main.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "77v6MrmBseNj"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "from warnings import filterwarnings\n",
        "filterwarnings('ignore')\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import csv\n",
        "from openpyxl import Workbook\n",
        "from pandas import Series, DataFrame\n",
        "from datetime import datetime\n",
        "import seaborn as sns\n",
        "from scipy import stats\n",
        "from PIL import Image\n",
        "from warnings import filterwarnings\n",
        "filterwarnings('ignore')\n",
        "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
        "import nest_asyncio\n",
        "nest_asyncio.apply()# Jupyter not defterinde eşzamanlı eylemleri etkinleştirmek için bir kez kullanıldı.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ysOcoTuD1Z8u"
      },
      "source": [
        "# SNScrape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "En güçlü kazıma kütüphanelerinden birini projemizde kullanıyoruz."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dC3v_TEwv0HR",
        "outputId": "2272c8c2-f887-4083-f3a5-d757d547892d"
      },
      "outputs": [],
      "source": [
        "import snscrape.modules.twitter as sntwitter\n",
        "import pandas\n",
        "\n",
        "# Creating list to append tweet data to\n",
        "tweets_list2 = []\n",
        "\n",
        "for i,tweet in enumerate(sntwitter.TwitterSearchScraper('yasakelma since:2022-10-18 until:2022-10-22').get_items()):\n",
        "    if i>5000:\n",
        "        break\n",
        "    tweets_list2.append([tweet.content, tweet.date, tweet.user.username])\n",
        "# Creating a dataframe from the tweets list above \n",
        "Tweets_df = pd.DataFrame(tweets_list2, columns=['tweet', 'date', 'username'])\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "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>tweet</th>\n",
              "      <th>date</th>\n",
              "      <th>username</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>@tugbaonbsii O köşk çok karışır 😂😂😂 abi de büy...</td>\n",
              "      <td>2022-10-21 23:29:40+00:00</td>\n",
              "      <td>zubeydeiscan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>çok güzel💙💙\\n#YasakElma https://t.co/zDYcmQ7q4G</td>\n",
              "      <td>2022-10-21 23:17:19+00:00</td>\n",
              "      <td>qll19i</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>@filmlerdendetay Bu diziye vasat demek 🤯🧠🔥 Sen...</td>\n",
              "      <td>2022-10-21 23:03:49+00:00</td>\n",
              "      <td>fenerbahce_T_</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Gibi izlerken ağız şapırtısına takılmak mı… ya...</td>\n",
              "      <td>2022-10-21 22:49:23+00:00</td>\n",
              "      <td>aycakizilirmak</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>#YasakElma’nın Hilal’i #EceÖzdikici’den flaş a...</td>\n",
              "      <td>2022-10-21 22:41:37+00:00</td>\n",
              "      <td>stambulucom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1507</th>\n",
              "      <td>#YasakElma | Aunque en el episodio (151)emitid...</td>\n",
              "      <td>2022-10-18 00:32:12+00:00</td>\n",
              "      <td>AliYasinLatino</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1508</th>\n",
              "      <td>ياقوة التفاح وعظمة القفله ..! رجع لنا تفاح الم...</td>\n",
              "      <td>2022-10-18 00:18:11+00:00</td>\n",
              "      <td>_kivo3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1509</th>\n",
              "      <td>#YasakElma\\nالمشهد يجنن 🥹❤️❤️❤️\\nhttps://t.co/...</td>\n",
              "      <td>2022-10-18 00:10:19+00:00</td>\n",
              "      <td>sarauxv</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1510</th>\n",
              "      <td>Official account RT’lemis, thank youuu 😍🙏🏻\\n\\n...</td>\n",
              "      <td>2022-10-18 00:09:40+00:00</td>\n",
              "      <td>TR_dizi_yorum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1511</th>\n",
              "      <td>@Yasakelma_aa Belki de henuz gormedigimiz yeni...</td>\n",
              "      <td>2022-10-18 00:01:52+00:00</td>\n",
