</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22389</th>\n",
       "      <td>2989</td>\n",
       "      <td>Echo Studio</td>\n",
       "      <td>Overall sound for music is good but the voice ...</td>\n",
       "      <td>4</td>\n",
       "      <td>January 26, 2020</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>22390 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0     variation  \\\n",
       "0               0  Echo 4th Gen   \n",
       "1               1  Echo 4th Gen   \n",
       "2               2  Echo 4th Gen   \n",
       "3               3  Echo 4th Gen   \n",
       "4               4  Echo 4th Gen   \n",
       "...           ...           ...   \n",
       "22385        2985   Echo Studio   \n",
       "22386        2986   Echo Studio   \n",
       "22387        2987   Echo Studio   \n",
       "22388        2988   Echo Studio   \n",
       "22389        2989   Echo Studio   \n",
       "\n",
       "                                        verified_reviews  rating  \\\n",
       "0      QUICK SUMMARY:---------------------------The 4...       3   \n",
       "1      I will start off on a good note:  The sound is...       3   \n",
       "2      I was super excited to get these, I’ve had an ...       1   \n",
       "3      [Edit] This is my second time to edit this rev...       1   \n",
       "4      Update October 11—-DO NOT BUY. AMOAZON WILL FO...       1   \n",
       "...                                                  ...     ...   \n",
       "22385  Very, Very good sound for a small speaker. Hea...       5   \n",
       "22386  I feel like the sound quality although better ...       3   \n",
       "22387  We built a large deck in our backyard and want...       5   \n",
       "22388                                                NaN       5   \n",
       "22389  Overall sound for music is good but the voice ...       4   \n",
       "\n",
       "                     date  feedback  \n",
       "0         October 3, 2021         1  \n",
       "1        October 17, 2022         1  \n",
       "2         August 23, 2022         0  \n",
       "3        January 14, 2021         0  \n",
       "4            July 8, 2022         0  \n",
       "...                   ...       ...  \n",
       "22385       July 12, 2021         1  \n",
       "22386    January 19, 2021         1  \n",
       "22387     August 31, 2020         1  \n",
       "22388  September 26, 2021         1  \n",
       "22389    January 26, 2020         1  \n",
       "\n",
       "[22390 rows x 6 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>rating</th>\n",
       "      <th>feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>22390.000000</td>\n",
       "      <td>22390.000000</td>\n",
       "      <td>22390.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1411.766637</td>\n",
       "      <td>4.307325</td>\n",
       "      <td>0.942206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>890.239013</td>\n",
       "      <td>0.972173</td>\n",
       "      <td>0.233358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>589.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1389.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2188.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2989.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0        rating      feedback\n",
       "count  22390.000000  22390.000000  22390.000000\n",
       "mean    1411.766637      4.307325      0.942206\n",
       "std      890.239013      0.972173      0.233358\n",
       "min        0.000000      1.000000      0.000000\n",
       "25%      589.000000      4.000000      1.000000\n",
       "50%     1389.000000      5.000000      1.000000\n",
       "75%     2188.000000      5.000000      1.000000\n",
       "max     2989.000000      5.000000      1.000000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        5425.0\n",
       "1        1137.0\n",
       "2        4128.0\n",
       "3        5838.0\n",
       "4        4047.0\n",
       "          ...  \n",
       "22385      75.0\n",
       "22386     226.0\n",
       "22387     213.0\n",
       "22388       NaN\n",
       "22389     137.0\n",
       "Name: verified_reviews, Length: 22390, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['verified_reviews'].str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "14480.0\n"
     ]
    }
   ],
   "source": [
    "print(min(df['verified_reviews'].str.len()))\n",
    "print(max(df['verified_reviews'].str.len()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14480\n"
     ]
    }
   ],
   "source": [
    "df['verified_reviews'].fillna('', inplace=True)\n",
    "print(df['verified_reviews'].map(len).max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "media caratteri recensioni positive: 384.1984262419416\n",
      "media caratteri recensioni negative: 1399.4142194744977\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reviews_len_pos = []\n",
    "reviews_len_neg = []\n",
    "for rec in df[df[\"feedback\"] == 1][\"verified_reviews\"]:\n",
    "    reviews_len_pos.append(len(rec))\n",
    "\n",
    "mean_pos = sum(reviews_len_pos)/len(reviews_len_pos)\n",
    "\n",
    "for rec in df[df[\"feedback\"] == 0][\"verified_reviews\"]:\n",
    "    reviews_len_neg.append(len(rec))\n",
    "\n",
    "mean_neg = sum(reviews_len_neg)/len(reviews_len_neg)\n",
    "\n",
    "print(\"media caratteri recensioni positive:\", mean_pos)\n",
    "print(\"media caratteri recensioni negative:\", mean_neg)\n",
    "\n",
    "plt.plot(sorted(reviews_len_pos, reverse=True))\n",
    "plt.show()\n",
    "plt.plot(sorted(reviews_len_neg, reverse=True))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "43973268aa23c7cf4b4cafe0e819fac9b2412fcc991a21988492c3271a4e3f9b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}