              "      <td>TR_dizi_yorum</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1512 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                  tweet  \\\n",
              "0     @tugbaonbsii O köşk çok karışır 😂😂😂 abi de büy...   \n",
              "1       çok güzel💙💙\\n#YasakElma https://t.co/zDYcmQ7q4G   \n",
              "2     @filmlerdendetay Bu diziye vasat demek 🤯🧠🔥 Sen...   \n",
              "3     Gibi izlerken ağız şapırtısına takılmak mı… ya...   \n",
              "4     #YasakElma’nın Hilal’i #EceÖzdikici’den flaş a...   \n",
              "...                                                 ...   \n",
              "1507  #YasakElma | Aunque en el episodio (151)emitid...   \n",
              "1508  ياقوة التفاح وعظمة القفله ..! رجع لنا تفاح الم...   \n",
              "1509  #YasakElma\\nالمشهد يجنن 🥹❤️❤️❤️\\nhttps://t.co/...   \n",
              "1510  Official account RT’lemis, thank youuu 😍🙏🏻\\n\\n...   \n",
              "1511  @Yasakelma_aa Belki de henuz gormedigimiz yeni...   \n",
              "\n",
              "                          date        username  \n",
              "0    2022-10-21 23:29:40+00:00    zubeydeiscan  \n",
              "1    2022-10-21 23:17:19+00:00          qll19i  \n",
              "2    2022-10-21 23:03:49+00:00   fenerbahce_T_  \n",
              "3    2022-10-21 22:49:23+00:00  aycakizilirmak  \n",
              "4    2022-10-21 22:41:37+00:00     stambulucom  \n",
              "...                        ...             ...  \n",
              "1507 2022-10-18 00:32:12+00:00  AliYasinLatino  \n",
              "1508 2022-10-18 00:18:11+00:00          _kivo3  \n",
              "1509 2022-10-18 00:10:19+00:00         sarauxv  \n",
              "1510 2022-10-18 00:09:40+00:00   TR_dizi_yorum  \n",
              "1511 2022-10-18 00:01:52+00:00   TR_dizi_yorum  \n",
              "\n",
              "[1512 rows x 3 columns]"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "Tweets_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "t1zr8pD5DqAp"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1512\n"
          ]
        }
      ],
      "source": [
        "tweets_base=Tweets_df.filter(items=['tweet'])\n",
        "df_Tweets = pd.DataFrame(tweets_base)\n",
        "print(len(df_Tweets))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9jlRBEZ7yjfJ"
      },
      "source": [
        "### Tweetlerin Kirli Karakterlerden Temizlenmesi "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "UB3W50uaxIYz"
      },
      "outputs": [],
      "source": [
        "#noktalama işaretleri\n",
        "df_Tweets[\"tweet\"] = df_Tweets[\"tweet\"].str.replace('[^\\w\\s]','')\n",
        "# #sayılar\n",
        "df_Tweets[\"tweet\"]= df_Tweets[\"tweet\"].str.replace('\\d','')\n",
        "tweets_base[\"tweet\"]= tweets_base[\"tweet\"].str.replace('(?:\\@|http?\\://|https?\\://|www\\S+)','')\n",
        "df_Tweets[\"tweet\"]= df_Tweets[\"tweet\"].str.replace('@[A-Za-z0-9]+','')\n",
        "df_Tweets[\"tweet\"] =df_Tweets[\"tweet\"].str.replace('http\\S+','')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jVjR5KmiudSU",
        "outputId": "706b0024-3c08-41fa-fc77-0004b477427b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0       tugbaonbsii O köşk çok karışır  abi de büyük a...\n",
              "1                                   çok güzel\\nYasakElma \n",
              "2       filmlerdendetay Bu diziye vasat demek  Sen Yas...\n",
              "3       Gibi izlerken ağız şapırtısına takılmak mı yas...\n",
              "4       YasakElmanın Hilali EceÖzdikiciden flaş açıkla...\n",
              "                              ...                        \n",
              "1507    YasakElma  Aunque en el episodio emitido hoy n...\n",
              "1508    ياقوة التفاح وعظمة القفله  رجع لنا تفاح الموسم...\n",
              "1509                            YasakElma\\nالمشهد يجنن \\n\n",
              "1510    Official account RTlemis thank youuu \\n\\nYasak...\n",
              "1511    Yasakelma_aa Belki de henuz gormedigimiz yeni ...\n",
              "Name: tweet, Length: 1512, dtype: object"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_Tweets[\"tweet\"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "There are 144642 words in the combination of all review.\n"
          ]
        }
      ],
      "source": [
        "text = \" \".join(review for review in df_Tweets.tweet)\n",
        "print (\"There are {} words in the combination of all review.\".format(len(text)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 310
        },
        "id": "6cQBDEErun06",
        "outputId": "eeaee711-9985-487b-9164-cbe9a151f1e1"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "stopwords = set(STOPWORDS)\n",
        "stopwords.update([\"ben\", \"sen\", \"biz\", \"de\", \"ki\", \"ve\", \"da\", \"bir\", \"ile\", \"için\", \"bu\", \"ne\", \"gibi\",\"amk\", \"a\", \"acaba\", \"altı\", \"altmış\", \"ama\", \"ancak\", \"arada\", \"artık\", \"asla\", \"aslında\", \"aslında\", \"ayrıca\", \"az\", \"bana\", \"bazen\", \"bazı\", \"bazıları\", \"belki\", \"ben\", \"benden\", \"beni\", \"benim\", \"beri\", \"beş\", \"bile\", \"bilhassa\", \"bin\", \"bir\", \"biraz\", \"birçoğu\", \"birçok\", \"biri\", \"birisi\", \"birkaç\", \"birşey\", \"biz\", \"bizden\", \"bize\", \"bizi\", \"bizim\", \"böyle\", \"böylece\", \"bu\", \"buna\", \"bunda\", \"bundan\", \"bunlar\", \"bunları\", \"bunların\", \"bunu\", \"bunun\", \"burada\", \"bütün\", \"çoğu\", \"çoğunu\", \"çok\", \"çünkü\", \"da\", \"daha\", \"dahi\", \"dan\", \"de\", \"defa\", \"değil\", \"diğer\", \"diğeri\", \"diğerleri\", \"diye\", \"doksan\", \"dokuz\", \"dolayı\", \"dolayısıyla\", \"dört\", \"e\", \"edecek\", \"eden\", \"ederek\", \"edilecek\", \"ediliyor\", \"edilmesi\", \"ediyor\", \"eğer\", \"elbette\", \"elli\", \"en\", \"etmesi\", \"etti\", \"ettiği\", \"ettiğini\", \"fakat\", \"falan\", \"filan\", \"gene\", \"gereği\", \"gerek\", \"gibi\", \"göre\", \"hala\", \"halde\", \"halen\", \"hangi\", \"hangisi\", \"hani\", \"hatta\", \"hem\", \"henüz\", \"hep\", \"hepsi\", \"her\", \"herhangi\", \"herkes\", \"herkese\", \"herkesi\", \"herkesin\", \"hiç\", \"hiçbir\", \"hiçbiri\", \"i\", \"ı\", \"için\", \"içinde\", \"iki\", \"ile\", \"ilgili\", \"ise\", \"işte\", \"itibaren\", \"itibariyle\", \"kaç\", \"kadar\", \"karşın\", \"kendi\", \"kendilerine\", \"kendine\", \"kendini\", \"kendisi\", \"kendisine\", \"kendisini\", \"kez\", \"ki\", \"kim\", \"kime\", \"kimi\", \"kimin\", \"kimisi\", \"kimse\", \"kırk\", \"madem\", \"mi\", \"mı\", \"milyar\", \"milyon\", \"mu\", \"mü\", \"nasıl\", \"ne\", \"neden\", \"nedenle\", \"nerde\", \"nerede\", \"nereye\", \"neyse\", \"niçin\", \"nin\", \"nın\", \"niye\", \"nun\", \"nün\", \"o\", \"öbür\", \"olan\", \"olarak\", \"oldu\", \"olduğu\", \"olduğunu\", \"olduklarını\", \"olmadı\", \"olmadığı\", \"olmak\", \"olması\", \"olmayan\", \"olmaz\", \"olsa\", \"olsun\", \"olup\", \"olur\", \"olur\", \"olursa\", \"oluyor\", \"on\", \"ön\", \"ona\", \"önce\", \"ondan\", \"onlar\", \"onlara\", \"onlardan\", \"onları\", \"onların\", \"onu\", \"onun\", \"orada\", \"öte\", \"ötürü\", \"otuz\", \"öyle\", \"oysa\", \"pek\", \"rağmen\", \"sana\", \"sanki\", \"sanki\", \"şayet\", \"şekilde\", \"sekiz\", \"seksen\", \"sen\", \"senden\", \"seni\", \"senin\", \"şey\", \"şeyden\", \"şeye\", \"şeyi\", \"şeyler\", \"şimdi\", \"siz\", \"siz\", \"sizden\", \"sizden\", \"size\", \"sizi\", \"sizi\", \"sizin\", \"sizin\", \"sonra\", \"şöyle\", \"şu\", \"şuna\", \"şunları\", \"şunu\", \"ta\", \"tabii\", \"tam\", \"tamam\", \"tamamen\", \"tarafından\", \"trilyon\", \"tüm\", \"tümü\", \"u\", \"ü\", \"üç\", \"un\", \"ün\", \"üzere\", \"var\", \"vardı\", \"ve\", \"veya\", \"ya\", \"yani\", \"yapacak\", \"yapılan\", \"yapılması\", \"yapıyor\", \"yapmak\", \"yaptı\", \"yaptığı\", \"yaptığını\", \"yaptıkları\", \"ye\", \"yedi\", \"yerine\", \"yetmiş\", \"yi\", \"yı\", \"yine\", \"yirmi\", \"yoksa\", \"yu\", \"yüz\", \"zaten\", \"zira\", \"zxtest\"])\n",
        "\n",
        "wordcloud = WordCloud(stopwords=stopwords, background_color=\"black\").generate(text)\n",
        "plt.figure(figsize=[10,10])\n",
        "plt.imshow(wordcloud, interpolation='bilinear')\n",
        "plt.axis(\"off\")\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h4JjAqPixLuK"
      },
      "source": [
        "### Duygu Analizi & Bert Modellerinin Yüklenmesi"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "s2suB7WxxYC2"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Moving 0 files to the new cache system\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "0it [00:00, ?it/s]\n"
          ]
        }
      ],
      "source": [
        "from transformers import pipeline, AutoModelForTokenClassification, AutoTokenizer, AutoModelForSequenceClassification\n",
        "tokenizer= AutoTokenizer.from_pretrained(\"savasy/bert-base-turkish-sentiment-cased\")\n",
        "model= AutoModelForSequenceClassification.from_pretrained(\"savasy/bert-base-turkish-sentiment-cased\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "KZLHuZ0exmVG"
      },
      "outputs": [],
      "source": [
        "analyse = pipeline(\"sentiment-analysis\", model=model, tokenizer=tokenizer)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OJezzfROxq4t",
        "outputId": "388aa301-7cdf-4e8e-ef63-6829cd4eed65"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[{'label': 'negative', 'score': 0.9986574649810791}]"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "analyse(\"Senden nefret ediyorum. \")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "1KadtQ3EyKOO"
      },
      "outputs": [],
      "source": [
        "Tweet = list(df_Tweets['tweet'])\n",
        "#Tweet"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Umqr5mIjzWFE"
      },
      "source": [
        "### Tweeetlere bakma, sonuçların ve scorun toplanması"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {},
      "outputs": [],
      "source": [
        "code_to_label={\n",
        " 'negative': 'negatif',\n",
        " 'positive': 'pozitif',\n",
        "    'notr': 'notr'\n",
        "    \n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "qAL5_l6OzR9c"
      },
      "outputs": [],
      "source": [
        "TweetSayisi=len(df_Tweets)\n",
        "d= list()\n",
        "k= list()\n",
        "for i in range(TweetSayisi):\n",
        "                    c= analyse(Tweet[i])\n",
        "                    #a = c[0]['label']\n",
        "                    a = code_to_label[c[0]['label']]\n",
        "                    h =  c[0]['score']\n",
        "                    #d =np.append(a)\n",
        "                    d.append(a)\n",
        "                    k.append(h)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "OGJgJU-wzxMJ"
      },
      "outputs": [],
      "source": [
        "d\n",
        "df_Tweets[\"Tweets_duygu\"]= pd.DataFrame(d)\n",
        "df_Tweets[\"Tweets_duygu_score\"]= pd.DataFrame(k)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "wT4wRLJv2rMT",
        "outputId": "2c4e1964-e471-4d0c-e1b5-7446a71dd9d4"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "    .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>tweet</th>\n",
              "      <th>Tweets_duygu_score</th>\n",
              "      <th>Tweets_duygu</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>tugbaonbsii O köşk çok karışır  abi de büyük a...</td>\n",
              "      <td>0.996898</td>\n",
              "      <td>negatif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>çok güzel\\nYasakElma</td>\n",
              "      <td>0.994798</td>\n",
              "      <td>pozitif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>filmlerdendetay Bu diziye vasat demek  Sen Yas...</td>\n",
              "      <td>0.868316</td>\n",
              "      <td>negatif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Gibi izlerken ağız şapırtısına takılmak mı yas...</td>\n",
              "      <td>0.921692</td>\n",
              "      <td>pozitif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>YasakElmanın Hilali EceÖzdikiciden flaş açıkla...</td>\n",
              "      <td>0.994282</td>\n",
              "      <td>negatif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1507</th>\n",
              "      <td>YasakElma  Aunque en el episodio emitido hoy n...</td>\n",
              "      <td>0.961009</td>\n",
              "      <td>pozitif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1508</th>\n",
              "      <td>ياقوة التفاح وعظمة القفله  رجع لنا تفاح الموسم...</td>\n",
              "      <td>0.928299</td>\n",
              "      <td>negatif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1509</th>\n",
              "      <td>YasakElma\\nالمشهد يجنن \\n</td>\n",
              "      <td>0.570463</td>\n",
              "      <td>negatif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1510</th>\n",
              "      <td>Official account RTlemis thank youuu \\n\\nYasak...</td>\n",
              "      <td>0.705118</td>\n",
              "      <td>negatif</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1511</th>\n",
              "      <td>Yasakelma_aa Belki de henuz gormedigimiz yeni ...</td>\n",
              "      <td>0.579442</td>\n",
              "      <td>pozitif</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1512 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                  tweet  Tweets_duygu_score  \\\n",
              "0     tugbaonbsii O köşk çok karışır  abi de büyük a...            0.996898   \n",
              "1                                 çok güzel\\nYasakElma             0.994798   \n",
              "2     filmlerdendetay Bu diziye vasat demek  Sen Yas...            0.868316   \n",
              "3     Gibi izlerken ağız şapırtısına takılmak mı yas...            0.921692   \n",
              "4     YasakElmanın Hilali EceÖzdikiciden flaş açıkla...            0.994282   \n",
              "...                                                 ...                 ...   \n",
              "1507  YasakElma  Aunque en el episodio emitido hoy n...            0.961009   \n",
              "1508  ياقوة التفاح وعظمة القفله  رجع لنا تفاح الموسم...            0.928299   \n",
              "1509                          YasakElma\\nالمشهد يجنن \\n            0.570463   \n",
              "1510  Official account RTlemis thank youuu \\n\\nYasak...            0.705118   \n",
              "1511  Yasakelma_aa Belki de henuz gormedigimiz yeni ...            0.579442   \n",
              "\n",
              "     Tweets_duygu  \n",
              "0         negatif  \n",
              "1         pozitif  \n",
              "2         negatif  \n",
              "3         pozitif  \n",
              "4         negatif  \n",
              "...           ...  \n",
              "1507      pozitif  \n",
              "1508      negatif  \n",
              "1509      negatif  \n",
              "1510      negatif  \n",
              "1511      pozitif  \n",
              "\n",
              "[1512 rows x 3 columns]"
            ]
          },
          "execution_count": 40,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_Tweets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rjormu8r0NGz"
      },
      "source": [
        "# **Sonuç**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EDfsFgpl0LXe",
        "outputId": "a6354d39-4e60-427d-f8ea-987d97750e29"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "negatif    1053\n",
              "pozitif     459\n",
              "Name: Tweets_duygu, dtype: int64"
            ]
          },
          "execution_count": 41,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_Tweets['Tweets_duygu'].value_counts()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "5lsIVIn10ETp",
        "outputId": "c940704d-89e5-4a12-c0ad-000e4a3da141"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.countplot(df_Tweets.Tweets_duygu)\n",
        "plt.xlabel('inceleme');"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "20LxIGiN0cHx",
        "outputId": "7a92703a-5c49-4fb3-b5c2-1afea3f21b9d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "\n",
        "positive = (df_Tweets['Tweets_duygu'] == 'pozitif').sum()\n",
        "negative = (df_Tweets['Tweets_duygu'] == 'negatif').sum()\n",
        "\n",
        "\n",
        "proportions = [positive, negative]\n",
        "\n",
        "plt.pie(\n",
        "    proportions,\n",
        "    labels = ['positive', 'negative'],\n",
        "    shadow =0.9,\n",
        "    colors = ['green','#ffffff'],\n",
        "    explode = (0.15 , 0),\n",
        "    startangle = 90,\n",
        "    autopct = '%1.1f%%'\n",
        "    )\n",
        "\n",
        "plt.axis('equal')\n",
        "plt.title(\"Tweet dağılımı\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    }
  ],
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